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        "secondTabText": "Send Back",
        "secondTabOffset": 80,
        "secondTabWidth": 65
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      "widgets_values": [
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      "id": 78,
      "type": "SetNode",
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        "collapsed": true
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      "order": 122,
      "mode": 0,
      "inputs": [
        {
          "name": "IMAGE",
          "type": "IMAGE",
          "link": 3693
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      ],
      "outputs": [
        {
          "name": "IMAGE",
          "type": "IMAGE",
          "links": null
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      ],
      "title": "Set_lastframe",
      "properties": {
        "Node name for S&R": "SetNode",
        "aux_id": "kijai/ComfyUI-KJNodes",
        "previousName": "lastframe"
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      "widgets_values": [
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      "order": 112,
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          "name": "image",
          "type": "IMAGE",
          "link": 42
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      "outputs": [
        {
          "name": "width",
          "type": "INT",
          "links": [
            310
          ]
        },
        {
          "name": "height",
          "type": "INT",
          "links": [
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        },
        {
          "name": "batch_size",
          "type": "INT",
          "links": null
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      "properties": {
        "cnr_id": "comfy-core",
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        "Node name for S&R": "GetImageSize",
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        "hasSecondTab": false,
        "secondTabText": "Send Back",
        "secondTabOffset": 80,
        "secondTabWidth": 65
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      "widgets_values": []
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      "pos": [
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        "collapsed": true
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      "order": 121,
      "mode": 0,
      "inputs": [
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          "name": "INT",
          "type": "INT",
          "link": 311
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      ],
      "outputs": [
        {
          "name": "INT",
          "type": "INT",
          "links": null
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      ],
      "title": "Set_height_downscaled",
      "properties": {
        "Node name for S&R": "SetNode",
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        "previousName": "height_downscaled"
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      "order": 120,
      "mode": 0,
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          "name": "INT",
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          "link": 310
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      "outputs": [
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          "name": "INT",
          "type": "INT",
          "links": null
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      ],
      "title": "Set_width_downscaled",
      "properties": {
        "Node name for S&R": "SetNode",
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        "previousName": "width_downscaled"
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      "widgets_values": [
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    {
      "id": 26,
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      "size": [
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      "flags": {
        "collapsed": false
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      "order": 104,
      "mode": 0,
      "inputs": [
        {
          "name": "image",
          "type": "IMAGE",
          "link": 66
        }
      ],
      "outputs": [
        {
          "name": "IMAGE",
          "type": "IMAGE",
          "links": [
            42
          ]
        }
      ],
      "properties": {
        "cnr_id": "comfy-core",
        "ver": "0.5.1",
        "Node name for S&R": "ImageScaleBy",
        "enableTabs": false,
        "tabWidth": 65,
        "tabXOffset": 10,
        "hasSecondTab": false,
        "secondTabText": "Send Back",
        "secondTabOffset": 80,
        "secondTabWidth": 65
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      "widgets_values": [
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    {
      "id": 24,
      "type": "LTXVConcatAVLatent",
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        3993.392518237441
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      "size": [
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        63.445090410071316
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      "flags": {},
      "order": 111,
      "mode": 0,
      "inputs": [
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          "name": "video_latent",
          "type": "LATENT",
          "link": 289
        },
        {
          "name": "audio_latent",
          "type": "LATENT",
          "link": 37
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      ],
      "outputs": [
        {
          "name": "latent",
          "type": "LATENT",
          "links": [
            1,
            20
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        }
      ],
      "properties": {
        "cnr_id": "comfy-core",
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        "Node name for S&R": "LTXVConcatAVLatent",
        "enableTabs": false,
        "tabWidth": 65,
        "tabXOffset": 10,
        "hasSecondTab": false,
        "secondTabText": "Send Back",
        "secondTabOffset": 80,
        "secondTabWidth": 65
      },
      "widgets_values": []
    },
    {
      "id": 10,
      "type": "LTXVConditioning",
      "pos": [
        1878.8177292071086,
        4122.286009660386
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      "size": [
        273.7224392361113,
        86.66666666666667
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      "flags": {},
      "order": 116,
      "mode": 0,
      "inputs": [
        {
          "name": "positive",
          "type": "CONDITIONING",
          "link": 279
        },
        {
          "name": "negative",
          "type": "CONDITIONING",
          "link": 280
        },
        {
          "name": "frame_rate",
          "type": "FLOAT",
          "widget": {
            "name": "frame_rate"
          },
          "link": 165
        }
      ],
      "outputs": [
        {
          "name": "positive",
          "type": "CONDITIONING",
          "links": [
            285
          ]
        },
        {
          "name": "negative",
          "type": "CONDITIONING",
          "links": [
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        }
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      "properties": {
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        "Node name for S&R": "LTXVConditioning",
        "enableTabs": false,
        "tabWidth": 65,
        "tabXOffset": 10,
        "hasSecondTab": false,
        "secondTabText": "Send Back",
        "secondTabOffset": 80,
        "secondTabWidth": 65
      },
      "widgets_values": [
        25
      ]
    },
    {
      "id": 11,
      "type": "CLIPTextEncode",
      "pos": [
        1402.1794356263779,
        4326.72862476667
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      "size": [
        387.0142215022124,
        88
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      "flags": {
        "collapsed": false
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      "order": 83,
      "mode": 0,
      "inputs": [
        {
          "name": "clip",
          "type": "CLIP",
          "link": 187
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      ],
      "outputs": [
        {
          "name": "CONDITIONING",
          "type": "CONDITIONING",
          "links": [
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        }
      ],
      "properties": {
        "cnr_id": "comfy-core",
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        "Node name for S&R": "CLIPTextEncode",
        "enableTabs": false,
        "tabWidth": 65,
        "tabXOffset": 10,
        "hasSecondTab": false,
        "secondTabText": "Send Back",
        "secondTabOffset": 80,
        "secondTabWidth": 65
      },
      "widgets_values": [
        "blurry, oversaturated, pixelated, low resolution, grainy, distorted, noise, compression artifacts, jpeg artifacts, glitches, watermark, text, logo, signature, copyright, subtitles, distorted sound, saturated sound, loud"
      ],
      "color": "#422342",
      "bgcolor": "rgba(24,24,27,.9)"
    },
    {
      "id": 2107,
      "type": "Power Lora Loader (rgthree)",
      "pos": [
        1402.1794356263779,
        3345.311893142033
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      "size": [
        387.0142215022124,
        118
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      "flags": {},
      "order": 127,
      "mode": 0,
      "inputs": [
        {
          "dir": 3,
          "name": "model",
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          "link": 3739
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        {
          "dir": 3,
          "name": "clip",
          "type": "CLIP",
          "link": null
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      ],
      "outputs": [
        {
          "dir": 4,
          "name": "MODEL",
          "shape": 3,
          "type": "MODEL",
          "links": [
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            3741
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        },
        {
          "dir": 4,
          "name": "CLIP",
          "shape": 3,
          "type": "CLIP",
          "links": null
        }
      ],
      "properties": {
        "cnr_id": "rgthree-comfy",
        "ver": "683836c46e898668936c433502504cc0627482c5",
        "Show Strengths": "Single Strength",
        "Match": ""
      },
      "widgets_values": [
        {},
        {
          "type": "PowerLoraLoaderHeaderWidget"
        },
        {},
        ""
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    },
    {
      "id": 2112,
      "type": "SetNode",
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      "size": [
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      "flags": {
        "collapsed": true
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      "order": 98,
      "mode": 0,
      "inputs": [
        {
          "name": "FLOAT",
          "type": "FLOAT",
          "link": 3743
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      ],
      "outputs": [
        {
          "name": "FLOAT",
          "type": "FLOAT",
          "links": null
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      ],
      "title": "Set_firstframe_strength",
      "properties": {
        "Node name for S&R": "SetNode",
        "aux_id": "kijai/ComfyUI-KJNodes",
        "previousName": "firstframe_strength"
      },
      "widgets_values": [
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    },
    {
      "id": 2113,
      "type": "SetNode",
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      "flags": {
        "collapsed": true
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      "order": 97,
      "mode": 0,
      "inputs": [
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          "name": "FLOAT",
          "type": "FLOAT",
          "link": 3742
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      ],
      "outputs": [
        {
          "name": "FLOAT",
          "type": "FLOAT",
          "links": null
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      ],
      "title": "Set_lastframe_strength",
      "properties": {
        "Node name for S&R": "SetNode",
        "aux_id": "kijai/ComfyUI-KJNodes",
        "previousName": "lastframe_strength"
      },
      "widgets_values": [
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    },
    {
      "id": 43,
      "type": "VHS_VideoCombine",
      "pos": [
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        3263.6508910693697
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      "size": [
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        605.7854870943952
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      "flags": {},
      "order": 79,
      "mode": 0,
      "inputs": [
        {
          "name": "images",
          "type": "IMAGE",
          "link": 271
        },
        {
          "name": "audio",
          "shape": 7,
          "type": "AUDIO",
          "link": 270
        },
        {
          "name": "meta_batch",
          "shape": 7,
          "type": "VHS_BatchManager",
          "link": null
        },
        {
          "name": "vae",
          "shape": 7,
          "type": "VAE",
          "link": null
        },
        {
          "name": "frame_rate",
          "type": "FLOAT",
          "widget": {
            "name": "frame_rate"
          },
          "link": 201
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      ],
      "outputs": [
        {
          "name": "Filenames",
          "type": "VHS_FILENAMES",
          "links": null
        }
      ],
      "properties": {
        "cnr_id": "comfyui-videohelpersuite",
        "ver": "993082e4f2473bf4acaf06f51e33877a7eb38960",
        "Node name for S&R": "VHS_VideoCombine"
      },
      "widgets_values": {
        "frame_rate": 25,
        "loop_count": 0,
        "filename_prefix": "LTX-2",
        "format": "video/h264-mp4",
        "pix_fmt": "yuv420p",
        "crf": 19,
        "save_metadata": true,
        "trim_to_audio": false,
        "pingpong": false,
        "save_output": true,
        "videopreview": {
          "hidden": false,
          "paused": false,
          "params": {
            "filename": "LTX-2_01574-audio.mp4",
            "subfolder": "",
            "type": "output",
            "format": "video/h264-mp4",
            "frame_rate": 24,
            "workflow": "LTX-2_01574.png",
            "fullpath": "E:\\AI\\ComfyUI\\output\\LTX-2_01574-audio.mp4"
          }
        }
      }
    },
    {
      "id": 2109,
      "type": "MarkdownNote",
      "pos": [
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        4499.749723852246
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      "size": [
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        137.56662239483467
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      "flags": {
        "collapsed": false
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      "order": 45,
      "mode": 0,
      "inputs": [],
      "outputs": [],
      "title": "About Last Frame Stength",
      "properties": {},
      "widgets_values": [
        "**LAST FRAME STRENGTH**\n\nIf this is set too strong the very last frame might not \"glitch\" a little bit exposure and colors if the LTX doesn't render exactly same. For a more smooth end frame set it lower (even to zero) to give the model a bit more freedom. \n\nIf you plan to continue from last frame and need it to be more exactly as input image set it to about 0.7 or so"
      ],
      "color": "#222",
      "bgcolor": "#000"
    },
    {
      "id": 189,
      "type": "DualCLIPLoaderGGUF",
      "pos": [
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        4032.643411114123
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      "size": [
        346.517577185067,
        107.25438651123113
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      "flags": {
        "collapsed": true
      },
      "order": 46,
      "mode": 4,
      "inputs": [],
      "outputs": [
        {
          "name": "CLIP",
          "type": "CLIP",
          "links": []
        }
      ],
      "properties": {
        "cnr_id": "ComfyUI-GGUF",
        "ver": "6ea2651e7df66d7585f6ffee804b20e92fb38b8a",
        "Node name for S&R": "DualCLIPLoaderGGUF"
      },
      "widgets_values": [
        "gemma-3-12b-it-Q2_K.gguf",
        "ltx-2.3_text_projection_bf16.safetensors",
        "ltxv"
      ],
      "color": "#1f1f48",
      "bgcolor": "rgba(24,24,27,.9)",
      "ndSuperSelectorEnabled": false,
      "ndPowerEnabled": false
    },
    {
      "id": 179,
      "type": "MarkdownNote",
      "pos": [
        -308.42720967558324,
        3780.8458309123585
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      "size": [
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        107.3859507080042
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      "flags": {
        "collapsed": true
      },
      "order": 47,
      "mode": 0,
      "inputs": [],
      "outputs": [],
      "title": "About User Made Loras",
      "properties": {},
      "widgets_values": [
        "If using some user made LTX-2 loras they sometimes are not trained on audio, so it will produce very noisy audio outputs. Try use KJNodes LTX-2 Lora Loader Advanced in such cases, and set the non video strenght to zero\n"
      ],
      "color": "#222",
      "bgcolor": "#000"
    },
    {
      "id": 184,
      "type": "MarkdownNote",
      "pos": [
        -303.2301773609351,
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      "size": [
        382.280702747692,
        107.3859507080042
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      "flags": {
        "collapsed": true
      },
      "order": 48,
      "mode": 0,
      "inputs": [],
      "outputs": [],
      "title": "About Sampler Preview",
      "properties": {},
      "widgets_values": [
        "Tiny VAE for sampler previews. \nOptionally you can drop this for a lower res latent RGB built into the node \n\nhttps://github.com/madebyollin/taehv/blob/main/safetensors/taeltx2_3.safetensors"
      ],
      "color": "#222",
      "bgcolor": "#000"
    },
    {
      "id": 191,
      "type": "UnetLoaderGGUF",
      "pos": [
        -171.68832916909201,
        3970.915952186403
      ],
      "size": [
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        60.44444444444434
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      "flags": {
        "collapsed": true
      },
      "order": 49,
      "mode": 4,
      "inputs": [],
      "outputs": [
        {
          "name": "MODEL",
          "type": "MODEL",
          "links": []
        }
      ],
      "properties": {
        "cnr_id": "ComfyUI-GGUF",
        "ver": "6ea2651e7df66d7585f6ffee804b20e92fb38b8a",
        "Node name for S&R": "UnetLoaderGGUF"
      },
      "widgets_values": [
        "LTXvideo\\LTX-2\\quantstack\\LTX-2.3-distilled-Q4_K_S.gguf"
      ],
      "color": "#1f1f48",
      "bgcolor": "rgba(24,24,27,.9)",
      "ndSuperSelectorEnabled": false,
      "ndPowerEnabled": false
    },
    {
      "id": 170,
      "type": "MarkdownNote",
      "pos": [
        -313.464960464461,
        4467.562718556134
      ],
      "size": [
        382.280702747692,
        102.45137621179947
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      "flags": {
        "collapsed": false
      },
      "order": 50,
      "mode": 0,
      "inputs": [],
      "outputs": [],
      "title": "Video settings",
      "properties": {},
      "widgets_values": [
        "If low on Ram/Vram, try width height to 832 x 480 or 960 x 544.  If you can, run at 1280 x 720 or higher.\n\n\nLength in seconds :  try 5, 10 or 20. \nfps : 24 or 25 (or 48 or 50 if your pc can run it)"
      ],
      "color": "#222",
      "bgcolor": "#000"
    },
    {
      "id": 176,
      "type": "MarkdownNote",
      "pos": [
        -313.464960464461,
        3233.8757089052165
      ],
      "size": [
        382.280702747692,
        89.8245395507779
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      "flags": {
        "collapsed": false
      },
      "order": 51,
      "mode": 0,
      "inputs": [],
      "outputs": [],
      "title": "About  Models",
      "properties": {},
      "widgets_values": [
        "Download models from here:\n\n\nhttps://huggingface.co/Kijai/LTX2.3_comfy\n\nText encoder : https://huggingface.co/Comfy-Org/ltx-2"
      ],
      "color": "#222",
      "bgcolor": "#000"
    },
    {
      "id": 8,
      "type": "CFGGuider",
      "pos": [
        3263.1790992220804,
        3473.052521816083
      ],
      "size": [
        274.0120536645418,
        98
      ],
      "flags": {
        "collapsed": false
      },
      "order": 80,
      "mode": 0,
      "inputs": [
        {
          "name": "model",
          "type": "MODEL",
          "link": 266
        },
        {
          "name": "positive",
          "type": "CONDITIONING",
          "link": 295
        },
        {
          "name": "negative",
          "type": "CONDITIONING",
          "link": 296
        }
      ],
      "outputs": [
        {
          "name": "GUIDER",
          "type": "GUIDER",
          "links": [
            29
          ]
        }
      ],
      "properties": {
        "cnr_id": "comfy-core",
        "ver": "0.3.71",
        "Node name for S&R": "CFGGuider",
        "enableTabs": false,
        "tabWidth": 65,
        "tabXOffset": 10,
        "hasSecondTab": false,
        "secondTabText": "Send Back",
        "secondTabOffset": 80,
        "secondTabWidth": 65
      },
      "widgets_values": [
        1
      ]
    },
    {
      "id": 2075,
      "type": "SetNode",
      "pos": [
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      "size": [
        210,
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      "flags": {
        "collapsed": true
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      "order": 102,
      "mode": 0,
      "inputs": [
        {
          "name": "INT",
          "type": "INT",
          "link": 3688
        }
      ],
      "outputs": [
        {
          "name": "INT",
          "type": "INT",
          "links": null
        }
      ],
      "title": "Set_frames",
      "properties": {
        "Node name for S&R": "SetNode",
        "aux_id": "kijai/ComfyUI-KJNodes",
        "previousName": "frames"
      },
      "widgets_values": [
        "frames"
      ]
    },
    {
      "id": 2077,
      "type": "SimpleCalculatorKJ",
      "pos": [
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      "size": [
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      ],
      "flags": {
        "collapsed": true
      },
      "order": 91,
      "mode": 0,
      "inputs": [
        {
          "label": "a",
          "name": "variables.a",
          "shape": 7,
          "type": "INT,FLOAT,BOOLEAN",
          "link": null
        },
        {
          "label": "b",
          "name": "variables.b",
          "shape": 7,
          "type": "INT,FLOAT,BOOLEAN",
          "link": null
        },
        {
          "name": "a",
          "shape": 7,
          "type": "*",
          "link": 3689
        },
        {
          "name": "b",
          "shape": 7,
          "type": "*",
          "link": 3690
        }
      ],
      "outputs": [
        {
          "name": "FLOAT",
          "type": "FLOAT",
          "links": []
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