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      "title": "CLIP GGUF (Gemma + text projection)",
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      "title": "Get_clip",
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          "name": "CLIP",
          "type": "CLIP",
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      "title": "CLIPLoader (Gemma + LTX Embeddings)",
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      "outputs": [
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          "name": "IMAGE",
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      "title": "Get_ref_image",
      "properties": {
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          "label": "b",
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          "name": "a",
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          "name": "FLOAT",
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          "name": "BOOLEAN",
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      "title": "Set_frames",
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      "title": "FPS",
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      "inputs": [],
      "outputs": [
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          "name": "VAE",
          "type": "VAE",
          "links": [
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      ],
      "title": "Load VAE (video VAE)",
      "properties": {
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    {
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          "name": "LATENT",
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      "title": "Get_latent",
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          "name": "VAE",
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      "title": "Set_posetive_noconditioning",
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      "title": "Prompting LTX-2",
      "properties": {},
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      "order": 18,
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      "inputs": [],
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      "title": "About Size",
      "properties": {},
      "widgets_values": [
        "Width & height settings must be divisible by 32 + 1. \nFrame count must be divisible by 8 + 1. \n\n\nRunning with invalid parameters **will not cause errors**. Instead, the flow will silently choose the closest valid parameters. "
      ],
      "color": "#222",
      "bgcolor": "#000"
    },
    {
      "id": 333,
      "type": "MarkdownNote",
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      "order": 19,
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      "inputs": [],
      "outputs": [],
      "title": "Sampler Preview",
      "properties": {},
      "widgets_values": [
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      ],
      "color": "#222",
      "bgcolor": "#000"
    },
    {
      "id": 353,
      "type": "MarkdownNote",
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      "size": [
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      "flags": {
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      "order": 20,
      "mode": 0,
      "inputs": [],
      "outputs": [],
      "title": "Prompt Enhancer (Optional)",
      "properties": {},
      "widgets_values": [
        "This automagically enhances your prompt using the already loaded Gemma model. But it can be a bit sensitive to having correct Gemma if using GGUF models. Alternatively you can bypass/disable  this feature "
      ],
      "color": "#222",
      "bgcolor": "#000"
    },
    {
      "id": 326,
      "type": "MarkdownNote",
      "pos": [
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      "size": [
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      "flags": {
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      "order": 21,
      "mode": 0,
      "inputs": [],
      "outputs": [],
      "title": "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": 251,
      "type": "MarkdownNote",
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      "order": 22,
      "mode": 0,
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      "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": 289,
      "type": "MarkdownNote",
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      "size": [
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      "flags": {
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      "order": 23,
      "mode": 0,
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      "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. \n\nfps : 24 or 25 (or 48 or 50)"
      ],
      "color": "#222",
      "bgcolor": "#000"
    },
    {
      "id": 396,
      "type": "VAEDecode",
      "pos": [
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      "size": [
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      "flags": {
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      "order": 154,
      "mode": 4,
      "inputs": [
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          "link": 696
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        {
          "name": "vae",
          "type": "VAE",
          "link": 697
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          "name": "IMAGE",
          "type": "IMAGE",
          "links": []
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        "Node name for S&R": "VAEDecode"
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    {
      "id": 121,
      "type": "CLIPTextEncode",
      "pos": [
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      "size": [
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      "flags": {
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      "order": 103,
      "mode": 0,
      "inputs": [
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          "name": "clip",
          "type": "CLIP",
          "link": 440
        },
        {
          "name": "text",
          "type": "STRING",
          "widget": {
            "name": "text"
          },
          "link": 3633
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      ],
      "outputs": [
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          "name": "CONDITIONING",
          "type": "CONDITIONING",
          "links": [
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      ],
      "properties": {
        "cnr_id": "comfy-core",
        "ver": "0.3.56",
        "Node name for S&R": "CLIPTextEncode",
        "enableTabs": false,
        "tabWidth": 65,
        "tabXOffset": 10,
        "hasSecondTab": false,
        "secondTabText": "Send Back",
        "secondTabOffset": 80,
        "secondTabWidth": 65
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      "widgets_values": [
        "= Enhanced Prompt = \n"
      ],
      "color": "#346434",
      "bgcolor": "rgba(24,24,27,.9)"
    },
    {
      "id": 113,
      "type": "SamplerCustomAdvanced",
      "pos": [
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      "size": [
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      "flags": {},
      "order": 132,
      "mode": 0,
      "inputs": [
        {
          "name": "noise",
          "type": "NOISE",
          "link": 259
        },
        {
          "name": "guider",
          "type": "GUIDER",
          "link": 832
        },
        {
          "name": "sampler",
          "type": "SAMPLER",
          "link": 261
        },
        {
          "name": "sigmas",
          "type": "SIGMAS",
          "link": 857
        },
        {
          "name": "latent_image",
          "type": "LATENT",
          "link": 467
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      ],
      "outputs": [
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          "type": "LATENT",
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        },
        {
          "name": "denoised_output",
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          "links": []
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      "properties": {
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        "ver": "0.3.60",
        "Node name for S&R": "SamplerCustomAdvanced",
        "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": 291,
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      "order": 24,
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      "inputs": [],
      "outputs": [
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          "name": "value",
          "type": "INT",
          "links": [
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      ],
      "title": "LENGTH (in seconds)",
      "properties": {
        "cnr_id": "comfyui-kjnodes",
        "ver": "c6ce76d00bb8177d1b0286cad891df08eff5226e",
        "Node name for S&R": "INTConstant"
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          "type": "CONDITIONING",
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          "text": "blurry, out of focus, overexposed, underexposed, low contrast, washed out colors, excessive noise, grainy texture, poor lighting, flickering, motion blur, distorted proportions, unnatural skin tones, deformed facial features, asymmetrical face, missing facial features, extra limbs, disfigured hands, wrong hand count, artifacts around text, unreadable text on shirt or hat, incorrect lettering on cap (“PNTR”), incorrect t-shirt slogan (“JUST DO IT”), missing microphone, misplaced microphone, inconsistent perspective, camera shake, incorrect depth of field, background too sharp, background clutter, distracting reflections, harsh shadows, inconsistent lighting direction, color banding, cartoonish rendering, 3D CGI look, unrealistic materials, uncanny valley effect, incorrect ethnicity, wrong gender, exaggerated expressions, smiling, laughing, exaggerated sadness, wrong gaze direction, eyes looking at camera, mismatched lip sync, silent or muted audio, distorted voice, robotic voice, echo, background noise, off-sync audio, missing sniff sounds, incorrect dialogue, added dialogue, repetitive speech, jittery movement, awkward pauses, incorrect timing, unnatural transitions, inconsistent framing, tilted camera, missing door or shelves, missing shallow depth of field, flat lighting, inconsistent tone, cinematic oversaturation, stylized filters, or AI artifacts.",
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