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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"import json\n",
"import uuid\n",
"from aiohttp import web, WSMsgType\n",
"import asyncio"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import asyncio\n",
"import json\n",
"import math\n",
"import random\n",
"import requests\n",
"import websockets"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"with open(\"workflow_api.json\", \"r\", encoding=\"utf-8\") as f:\n",
" workflow_data = f.read()\n",
"import json\n",
"workflow = json.loads(workflow_data)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"workflow[\"168\"][\"inputs\"][\"filename_prefix\"] = 'test1'"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"workflow[\"8\"][\"inputs\"]['video'] = 'd0.mp4'"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [],
"source": [
"workflow[\"196\"][\"inputs\"]['image'] = '/home/itek/Desktop/api comfyui/121.png'"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [],
"source": [
"import json\n",
"from urllib import request, parse\n",
"import random\n",
"\n",
"def queue_prompt(prompt):\n",
" p = {\"prompt\": prompt}\n",
" data = json.dumps(p).encode('utf-8')\n",
" req = request.Request(\"http://127.0.0.1:8188/prompt\", data=data)\n",
" return request.urlopen(req)\n",
"\n",
"a = queue_prompt(workflow)"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<http.client.HTTPResponse at 0x76a71d66c880>"
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"a"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [],
"source": [
"a.close()"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"b''"
]
},
"execution_count": 48,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"a.read()"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [],
"source": [
"import urllib\n",
"\n",
"def get_history(prompt_id, server_address):\n",
" with urllib.request.urlopen(\"http://{}/history/{}\".format(server_address, prompt_id)) as response:\n",
" return json.loads(response.read())"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'eb2d4c60-10fd-4809-aced-82453efe6520': {'prompt': [16,\n",
" 'eb2d4c60-10fd-4809-aced-82453efe6520',\n",
" {'1': {'inputs': {'precision': 'fp16', 'mode': 'human'},\n",
" 'class_type': 'DownloadAndLoadLivePortraitModels',\n",
" '_meta': {'title': '(Down)Load LivePortraitModels'}},\n",
" '8': {'inputs': {'video': 'd0.mp4',\n",
" 'force_rate': 16,\n",
" 'force_size': 'Disabled',\n",
" 'custom_width': 512,\n",
" 'custom_height': 512,\n",
" 'frame_load_cap': 128,\n",
" 'skip_first_frames': 0,\n",
" 'select_every_nth': 1},\n",
" 'class_type': 'VHS_LoadVideo',\n",
" '_meta': {'title': 'Load Video (Upload) 🎥🅥🅗🅢'}},\n",
" '78': {'inputs': {'image': ['165', 0]},\n",
" 'class_type': 'GetImageSizeAndCount',\n",
" '_meta': {'title': 'Get Image Size & Count'}},\n",
" '81': {'inputs': {'expand': 0,\n",
" 'incremental_expandrate': 0.0,\n",
" 'tapered_corners': True,\n",
" 'flip_input': False,\n",
" 'blur_radius': 13.9,\n",
" 'lerp_alpha': 1.0,\n",
" 'decay_factor': 1.0,\n",
" 'fill_holes': False,\n",
" 'mask': ['83', 0]},\n",
" 'class_type': 'GrowMaskWithBlur',\n",
" '_meta': {'title': 'Grow Mask With Blur'}},\n",
" '82': {'inputs': {'mask': ['81', 0]},\n",
" 'class_type': 'MaskPreview+',\n",
" '_meta': {'title': '🔧 Mask Preview'}},\n",
" '83': {'inputs': {'shape': 'square',\n",
" 'frames': 1,\n",
" 'location_x': 256,\n",
" 'location_y': 256,\n",
" 'grow': 0,\n",
" 'frame_width': 512,\n",
" 'frame_height': 512,\n",
" 'shape_width': 480,\n",
" 'shape_height': 480},\n",
" 'class_type': 'CreateShapeMask',\n",
" '_meta': {'title': 'Create Shape Mask'}},\n",
" '129': {'inputs': {'onnx_device': 'CUDA',\n",
" 'keep_model_loaded': True,\n",
" 'detection_threshold': 0.5},\n",
" 'class_type': 'LivePortraitLoadCropper',\n",
" '_meta': {'title': 'LivePortrait Load InsightFaceCropper'}},\n",
" '134': {'inputs': {'image': ['197', 0]},\n",
" 'class_type': 'GetImageSizeAndCount',\n",
" '_meta': {'title': 'Get Image Size & Count'}},\n",
" '165': {'inputs': {'width': 512,\n",
" 'height': 512,\n",
" 'upscale_method': 'lanczos',\n",
" 'keep_proportion': True,\n",
" 'divisible_by': 2,\n",
" 'crop': 'disabled',\n",
" 'image': ['196', 0]},\n",
" 'class_type': 'ImageResizeKJ',\n",
" '_meta': {'title': 'Resize Image'}},\n",
" '168': {'inputs': {'frame_rate': 16.0,\n",
" 'loop_count': 0,\n",
" 'filename_prefix': 'test1',\n",
" 'format': 'video/h264-mp4',\n",
" 'pix_fmt': 'yuv420p',\n",
" 'crf': 19,\n",
" 'save_metadata': False,\n",
" 'pingpong': False,\n",
" 'save_output': True,\n",
" 'images': ['181', 0],\n",
" 'audio': ['8', 2]},\n",
" 'class_type': 'VHS_VideoCombine',\n",
" '_meta': {'title': 'Video Combine 🎥🅥🅗🅢'}},\n",
" '180': {'inputs': {'eye_retargeting': True,\n",
" 'eyes_retargeting_multiplier': 1,\n",
" 'lip_retargeting': True,\n",
" 'lip_retargeting_multiplier': 1,\n",
" 'driving_crop_info': ['197', 1]},\n",
" 'class_type': 'LivePortraitRetargeting',\n",
" '_meta': {'title': 'LivePortrait Retargeting'}},\n",
" '181': {'inputs': {'image': ['191', 0]},\n",
" 'class_type': 'GetImageSizeAndCount',\n",
" '_meta': {'title': 'Get Image Size & Count'}},\n",
" '182': {'inputs': {'image': ['8', 0]},\n",
" 'class_type': 'GetImageSizeAndCount',\n",
" '_meta': {'title': 'Get Image Size & Count'}},\n",
" '189': {'inputs': {'dsize': 512,\n",
" 'scale': 2.3,\n",
" 'vx_ratio': 0.0,\n",
" 'vy_ratio': -0.125,\n",
" 'face_index': 0,\n",
" 'face_index_order': 'large-small',\n",
" 'rotate': True,\n",
" 'pipeline': ['1', 0],\n",
" 'cropper': ['198', 0],\n",
" 'source_image': ['78', 0]},\n",
" 'class_type': 'LivePortraitCropper',\n",
" '_meta': {'title': 'LivePortrait Cropper'}},\n",
" '190': {'inputs': {'lip_zero': False,\n",
" 'lip_zero_threshold': 0.03,\n",
" 'stitching': True,\n",
" 'delta_multiplier': 1.0,\n",
" 'mismatch_method': 'constant',\n",
" 'relative_motion_mode': 'relative',\n",
" 'driving_smooth_observation_variance': 3e-06,\n",
" 'expression_friendly': True,\n",
" 'expression_friendly_multiplier': 1.0,\n",
" 'pipeline': ['1', 0],\n",
" 'crop_info': ['189', 1],\n",
" 'source_image': ['78', 0],\n",
" 'driving_images': ['182', 0]},\n",
" 'class_type': 'LivePortraitProcess',\n",
" '_meta': {'title': 'LivePortrait Process'}},\n",
" '191': {'inputs': {'source_image': ['78', 0],\n",
" 'cropped_image': ['190', 0],\n",
" 'liveportrait_out': ['190', 1],\n",
" 'mask': ['81', 0]},\n",
" 'class_type': 'LivePortraitComposite',\n",
" '_meta': {'title': 'LivePortrait Composite'}},\n",
" '196': {'inputs': {'image': '/home/itek/Desktop/api comfyui/test.png',\n",
" 'upload': 'image'},\n",
" 'class_type': 'LoadImage',\n",
" '_meta': {'title': 'Load Image'}},\n",
" '197': {'inputs': {'dsize': 512,\n",
" 'scale': 2.3,\n",
" 'vx_ratio': 0,\n",
" 'vy_ratio': -0.125,\n",
" 'face_index': 0,\n",
" 'face_index_order': 'large-small',\n",
" 'rotate': True,\n",
" 'pipeline': ['1', 0],\n",
" 'cropper': ['198', 0],\n",
" 'source_image': ['182', 0]},\n",
" 'class_type': 'LivePortraitCropper',\n",
" '_meta': {'title': 'LivePortrait Cropper'}},\n",
" '198': {'inputs': {'landmarkrunner_onnx_device': 'torch_gpu',\n",
" 'keep_model_loaded': True},\n",
" 'class_type': 'LivePortraitLoadMediaPipeCropper',\n",
" '_meta': {'title': 'LivePortrait Load MediaPipeCropper'}},\n",
" '201': {'inputs': {'face_detector': 'blazeface_back_camera',\n",
" 'landmarkrunner_device': 'torch_gpu',\n",
" 'face_detector_device': 'cuda',\n",
" 'face_detector_dtype': 'fp16',\n",
" 'keep_model_loaded': True},\n",
" 'class_type': 'LivePortraitLoadFaceAlignmentCropper',\n",
" '_meta': {'title': 'LivePortrait Load FaceAlignmentCropper'}}},\n",
" {},\n",
" ['82', '168']],\n",
" 'outputs': {'168': {'gifs': [{'filename': 'test1_00003.mp4',\n",
" 'subfolder': '',\n",
" 'type': 'output',\n",
" 'format': 'video/h264-mp4',\n",
" 'frame_rate': 16.0}]},\n",
" '78': {'text': ['1x512x512']},\n",
" '181': {'text': ['50x512x512']},\n",
" '82': {'images': [{'filename': 'ComfyUI_temp_elkck_00001_.png',\n",
" 'subfolder': '',\n",
" 'type': 'temp'}]},\n",
" '182': {'text': ['50x512x512']}},\n",
" 'status': {'status_str': 'success',\n",
" 'completed': True,\n",
" 'messages': [['execution_start',\n",
" {'prompt_id': 'eb2d4c60-10fd-4809-aced-82453efe6520',\n",
" 'timestamp': 1725354009638}],\n",
" ['execution_cached',\n",
" {'nodes': ['1',\n",
" '8',\n",
" '78',\n",
" '81',\n",
" '82',\n",
" '83',\n",
" '165',\n",
" '168',\n",
" '181',\n",
" '182',\n",
" '189',\n",
" '190',\n",
" '191',\n",
" '196',\n",
" '198'],\n",
" 'prompt_id': 'eb2d4c60-10fd-4809-aced-82453efe6520',\n",
" 'timestamp': 1725354009643}],\n",
" ['execution_success',\n",
" {'prompt_id': 'eb2d4c60-10fd-4809-aced-82453efe6520',\n",
" 'timestamp': 1725354009644}]]},\n",
" 'meta': {'168': {'node_id': '168',\n",
" 'display_node': '168',\n",
" 'parent_node': None,\n",
" 'real_node_id': '168'},\n",
" '78': {'node_id': '78',\n",
" 'display_node': '78',\n",
" 'parent_node': None,\n",
" 'real_node_id': '78'},\n",
" '181': {'node_id': '181',\n",
" 'display_node': '181',\n",
" 'parent_node': None,\n",
" 'real_node_id': '181'},\n",
" '82': {'node_id': '82',\n",
" 'display_node': '82',\n",
" 'parent_node': None,\n",
" 'real_node_id': '82'},\n",
" '182': {'node_id': '182',\n",
" 'display_node': '182',\n",
" 'parent_node': None,\n",
" 'real_node_id': '182'}}}}"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"get_history(\"eb2d4c60-10fd-4809-aced-82453efe6520\" , '127.0.0.1:8188')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 87,
"metadata": {},
"outputs": [],
"source": [
"import websocket #NOTE: websocket-client (https://github.com/websocket-client/websocket-client)\n",
"import uuid\n",
"import json\n",
"import urllib.request\n",
"import urllib.parse\n",
"\n",
"server_address = \"127.0.0.1:8188\"\n",
"client_id = str(uuid.uuid4())\n",
"\n",
"def queue_prompt(prompt):\n",
" p = {\"prompt\": prompt, \"client_id\": client_id}\n",
" data = json.dumps(p).encode('utf-8')\n",
" req = urllib.request.Request(\"http://{}/prompt\".format(server_address), data=data)\n",
" return json.loads(urllib.request.urlopen(req).read())\n",
"\n",
"def get_image(filename, subfolder, folder_type):\n",
" data = {\"filename\": filename, \"subfolder\": subfolder, \"type\": folder_type}\n",
" url_values = urllib.parse.urlencode(data)\n",
" with urllib.request.urlopen(\"http://{}/view?{}\".format(server_address, url_values)) as response:\n",
" return response.read()\n",
"\n",
"def get_history(prompt_id):\n",
" with urllib.request.urlopen(\"http://{}/history/{}\".format(server_address, prompt_id)) as response:\n",
" return json.loads(response.read())\n",
"\n",
"def get_images(ws, prompt):\n",
" prompt_id = queue_prompt(prompt)['prompt_id']\n",
" output_images = {}\n",
" while True:\n",
" out = ws.recv()\n",
" print(out)\n",
" if isinstance(out, str):\n",
" message = json.loads(out)\n",
" if message['type'] == 'executing':\n",
" data = message['data']\n",
" if data['node'] is None and data['prompt_id'] == prompt_id:\n",
" break #Execution is done\n",
" else:\n",
" continue #previews are binary data\n",
"\n",
" history = get_history(prompt_id)[prompt_id]\n",
" for node_id in history['outputs']:\n",
" node_output = history['outputs'][node_id]\n",
" images_output = []\n",
" if 'images' in node_output:\n",
" for image in node_output['images']:\n",
" image_data = get_image(image['filename'], image['subfolder'], image['type'])\n",
" images_output.append(image_data)\n",
" output_images[node_id] = images_output\n",
"\n",
" return output_images\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"output_file = history['outputs']['168']['gifs'][0]['filename']"
]
},
{
"cell_type": "code",
"execution_count": 88,
"metadata": {},
"outputs": [],
"source": [
"def get_images(ws, prompt):\n",
" prompt_id = queue_prompt(prompt)['prompt_id']\n",
" count = 1\n",
" while True:\n",
" print(count)\n",
" count = count + 1\n",
" out = ws.recv()\n",
" #print(out)\n",
" if isinstance(out, str):\n",
" message = json.loads(out)\n",
" if message['type'] == 'executing':\n",
" data = message['data']\n",
" if data['node'] is None and data['prompt_id'] == prompt_id:\n",
" break #Execution is done\n",
" else:\n",
" continue #previews are binary data\n",
"\n",
" history = get_history(prompt_id)[prompt_id]\n",
" output_file = history['outputs']['168']['gifs'][0]['filename']\n",
"\n",
" return output_file"
]
},
{
"cell_type": "code",
"execution_count": 91,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'7663cc12-d749-4216-bc9f-3591e2b52b98'"
]
},
"execution_count": 91,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"queue_prompt(prompt)['prompt_id']"
]
},
{
"cell_type": "code",
"execution_count": 98,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1\n",
"2\n",
"3\n",
"4\n",
"5\n",
"6\n",
"7\n",
"8\n",
"9\n",
"10\n",
"11\n",
"12\n",
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]
},
{
"data": {
"text/plain": [
"'13e3864a-6e65-4425-a1b6-99b30483843f_00001-audio.mp4'"
]
},
"execution_count": 98,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"with open('/home/itek/Desktop/api comfyui/scripts/workflow/lp.json', \"r\", encoding=\"utf-8\") as f:\n",
" workflow_data = f.read()\n",
"prompt = json.loads(workflow_data)\n",
"\n",
"prompt[\"168\"]['inputs']['filename_prefix'] = client_id\n",
"prompt['208']['inputs']['image'] = '/home/itek/Desktop/api comfyui/121.png'\n",
"prompt['202']['inputs']['video'] = '/home/itek/Desktop/api comfyui/d0.mp4'\n",
"\n",
"ws = websocket.WebSocket()\n",
"ws.connect(\"ws://{}/ws?clientId={}\".format(server_address, client_id))\n",
"images = get_images(ws, prompt)\n",
"images"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'78': [],\n",
" '82': [b'\\x89PNG\\r\\n\\x1a\\n\\x00\\x00\\x00\\rIHDR\\x00\\x00\\x02\\x00\\x00\\x00\\x02\\x00\\x08\\x02\\x00\\x00\\x00{\\x1aC\\xad\\x00\\x00\\x12\\xf3tEXtprompt\\x00{\"1\": {\"inputs\": {\"precision\": \"fp16\", \"mode\": \"human\"}, \"class_type\": \"DownloadAndLoadLivePortraitModels\", \"_meta\": {\"title\": \"(Down)Load LivePortraitModels\"}}, \"8\": {\"inputs\": {\"video\": \"d11.mp4\", \"force_rate\": 16, \"force_size\": \"Disabled\", \"custom_width\": 512, \"custom_height\": 512, \"frame_load_cap\": 128, \"skip_first_frames\": 0, \"select_every_nth\": 1}, \"class_type\": \"VHS_LoadVideo\", \"_meta\": {\"title\": \"Load Video (Upload) \\\\ud83c\\\\udfa5\\\\ud83c\\\\udd65\\\\ud83c\\\\udd57\\\\ud83c\\\\udd62\"}, \"is_changed\": [\"85bfd276cc78aabd13efbdbd1e890cbf8658fc503acc9eb7993e9e513a5efbfb\"]}, \"78\": {\"inputs\": {\"image\": [\"165\", 0]}, \"class_type\": \"GetImageSizeAndCount\", \"_meta\": {\"title\": \"Get Image Size & Count\"}}, \"81\": {\"inputs\": {\"expand\": 0, \"incremental_expandrate\": 0.0, \"tapered_corners\": true, \"flip_input\": false, \"blur_radius\": 13.9, \"lerp_alpha\": 1.0, \"decay_factor\": 1.0, \"fill_holes\": false, \"mask\": [\"83\", 0]}, \"class_type\": \"GrowMaskWithBlur\", \"_meta\": {\"title\": \"Grow Mask With Blur\"}}, \"82\": {\"inputs\": {\"mask\": [\"81\", 0]}, \"class_type\": \"MaskPreview+\", \"_meta\": {\"title\": \"\\\\ud83d\\\\udd27 Mask Preview\"}}, \"83\": {\"inputs\": {\"shape\": \"square\", \"frames\": 1, \"location_x\": 256, \"location_y\": 256, \"grow\": 0, \"frame_width\": 512, \"frame_height\": 512, \"shape_width\": 480, \"shape_height\": 480}, \"class_type\": \"CreateShapeMask\", \"_meta\": {\"title\": \"Create Shape Mask\"}}, \"129\": {\"inputs\": {\"onnx_device\": \"CUDA\", \"keep_model_loaded\": true, \"detection_threshold\": 0.5}, \"class_type\": \"LivePortraitLoadCropper\", \"_meta\": {\"title\": \"LivePortrait Load InsightFaceCropper\"}}, \"134\": {\"inputs\": {\"image\": [\"197\", 0]}, \"class_type\": \"GetImageSizeAndCount\", \"_meta\": {\"title\": \"Get Image Size & Count\"}}, \"165\": {\"inputs\": {\"width\": 512, \"height\": 512, \"upscale_method\": \"lanczos\", \"keep_proportion\": true, \"divisible_by\": 2, \"crop\": \"disabled\", \"image\": [\"196\", 0]}, \"class_type\": \"ImageResizeKJ\", \"_meta\": {\"title\": \"Resize Image\"}}, \"168\": {\"inputs\": {\"frame_rate\": 16.0, \"loop_count\": 0, \"filename_prefix\": \"LivePortrait\", \"format\": \"video/h264-mp4\", \"pix_fmt\": \"yuv420p\", \"crf\": 19, \"save_metadata\": false, \"pingpong\": false, \"save_output\": true, \"images\": [\"181\", 0], \"audio\": [\"8\", 2]}, \"class_type\": \"VHS_VideoCombine\", \"_meta\": {\"title\": \"Video Combine \\\\ud83c\\\\udfa5\\\\ud83c\\\\udd65\\\\ud83c\\\\udd57\\\\ud83c\\\\udd62\"}}, \"180\": {\"inputs\": {\"eye_retargeting\": true, \"eyes_retargeting_multiplier\": 1, \"lip_retargeting\": true, \"lip_retargeting_multiplier\": 1, \"driving_crop_info\": [\"197\", 1]}, \"class_type\": \"LivePortraitRetargeting\", \"_meta\": {\"title\": \"LivePortrait Retargeting\"}}, \"181\": {\"inputs\": {\"image\": [\"191\", 0]}, \"class_type\": \"GetImageSizeAndCount\", \"_meta\": {\"title\": \"Get Image Size & Count\"}}, \"182\": {\"inputs\": {\"image\": [\"8\", 0]}, \"class_type\": \"GetImageSizeAndCount\", \"_meta\": {\"title\": \"Get Image Size & Count\"}}, \"189\": {\"inputs\": {\"dsize\": 512, \"scale\": 2.3, \"vx_ratio\": 0.0, \"vy_ratio\": -0.125, \"face_index\": 0, \"face_index_order\": \"large-small\", \"rotate\": true, \"pipeline\": [\"1\", 0], \"cropper\": [\"198\", 0], \"source_image\": [\"78\", 0]}, \"class_type\": \"LivePortraitCropper\", \"_meta\": {\"title\": \"LivePortrait Cropper\"}}, \"190\": {\"inputs\": {\"lip_zero\": false, \"lip_zero_threshold\": 0.03, \"stitching\": true, \"delta_multiplier\": 1.0, \"mismatch_method\": \"constant\", \"relative_motion_mode\": \"relative\", \"driving_smooth_observation_variance\": 3e-06, \"expression_friendly\": true, \"expression_friendly_multiplier\": 1.0, \"pipeline\": [\"1\", 0], \"crop_info\": [\"189\", 1], \"source_image\": [\"78\", 0], \"driving_images\": [\"182\", 0]}, \"class_type\": \"LivePortraitProcess\", \"_meta\": {\"title\": \"LivePortrait Process\"}}, \"191\": {\"inputs\": {\"source_image\": [\"78\", 0], \"cropped_image\": [\"190\", 0], \"liveportrait_out\": [\"190\", 1], \"mask\": [\"81\", 0]}, \"class_type\": \"LivePortraitComposite\", \"_meta\": {\"title\": \"LivePortrait Composite\"}}, \"196\": {\"inputs\": {\"image\": \"/home/itek/Desktop/api comfyui/121.png\", \"upload\": \"image\"}, \"class_type\": \"LoadImage\", \"_meta\": {\"title\": \"Load Image\"}, \"is_changed\": [\"e7b44e8ab9281c19f8d7be6f8198bdccf143d568121d2d6fef1bcfe84bb6d3a5\"]}, \"197\": {\"inputs\": {\"dsize\": 512, \"scale\": 2.3, \"vx_ratio\": 0, \"vy_ratio\": -0.125, \"face_index\": 0, \"face_index_order\": \"large-small\", \"rotate\": true, \"pipeline\": [\"1\", 0], \"cropper\": [\"198\", 0], \"source_image\": [\"182\", 0]}, \"class_type\": \"LivePortraitCropper\", \"_meta\": {\"title\": \"LivePortrait Cropper\"}}, \"198\": {\"inputs\": {\"landmarkrunner_onnx_device\": \"torch_gpu\", \"keep_model_loaded\": true}, \"class_type\": \"LivePortraitLoadMediaPipeCropper\", \"_meta\": {\"title\": \"LivePortrait Load MediaPipeCropper\"}}, \"201\": {\"inputs\": {\"face_detector\": \"blazeface_back_camera\", \"landmarkrunner_device\": \"torch_gpu\", \"face_detector_device\": \"cuda\", \"face_detector_dtype\": \"fp16\", \"keep_model_loaded\": true}, \"class_type\": \"LivePortraitLoadFaceAlignmentCropper\", \"_meta\": {\"title\": \"LivePortrait Load 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" '181': [],\n",
" '168': [],\n",
" '182': []}"
]
},
"execution_count": 61,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"images"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
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