diff --git a/example_workflows/wanvideo_T2V_14B_lynx_example_01.json b/example_workflows/wanvideo_T2V_14B_lynx_example_01.json new file mode 100644 index 0000000..69c6c62 --- /dev/null +++ b/example_workflows/wanvideo_T2V_14B_lynx_example_01.json @@ -0,0 +1,1662 @@ +{ + "id": "7200c272-1c07-4834-9c36-c6ec5c140c21", + "revision": 0, + "last_node_id": 76, + "last_link_id": 139, + "nodes": [ + { + "id": 28, + "type": "WanVideoSetBlockSwap", + "pos": [ + 1164.3349609375, + 456.0657043457031 + ], + "size": [ + 202.5749969482422, + 46 + ], + "flags": {}, + "order": 25, + "mode": 0, + "inputs": [ + { + "name": "model", + "type": "WANVIDEOMODEL", + "link": 119 + }, + { + "name": "block_swap_args", + "shape": 7, + "type": "BLOCKSWAPARGS", + "link": 36 + } + ], + "outputs": [ + { + "name": "model", + "type": "WANVIDEOMODEL", + "links": [ + 35 + ] + } + ], + "properties": { + "cnr_id": "ComfyUI-WanVideoWrapper", + "ver": "37365817e82c3d6057fcb0a5d7f952f7376f096a", + "Node name for S&R": "WanVideoSetBlockSwap" + }, + "widgets_values": [], + "color": "#223", + "bgcolor": "#335" + }, + { + "id": 32, + "type": "WanVideoDecode", + "pos": [ + 3053.248046875, + 43.88642501831055 + ], + "size": [ + 270, + 198 + ], + "flags": {}, + "order": 27, + "mode": 0, + "inputs": [ + { + "name": "vae", + "type": "WANVAE", + "link": 39 + }, + { + "name": "samples", + "type": "LATENT", + "link": 40 + } + ], + "outputs": [ + { + "name": "images", + "type": "IMAGE", + "links": [ + 109 + ] + } + ], + "properties": { + "cnr_id": "ComfyUI-WanVideoWrapper", + "ver": "37365817e82c3d6057fcb0a5d7f952f7376f096a", + "Node name for S&R": "WanVideoDecode" + }, + "widgets_values": [ + false, + 272, + 272, + 144, + 128, + "default" + ] + }, + { + "id": 61, + "type": "SetNode", + "pos": [ + 532.801513671875, + 1144.129638671875 + ], + "size": [ + 210, + 60 + ], + "flags": { + "collapsed": true + }, + "order": 16, + "mode": 0, + "inputs": [ + { + "name": "IMAGE", + "type": "IMAGE", + "link": 120 + } + ], + "outputs": [ + { + "name": "IMAGE", + "type": "IMAGE", + "links": [ + 121 + ] + } + ], + "title": "Set_input_image", + "properties": { + "previousName": "input_image" + }, + "widgets_values": [ + "input_image" + ], + "color": "#2a363b", + "bgcolor": "#3f5159" + }, + { + "id": 63, + "type": "MarkdownNote", + "pos": [ + -122.2835464477539, + 620.6234741210938 + ], + "size": [ + 434.28240966796875, + 283.2594299316406 + ], + "flags": {}, + "order": 0, + "mode": 0, + "inputs": [], + "outputs": [], + "properties": {}, + "widgets_values": [ + "Model links:\n\n[https://huggingface.co/Kijai/WanVideo_comfy_fp8_scaled/tree/main/](https://huggingface.co/Kijai/WanVideo_comfy_fp8_scaled/tree/main/)\n\nLoRA:\n\n[https://huggingface.co/Kijai/WanVideo_comfy/tree/main/Lightx2v](https://huggingface.co/Kijai/WanVideo_comfy/tree/main/Lightx2v)\n\nText encoder:\n\n[https://huggingface.co/Kijai/WanVideo_comfy/blob/main/umt5-xxl-enc-bf16.safetensors](https://huggingface.co/Kijai/WanVideo_comfy/blob/main/umt5-xxl-enc-bf16.safetensors)\n\nVAE:\n\n[https://huggingface.co/Kijai/WanVideo_comfy/blob/main/Wan2_1_VAE_bf16.safetensors](https://huggingface.co/Kijai/WanVideo_comfy/blob/main/Wan2_1_VAE_bf16.safetensors)\n\nLynx models:\n\n[https://huggingface.co/Kijai/WanVideo_comfy/tree/main/Lynx](https://huggingface.co/Kijai/WanVideo_comfy/tree/main/Lynx)" + ], + "color": "#432", + "bgcolor": "#653" + }, + { + "id": 21, + "type": "PreviewImage", + "pos": [ + 1080.525390625, + 1056.8209228515625 + ], + "size": [ + 210, + 258 + ], + "flags": {}, + "order": 21, + "mode": 0, + "inputs": [ + { + "name": "images", + "type": "IMAGE", + "link": 113 + } + ], + "outputs": [], + "properties": { + "cnr_id": "comfy-core", + "ver": "0.3.59", + "Node name for S&R": "PreviewImage" + }, + "widgets_values": [] + }, + { + "id": 65, + "type": "Note", + "pos": [ + 1593.0069580078125, + 1237.267822265625 + ], + "size": [ + 210, + 91.1364974975586 + ], + "flags": {}, + "order": 1, + "mode": 0, + "inputs": [], + "outputs": [], + "properties": {}, + "widgets_values": [ + "In the original code, the prompt for the reference extraction pass was hardcoded as this." + ], + "color": "#432", + "bgcolor": "#653" + }, + { + "id": 37, + "type": "WanVideoTorchCompileSettings", + "pos": [ + -42.34662628173828, + 193.6160888671875 + ], + "size": [ + 342.74609375, + 202 + ], + "flags": {}, + "order": 2, + "mode": 0, + "inputs": [], + "outputs": [ + { + "name": "torch_compile_args", + "type": "WANCOMPILEARGS", + "links": [ + 111 + ] + } + ], + "properties": { + "cnr_id": "ComfyUI-WanVideoWrapper", + "ver": "37365817e82c3d6057fcb0a5d7f952f7376f096a", + "Node name for S&R": "WanVideoTorchCompileSettings" + }, + "widgets_values": [ + "inductor", + false, + "default", + false, + 64, + true, + 128 + ], + "color": "#223", + "bgcolor": "#335" + }, + { + "id": 60, + "type": "WanVideoSetLoRAs", + "pos": [ + 1203.847412109375, + 598.7035522460938 + ], + "size": [ + 175.1999969482422, + 46 + ], + "flags": {}, + "order": 23, + "mode": 0, + "inputs": [ + { + "name": "model", + "type": "WANVIDEOMODEL", + "link": 117 + }, + { + "name": "lora", + "shape": 7, + "type": "WANVIDLORA", + "link": 139 + } + ], + "outputs": [ + { + "name": "model", + "type": "WANVIDEOMODEL", + "links": [ + 119 + ] + } + ], + "properties": { + "cnr_id": "ComfyUI-WanVideoWrapper", + "ver": "174cba575912a534e8c106c0c318c48f3df0e053", + "Node name for S&R": "WanVideoSetLoRAs" + }, + "widgets_values": [], + "color": "#223", + "bgcolor": "#335" + }, + { + "id": 35, + "type": "LoadImage", + "pos": [ + 62.843509674072266, + 1122.969482421875 + ], + "size": [ + 335.2794494628906, + 475.0510559082031 + ], + "flags": {}, + "order": 3, + "mode": 0, + "inputs": [], + "outputs": [ + { + "name": "IMAGE", + "type": "IMAGE", + "links": [ + 120 + ] + }, + { + "name": "MASK", + "type": "MASK", + "links": null + } + ], + "properties": { + "cnr_id": "comfy-core", + "ver": "0.3.59", + "Node name for S&R": "LoadImage" + }, + "widgets_values": [ + "oldman_upscaled.png", + "image" + ] + }, + { + "id": 64, + "type": "Note", + "pos": [ + 730.4488525390625, + 1214.236328125 + ], + "size": [ + 320.8675842285156, + 233.28762817382812 + ], + "flags": {}, + "order": 4, + "mode": 0, + "inputs": [], + "outputs": [], + "title": "Note: Insightface", + "properties": {}, + "widgets_values": [ + "Original code and this node uses insightface only to crop the image, you can use other crop automatic face croppers or manually crop the face for the ip_image as well. The image is tiny 112x112\n\nWhile InsightFace code is MIT licensed, the Buffalo -model used has strictly \"non-commercial research purposes only\" -license\n\nFor the actual encoding Arcface model is used, I couldn't find clear answer to what it's license is.\n\nFor the reference the original code uses different slightly more zoomed out cropping for 256x256 input image, you can do this manually as well." + ], + "color": "#432", + "bgcolor": "#653" + }, + { + "id": 12, + "type": "WanVideoModelLoader", + "pos": [ + 384.0904235839844, + 437.55438232421875 + ], + "size": [ + 609.2658081054688, + 318 + ], + "flags": {}, + "order": 19, + "mode": 0, + "inputs": [ + { + "name": "compile_args", + "shape": 7, + "type": "WANCOMPILEARGS", + "link": 111 + }, + { + "name": "block_swap_args", + "shape": 7, + "type": "BLOCKSWAPARGS", + "link": null + }, + { + "name": "lora", + "shape": 7, + "type": "WANVIDLORA", + "link": null + }, + { + "name": "vram_management_args", + "shape": 7, + "type": "VRAM_MANAGEMENTARGS", + "link": null + }, + { + "name": "extra_model", + "shape": 7, + "type": "VACEPATH", + "link": 135 + }, + { + "name": "fantasytalking_model", + "shape": 7, + "type": "FANTASYTALKINGMODEL", + "link": null + }, + { + "name": "multitalk_model", + "shape": 7, + "type": "MULTITALKMODEL", + "link": null + }, + { + "name": "fantasyportrait_model", + "shape": 7, + "type": "FANTASYPORTRAITMODEL", + "link": null + } + ], + "outputs": [ + { + "name": "model", + "type": "WANVIDEOMODEL", + "links": [ + 117 + ] + } + ], + "properties": { + "cnr_id": "ComfyUI-WanVideoWrapper", + "ver": "37365817e82c3d6057fcb0a5d7f952f7376f096a", + "Node name for S&R": "WanVideoModelLoader" + }, + "widgets_values": [ + "WanVideo\\fp8_scaled_kj\\T2V\\Wan2_1-T2V-14B_fp8_e4m3fn_scaled_KJ.safetensors", + "fp16_fast", + "disabled", + "offload_device", + "sageattn", + "default" + ], + "color": "#223", + "bgcolor": "#335" + }, + { + "id": 36, + "type": "PreviewImage", + "pos": [ + 1324.6285400390625, + 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], + "color": "#432", + "bgcolor": "#653" + }, + { + "id": 52, + "type": "LynxEncodeFaceIP", + "pos": [ + 1087.304931640625, + 905.4612426757812 + ], + "size": [ + 198.4499969482422, + 46 + ], + "flags": {}, + "order": 20, + "mode": 0, + "inputs": [ + { + "name": "resampler", + "type": "LYNXRESAMPLER", + "link": 89 + }, + { + "name": "ip_image", + "type": "IMAGE", + "link": 95 + } + ], + "outputs": [ + { + "name": "lynx_face_embeds", + "type": "LYNXIP", + "links": [ + 126 + ] + } + ], + "properties": { + "cnr_id": "ComfyUI-WanVideoWrapper", + "ver": "174cba575912a534e8c106c0c318c48f3df0e053", + "Node name for S&R": "LynxEncodeFaceIP" + }, + "widgets_values": [] + }, + { + "id": 16, + "type": "LoadLynxResampler", + "pos": [ + 62.8701057434082, + 977.65185546875 + ], + "size": [ + 350, + 82 + ], + "flags": {}, + "order": 6, + "mode": 0, + "inputs": [], + "outputs": [ + { + "name": "resampler", + "type": "LYNXRESAMPLER", + "links": [ + 89 + ] + } + ], + "properties": { + "cnr_id": "ComfyUI-WanVideoWrapper", + "ver": "37365817e82c3d6057fcb0a5d7f952f7376f096a", + "Node name for S&R": "LoadLynxResampler" + }, + "widgets_values": [ + "WanVideo\\lynx\\lynx_lite_resampler_fp32.safetensors", + "fp16" + ] + }, + { + "id": 51, + "type": "WanVideoTextEncodeCached", + "pos": [ + 1852.8812255859375, + 973.4616088867188 + ], + "size": [ + 532.5263061523438, + 354.6100769042969 + ], + "flags": {}, + "order": 7, + "mode": 0, + "inputs": [ + { + "name": "extender_args", + "shape": 7, + "type": "WANVIDEOPROMPTEXTENDER_ARGS", + "link": null + } + ], + "outputs": [ + { + "name": "text_embeds", + "type": "WANVIDEOTEXTEMBEDS", + "links": [ + 136 + ] + }, + { + "name": "negative_text_embeds", + "type": "WANVIDEOTEXTEMBEDS", + "links": null + }, + { + "name": "positive_prompt", + "type": "STRING", + "links": null + } + ], + "properties": { + "cnr_id": "ComfyUI-WanVideoWrapper", + "ver": "37365817e82c3d6057fcb0a5d7f952f7376f096a", + "Node name for S&R": "WanVideoTextEncodeCached" + }, + "widgets_values": [ + "umt5-xxl-enc-bf16.safetensors", + "bf16", + "image of a face", + "", + "disabled", + true, + "gpu" + ], + "color": "#432", + "bgcolor": "#653" + }, + { + "id": 53, + "type": "LynxInsightFaceCrop", + "pos": [ + 767.8928833007812, + 1115.97900390625 + ], + "size": [ + 180.0749969482422, + 46 + ], + "flags": {}, + "order": 18, + "mode": 0, + "inputs": [ + { + "name": "image", + "type": "IMAGE", + "link": 121 + } + ], + "outputs": [ + { + "name": "ip_image", + "type": "IMAGE", + "links": [ + 95, + 113 + ] + }, + { + "name": "ref_image", + "type": "IMAGE", + "links": [ + 114, + 137 + ] + } + ], + "properties": { + "cnr_id": "ComfyUI-WanVideoWrapper", + "ver": "174cba575912a534e8c106c0c318c48f3df0e053", + "Node name for S&R": "LynxInsightFaceCrop" + }, + "widgets_values": [] + }, + { + "id": 31, + "type": "WanVideoVAELoader", + "pos": [ + 2551.93994140625, + 30.22148323059082 + ], + "size": [ + 334.9571533203125, + 82 + ], + "flags": {}, + "order": 8, + "mode": 0, + 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"id": 72, + "type": "Note", + "pos": [ + -626.7315673828125, + 664.1754760742188 + ], + "size": [ + 370.65289306640625, + 129.35208129882812 + ], + "flags": {}, + "order": 11, + "mode": 0, + "inputs": [], + "outputs": [], + "properties": {}, + "widgets_values": [ + "Original implementation uses full ip layers with full ref layers, I don't know if there's some mistake in my implementation as the full ip adapter seems very weak, and using lite ip instead seems better, and also uses less memory." + ], + "color": "#432", + "bgcolor": "#653" + }, + { + "id": 74, + "type": "WanVideoLoraSelectMulti", + "pos": [ + 523.8887939453125, + 18.619842529296875 + ], + "size": [ + 522.9938354492188, + 342 + ], + "flags": {}, + "order": 12, + "mode": 0, + "inputs": [ + { + "name": "prev_lora", + "shape": 7, + "type": "WANVIDLORA", + "link": null + }, + { + "name": "blocks", + "shape": 7, + "type": "SELECTEDBLOCKS", + "link": null + } + ], + "outputs": [ + { + "name": "lora", + "type": "WANVIDLORA", + 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