Replace a character in a video
Replace the performer in a video with your character while following the source movement.
Download WorkflowTry in Cloud API documentation
00:00
Inside the workflow
A read-only preview of the source template. Open it in Cloud to explore the nodes and make changes.
Loading the graph
Open full-size workflow preview- Author
- ComfyUI
Call this model from your code
The request below uses the same prepared graph and settings as the Playground. Each submission can start a paid run; do not automatically retry a submission whose outcome is unknown.
1 Get API key ↗
What you need
- Runs on
- Comfy Cloud
- Key
- COMFY_API_KEY
- Your files
- Uploaded by the code from their urls
Needs a paid Cloud plan and credits.
# Python 3.10+: pip install comfy-sdk==0.4.0
import os
from comfy_sdk import Comfy
api_key = os.environ.get("COMFY_API_KEY", "").strip()
if not api_key: raise RuntimeError("Set COMFY_API_KEY")
os.environ.setdefault("COMFY_BASE_URL", "https://cloud.comfy.org")
client = Comfy(api_key=api_key)
workflow = client.workflows.from_json({
"30": {
"class_type": "LoadImage",
"inputs": {
"image": "UPLOADED_image_FILENAME"
},
"_meta": {
"title": "Load Image"
}
},
"155": {
"class_type": "LoadVideo",
"inputs": {
"file": "UPLOADED_video_FILENAME"
},
"_meta": {
"title": "Load Video"
}
},
"201": {
"class_type": "CreateVideo",
"inputs": {
"audio": [
"215",
1
],
"bit_depth": 8,
"codec": "none",
"color_space": "sRGB",
"fps": [
"215",
2
],
"images": [
"213:6",
0
]
},
"_meta": {
"title": "Create Video"
}
},
"202": {
"class_type": "SaveVideo",
"inputs": {
"filename_prefix": "video/ComfyUI",
"format": "auto",
"format.codec": "auto",
"video": [
"201",
0
]
},
"_meta": {
"title": "Save Video (First Segement)"
}
},
"215": {
"class_type": "GetVideoComponents",
"inputs": {
"video": [
"155",
0
]
},
"_meta": {
"title": "Get Video Components"
}
},
"263": {
"class_type": "GetImageSize",
"inputs": {
"image": [
"215",
0
]
},
"_meta": {
"title": "Get Image Size"
}
},
"264": {
"class_type": "ComfyMathExpression",
"inputs": {
"expression": "ceil(a / (81 - 5))",
"values.a": [
"263",
2
]
},
"_meta": {
"title": "Math Expression"
}
},
"265": {
"class_type": "PreviewAny",
"inputs": {
"source": [
"264",
1
]
},
"_meta": {
"title": "Preview as Text ()"
}
},
"269": {
"class_type": "BatchImagesNode",
"inputs": {
"images.image0": [
"213:6",
0
],
"images.image1": [
"262:252",
0
]
},
"_meta": {
"title": "Batch Images"
}
},
"270": {
"class_type": "CreateVideo",
"inputs": {
"audio": [
"215",
1
],
"bit_depth": 8,
"codec": "none",
"color_space": "sRGB",
"fps": [
"215",
2
],
"images": [
"269",
0
]
},
"_meta": {
"title": "Create Video"
}
},
"271": {
"class_type": "SaveVideo",
"inputs": {
"filename_prefix": "video/SCAIL2",
"format": "auto",
"format.codec": "auto",
"video": [
"270",
0
]
},
"_meta": {
"title": "Save Video (Final output)"
}
},
"213:11": {
"class_type": "LoraLoaderModelOnly",
"inputs": {
"lora_name": "lightx2v_I2V_14B_480p_cfg_step_distill_rank64_bf16.safetensors",
"model": [
"213:318",
0
],
"strength_model": 0.8
},
"_meta": {
"title": "Load LoRA"
}
},
"213:114": {
"class_type": "WanSCAILToVideo",
"inputs": {
"batch_size": 1,
"clip_vision_output": [
"213:76",
0
],
"height": [
"213:163",
1
],
"length": [
"213:163",
2
],
"negative": [
"213:4",
0
],
"pose_end": 1,
"pose_start": 0,
"pose_strength": 1,
"pose_video": [
"213:156",
0
],
"pose_video_mask": [
"213:197",
0
],
"positive": [
"213:3",
0
],
"previous_frame_count": 5,
"reference_image": [
"30",
0
],
"reference_image_mask": [
"213:197",
1
],
"replacement_mode": [
"213:203",
0
],
"vae": [
"213:7",
0
],
"video_frame_offset": 0,
"width": [
"213:163",
0
]
},
"_meta": {
"title": "WanSCAILToVideo"
}
},
"213:154": {
"class_type": "UNETLoader",
"inputs": {
"unet_name": "wan2.1_14B_SCAIL_2_fp16.safetensors",
"weight_dtype": "default"
},
"_meta": {
"title": "Load Diffusion Model"
}
},
"213:156": {
"class_type": "ResizeImageMaskNode",
"inputs": {
"input": [
"213:177",
0
],
"resize_type": "scale dimensions",
"resize_type.crop": "center",
"resize_type.height": [
"213:182",
1
],
"resize_type.width": [
"213:180",
1
],
"scale_method": "area"
},
"_meta": {
"title": "Resize Image/Mask"
}
},
"213:157": {
"class_type": "GetVideoComponents",
"inputs": {
"video": [
"155",
0
]
},
"_meta": {
"title": "Get Video Components"
}
},
"213:163": {
"class_type": "GetImageSize",
"inputs": {
"image": [
"213:156",
0
]
},
"_meta": {
"title": "Get Image Size"
}
},
"213:165": {
"class_type": "PrimitiveInt",
"inputs": {
"value": 40
},
"_meta": {
"title": "Int (Steps)"
}
},
"213:166": {
"class_type": "PrimitiveFloat",
"inputs": {
"value": 5
},
"_meta": {
"title": "Float (CFG)"
}
},
"213:167": {
"class_type": "PrimitiveFloat",
"inputs": {
"value": 1
},
"_meta": {
"title": "Float (CFG)"
}
},
"213:168": {
"class_type": "PrimitiveInt",
"inputs": {
"value": 6
},
"_meta": {
"title": "Int (Steps)"
}
},
"213:169": {
"class_type": "ComfySwitchNode",
"inputs": {
"on_false": [
"213:318",
0
],
"on_true": [
"213:11",
0
],
"switch": [
"213:172",
0
]
},
"_meta": {
"title": "Switch (Model)"
}
},
"213:170": {
"class_type": "ComfySwitchNode",
"inputs": {
"on_false": [
"213:165",
0
],
"on_true": [
"213:168",
0
],
"switch": [
"213:172",
0
]
},
"_meta": {
"title": "Switch (Steps)"
}
},
"213:171": {
"class_type": "ComfySwitchNode",
"inputs": {
"on_false": [
"213:166",
0
],
"on_true": [
"213:167",
0
],
"switch": [
"213:172",
0
]
},
"_meta": {
"title": "Switch (Steps)"
}
},
"213:172": {
"class_type": "PrimitiveBoolean",
"inputs": {
"value": True
},
"_meta": {
"title": "Boolean (Enable Distill LoRA?)"
}
},
"213:177": {
"class_type": "ImageFromBatch",
"inputs": {
"batch_index": [
"213:184",
1
],
"image": [
"213:157",
0
],
"length": 81
},
"_meta": {
"title": "Get Image from Batch"
}
},
"213:178": {
"class_type": "PrimitiveInt",
"inputs": {
"value": 896
},
"_meta": {
"title": "Int (Width)"
}
},
"213:179": {
"class_type": "PrimitiveInt",
"inputs": {
"value": 512
},
"_meta": {
"title": "Int (Height)"
}
},
"213:18": {
"class_type": "BasicScheduler",
"inputs": {
"denoise": 1,
"model": [
"213:11",
0
],
"scheduler": "simple",
"steps": [
"213:170",
0
]
},
"_meta": {
"title": "BasicScheduler"
}
},
"213:180": {
"class_type": "ComfyMathExpression",
"inputs": {
"expression": "(a // 32) * 32",
"values.a": [
"213:178",
0
]
},
"_meta": {
"title": "Math Expression"
}
},
"213:182": {
"class_type": "ComfyMathExpression",
"inputs": {
"expression": "(a // 32) * 32",
"values.a": [
"213:179",
0
]
},
"_meta": {
"title": "Math Expression"
}
},
"213:183": {
"class_type": "PrimitiveInt",
"inputs": {
"value": 1
},
"_meta": {
"title": "Int (segment index)"
}
},
"213:184": {
"class_type": "ComfyMathExpression",
"inputs": {
"expression": "(b - c) * (a - 1)",
"values.a": [
"213:183",
0
],
"values.b": 81,
"values.c": 5
},
"_meta": {
"title": "Math Expression"
}
},
"213:19": {
"class_type": "SamplerCustom",
"inputs": {
"add_noise": True,
"cfg": [
"213:171",
0
],
"latent_image": [
"213:114",
2
],
"model": [
"213:95",
0
],
"negative": [
"213:114",
1
],
"noise_seed": 1,
"positive": [
"213:114",
0
],
"sampler": [
"213:27",
0
],
"sigmas": [
"213:18",
0
]
},
"_meta": {
"title": "SamplerCustom"
}
},
"213:191": {
"class_type": "CLIPTextEncode",
"inputs": {
"clip": [
"213:193",
1
],
"text": "human"
},
"_meta": {
"title": "CLIP Text Encode (Prompt)"
}
},
"213:193": {
"class_type": "CheckpointLoaderSimple",
"inputs": {
"ckpt_name": "sam3.1_multiplex_fp16.safetensors"
},
"_meta": {
"title": "Load Checkpoint"
}
},
"213:196": {
"class_type": "SAM3_VideoTrack",
"inputs": {
"conditioning": [
"213:191",
0
],
"detect_interval": 1,
"detection_threshold": 0.5,
"images": [
"213:156",
0
],
"max_objects": 4,
"model": [
"213:193",
0
]
},
"_meta": {
"title": "Run SAM3 Video Track"
}
},
"213:197": {
"class_type": "SCAIL2ColoredMask",
"inputs": {
"driving_track_data": [
"213:196",
0
],
"object_indices": "",
"ref_track_data": [
"213:198",
0
],
"replacement_mode": [
"213:203",
0
],
"sort_by": "left_to_right"
},
"_meta": {
"title": "Create SCAIL-2 Colored Mask"
}
},
"213:198": {
"class_type": "SAM3_VideoTrack",
"inputs": {
"conditioning": [
"213:212",
0
],
"detect_interval": 1,
"detection_threshold": 0.5,
"images": [
"30",
0
],
"max_objects": 4,
"model": [
"213:193",
0
]
},
"_meta": {
"title": "Run SAM3 Video Track"
}
},
"213:203": {
"class_type": "PrimitiveBoolean",
"inputs": {
"value": True
},
"_meta": {
"title": "Boolean (Replace Mode)"
}
},
"213:212": {
"class_type": "CLIPTextEncode",
"inputs": {
"clip": [
"213:193",
1
],
"text": "human"
},
"_meta": {
"title": "CLIP Text Encode (Prompt)"
}
},
"213:27": {
"class_type": "KSamplerSelect",
"inputs": {
"sampler_name": "euler"
},
"_meta": {
"title": "KSamplerSelect"
}
},
"213:3": {
"class_type": "CLIPTextEncode",
"inputs": {
"clip": [
"213:9",
0
],
"text": "A young woman with dark hair tied in a neat high bun, with a few loose strands framing her face, is dancing outdoors on a sunny coastal hillside. She has a normal-sized head and a slim face, with no hat, no headwear, and no oversized hair volume. She wears a fitted black long-sleeve crop top with a shoulder cutout, extremely baggy black cargo pants with straps and pockets, and chunky black combat boots. She performs energetic dance moves with one leg lifted and arms extended, moving naturally in front of a large tree, a small white stone house with a terracotta roof, and a bright blue sea under a clear sky with light clouds."
},
"_meta": {
"title": "CLIP Text Encode (Prompt)"
}
},
"213:318": {
"class_type": "LoraLoaderModelOnly",
"inputs": {
"lora_name": "wan2.1_SCAIL_2_DPO_lora_bf16.safetensors",
"model": [
"213:154",
0
],
"strength_model": 1
},
"_meta": {
"title": "Load LoRA"
}
},
"213:4": {
"class_type": "CLIPTextEncode",
"inputs": {
"clip": [
"213:9",
0
],
"text": ""
},
"_meta": {
"title": "CLIP Text Encode (Prompt)"
}
},
"213:6": {
"class_type": "VAEDecode",
"inputs": {
"samples": [
"213:19",
1
],
"vae": [
"213:7",
0
]
},
"_meta": {
"title": "VAE Decode"
}
},
"213:7": {
"class_type": "VAELoader",
"inputs": {
"vae_name": "Wan2_1_VAE_bf16.safetensors"
},
"_meta": {
"title": "Load VAE"
}
},
"213:75": {
"class_type": "CLIPVisionLoader",
"inputs": {
"clip_name": "clip_vision_h.safetensors"
},
"_meta": {
"title": "Load CLIP Vision"
}
},
"213:76": {
"class_type": "CLIPVisionEncode",
"inputs": {
"clip_vision": [
"213:75",
0
],
"crop": "none",
"image": [
"30",
0
]
},
"_meta": {
"title": "CLIP Vision Encode"
}
},
"213:9": {
"class_type": "CLIPLoader",
"inputs": {
"clip_name": "umt5_xxl_fp8_e4m3fn_scaled.safetensors",
"device": "default",
"type": "wan"
},
"_meta": {
"title": "Load CLIP"
}
},
"213:95": {
"class_type": "ModelSamplingSD3",
"inputs": {
"model": [
"213:169",
0
],
"shift": 5
},
"_meta": {
"title": "ModelSamplingSD3"
}
},
"262:216": {
"class_type": "LoraLoaderModelOnly",
"inputs": {
"lora_name": "lightx2v_I2V_14B_480p_cfg_step_distill_rank64_bf16.safetensors",
"model": [
"262:319",
0
],
"strength_model": 0.8
},
"_meta": {
"title": "Load LoRA"
}
},
"262:217": {
"class_type": "VAELoader",
"inputs": {
"vae_name": "Wan2_1_VAE_bf16.safetensors"
},
"_meta": {
"title": "Load VAE"
}
},
"262:218": {
"class_type": "ResizeImageMaskNode",
"inputs": {
"input": [
"262:235",
0
],
"resize_type": "scale dimensions",
"resize_type.crop": "center",
"resize_type.height": [
"262:239",
1
],
"resize_type.width": [
"262:238",
1
],
"scale_method": "area"
},
"_meta": {
"title": "Resize Image/Mask"
}
},
"262:219": {
"class_type": "GetVideoComponents",
"inputs": {
"video": [
"155",
0
]
},
"_meta": {
"title": "Get Video Components"
}
},
"262:220": {
"class_type": "GetImageSize",
"inputs": {
"image": [
"262:218",
0
]
},
"_meta": {
"title": "Get Image Size"
}
},
"262:221": {
"class_type": "CLIPLoader",
"inputs": {
"clip_name": "umt5_xxl_fp8_e4m3fn_scaled.safetensors",
"device": "default",
"type": "wan"
},
"_meta": {
"title": "Load CLIP"
}
},
"262:222": {
"class_type": "CLIPVisionLoader",
"inputs": {
"clip_name": "clip_vision_h.safetensors"
},
"_meta": {
"title": "Load CLIP Vision"
}
},
"262:223": {
"class_type": "UNETLoader",
"inputs": {
"unet_name": "wan2.1_14B_SCAIL_2_fp16.safetensors",
"weight_dtype": "default"
},
"_meta": {
"title": "Load Diffusion Model"
}
},
"262:224": {
"class_type": "ModelSamplingSD3",
"inputs": {
"model": [
"262:232",
0
],
"shift": 5
},
"_meta": {
"title": "ModelSamplingSD3"
}
},
"262:225": {
"class_type": "KSamplerSelect",
"inputs": {
"sampler_name": "euler"
},
"_meta": {
"title": "KSamplerSelect"
}
},
"262:226": {
"class_type": "BasicScheduler",
"inputs": {
"denoise": 1,
"model": [
"262:216",
0
],
"scheduler": "simple",
"steps": [
"262:233",
0
]
},
"_meta": {
"title": "BasicScheduler"
}
},
"262:227": {
"class_type": "SamplerCustom",
"inputs": {
"add_noise": True,
"cfg": [
"262:234",
0
],
"latent_image": [
"262:259",
2
],
"model": [
"262:224",
0
],
"negative": [
"262:259",
1
],
"noise_seed": 1,
"positive": [
"262:259",
0
],
"sampler": [
"262:225",
0
],
"sigmas": [
"262:226",
0
]
},
"_meta": {
"title": "SamplerCustom"
}
},
"262:228": {
"class_type": "PrimitiveInt",
"inputs": {
"value": 6
},
"_meta": {
"title": "Int (Steps)"
}
},
"262:229": {
"class_type": "PrimitiveFloat",
"inputs": {
"value": 1
},
"_meta": {
"title": "Float (CFG)"
}
},
"262:230": {
"class_type": "PrimitiveInt",
"inputs": {
"value": 40
},
"_meta": {
"title": "Int (Steps)"
}
},
"262:231": {
"class_type": "PrimitiveFloat",
"inputs": {
"value": 5
},
"_meta": {
"title": "Float (CFG)"
}
},
"262:232": {
"class_type": "ComfySwitchNode",
"inputs": {
"on_false": [
"262:319",
0
],
"on_true": [
"262:216",
0
],
"switch": [
"262:255",
0
]
},
"_meta": {
"title": "Switch (Model)"
}
},
"262:233": {
"class_type": "ComfySwitchNode",
"inputs": {
"on_false": [
"262:230",
0
],
"on_true": [
"262:228",
0
],
"switch": [
"262:255",
0
]
},
"_meta": {
"title": "Switch (Steps)"
}
},
"262:234": {
"class_type": "ComfySwitchNode",
"inputs": {
"on_false": [
"262:231",
0
],
"on_true": [
"262:229",
0
],
"switch": [
"262:255",
0
]
},
"_meta": {
"title": "Switch (Steps)"
}
},
"262:235": {
"class_type": "ImageFromBatch",
"inputs": {
"batch_index": [
"262:241",
1
],
"image": [
"262:219",
0
],
"length": 81
},
"_meta": {
"title": "Get Image from Batch"
}
},
"262:236": {
"class_type": "PrimitiveInt",
"inputs": {
"value": 896
},
"_meta": {
"title": "Int (Width)"
}
},
"262:237": {
"class_type": "PrimitiveInt",
"inputs": {
"value": 512
},
"_meta": {
"title": "Int (Height)"
}
},
"262:238": {
"class_type": "ComfyMathExpression",
"inputs": {
"expression": "(a // 32) * 32",
"values.a": [
"262:236",
0
]
},
"_meta": {
"title": "Math Expression"
}
},
"262:239": {
"class_type": "ComfyMathExpression",
"inputs": {
"expression": "(a // 32) * 32",
"values.a": [
"262:237",
0
]
},
"_meta": {
"title": "Math Expression"
}
},
"262:240": {
"class_type": "PrimitiveInt",
"inputs": {
"value": 2
},
"_meta": {
"title": "Int (segment index)"
}
},
"262:241": {
"class_type": "ComfyMathExpression",
"inputs": {
"expression": "(b - c) * (a - 1)",
"values.a": [
"262:240",
0
],
"values.b": 81,
"values.c": 5
},
"_meta": {
"title": "Math Expression"
}
},
"262:242": {
"class_type": "CLIPTextEncode",
"inputs": {
"clip": [
"262:243",
1
],
"text": "human"
},
"_meta": {
"title": "CLIP Text Encode (Prompt)"
}
},
"262:243": {
"class_type": "CheckpointLoaderSimple",
"inputs": {
"ckpt_name": "sam3.1_multiplex_fp16.safetensors"
},
"_meta": {
"title": "Load Checkpoint"
}
},
"262:244": {
"class_type": "SAM3_VideoTrack",
"inputs": {
"conditioning": [
"262:242",
0
],
"detect_interval": 1,
"detection_threshold": 0.5,
"images": [
"262:218",
0
],
"max_objects": 4,
"model": [
"262:243",
0
]
},
"_meta": {
"title": "Run SAM3 Video Track"
}
},
"262:245": {
"class_type": "SCAIL2ColoredMask",
"inputs": {
"driving_track_data": [
"262:244",
0
],
"object_indices": "",
"ref_track_data": [
"262:246",
0
],
"replacement_mode": [
"262:247",
0
],
"sort_by": "left_to_right"
},
"_meta": {
"title": "Create SCAIL-2 Colored Mask"
}
},
"262:246": {
"class_type": "SAM3_VideoTrack",
"inputs": {
"conditioning": [
"262:261",
0
],
"detect_interval": 1,
"detection_threshold": 0.5,
"images": [
"30",
0
],
"max_objects": 4,
"model": [
"262:243",
0
]
},
"_meta": {
"title": "Run SAM3 Video Track"
}
},
"262:247": {
"class_type": "PrimitiveBoolean",
"inputs": {
"value": True
},
"_meta": {
"title": "Boolean (Replace Mode)"
}
},
"262:250": {
"class_type": "VAEDecode",
"inputs": {
"samples": [
"262:227",
1
],
"vae": [
"262:217",
0
]
},
"_meta": {
"title": "VAE Decode"
}
},
"262:251": {
"class_type": "ImageFromBatch",
"inputs": {
"batch_index": 5,
"image": [
"262:250",
0
],
"length": 4096
},
"_meta": {
"title": "Get Image from Batch"
}
},
"262:252": {
"class_type": "ColorTransfer",
"inputs": {
"image_ref": [
"262:253",
0
],
"image_target": [
"262:251",
0
],
"method": "reinhard_lab",
"source_stats": "per_frame",
"strength": 1
},
"_meta": {
"title": "Transfer Color"
}
},
"262:253": {
"class_type": "ImageFromBatch",
"inputs": {
"batch_index": -1,
"image": [
"213:6",
0
],
"length": 1
},
"_meta": {
"title": "Get Image from Batch"
}
},
"262:255": {
"class_type": "PrimitiveBoolean",
"inputs": {
"value": True
},
"_meta": {
"title": "Boolean (Enable Distill LoRA?)"
}
},
"262:256": {
"class_type": "CLIPVisionEncode",
"inputs": {
"clip_vision": [
"262:222",
0
],
"crop": "none",
"image": [
"30",
0
]
},
"_meta": {
"title": "CLIP Vision Encode"
}
},
"262:257": {
"class_type": "CLIPTextEncode",
"inputs": {
"clip": [
"262:221",
0
],
"text": ""
},
"_meta": {
"title": "CLIP Text Encode (Prompt)"
}
},
"262:258": {
"class_type": "CLIPTextEncode",
"inputs": {
"clip": [
"262:221",
0
],
"text": "A young woman with dark hair tied in a neat high bun, with a few loose strands framing her face, is dancing outdoors on a sunny coastal hillside. She has a normal-sized head and a slim face, with no hat, no headwear, and no oversized hair volume. She wears a fitted black long-sleeve crop top with a shoulder cutout, extremely baggy black cargo pants with straps and pockets, and chunky black combat boots. She performs energetic dance moves with one leg lifted and arms extended, moving naturally in front of a large tree, a small white stone house with a terracotta roof, and a bright blue sea under a clear sky with light clouds."
},
"_meta": {
"title": "CLIP Text Encode (Prompt)"
}
},
"262:259": {
"class_type": "WanSCAILToVideo",
"inputs": {
"batch_size": 1,
"clip_vision_output": [
"262:256",
0
],
"height": [
"262:220",
1
],
"length": [
"262:220",
2
],
"negative": [
"262:257",
0
],
"pose_end": 1,
"pose_start": 0,
"pose_strength": 1,
"pose_video": [
"262:218",
0
],
"pose_video_mask": [
"262:245",
0
],
"positive": [
"262:258",
0
],
"previous_frame_count": 5,
"previous_frames": [
"213:6",
0
],
"reference_image": [
"30",
0
],
"reference_image_mask": [
"262:245",
1
],
"replacement_mode": [
"262:247",
0
],
"vae": [
"262:217",
0
],
"video_frame_offset": 0,
"width": [
"262:220",
0
]
},
"_meta": {
"title": "WanSCAILToVideo"
}
},
"262:261": {
"class_type": "CLIPTextEncode",
"inputs": {
"clip": [
"262:243",
1
],
"text": "human"
},
"_meta": {
"title": "CLIP Text Encode (Prompt)"
}
},
"262:319": {
"class_type": "LoraLoaderModelOnly",
"inputs": {
"lora_name": "wan2.1_SCAIL_2_DPO_lora_bf16.safetensors",
"model": [
"262:223",
0
],
"strength_model": 1
},
"_meta": {
"title": "Load LoRA"
}
}
})
workflow.set_input("30", "image", client.assets.from_url("https://cdn.jsdelivr.net/gh/Comfy-Org/workflow_templates@90c71fb78b3726392d010ff62a8e79e92d7296ad/input/reference_streetwear_character.png"))
workflow.set_input("155", "file", client.assets.from_url("https://cdn.jsdelivr.net/gh/Comfy-Org/workflow_templates@90c71fb78b3726392d010ff62a8e79e92d7296ad/input/driving_outdoor_dance.mp4"))
# run() also passes api_key to the partner nodes in this workflow.
job = client.run(workflow, api_key=api_key)
for output in job.get_outputs("271"):
output.to_file(output.name)