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add batched denoising #14

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702d9ed
feat: add nodes for batched denoising
Mar 13, 2025
c98a049
add batched denoising workflow
Mar 13, 2025
4e883d8
feat: add extra batched denoising workflows
rickstaa Mar 28, 2025
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295 changes: 295 additions & 0 deletions examples/workflows/sd15-tensorrt-batched-denoising-api.json
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Original file line number Diff line number Diff line change
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{
"2": {
"inputs": {
"engine": "depth_anything_vitl14-fp16.engine",
"images": [
"26",
0
]
},
"class_type": "DepthAnythingTensorrt",
"_meta": {
"title": "Depth Anything Tensorrt"
}
},
"3": {
"inputs": {
"unet_name": "static-dreamshaper8_SD15_$stat-b-1-h-512-w-512_00001_.engine",
"model_type": "SD15"
},
"class_type": "TensorRTLoader",
"_meta": {
"title": "TensorRT Loader"
}
},
"5": {
"inputs": {
"text": "beautiful pencil sketch, masterpiece ",
"clip": [
"18",
0
]
},
"class_type": "CLIPTextEncode",
"_meta": {
"title": "CLIP Text Encode (Prompt)"
}
},
"6": {
"inputs": {
"text": "",
"clip": [
"18",
0
]
},
"class_type": "CLIPTextEncode",
"_meta": {
"title": "CLIP Text Encode (Prompt)"
}
},
"8": {
"inputs": {
"control_net_name": "control_v11f1p_sd15_depth_fp16.safetensors"
},
"class_type": "ControlNetLoader",
"_meta": {
"title": "Load ControlNet Model"
}
},
"9": {
"inputs": {
"strength": 0.9000000000000001,
"start_percent": 0,
"end_percent": 1,
"positive": [
"5",
0
],
"negative": [
"6",
0
],
"control_net": [
"10",
0
],
"image": [
"2",
0
]
},
"class_type": "ControlNetApplyAdvanced",
"_meta": {
"title": "Apply ControlNet"
}
},
"10": {
"inputs": {
"backend": "inductor",
"fullgraph": false,
"mode": "reduce-overhead",
"controlnet": [
"8",
0
]
},
"class_type": "TorchCompileLoadControlNet",
"_meta": {
"title": "TorchCompileLoadControlNet"
}
},
"11": {
"inputs": {
"vae_name": "taesd"
},
"class_type": "VAELoader",
"_meta": {
"title": "Load VAE"
}
},
"13": {
"inputs": {
"backend": "inductor",
"fullgraph": true,
"mode": "reduce-overhead",
"compile_encoder": true,
"compile_decoder": true,
"vae": [
"11",
0
]
},
"class_type": "TorchCompileLoadVAE",
"_meta": {
"title": "TorchCompileLoadVAE"
}
},
"14": {
"inputs": {
"samples": [
"42",
0
],
"vae": [
"13",
0
]
},
"class_type": "VAEDecode",
"_meta": {
"title": "VAE Decode"
}
},
"15": {
"inputs": {
"images": [
"14",
0
]
},
"class_type": "PreviewImage",
"_meta": {
"title": "Preview Image"
}
},
"16": {
"inputs": {
"width": 512,
"height": 512,
"batch_size": 1
},
"class_type": "EmptyLatentImage",
"_meta": {
"title": "Empty Latent Image"
}
},
"18": {
"inputs": {
"stop_at_clip_layer": -2,
"clip": [
"36",
0
]
},
"class_type": "CLIPSetLastLayer",
"_meta": {
"title": "CLIP Set Last Layer"
}
},
"20": {
"inputs": {
"control_net_name": "control_v2p_sd15_mediapipe_face.safetensors"
},
"class_type": "ControlNetLoader",
"_meta": {
"title": "Load ControlNet Model"
}
},
"21": {
"inputs": {
"backend": "inductor",
"fullgraph": false,
"mode": "reduce-overhead",
"controlnet": [
"20",
0
]
},
"class_type": "TorchCompileLoadControlNet",
"_meta": {
"title": "TorchCompileLoadControlNet"
}
},
"26": {
"inputs": {
"image": "example.png"
},
"class_type": "LoadImage",
"_meta": {
"title": "Load Image"
}
},
"36": {
"inputs": {
"clip_name": "CLIPText/model.fp16.safetensors",
"type": "stable_diffusion",
"device": "default"
},
"class_type": "CLIPLoader",
"_meta": {
"title": "Load CLIP"
}
},
"41": {
"inputs": {
"num_steps": 3
},
"class_type": "StreamBatchSampler",
"_meta": {
"title": "Stream Batch Sampler"
}
},
"42": {
"inputs": {
"add_noise": true,
"noise_seed": 977567268563782,
"cfg": 1,
"model": [
"3",
0
],
"positive": [
"9",
0
],
"negative": [
"9",
1
],
"sampler": [
"41",
0
],
"sigmas": [
"44",
0
],
"latent_image": [
"43",
0
]
},
"class_type": "SamplerCustom",
"_meta": {
"title": "SamplerCustom"
}
},
"43": {
"inputs": {
"buffer_size": 3,
"latent": [
"16",
0
]
},
"class_type": "StreamFrameBuffer",
"_meta": {
"title": "Stream Frame Buffer"
}
},
"44": {
"inputs": {
"t_index_list": "0,16,32",
"num_inference_steps": 50,
"model": [
"3",
0
]
},
"class_type": "StreamScheduler",
"_meta": {
"title": "Stream Scheduler"
}
}
}
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