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import type { ToolIOType, ToolOutputComponents } from "$lib/types/Tool"; export const ToolOutputPaths: Record< ToolOutputComponents, { type: ToolIOType; path: string; } > = { textbox: { type: "str", path: "$", }, markdown: { type: "str", path: "$", }, number: { type: "float", path: "$", }, im...
chat-ui/src/lib/server/tools/outputs.ts/0
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import { chromium, devices, type Page, type BrowserContextOptions, type Response, type Browser, } from "playwright"; import { PlaywrightBlocker } from "@cliqz/adblocker-playwright"; import { config } from "$lib/server/config"; import { logger } from "$lib/server/logger"; import { onExit } from "$lib/server/exitHa...
chat-ui/src/lib/server/websearch/scrape/playwright.ts/0
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import { writable } from "svelte/store"; export const ERROR_MESSAGES = { default: "Oops, something went wrong.", authOnly: "You have to be logged in.", rateLimited: "You are sending too many messages. Try again later.", }; export const error = writable<string | undefined>(undefined);
chat-ui/src/lib/stores/errors.ts/0
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import type { Session } from "./Session"; import type { Timestamps } from "./Timestamps"; import type { User } from "./User"; export interface MessageEvent extends Pick<Timestamps, "createdAt"> { userId: User["_id"] | Session["sessionId"]; ip?: string; expiresAt: Date; type: "message" | "export"; }
chat-ui/src/lib/types/MessageEvent.ts/0
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import type { ObjectId } from "mongodb"; import type { Conversation } from "./Conversation"; import type { Timestamps } from "./Timestamps"; import type { HeaderElement } from "$lib/server/websearch/markdown/types"; export interface WebSearch extends Timestamps { _id?: ObjectId; convId?: Conversation["_id"]; promp...
chat-ui/src/lib/types/WebSearch.ts/0
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import katex from "katex"; import "katex/dist/contrib/mhchem.mjs"; import { Marked } from "marked"; import type { Tokens, TokenizerExtension, RendererExtension } from "marked"; import type { WebSearchSource } from "$lib/types/WebSearch"; import hljs from "highlight.js"; interface katexBlockToken extends Tokens.Generic...
chat-ui/src/lib/utils/marked.ts/0
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import type { Tool } from "$lib/types/Tool"; /** * Checks if a tool's name equals a value. Replaces all hyphens with underscores before comparison * since some models return underscores even when hyphens are used in the request. **/ export function toolHasName(name: string, tool: Pick<Tool, "name">): boolean { ret...
chat-ui/src/lib/utils/tools.ts/0
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<script lang="ts"> import "../styles/main.css"; import { onDestroy, onMount, untrack } from "svelte"; import { goto } from "$app/navigation"; import { base } from "$app/paths"; import { page } from "$app/stores"; import { error } from "$lib/stores/errors"; import { createSettingsStore } from "$lib/stores/setti...
chat-ui/src/routes/+layout.svelte/0
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import { config } from "$lib/server/config"; import { authCondition, requiresUser } from "$lib/server/auth.js"; import { collections } from "$lib/server/database.js"; import { editableToolSchema } from "$lib/server/tools/index.js"; import { generateSearchTokens } from "$lib/utils/searchTokens.js"; import { ObjectId } f...
chat-ui/src/routes/api/tools/+server.ts/0
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<script lang="ts"> import ChatWindow from "$lib/components/chat/ChatWindow.svelte"; import { pendingMessage } from "$lib/stores/pendingMessage"; import { isAborted } from "$lib/stores/isAborted"; import { onMount } from "svelte"; import { page } from "$app/state"; import { beforeNavigate, goto, invalidateAll } fr...
chat-ui/src/routes/conversation/[id]/+page.svelte/0
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import { base } from "$app/paths"; import { redirect } from "@sveltejs/kit"; export async function load({ params, parent, fetch }) { const r = await fetch(`${base}/api/v2/models/${params.model}/subscribe`, { method: "POST", }); if (!r.ok) { redirect(302, base + "/"); } return { settings: await parent().th...
chat-ui/src/routes/models/[...model]/+page.ts/0
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<script lang="ts"> import AssistantSettings from "$lib/components/AssistantSettings.svelte"; import type { PageData } from "./$types"; interface Props { data: PageData; } let { data }: Props = $props(); </script> <AssistantSettings models={data.models} />
chat-ui/src/routes/settings/(nav)/assistants/new/+page.svelte/0
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repos: - repo: https://github.com/charliermarsh/ruff-pre-commit # https://github.com/charliermarsh/ruff#usage rev: 'v0.11.8' hooks: # Run the linter. - id: ruff args: [ --fix ] # Run the formatter. - id: ruff-format
datasets/.pre-commit-config.yaml/0
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import json import sys def format_json_to_md(input_json_file, output_md_file): with open(input_json_file, encoding="utf-8") as f: results = json.load(f) output_md = ["<details>", "<summary>Show updated benchmarks!</summary>", " "] for benchmark_name in sorted(results): benchmark_res = re...
datasets/benchmarks/format.py/0
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# Batch mapping Combining the utility of [`Dataset.map`] with batch mode is very powerful. It allows you to speed up processing, and freely control the size of the generated dataset. ## Need for speed The primary objective of batch mapping is to speed up processing. Often times, it is faster to work with batches of...
datasets/docs/source/about_map_batch.mdx/0
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# Image classification Image classification datasets are used to train a model to classify an entire image. There are a wide variety of applications enabled by these datasets such as identifying endangered wildlife species or screening for disease in medical images. This guide will show you how to apply transformation...
datasets/docs/source/image_classification.mdx/0
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# Table Classes Each `Dataset` object is backed by a PyArrow Table. A Table can be loaded from either the disk (memory mapped) or in memory. Several Table types are available, and they all inherit from [`table.Table`]. ## Table [[autodoc]] datasets.table.Table - validate - equals - to_batches - to_py...
datasets/docs/source/package_reference/table_classes.mdx/0
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# Use with Polars This document is a quick introduction to using `datasets` with Polars, with a particular focus on how to process datasets using Polars functions, and how to convert a dataset to Polars or from Polars. This is particularly useful as it allows fast zero-copy operations, since both `datasets` and Polar...
datasets/docs/source/use_with_polars.mdx/0
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from abc import ABC, abstractmethod from argparse import ArgumentParser class BaseDatasetsCLICommand(ABC): @staticmethod @abstractmethod def register_subcommand(parser: ArgumentParser): raise NotImplementedError() @abstractmethod def run(self): raise NotImplementedError()
datasets/src/datasets/commands/__init__.py/0
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import os from dataclasses import dataclass, field from io import BytesIO from typing import TYPE_CHECKING, Any, ClassVar, Optional, Union import numpy as np import pyarrow as pa from .. import config from ..download.download_config import DownloadConfig from ..table import array_cast from ..utils.file_utils import i...
datasets/src/datasets/features/audio.py/0
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from itertools import chain from typing import Optional, Union from huggingface_hub import ( CommitInfo, CommitOperationAdd, CommitOperationDelete, DatasetCard, DatasetCardData, HfApi, HfFileSystem, ) import datasets.config from datasets.info import DatasetInfosDict from datasets.load impo...
datasets/src/datasets/hub.py/0
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import inspect import re from typing import Dict, List, Tuple from huggingface_hub.utils import insecure_hashlib from .arrow import arrow from .audiofolder import audiofolder from .cache import cache from .csv import csv from .hdf5 import hdf5 from .imagefolder import imagefolder from .json import json from .pandas i...
datasets/src/datasets/packaged_modules/__init__.py/0
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import datasets from ..folder_based_builder import folder_based_builder logger = datasets.utils.logging.get_logger(__name__) class ImageFolderConfig(folder_based_builder.FolderBasedBuilderConfig): """BuilderConfig for ImageFolder.""" drop_labels: bool = None drop_metadata: bool = None def __post_...
datasets/src/datasets/packaged_modules/imagefolder/imagefolder.py/0
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import datasets from ..folder_based_builder import folder_based_builder logger = datasets.utils.logging.get_logger(__name__) class VideoFolderConfig(folder_based_builder.FolderBasedBuilderConfig): """BuilderConfig for ImageFolder.""" drop_labels: bool = None drop_metadata: bool = None def __post_...
datasets/src/datasets/packaged_modules/videofolder/videofolder.py/0
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import enum import inspect import warnings from functools import wraps from typing import Callable, Optional from .logging import get_logger _emitted_deprecation_warnings = set() logger = get_logger(__name__) def deprecated(help_message: Optional[str] = None): """Decorator to mark a class or a function as depr...
datasets/src/datasets/utils/deprecation_utils.py/0
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name: "" # Filename comes here allow_empty: false allow_empty_text: true subsections: - name: "Dataset Card for X" # First-level markdown heading allow_empty: false allow_empty_text: true subsections: - name: "Table of Contents" allow_empty: false allow_empty_text: false subs...
datasets/src/datasets/utils/resources/readme_structure.yaml/0
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import pytest import datasets import datasets.config # Import fixture modules as plugins pytest_plugins = ["tests.fixtures.files", "tests.fixtures.hub", "tests.fixtures.fsspec"] def pytest_collection_modifyitems(config, items): # Mark tests as "unit" by default if not marked as "integration" (or already marked...
datasets/tests/conftest.py/0
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import pytest from datasets import Dataset, Features, Pdf from ..utils import require_pdfplumber @require_pdfplumber @pytest.mark.parametrize( "build_example", [ lambda pdf_path: pdf_path, lambda pdf_path: open(pdf_path, "rb").read(), lambda pdf_path: {"path": pdf_path}, lamb...
datasets/tests/features/test_pdf.py/0
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import pyarrow as pa import pytest from datasets.builder import InvalidConfigName from datasets.data_files import DataFilesList from datasets.packaged_modules.arrow.arrow import Arrow, ArrowConfig @pytest.fixture def arrow_file_streaming_format(tmp_path): filename = tmp_path / "stream.arrow" testdata = [[1, ...
datasets/tests/packaged_modules/test_arrow.py/0
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import copy import os import tempfile from unittest import TestCase from unittest.mock import patch import numpy as np import pyarrow as pa import pyarrow.parquet as pq import pytest from datasets.arrow_writer import ArrowWriter, OptimizedTypedSequence, ParquetWriter, TypedSequence from datasets.features import Array...
datasets/tests/test_arrow_writer.py/0
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import os import pytest import yaml from datasets.features.features import Features, Value from datasets.info import DatasetInfo, DatasetInfosDict from datasets.utils.py_utils import asdict @pytest.mark.parametrize( "files", [ ["full:README.md", "dataset_infos.json"], ["empty:README.md", "da...
datasets/tests/test_info.py/0
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import fnmatch import gc import os import shutil import tempfile import textwrap import time import unittest from io import BytesIO from pathlib import Path from unittest.mock import patch import numpy as np import pytest from huggingface_hub import DatasetCard, HfApi from datasets import ( Audio, ClassLabel,...
datasets/tests/test_upstream_hub.py/0
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<!--Copyright 2025 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
diffusers/docs/source/en/api/loaders/peft.md/0
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<!-- Copyright 2025 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agree...
diffusers/docs/source/en/api/models/autoencoderkl_allegro.md/0
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<!-- Copyright 2025 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agree...
diffusers/docs/source/en/api/models/mochi_transformer3d.md/0
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<!-- Copyright 2025 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applic...
diffusers/docs/source/en/api/pipelines/hidream.md/0
{ "file_path": "diffusers/docs/source/en/api/pipelines/hidream.md", "repo_id": "diffusers", "token_count": 474 }
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<!-- Copyright 2025 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applic...
diffusers/docs/source/en/api/pipelines/mochi.md/0
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<!--Copyright 2025 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to...
diffusers/docs/source/en/api/pipelines/shap_e.md/0
{ "file_path": "diffusers/docs/source/en/api/pipelines/shap_e.md", "repo_id": "diffusers", "token_count": 590 }
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<!--Copyright 2025 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
diffusers/docs/source/en/installation.md/0
{ "file_path": "diffusers/docs/source/en/installation.md", "repo_id": "diffusers", "token_count": 1679 }
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<!-- Copyright 2025 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agree...
diffusers/docs/source/en/quantization/torchao.md/0
{ "file_path": "diffusers/docs/source/en/quantization/torchao.md", "repo_id": "diffusers", "token_count": 2770 }
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<!--Copyright 2025 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
diffusers/docs/source/en/training/sdxl.md/0
{ "file_path": "diffusers/docs/source/en/training/sdxl.md", "repo_id": "diffusers", "token_count": 4393 }
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<!--Copyright 2025 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
diffusers/docs/source/en/using-diffusers/custom_pipeline_overview.md/0
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<!--Copyright 2025 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
diffusers/docs/source/en/using-diffusers/push_to_hub.md/0
{ "file_path": "diffusers/docs/source/en/using-diffusers/push_to_hub.md", "repo_id": "diffusers", "token_count": 2083 }
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<!--Copyright 2025 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
diffusers/docs/source/ja/index.md/0
{ "file_path": "diffusers/docs/source/ja/index.md", "repo_id": "diffusers", "token_count": 2031 }
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<!--Copyright 2025 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
diffusers/docs/source/ko/optimization/fp16.md/0
{ "file_path": "diffusers/docs/source/ko/optimization/fp16.md", "repo_id": "diffusers", "token_count": 10834 }
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<!--Copyright 2025 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
diffusers/docs/source/ko/training/instructpix2pix.md/0
{ "file_path": "diffusers/docs/source/ko/training/instructpix2pix.md", "repo_id": "diffusers", "token_count": 5663 }
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<!--Copyright 2025 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
diffusers/docs/source/ko/using-diffusers/loading.md/0
{ "file_path": "diffusers/docs/source/ko/using-diffusers/loading.md", "repo_id": "diffusers", "token_count": 14796 }
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<!--Copyright 2025 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
diffusers/docs/source/pt/quicktour.md/0
{ "file_path": "diffusers/docs/source/pt/quicktour.md", "repo_id": "diffusers", "token_count": 6790 }
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<!--版权 2025 The HuggingFace Team。保留所有权利。 根据Apache许可证2.0版("许可证")授权;除非符合许可证的规定,否则不得使用此文件。 您可以在以下网址获取许可证的副本 http://www.apache.org/licenses/LICENSE-2.0 除非适用法律要求或书面同意,根据许可证分发的软件是基于"按原样"分发的,没有任何形式的明示或暗示的担保或条件。有关许可证下特定的语言管理权限和限制,请参阅许可证。 --> # 状态 块依赖于[`~modular_pipelines.PipelineState`]和[`~modular_pipelines.BlockState`]数据...
diffusers/docs/source/zh/modular_diffusers/modular_diffusers_states.md/0
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# ParaAttention <div class="flex justify-center"> <img src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/diffusers/para-attn/flux-performance.png"> </div> <div class="flex justify-center"> <img src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/d...
diffusers/docs/source/zh/optimization/para_attn.md/0
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<!--Copyright 2025 The HuggingFace Team. All rights reserved. 根据 Apache License 2.0 版本("许可证")授权,除非符合许可证要求,否则不得使用此文件。您可以通过以下网址获取许可证副本: http://www.apache.org/licenses/LICENSE-2.0 除非适用法律要求或书面同意,本软件按"原样"分发,不附带任何明示或暗示的担保或条件。详见许可证中规定的特定语言权限和限制。 --> # 概述 🤗 Diffusers 提供了一系列训练脚本供您训练自己的diffusion模型。您可以在 [diffusers/examples]...
diffusers/docs/source/zh/training/overview.md/0
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# coding=utf-8 # Copyright 2025 The HuggingFace Inc. team. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable...
diffusers/examples/amused/train_amused.py/0
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""" This script performs DDIM inversion for video frames using a pre-trained model and generates a video reconstruction based on a provided prompt. It utilizes the CogVideoX pipeline to process video frames, apply the DDIM inverse scheduler, and produce an output video. **Please notice that this script is based on the...
diffusers/examples/community/cogvideox_ddim_inversion.py/0
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import inspect from typing import Any, Callable, Dict, List, Optional, Union import numpy as np import torch from transformers import CLIPImageProcessor, CLIPTextModel, CLIPTokenizer from diffusers.image_processor import VaeImageProcessor from diffusers.loaders import FromSingleFileMixin, StableDiffusionLoraLoaderMix...
diffusers/examples/community/latent_consistency_interpolate.py/0
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#!/usr/bin/env python3 import torch from diffusers import DiffusionPipeline class UnetSchedulerOneForwardPipeline(DiffusionPipeline): def __init__(self, unet, scheduler): super().__init__() self.register_modules(unet=unet, scheduler=scheduler) def __call__(self): image = torch.randn...
diffusers/examples/community/one_step_unet.py/0
{ "file_path": "diffusers/examples/community/one_step_unet.py", "repo_id": "diffusers", "token_count": 299 }
141
# Copyright 2025 Stability AI, Kwai-Kolors Team and The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2...
diffusers/examples/community/pipeline_kolors_differential_img2img.py/0
{ "file_path": "diffusers/examples/community/pipeline_kolors_differential_img2img.py", "repo_id": "diffusers", "token_count": 29911 }
142
# Copyright 2023 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicabl...
diffusers/examples/community/pipeline_stable_diffusion_xl_ipex.py/0
{ "file_path": "diffusers/examples/community/pipeline_stable_diffusion_xl_ipex.py", "repo_id": "diffusers", "token_count": 32238 }
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import types from typing import List, Optional, Tuple, Union import torch from transformers import CLIPTextModelWithProjection, CLIPTokenizer from transformers.models.clip.modeling_clip import CLIPTextModelOutput from diffusers.models import PriorTransformer from diffusers.pipelines import DiffusionPipeline, StableDi...
diffusers/examples/community/stable_unclip.py/0
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# ControlNet training example [Adding Conditional Control to Text-to-Image Diffusion Models](https://huggingface.co/papers/2302.05543) by Lvmin Zhang and Maneesh Agrawala. This example is based on the [training example in the original ControlNet repository](https://github.com/lllyasviel/ControlNet/blob/main/docs/trai...
diffusers/examples/controlnet/README.md/0
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# Search models on Civitai and Hugging Face The [auto_diffusers](https://github.com/suzukimain/auto_diffusers) library provides additional functionalities to Diffusers such as searching for models on Civitai and the Hugging Face Hub. Please refer to the original library [here](https://pypi.org/project/auto-diffusers/)...
diffusers/examples/model_search/README.md/0
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import os import random import torch import torchvision.transforms as transforms from PIL import Image def recalculate_box_and_verify_if_valid(x, y, w, h, image_size, original_image_size, min_box_size): scale = image_size / min(original_image_size) crop_y = (original_image_size[1] * scale - image_size) // 2 ...
diffusers/examples/research_projects/gligen/dataset.py/0
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import argparse import itertools import math import os import random from pathlib import Path from typing import Iterable import numpy as np import PIL import torch import torch.nn.functional as F import torch.utils.checkpoint from accelerate import Accelerator from accelerate.utils import ProjectConfiguration, set_se...
diffusers/examples/research_projects/intel_opts/textual_inversion_dfq/textual_inversion.py/0
{ "file_path": "diffusers/examples/research_projects/intel_opts/textual_inversion_dfq/textual_inversion.py", "repo_id": "diffusers", "token_count": 18301 }
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## [Deprecated] Multi Token Textual Inversion **IMPORTART: This research project is deprecated. Multi Token Textual Inversion is now supported natively in [the official textual inversion example](https://github.com/huggingface/diffusers/tree/main/examples/textual_inversion#running-locally-with-pytorch).** The author ...
diffusers/examples/research_projects/multi_token_textual_inversion/README.md/0
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## Diffusers examples with ONNXRuntime optimizations **This research project is not actively maintained by the diffusers team. For any questions or comments, please contact Isamu Isozaki(isamu-isozaki) on github with any questions.** The aim of this project is to provide retrieval augmented diffusion models to diffus...
diffusers/examples/research_projects/rdm/README.md/0
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#!/usr/bin/env python # coding=utf-8 # Copyright 2025 The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LI...
diffusers/examples/text_to_image/test_text_to_image.py/0
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## Training an unconditional diffusion model Creating a training image set is [described in a different document](https://huggingface.co/docs/datasets/image_process#image-datasets). ### Installing the dependencies Before running the scripts, make sure to install the library's training dependencies: **Important** T...
diffusers/examples/unconditional_image_generation/README.md/0
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import argparse from typing import Dict import torch import torch.nn as nn from diffusers import SparseControlNetModel KEYS_RENAME_MAPPING = { ".attention_blocks.0": ".attn1", ".attention_blocks.1": ".attn2", ".attn1.pos_encoder": ".pos_embed", ".ff_norm": ".norm3", ".norms.0": ".norm1", ".n...
diffusers/scripts/convert_animatediff_sparsectrl_to_diffusers.py/0
{ "file_path": "diffusers/scripts/convert_animatediff_sparsectrl_to_diffusers.py", "repo_id": "diffusers", "token_count": 1144 }
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import argparse from pathlib import Path from typing import Any, Dict import torch from accelerate import init_empty_weights from safetensors.torch import load_file from transformers import T5EncoderModel, T5Tokenizer from diffusers import ( AutoencoderKLLTXVideo, FlowMatchEulerDiscreteScheduler, LTXCondi...
diffusers/scripts/convert_ltx_to_diffusers.py/0
{ "file_path": "diffusers/scripts/convert_ltx_to_diffusers.py", "repo_id": "diffusers", "token_count": 9469 }
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#!/usr/bin/env python from __future__ import annotations import argparse from contextlib import nullcontext import torch from accelerate import init_empty_weights from diffusers import ( SanaControlNetModel, ) from diffusers.models.modeling_utils import load_model_dict_into_meta from diffusers.utils.import_utils...
diffusers/scripts/convert_sana_controlnet_to_diffusers.py/0
{ "file_path": "diffusers/scripts/convert_sana_controlnet_to_diffusers.py", "repo_id": "diffusers", "token_count": 4103 }
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# Copyright 2022 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicabl...
diffusers/scripts/convert_vae_diff_to_onnx.py/0
{ "file_path": "diffusers/scripts/convert_vae_diff_to_onnx.py", "repo_id": "diffusers", "token_count": 1684 }
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# Copyright 2025 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicabl...
diffusers/src/diffusers/commands/fp16_safetensors.py/0
{ "file_path": "diffusers/src/diffusers/commands/fp16_safetensors.py", "repo_id": "diffusers", "token_count": 2245 }
157
# Copyright 2025 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicabl...
diffusers/src/diffusers/guiders/skip_layer_guidance.py/0
{ "file_path": "diffusers/src/diffusers/guiders/skip_layer_guidance.py", "repo_id": "diffusers", "token_count": 5103 }
158
from typing import TYPE_CHECKING from ..utils import DIFFUSERS_SLOW_IMPORT, _LazyModule, deprecate from ..utils.import_utils import is_peft_available, is_torch_available, is_transformers_available def text_encoder_lora_state_dict(text_encoder): deprecate( "text_encoder_load_state_dict in `models`", ...
diffusers/src/diffusers/loaders/__init__.py/0
{ "file_path": "diffusers/src/diffusers/loaders/__init__.py", "repo_id": "diffusers", "token_count": 2647 }
159
# Copyright 2025 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicabl...
diffusers/src/diffusers/models/__init__.py/0
{ "file_path": "diffusers/src/diffusers/models/__init__.py", "repo_id": "diffusers", "token_count": 4802 }
160
# Copyright 2025 The Lightricks team and The HuggingFace Team. # All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Un...
diffusers/src/diffusers/models/autoencoders/autoencoder_kl_ltx.py/0
{ "file_path": "diffusers/src/diffusers/models/autoencoders/autoencoder_kl_ltx.py", "repo_id": "diffusers", "token_count": 30359 }
161
from ...utils import is_flax_available, is_torch_available if is_torch_available(): from .controlnet import ControlNetModel, ControlNetOutput from .controlnet_flux import FluxControlNetModel, FluxControlNetOutput, FluxMultiControlNetModel from .controlnet_hunyuan import ( HunyuanControlNetOutput, ...
diffusers/src/diffusers/models/controlnets/__init__.py/0
{ "file_path": "diffusers/src/diffusers/models/controlnets/__init__.py", "repo_id": "diffusers", "token_count": 393 }
162
# Copyright 2025 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicabl...
diffusers/src/diffusers/models/lora.py/0
{ "file_path": "diffusers/src/diffusers/models/lora.py", "repo_id": "diffusers", "token_count": 7982 }
163
# Copyright 2025 HunyuanDiT Authors, Qixun Wang and The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2...
diffusers/src/diffusers/models/transformers/hunyuan_transformer_2d.py/0
{ "file_path": "diffusers/src/diffusers/models/transformers/hunyuan_transformer_2d.py", "repo_id": "diffusers", "token_count": 10633 }
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# Copyright 2025 Black Forest Labs, The HuggingFace Team and The InstantX Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LIC...
diffusers/src/diffusers/models/transformers/transformer_flux.py/0
{ "file_path": "diffusers/src/diffusers/models/transformers/transformer_flux.py", "repo_id": "diffusers", "token_count": 15574 }
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# Copyright 2025 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicabl...
diffusers/src/diffusers/models/unets/unet_1d_blocks.py/0
{ "file_path": "diffusers/src/diffusers/models/unets/unet_1d_blocks.py", "repo_id": "diffusers", "token_count": 11970 }
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# Copyright 2025 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicabl...
diffusers/src/diffusers/models/vq_model.py/0
{ "file_path": "diffusers/src/diffusers/models/vq_model.py", "repo_id": "diffusers", "token_count": 490 }
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# Copyright 2025 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicabl...
diffusers/src/diffusers/modular_pipelines/stable_diffusion_xl/denoise.py/0
{ "file_path": "diffusers/src/diffusers/modular_pipelines/stable_diffusion_xl/denoise.py", "repo_id": "diffusers", "token_count": 15351 }
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# Copyright 2025 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicabl...
diffusers/src/diffusers/pipelines/audioldm2/modeling_audioldm2.py/0
{ "file_path": "diffusers/src/diffusers/pipelines/audioldm2/modeling_audioldm2.py", "repo_id": "diffusers", "token_count": 32815 }
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# Copyright 2025 ConsisID Authors and The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless ...
diffusers/src/diffusers/pipelines/consisid/pipeline_consisid.py/0
{ "file_path": "diffusers/src/diffusers/pipelines/consisid/pipeline_consisid.py", "repo_id": "diffusers", "token_count": 20581 }
170
# Copyright 2025 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicabl...
diffusers/src/diffusers/pipelines/controlnet/pipeline_flax_controlnet.py/0
{ "file_path": "diffusers/src/diffusers/pipelines/controlnet/pipeline_flax_controlnet.py", "repo_id": "diffusers", "token_count": 10022 }
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# Copyright 2025 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicabl...
diffusers/src/diffusers/pipelines/dance_diffusion/pipeline_dance_diffusion.py/0
{ "file_path": "diffusers/src/diffusers/pipelines/dance_diffusion/pipeline_dance_diffusion.py", "repo_id": "diffusers", "token_count": 2803 }
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# Deprecated Pipelines This folder contains pipelines that have very low usage as measured by model downloads, issues and PRs. While you can still use the pipelines just as before, we will stop testing the pipelines and will not accept any changes to existing files.
diffusers/src/diffusers/pipelines/deprecated/README.md/0
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from typing import TYPE_CHECKING from ....utils import DIFFUSERS_SLOW_IMPORT, _LazyModule _import_structure = {"pipeline_score_sde_ve": ["ScoreSdeVePipeline"]} if TYPE_CHECKING or DIFFUSERS_SLOW_IMPORT: from .pipeline_score_sde_ve import ScoreSdeVePipeline else: import sys sys.modules[__name__] = _Laz...
diffusers/src/diffusers/pipelines/deprecated/score_sde_ve/__init__.py/0
{ "file_path": "diffusers/src/diffusers/pipelines/deprecated/score_sde_ve/__init__.py", "repo_id": "diffusers", "token_count": 193 }
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from typing import TYPE_CHECKING from ....utils import ( DIFFUSERS_SLOW_IMPORT, OptionalDependencyNotAvailable, _LazyModule, is_torch_available, is_transformers_available, is_transformers_version, ) _dummy_objects = {} _import_structure = {} try: if not (is_transformers_available() and i...
diffusers/src/diffusers/pipelines/deprecated/versatile_diffusion/__init__.py/0
{ "file_path": "diffusers/src/diffusers/pipelines/deprecated/versatile_diffusion/__init__.py", "repo_id": "diffusers", "token_count": 1112 }
175
# Copyright 2025 Black Forest Labs and The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless...
diffusers/src/diffusers/pipelines/flux/modeling_flux.py/0
{ "file_path": "diffusers/src/diffusers/pipelines/flux/modeling_flux.py", "repo_id": "diffusers", "token_count": 519 }
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# Copyright 2025 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicabl...
diffusers/src/diffusers/pipelines/free_noise_utils.py/0
{ "file_path": "diffusers/src/diffusers/pipelines/free_noise_utils.py", "repo_id": "diffusers", "token_count": 13044 }
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# Copyright 2025 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicabl...
diffusers/src/diffusers/pipelines/kandinsky/pipeline_kandinsky_combined.py/0
{ "file_path": "diffusers/src/diffusers/pipelines/kandinsky/pipeline_kandinsky_combined.py", "repo_id": "diffusers", "token_count": 17026 }
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from typing import Callable, Dict, List, Optional, Union import torch from transformers import T5EncoderModel, T5Tokenizer from ...loaders import StableDiffusionLoraLoaderMixin from ...models import Kandinsky3UNet, VQModel from ...schedulers import DDPMScheduler from ...utils import ( deprecate, is_torch_xla_...
diffusers/src/diffusers/pipelines/kandinsky3/pipeline_kandinsky3.py/0
{ "file_path": "diffusers/src/diffusers/pipelines/kandinsky3/pipeline_kandinsky3.py", "repo_id": "diffusers", "token_count": 12750 }
179
# Copyright 2023-2025 Marigold Team, ETH Zürich. All rights reserved. # Copyright 2024-2025 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # ...
diffusers/src/diffusers/pipelines/marigold/marigold_image_processing.py/0
{ "file_path": "diffusers/src/diffusers/pipelines/marigold/marigold_image_processing.py", "repo_id": "diffusers", "token_count": 14872 }
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from dataclasses import dataclass from typing import TYPE_CHECKING, List, Optional, Union import numpy as np import PIL from PIL import Image from ...utils import ( DIFFUSERS_SLOW_IMPORT, OptionalDependencyNotAvailable, _LazyModule, get_objects_from_module, is_torch_available, is_transformers_...
diffusers/src/diffusers/pipelines/paint_by_example/__init__.py/0
{ "file_path": "diffusers/src/diffusers/pipelines/paint_by_example/__init__.py", "repo_id": "diffusers", "token_count": 599 }
181
# Copyright 2025 The GLIGEN Authors and HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless re...
diffusers/src/diffusers/pipelines/stable_diffusion/clip_image_project_model.py/0
{ "file_path": "diffusers/src/diffusers/pipelines/stable_diffusion/clip_image_project_model.py", "repo_id": "diffusers", "token_count": 336 }
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# Copyright 2025 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicabl...
diffusers/src/diffusers/pipelines/stable_diffusion/pipeline_stable_diffusion_latent_upscale.py/0
{ "file_path": "diffusers/src/diffusers/pipelines/stable_diffusion/pipeline_stable_diffusion_latent_upscale.py", "repo_id": "diffusers", "token_count": 13951 }
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from typing import TYPE_CHECKING from ...utils import ( DIFFUSERS_SLOW_IMPORT, OptionalDependencyNotAvailable, _LazyModule, get_objects_from_module, is_flax_available, is_torch_available, is_transformers_available, ) _dummy_objects = {} _additional_imports = {} _import_structure = {"pipel...
diffusers/src/diffusers/pipelines/stable_diffusion_xl/__init__.py/0
{ "file_path": "diffusers/src/diffusers/pipelines/stable_diffusion_xl/__init__.py", "repo_id": "diffusers", "token_count": 1202 }
184
# Copyright 2025 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicabl...
diffusers/src/diffusers/pipelines/text_to_video_synthesis/pipeline_text_to_video_synth_img2img.py/0
{ "file_path": "diffusers/src/diffusers/pipelines/text_to_video_synthesis/pipeline_text_to_video_synth_img2img.py", "repo_id": "diffusers", "token_count": 15431 }
185
from typing import TYPE_CHECKING from ...utils import ( DIFFUSERS_SLOW_IMPORT, OptionalDependencyNotAvailable, _LazyModule, get_objects_from_module, is_torch_available, is_transformers_available, ) _dummy_objects = {} _import_structure = {} try: if not (is_transformers_available() and i...
diffusers/src/diffusers/pipelines/wan/__init__.py/0
{ "file_path": "diffusers/src/diffusers/pipelines/wan/__init__.py", "repo_id": "diffusers", "token_count": 672 }
186