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  "id": "394ed254-7306-42a2-9ae6-aa880ce4456d",
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  "last_node_id": 5572,
  "last_link_id": 13808,
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          "name": "a",
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          "widget": {
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        {
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        {
          "name": "vae",
          "type": "VAE",
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          "name": "bypass",
          "type": "BOOLEAN",
          "widget": {
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          "label": "video height",
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        {
          "label": "img_strength",
          "name": "strength",
          "type": "FLOAT",
          "widget": {
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          "type": "LATENT",
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      ],
      "properties": {
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      "outputs": [],
      "title": "Save video",
      "properties": {},
      "widgets_values": [
        "## Save video\n\nThis is you output preview \ud83c\udf89\ud83e\udd73"
      ],
      "color": "#432",
      "bgcolor": "#653"
    },
    {
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      "title": "Inputs",
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      "widgets_values": [
        "## Inputs\n\nEverything here is optional.\n\n### Prompt\n\nEnter a positive prompt. To rewrite it into a fuller description first, enable\n**enhance positive prompt** on the Input Parameters node below. The negative\nprompt is used as written and is never enhanced.\n\nSupplying an **LTX API key** encodes and enhances the prompt through the API\ninstead of locally, which saves memory. The workflow switches over on its own\nwhenever a key is present - there is nothing to un-bypass.\n\nSee the [prompting guide](https://docs.ltx.io/open-source-model/usage-guides/prompting-guide).\n\n### Image input\n\nCondition the video to open on a still by loading an image and enabling\n**use image input** on the Input Parameters node.\n\n### Frame rate and duration\n\nSet both below. The frame count has to be 1 + a multiple of 8, so the duration\nactually used is worked out from the fps and the duration you ask for, and may\ncome out slightly different."
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      "flags": {
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      "order": 2,
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      "outputs": [],
      "title": "Preprocess",
      "properties": {},
      "widgets_values": [
        "## Preprocess\n\n**Video dimensions**\n\nadjust video width and video height to determine the output dimensions.\n\n\n**Image conditioning**\n\nAdjust img_strength and img_compression to change the strength of the input image in case you provided one. "
      ],
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    },
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      "flags": {
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      "order": 3,
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      "inputs": [],
      "outputs": [],
      "title": "Generate",
      "properties": {},
      "widgets_values": [
        "## Generate\n\n**Sampler - Distilled (8 steps)**\n\nThis takes the distilled ltx-2.5 model and runs the diffusion in 8 steps. You can change the noise seed, the guider cfg (used for both video and audio) and select the sampler. "
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      "order": 15,
      "mode": 0,
      "inputs": [
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          "name": "model",
          "type": "MODEL",
          "link": 13653
        },
        {
          "name": "positive",
          "type": "CONDITIONING",
          "link": 13654
        },
        {
          "name": "negative",
          "type": "CONDITIONING",
          "link": 13655
        },
        {
          "name": "latent_image",
          "type": "LATENT",
          "link": 13656
        },
        {
          "label": "noise seed",
          "name": "noise_seed",
          "type": "INT",
          "widget": {
            "name": "noise_seed"
          },
          "link": null
        },
        {
          "label": "guider cfg",
          "name": "cfg",
          "type": "FLOAT",
          "widget": {
            "name": "cfg"
          },
          "link": null
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      ],
      "outputs": [
        {
          "name": "video_latent",
          "type": "LATENT",
          "links": [
            13734
          ]
        },
        {
          "name": "audio_latent",
          "type": "LATENT",
          "links": [
            13735
          ]
        }
      ],
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        "ver": "0.25.0",
        "previewExposures": []
      },
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      "flags": {
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      "outputs": [],
      "title": "Decode",
      "properties": {},
      "widgets_values": [
        "## Decode\n\nMake sure to adjust the number of tiles and overlap to fit your hardware.\n(fewer tiles will result in faster execution, but will require more memory).\n\n### Recommended settings\n\n| node settings (pixels)                     | resolved latent geometry        |\n| ------------------------------------------ | ------------------------------- |\n| `512 / 64 / 128 / 32`                      | 16\u00d716, ov 2 | 16f, ov 4         |\n| `768 / 192 / 128 / 32`                     | 24\u00d724, ov 6 | 16f, ov 4         |\n| `1024 / 256 / 128 / 48`                    | 32\u00d732, ov 8 | 16f, ov 6         |\n| `1536 / 384 / 192 / 48`                    | 48\u00d748, ov 12 | 24f, ov 6        |\n| `768 / 192 / spatial-only`                 | 24\u00d724, ov 6 | no temporal split |"
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      "size": [
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        245.80179373843475
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      "flags": {},
      "order": 16,
      "mode": 0,
      "inputs": [
        {
          "name": "vae",
          "type": "VAE",
          "link": 13670
        },
        {
          "label": "video_latent",
          "name": "latents",
          "type": "LATENT",
          "link": 13734
        },
        {
          "label": "audio_latent",
          "name": "samples",
          "type": "LATENT",
          "link": 13735
        },
        {
          "name": "audio_vae",
          "type": "VAE",
          "link": 13673
        },
        {
          "name": "fps",
          "type": "FLOAT",
          "widget": {
            "name": "fps"
          },
          "link": 13674
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      ],
      "outputs": [
        {
          "name": "VIDEO",
          "type": "VIDEO",
          "links": [
            13675
          ]
        }
      ],
      "properties": {
        "cnr_id": "comfy-core",
        "ver": "0.25.0",
        "previewExposures": []
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          "type": "STRING",
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        }
      ],
      "title": "Prompt (negative)",
      "properties": {
        "Node name for S&R": "PrimitiveStringMultiline",
        "cnr_id": "comfy-core",
        "ver": "0.25.0"
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      "flags": {},
      "order": 6,
      "mode": 0,
      "inputs": [],
      "outputs": [
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          "name": "FLOAT",
          "type": "FLOAT",
          "links": [
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          ]
        }
      ],
      "title": "duration in seconds (determines frames #)",
      "properties": {
        "Node name for S&R": "PrimitiveFloat",
        "cnr_id": "comfy-core",
        "ver": "0.25.0"
      },
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      "color": "#2a363b",
      "bgcolor": "#3f5159"
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      "size": [
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      "flags": {},
      "order": 17,
      "mode": 0,
      "inputs": [
        {
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          "type": "VIDEO",
          "link": 13675
        }
      ],
      "outputs": [
        {
          "name": "video",
          "type": "VIDEO",
          "links": []
        }
      ],
      "properties": {
        "cnr_id": "comfy-core",
        "ver": "0.14.1"
      },
      "widgets_values": [
        "output",
        "auto",
        "auto"
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      "mode": 0,
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      "outputs": [
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          "type": "FLOAT",
          "links": [
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          ]
        }
      ],
      "title": "fps (frames per second)",
      "properties": {
        "Node name for S&R": "PrimitiveFloat",
        "cnr_id": "comfy-core",
        "ver": "0.25.0"
      },
      "widgets_values": [
        24
      ],
      "color": "#2a363b",
      "bgcolor": "#3f5159"
    },
    {
      "id": 5544,
      "type": "PreviewAny",
      "pos": [
        -3128.841341594478,
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      "size": [
        407.5146365057376,
        257.9423935704458
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      "flags": {},
      "order": 13,
      "mode": 0,
      "inputs": [
        {
          "name": "source",
          "type": "*",
          "link": 13793
        }
      ],
      "outputs": [
        {
          "name": "STRING",
          "type": "STRING",
          "links": []
        }
      ],
      "title": "Effective positive prompt (enhanced if enabled)",
      "properties": {
        "Node name for S&R": "PreviewAny"
      },
      "widgets_values": [],
      "color": "#232",
      "bgcolor": "#353"
    },
    {
      "id": 5014,
      "type": "c28230e9-b195-4ec2-9679-39e1e920f733",
      "pos": [
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      "size": [
        418.431640625,
        683.441800056156
      ],
      "flags": {},
      "order": 12,
      "mode": 0,
      "inputs": [
        {
          "label": "text encoder clip",
          "name": "clip",
          "type": "CLIP",
          "link": 13466
        },
        {
          "label": "text enhancer clip",
          "name": "clip_1",
          "type": "CLIP",
          "link": 13714
        },
        {
          "label": "image",
          "name": "input",
          "type": "IMAGE,MASK",
          "link": 13740
        },
        {
          "label": "use image input",
          "name": "value_3",
          "type": "BOOLEAN",
          "widget": {
            "name": "value_3"
          },
          "link": null
        },
        {
          "label": "Positive prompt",
          "name": "value_2",
          "type": "STRING",
          "widget": {
            "name": "value_2"
          },
          "link": 13630
        },
        {
          "label": "Enhance positive prompt",
          "name": "cond",
          "type": "BOOLEAN",
          "widget": {
            "name": "cond"
          },
          "link": null
        },
        {
          "label": "Negative prompt",
          "name": "text",
          "type": "STRING",
          "widget": {
            "name": "text"
          },
          "link": 13631
        },
        {
          "label": "fps",
          "name": "value",
          "type": "FLOAT",
          "widget": {
            "name": "value"
          },
          "link": 13633
        },
        {
          "label": "duration in seconds",
          "name": "value_5",
          "type": "FLOAT",
          "widget": {
            "name": "value_5"
          },
          "link": 13634
        },
        {
          "label": "enhancer_seed",
          "name": "seed",
          "type": "INT",
          "widget": {
            "name": "seed"
          },
          "link": null
        },
        {
          "label": "LTX API key (use api for text encoding to save memory)",
          "name": "value_4",
          "type": "STRING",
          "widget": {
            "name": "value_4"
          },
          "link": null
        },
        {
          "label": "ltx model ckpt path",
          "name": "ckpt_name",
          "type": "COMBO",
          "widget": {
            "name": "ckpt_name"
          },
          "link": 13637
        }
      ],
      "outputs": [
        {
          "label": "bypass_i2v",
          "name": "BOOLEAN",
          "type": "BOOLEAN",
          "links": [
            13643
          ]
        },
        {
          "label": "resized image",
          "name": "resized",
          "type": "IMAGE",
          "links": [
            13638
          ]
        },
        {
          "label": "effective_positive_prompt",
          "name": "enhanced_prompt",
          "type": "STRING",
          "links": [
            13793
          ]
        },
        {
          "label": "positive_encoded",
          "name": "positive",
          "type": "CONDITIONING",
          "links": [
            13654
          ]
        },
        {
          "label": "negative_encoded",
          "name": "negative",
          "type": "CONDITIONING",
          "links": [
            13655
          ]
        },
        {
          "label": "fps",
          "name": "FLOAT",
          "type": "FLOAT",
          "links": [
            13640,
            13674
          ]
        },
        {
          "label": "number of frames",
          "name": "INT",
          "type": "INT",
          "links": [
            13639
          ]
        }
      ],
      "properties": {
        "cnr_id": "comfy-core",
        "ver": "0.25.0",
        "previewExposures": []
      },
      "widgets_values": [
        true,
        "",
        true,
        "",
        24,
        5,
        457289196,
        "",
        "ltx-2.3-22b-dev.safetensors"
      ]
    },
    {
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      "order": 8,
      "mode": 0,
      "inputs": [],
      "outputs": [
        {
          "name": "STRING",
          "type": "STRING",
          "links": [
            13630
          ]
        }
      ],
      "title": "Prompt (positive)",
      "properties": {
        "Node name for S&R": "PrimitiveStringMultiline",
        "cnr_id": "comfy-core",
        "ver": "0.25.0"
      },
      "widgets_values": [
        ""
      ],
      "color": "#232",
      "bgcolor": "#353"
    },
    {
      "id": 2004,
      "type": "LoadImage",
      "pos": [
        -3566.570577768467,
        3597.4634417871353
      ],
      "size": [
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      ],
      "flags": {},
      "order": 9,
      "mode": 0,
      "inputs": [],
      "outputs": [
        {
          "name": "IMAGE",
          "type": "IMAGE",
          "links": [
            13740
          ]
        },
        {
          "name": "MASK",
          "type": "MASK",
          "links": []
        }
      ],
      "properties": {
        "Node name for S&R": "LoadImage",
        "cnr_id": "comfy-core",
        "ver": "0.3.56"
      },
      "widgets_values": [
        "",
        "image"
      ],
      "color": "#232",
      "bgcolor": "#353"
    },
    {
      "id": 5526,
      "type": "MarkdownNote",
      "pos": [
        -4275.006799291982,
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      ],
      "size": [
        572.0432764912434,
        505.7812011448118
      ],
      "flags": {
        "collapsed": false
      },
      "order": 10,
      "mode": 0,
      "inputs": [],
      "outputs": [],
      "title": "Model Links",
      "properties": {},
      "widgets_values": [
        "## Model Links\n\n**LTX-2.5 Model Weights**\n\nMake sure to click the \"Agree and Access\" button the first time you download.\n\n- [ Distilled model - ltx-2.5-22b-distilled-transformer-bf16.safetensors ](https://huggingface.co/Lightricks/LTX-2.5/blob/main/diffusion_models/ltx-2.5-22b-distilled-transformer-bf16.safetensors)\n\n- [ Audio VAE - ltx-2.5-audio-vae-bf16.safetensors ](https://huggingface.co/Lightricks/LTX-2.5/blob/main/vae/ltx-2.5-audio-vae-bf16.safetensors)\n\n- Video VAE - one of these:\n  - [ Diffusion decoder ltx-2.5-video-vae-bf16.safetensors ](https://huggingface.co/Lightricks/LTX-2.5/blob/main/vae/ltx-2.5-video-vae-bf16.safetensors) - Best quality\n  - [ Convolutional decoder - ltx-2.5-video-vae-conv-bf16.safetensors ](https://huggingface.co/Lightricks/LTX-2.5/blob/main/vae/ltx-2.5-video-vae-conv-bf16.safetensors) - Lower memory & faster\n\n\n**Text Encoder - finetuned for LTX-2.5**\n- [gemma4-12b-with-proj-ltx-2.5-bf16.safetensors](https://huggingface.co/Lightricks/LTX-2.5/blob/main/text_encoders/gemma4-12b-with-proj-ltx-2.5-bf16.safetensors)\n\n**Text Enhancer**\n- [Google Gemma 4 E2B IT](https://huggingface.co/Comfy-Org/gemma-4/blob/main/text_encoders/gemma4_e2b_it_bf16.safetensors)\n\n\n**Model Storage Location**\n\n```\n\ud83d\udcc2 ComfyUI/\n\u251c\u2500\u2500 \ud83d\udcc2 models/\n\u2502   \u251c\u2500\u2500 \ud83d\udcc2 text_encoders/\n\u2502   \u2502      \u251c\u2500\u2500 gemma4-12b-with-proj-ltx-2.5-bf16.safetensors\n\u2502   \u2502      \u2514\u2500\u2500 gemma4_e2b_it_bf16.safetensors\n\u2502   \u251c\u2500\u2500 \ud83d\udcc2 diffusion_models/\n\u2502   \u2502      \u2514\u2500\u2500 ltx-2.5-22b-distilled-transformer-bf16.safetensors\n\u2502   \u251c\u2500\u2500 \ud83d\udcc2 vae/\n\u2502   \u2502      \u2514\u2500\u2500 ltx-2.5-audio-vae-bf16.safetensors\n\u2502   \u2502      \u2514\u2500\u2500 ltx-2.5-video-vae-conv-bf16.safetensors / ltx-2.5-video-vae-bf16.safetensors\n```\n\n## Report Issues\nTo report any issues when running this workflow, [go to GitHub](https://github.com/Lightricks/ComfyUI-LTXVideo/issues)\n"
      ],
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      "bgcolor": "#653"
    },
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