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| "class_type": "LTXVSeparateAVLatent", |
| "_meta": { |
| "title": "LTXVSeparateAVLatent" |
| } |
| }, |
| "7012": { |
| "inputs": { |
| "samples": [ |
| "7019", |
| 2 |
| ], |
| "vae": [ |
| "7027", |
| 0 |
| ] |
| }, |
| "class_type": "VAEDecode", |
| "_meta": { |
| "title": "VAE Decode" |
| } |
| }, |
| "7013": { |
| "inputs": { |
| "lora_name": "ltx-2.3-22b-distilled-lora-384.safetensors", |
| "strength_model": 0.5, |
| "model": [ |
| "7054", |
| 0 |
| ] |
| }, |
| "class_type": "LoraLoaderModelOnly", |
| "_meta": { |
| "title": "Load LoRA" |
| } |
| }, |
| "7014": { |
| "inputs": { |
| "enable_model_cpu_offload": false, |
| "enable_sequential_cpu_offload": false |
| }, |
| "class_type": "DownloadAndLoadDepthCrafterModel", |
| "_meta": { |
| "title": "DownloadAndLoadDepthCrafterModel" |
| } |
| }, |
| "7015": { |
| "inputs": { |
| "force_size": 512, |
| "num_inference_steps": 5, |
| "guidance_scale": 1, |
| "window_size": 111, |
| "overlap": 25, |
| "depthcrafter_model": [ |
| "7014", |
| 0 |
| ], |
| "images": [ |
| "7021", |
| 0 |
| ] |
| }, |
| "class_type": "DepthCrafter", |
| "_meta": { |
| "title": "DepthCrafter" |
| } |
| }, |
| "7017": { |
| "inputs": { |
| "lora_name": "ltx-2.3-22b-ic-lora-union-control-ref0.5.safetensors", |
| "strength_model": 1, |
| "model": [ |
| "7013", |
| 0 |
| ] |
| }, |
| "class_type": "LTXICLoRALoaderModelOnly", |
| "_meta": { |
| "title": "🅛🅣🅧 IC-LoRA Loader Model Only" |
| } |
| }, |
| "7018": { |
| "inputs": { |
| "frame_idx": 0, |
| "strength": 1, |
| "latent_downscale_factor": [ |
| "7017", |
| 1 |
| ], |
| "crop": "disabled", |
| "use_tiled_encode": false, |
| "tile_size": 256, |
| "tile_overlap": 64, |
| "positive": [ |
| "7000", |
| 0 |
| ], |
| "negative": [ |
| "7000", |
| 1 |
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| "7027", |
| 0 |
| ], |
| "latent": [ |
| "7004", |
| 0 |
| ], |
| "image": [ |
| "7022", |
| 0 |
| ] |
| }, |
| "class_type": "LTXAddVideoICLoRAGuide", |
| "_meta": { |
| "title": "🅛🅣🅧 Add Video IC-LoRA Guide" |
| } |
| }, |
| "7019": { |
| "inputs": { |
| "positive": [ |
| "7018", |
| 0 |
| ], |
| "negative": [ |
| "7018", |
| 1 |
| ], |
| "latent": [ |
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| 0 |
| ] |
| }, |
| "class_type": "LTXVCropGuides", |
| "_meta": { |
| "title": "LTXVCropGuides" |
| } |
| }, |
| "7020": { |
| "inputs": { |
| "sigmas": "1.0, 0.99375, 0.9875, 0.98125, 0.975, 0.909375, 0.725, 0.421875, 0.0" |
| }, |
| "class_type": "ManualSigmas", |
| "_meta": { |
| "title": "ManualSigmas" |
| } |
| }, |
| "7021": { |
| "inputs": { |
| "resize_type": "scale longer dimension", |
| "resize_type.longer_size": 512, |
| "scale_method": "lanczos", |
| "input": [ |
| "840", |
| 0 |
| ] |
| }, |
| "class_type": "ResizeImageMaskNode", |
| "_meta": { |
| "title": "Resize Image/Mask" |
| } |
| }, |
| "7022": { |
| "inputs": { |
| "resize_type": "scale to multiple", |
| "resize_type.multiple": [ |
| "7024", |
| 0 |
| ], |
| "scale_method": "lanczos", |
| "input": [ |
| "7015", |
| 0 |
| ] |
| }, |
| "class_type": "ResizeImageMaskNode", |
| "_meta": { |
| "title": "Resize Image/Mask" |
| } |
| }, |
| "7023": { |
| "inputs": { |
| "image": [ |
| "7021", |
| 0 |
| ] |
| }, |
| "class_type": "GetImageSize", |
| "_meta": { |
| "title": "Get Image Size" |
| } |
| }, |
| "7024": { |
| "inputs": { |
| "value": "a*32", |
| "a": [ |
| "7017", |
| 1 |
| ] |
| }, |
| "class_type": "SimpleMath+", |
| "_meta": { |
| "title": "🔧 Simple Math" |
| } |
| }, |
| "7025": { |
| "inputs": { |
| "resize_type": "scale longer dimension", |
| "resize_type.longer_size": 512, |
| "scale_method": "lanczos", |
| "input": [ |
| "7033", |
| 0 |
| ] |
| }, |
| "class_type": "ResizeImageMaskNode", |
| "_meta": { |
| "title": "Resize Image/Mask" |
| } |
| }, |
| "7026": { |
| "inputs": { |
| "vae_name": "LTX23_audio_vae_bf16.safetensors", |
| "device": "main_device", |
| "weight_dtype": "bf16" |
| }, |
| "class_type": "VAELoaderKJ", |
| "_meta": { |
| "title": "AUDIO VAE" |
| } |
| }, |
| "7027": { |
| "inputs": { |
| "vae_name": "LTX23_video_vae_bf16.safetensors", |
| "device": "main_device", |
| "weight_dtype": "bf16" |
| }, |
| "class_type": "VAELoaderKJ", |
| "_meta": { |
| "title": "VIDEO VAE" |
| } |
| }, |
| "7028": { |
| "inputs": { |
| "clip_name1": "gemma_3_12B_it_fpmixed.safetensors", |
| "clip_name2": "ltx-2.3_text_projection_bf16.safetensors", |
| "type": "ltxv", |
| "device": "default" |
| }, |
| "class_type": "DualCLIPLoader", |
| "_meta": { |
| "title": "DualCLIPLoader" |
| } |
| }, |
| "7029": { |
| "inputs": { |
| "samples": [ |
| "7031", |
| 0 |
| ], |
| "mask": [ |
| "7030", |
| 0 |
| ] |
| }, |
| "class_type": "SetLatentNoiseMask", |
| "_meta": { |
| "title": "Set Latent Noise Mask" |
| } |
| }, |
| "7030": { |
| "inputs": { |
| "value": 0, |
| "width": 1024, |
| "height": 1024 |
| }, |
| "class_type": "SolidMask", |
| "_meta": { |
| "title": "Create Solid Mask" |
| } |
| }, |
| "7031": { |
| "inputs": { |
| "audio": [ |
| "840", |
| 2 |
| ], |
| "audio_vae": [ |
| "7026", |
| 0 |
| ] |
| }, |
| "class_type": "LTXVAudioVAEEncode", |
| "_meta": { |
| "title": "LTXV Audio VAE Encode" |
| } |
| }, |
| "7033": { |
| "inputs": { |
| "boolean": [ |
| "7039", |
| 0 |
| ], |
| "on_true": [ |
| "7034", |
| 0 |
| ], |
| "on_false": [ |
| "7049", |
| 0 |
| ] |
| }, |
| "class_type": "Switch image [Crystools]", |
| "_meta": { |
| "title": "🪛 Switch image" |
| } |
| }, |
| "7034": { |
| "inputs": { |
| "width": [ |
| "7035", |
| 0 |
| ], |
| "height": [ |
| "7036", |
| 0 |
| ], |
| "batch_size": 1, |
| "color": 0 |
| }, |
| "class_type": "EmptyImage", |
| "_meta": { |
| "title": "Empty Image" |
| } |
| }, |
| "7035": { |
| "inputs": { |
| "key": "width" |
| }, |
| "class_type": "Getter", |
| "_meta": { |
| "title": "Get_width" |
| } |
| }, |
| "7036": { |
| "inputs": { |
| "key": "height" |
| }, |
| "class_type": "Getter", |
| "_meta": { |
| "title": "Get_height" |
| } |
| }, |
| "7037": { |
| "inputs": { |
| "key": "frame_rate" |
| }, |
| "class_type": "Getter", |
| "_meta": { |
| "title": "Get_frame_rate" |
| } |
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| "7038": { |
| "inputs": { |
| "key": "text_boolean" |
| }, |
| "class_type": "Getter", |
| "_meta": { |
| "title": "Get_text_boolean" |
| } |
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| "7039": { |
| "inputs": { |
| "key": "text_boolean" |
| }, |
| "class_type": "Getter", |
| "_meta": { |
| "title": "Get_text_boolean" |
| } |
| }, |
| "7040": { |
| "inputs": { |
| "key": "width" |
| }, |
| "class_type": "Getter", |
| "_meta": { |
| "title": "Get_width" |
| } |
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| "inputs": { |
| "key": "height" |
| }, |
| "class_type": "Getter", |
| "_meta": { |
| "title": "Get_height" |
| } |
| }, |
| "7042": { |
| "inputs": { |
| "resize_type": "scale longer dimension", |
| "resize_type.longer_size": 512, |
| "scale_method": "lanczos", |
| "input": [ |
| "7044", |
| 0 |
| ] |
| }, |
| "class_type": "ResizeImageMaskNode", |
| "_meta": { |
| "title": "Resize Image/Mask" |
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| }, |
| "7044": { |
| "inputs": { |
| "images": [ |
| "840", |
| 0 |
| ] |
| }, |
| "class_type": "CRTFirstLastFrameSelector", |
| "_meta": { |
| "title": "Get First & Last Frame (CRT)" |
| } |
| }, |
| "7046": { |
| "inputs": { |
| "key": "style_prompt" |
| }, |
| "class_type": "Getter", |
| "_meta": { |
| "title": "Get_style_prompt" |
| } |
| }, |
| "7049": { |
| "inputs": { |
| "boolean": [ |
| "7053", |
| 0 |
| ], |
| "on_true": [ |
| "7042", |
| 0 |
| ], |
| "on_false": [ |
| "7051", |
| 0 |
| ] |
| }, |
| "class_type": "Switch image [Crystools]", |
| "_meta": { |
| "title": "Set Reference Image" |
| } |
| }, |
| "7050": { |
| "inputs": { |
| "image": "leo_watercolor.png" |
| }, |
| "class_type": "LoadImage", |
| "_meta": { |
| "title": "Starting Image If Using Your Own" |
| } |
| }, |
| "7051": { |
| "inputs": { |
| "target_width": [ |
| "7052", |
| 0 |
| ], |
| "target_height": [ |
| "7052", |
| 1 |
| ], |
| "padding_color": "white", |
| "interpolation": "area", |
| "image": [ |
| "7050", |
| 0 |
| ] |
| }, |
| "class_type": "ResizeAndPadImage", |
| "_meta": { |
| "title": "Resize And Pad Image" |
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| "7052": { |
| "inputs": { |
| "image": [ |
| "7042", |
| 0 |
| ] |
| }, |
| "class_type": "GetImageSize+", |
| "_meta": { |
| "title": "🔧 Get Image Size" |
| } |
| }, |
| "7053": { |
| "inputs": { |
| "key": "klein_or_upload" |
| }, |
| "class_type": "Getter", |
| "_meta": { |
| "title": "Get_klein_or_upload" |
| } |
| }, |
| "7054": { |
| "inputs": { |
| "unet_name": "ltx-2.3-22b-distilled_transformer_only_fp8_input_scaled_v3.safetensors", |
| "weight_dtype": "default" |
| }, |
| "class_type": "UNETLoader", |
| "_meta": { |
| "title": "Load Diffusion Model" |
| } |
| }, |
| "7090": { |
| "inputs": { |
| "value": "watercolor painting style, soft pigment washes, delicate brush texture, translucent layered color, hand-painted paper look, gentle edges, expressive color blending, fine art watercolor aesthetic" |
| }, |
| "class_type": "PrimitiveStringMultiline", |
| "_meta": { |
| "title": "Restyle Prompt" |
| } |
| }, |
| "7091": { |
| "inputs": { |
| "key": "style_prompt", |
| "value": [ |
| "7090", |
| 0 |
| ] |
| }, |
| "class_type": "Setter", |
| "_meta": { |
| "title": "Set_style_prompt" |
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| "inputs": { |
| "value": false |
| }, |
| "class_type": "PrimitiveBoolean", |
| "_meta": { |
| "title": "If Starting Image: True = Flux | False = Uploaded Image" |
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| "inputs": { |
| "key": "width", |
| "value": [ |
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| 0 |
| ] |
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| "class_type": "Setter", |
| "_meta": { |
| "title": "Set_width" |
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| "inputs": { |
| "key": "height", |
| "value": [ |
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| 1 |
| ] |
| }, |
| "class_type": "Setter", |
| "_meta": { |
| "title": "Set_height" |
| } |
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| "inputs": { |
| "key": "frame_rate", |
| "value": [ |
| "7104", |
| 0 |
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| }, |
| "class_type": "Setter", |
| "_meta": { |
| "title": "Set_frame_rate" |
| } |
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| "inputs": { |
| "key": "text_boolean", |
| "value": [ |
| "7094", |
| 0 |
| ] |
| }, |
| "class_type": "Setter", |
| "_meta": { |
| "title": "Set_text_boolean" |
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| "7104": { |
| "inputs": { |
| "video_info": [ |
| "840", |
| 3 |
| ] |
| }, |
| "class_type": "VHS_VideoInfoLoaded", |
| "_meta": { |
| "title": "Video Info (Loaded)" |
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| "inputs": { |
| "value": false |
| }, |
| "class_type": "PrimitiveBoolean", |
| "_meta": { |
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| "inputs": { |
| "key": "klein_or_upload", |
| "value": [ |
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| "title": "Set_klein_or_upload" |
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| "value": 73 |
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| "title": "Int" |
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| "inputs": { |
| "value": "You are a prompt normalizer for visual editing training captions.\n\nYour task is to convert an informal user request into a single caption that matches the style of a visual editing training dataset.\n\nGoal:\n- Do not merely correct grammar.\n- Rewrite the request into a more detailed, visually grounded training-style caption.\n- Preserve the original edit intent while making the caption more specific and descriptive.\n\nTask selection:\n- Use \"Add\" when the request inserts a new visible element.\n- Use \"Remove\" when the request deletes an existing visible element.\n- Use \"Replace\" when the request swaps or changes one visible element into another.\n- Use \"Convert\" when the request is purely a style transformation.\n\nCaption rules:\n- Write exactly one sentence in English.\n- Start with exactly one verb: Add, Remove, Replace, or Convert.\n- Keep the original meaning of the user request.\n- Make the caption more detailed than the input whenever possible.\n- Add concrete visual attributes for the subject or replacement when useful, such as color, size, material, clothing, texture, species, facial features, hairstyle, or shape.\n- Add spatial grounding whenever possible, such as on the left, on the right, in the center, in the foreground, in the background, on the table, on the road, next to, behind, in front of, or occupying the same position.\n- If the user request is underspecified, enrich the caption in a generic but visually plausible way without changing the main intent.\n- Keep the caption concise, but more descriptive than a direct paraphrase.\n- Do not explain your reasoning.\n- Do not output multiple options.\n- Do not use conversational language.\n\nBad example:\nInput: Replace the blue car by a ship\nOutput: Replace the blue car with a ship.\n\nBetter example:\nInput: Replace the blue car by a ship\nOutput: Replace the blue car with a large white and blue ship occupying the same position in the scene.\n\nReturn only the normalized caption.\n\nUser request:" |
| }, |
| "class_type": "PrimitiveStringMultiline", |
| "_meta": { |
| "title": "INPAINT INSTRUCT" |
| } |
| }, |
| "5315:482": { |
| "inputs": { |
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| "delimiter": "" |
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| "class_type": "StringConcatenate", |
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| "5315:485": { |
| "inputs": { |
| "prompt": [ |
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| "image": [ |
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| "class_type": "TextGenerateLTX2Prompt", |
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| "5315:5386": { |
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| "class_type": "ComfySwitchNode", |
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|
|
