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stablediffusiontutorials/LTX_workflows

Install LTX 2.3 Video+Audio Gen-GGUF/FP8/BF16 (Setup+workflow) Tutorial:๐Ÿ‘‡ https://www.stablediffusiontutorials.com/2026/03/ltx-2.3-video-audio-gen.html Install LTX 2 Video+Audio Gen -GGUF/FP8/BF16(Setup+workflow) Tutorial:๐Ÿ‘‡ https://www.stablediffusiontutorials.com/2026/01/ltx2-video-generation.html

sourceHugging Faceapache-2.0updated 1mo agoView on Hugging Face
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LTX-2_T2V_Full_wLora.json2995 linesDownload Raw Back to root
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  "type": "CLIPTextEncode",295      "pos": [296        -2307.3357609769005,297        8688.298695601421298      ],299      "size": [300        307.2346496582031,301        47302      ],303      "flags": {304        "collapsed": true305      },306      "order": 18,307      "mode": 0,308      "inputs": [309        {310          "name": "clip",311          "type": "CLIP",312          "link": 13965313        },314        {315          "name": "text",316          "type": "STRING",317          "widget": {318            "name": "text"319          },320          "link": 13966321        }322      ],323      "outputs": [324        {325          "name": "CONDITIONING",326          "type": "CONDITIONING",327          "slot_index": 0,328          "links": [329            13967330          ]331        }332      ],333      "title": "Enhanced Prompt (Positive)",334      "properties": {335        "Node name for S&R": "CLIPTextEncode",336        "cnr_id": "comfy-core",337        "ver": "0.3.28"338      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[],519      "outputs": [],520      "title": "Video Size",521      "properties": {},522      "widgets_values": [523        "Width & height settings must be divisible by 64. \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. "524      ],525      "color": "#432",526      "bgcolor": "#653"527    },528    {529      "id": 5274,530      "type": "MarkdownNote",531      "pos": [532        -2679.7373441625773,533        7861.17563988318534      ],535      "size": [536        476.19110164532435,537        207.4316250893462538      ],539      "flags": {540        "collapsed": false541      },542      "order": 6,543      "mode": 0,544      "inputs": [],545      "outputs": [],546      "title": "LoRA",547      "properties": {},548      "widgets_values": [549        "# Using LoRAs\n**Ctrl + B to enable**\n\nFor the camera LoRA we recommend setting strength = 1\n\nYou can use LTX [Ready to use camera LoRAs](https://huggingface.co/collections/Lightricks/ltx-2)\n\n\n\n\nUse a second LoRa only when the details are important in the LoRa. \n\n## Training\nWe have made available a full trainer to help you to train your own LoRA. You can [find it here](https://github.com/Lightricks/LTX-2)."550      ],551      "color": "#432",552      "bgcolor": "#653"553    },554    {555      "id": 5227,556      "type": "LTXVGemmaEnhancePrompt",557      "pos": [558        -2302.473950325332,559        8630.055358449259560      ],561      "size": [562        369.82634110464005,563        194564      ],565      "flags": {566        "collapsed": true567      },568      "order": 16,569      "mode": 0,570      "inputs": [571        {572          "name": "clip",573          "type": "CLIP",574          "link": 13964575        },576        {577          "name": "image",578          "shape": 7,579          "type": "IMAGE",580          "link": null581        },582        {583          "name": "prompt",584          "type": "STRING",585          "widget": {586            "name": "prompt"587          },588          "link": 13984589        }590      ],591      "outputs": [592        {593          "name": "enhanced_prompt",594          "type": "STRING",595          "links": [596            13966597          ]598        }599      ],600      "title": "Enhancer",601      "properties": {602        "Node name for S&R": "LTXVGemmaEnhancePrompt"603      },604      "widgets_values": [605        "",606        "You are a Creative Assistant. Given a user's raw input prompt describing a scene or concept, expand it into a detailed video generation prompt with specific visuals and integrated audio to guide a text-to-video model.\n\n#### Guidelines\n- Strictly follow all aspects of the user's raw input: include every element requested (style, visuals, motions, actions, camera movement, audio).\n    - If the input is vague, invent concrete details: lighting, textures, materials, scene settings, etc.\n        - For characters: describe gender, clothing, hair, expressions. DO NOT invent unrequested characters.\n- Use active language: present-progressive verbs (\"is walking,\" \"speaking\"). If no action specified, describe natural movements.\n- Maintain chronological flow: use temporal connectors (\"as,\" \"then,\" \"while\").\n- Audio layer: Describe complete soundscape (background audio, ambient sounds, SFX, speech/music when requested). Integrate sounds chronologically alongside actions. Be specific (e.g., \"soft footsteps on tile\"), not vague (e.g., \"ambient sound is present\").\n- Speech (only when requested): \n    - For ANY speech-related input (talking, conversation, singing, etc.), ALWAYS include exact words in quotes with voice characteristics (e.g., \"The man says in an excited voice: 'You won't believe what I just saw!'\").\n    - Specify language if not English and accent if relevant.\n- Style: Include visual style at the beginning: \"Style: <style>, <rest of prompt>.\" Default to cinematic-realistic if unspecified. Omit if unclear.\n- Visual and audio only: NO non-visual/auditory senses (smell, taste, touch).\n- Restrained language: Avoid dramatic/exaggerated terms. Use mild, natural phrasing.\n    - Colors: Use plain terms (\"red dress\"), not intensified (\"vibrant blue,\" \"bright red\").\n    - Lighting: Use neutral descriptions (\"soft overhead light\"), not harsh (\"blinding light\").\n    - Facial features: Use delicate modifiers for subtle features (i.e., \"subtle freckles\").\n\n#### Important notes: \n- Analyze the user's raw input carefully. In cases of FPV or POV, exclude the description of the subject whose POV is requested.\n- Camera motion: DO NOT invent camera motion unless requested by the user.\n- Speech: DO NOT modify user-provided character dialogue unless it's a typo.\n- No timestamps or cuts: DO NOT use timestamps or describe scene cuts unless explicitly requested.\n- Format: DO NOT use phrases like \"The scene opens with...\". Start directly with Style (optional) and chronological scene description.\n- Format: DO NOT start your response with special characters.\n- DO NOT invent dialogue unless the user mentions speech/talking/singing/conversation.\n- If the user's raw input prompt is highly detailed, chronological and in the requested format: DO NOT make major edits or introduce new elements. Add/enhance audio descriptions if missing.\n\n#### Output Format (Strict):\n- Single continuous paragraph in natural language (English).\n- NO titles, headings, prefaces, code fences, or Markdown.\n- If unsafe/invalid, return original user prompt. Never ask questions or clarifications.\n\nYour output quality is CRITICAL. Generate visually rich, dynamic prompts with integrated audio for high-quality video generation.\n\n#### Example\nInput: \"A woman at a coffee shop talking on the phone\"\nOutput:\nStyle: realistic with cinematic lighting. In a medium close-up, a woman in her early 30s with shoulder-length brown hair sits at a small wooden table by the window. She wears a cream-colored turtleneck sweater, holding a white ceramic coffee cup in one hand and a smartphone to her ear with the other. Ambient cafe sounds fill the spaceโ€”espresso machine hiss, quiet conversations, gentle clinking of cups. The woman listens intently, nodding slightly, then takes a sip of her coffee and sets it down with a soft clink. Her face brightens into a warm smile as she speaks in a clear, friendly voice, 'That sounds perfect! I'd love to meet up this weekend. How about Saturday afternoon?' She laughs softlyโ€”a genuine chuckleโ€”and shifts in her chair. Behind her, other patrons move subtly in and out of focus. 'Great, I'll see you then,' she concludes cheerfully, lowering the phone.",607        512,608        true,609        2793143611,610        "randomize"611      ]612    },613    {614      "id": 5225,615      "type": "PrimitiveStringMultiline",616      "pos": [617        -2658.9981943763814,618        8349.827956066236619      ],620      "size": [621        312.1591137598489,622        314.2382942594604623      ],624      "flags": {},625      "order": 7,626      "mode": 0,627      "inputs": [],628      "outputs": [629        {630          "name": "STRING",631          "type": "STRING",632          "links": [633            13984634          ]635        }636      ],637      "title": "Positive Prompt",638      "properties": {639        "Node name for S&R": "PrimitiveStringMultiline",640        "cnr_id": "comfy-core",641        "ver": "0.5.1"642      },643      "widgets_values": [644        "cinematic drama movie scene shows a closeup of a blonde woman wearing a red sweater hanging out of the open door of a moving train, looking outside and smiling. the camera is fixed to the train's side as the train moves forward on the track. the woman seems excited and says: \" I think we're almost there!\". we hear the train's engine in the background. then, a little boy with brown hair pops his head out of the train along with the woman, looking at her in excitement. he then asks her: \"This is Nana's old village, isn't it?\". she nodes and embraces him joyfully."645      ],646      "color": "#232",647      "bgcolor": "#353"648    },649    {650      "id": 5233,651      "type": "PrimitiveInt",652      "pos": [653        -2930.33867108064,654        8527.25744685942655      ],656      "size": [657        210,658        82659      ],660      "flags": {},661      "order": 8,662      "mode": 0,663      "inputs": [],664      "outputs": [665        {666          "name": "INT",667          "type": "INT",668          "links": [669            14026670          ]671        }672      ],673      "title": "length",674      "properties": {675        "Node name for S&R": "PrimitiveInt",676        "cnr_id": "comfy-core",677        "ver": "0.5.1"678      },679      "widgets_values": [680        241,681        "fixed"682      ]683    },684    {685      "id": 5223,686      "type": "CreateVideo",687      "pos": [688        -1805.9191518229377,689        8313.410516500595690      ],691      "size": [692        210,693        78694      ],695      "flags": {},696      "order": 21,697      "mode": 0,698      "inputs": [699        {700          "name": "images",701          "type": "IMAGE",702          "link": 14036703        },704        {705          "name": "audio",706          "shape": 7,707          "type": "AUDIO",708          "link": 14037709        },710        {711          "name": "fps",712          "type": "FLOAT",713          "widget": {714            "name": "fps"715          },716          "link": 13982717        }718      ],719      "outputs": [720        {721          "name": "VIDEO",722          "type": "VIDEO",723          "links": [724            13979725          ]726        }727      ],728      "properties": {729        "Node name for S&R": "CreateVideo",730        "cnr_id": "comfy-core",731        "ver": "0.5.1"732      },733      "widgets_values": [734        30735      ]736    },737    {738      "id": 5216,739      "type": "LoraLoaderModelOnly",740      "pos": [741        -3197.2762910684833,742        8383.672331407945743      ],744      "size": [745        210,746        82747      ],748      "flags": {},749      "order": 13,750      "mode": 0,751      "inputs": [752        {753          "name": "model",754          "type": "MODEL",755          "link": 13957756        }757      ],758      "outputs": [759        {760          "name": "MODEL",761          "type": "MODEL",762          "links": [763            13958764          ]765        }766      ],767      "properties": {768        "Node name for S&R": "LoraLoaderModelOnly",769        "cnr_id": "comfy-core",770        "ver": "0.3.68"771      },772      "widgets_values": [773        "ltx-2-19b-distilled-lora-384.safetensors",774        0.6775      ]776    },777    {778      "id": 5261,779      "type": "65e1c5bd-6c3a-4569-960f-5a9656bb6cef",780      "pos": [781        -2033.145605075496,782        8315.679575761673783      ],784      "size": [785        210,786        290787      ],788      "flags": {},789      "order": 20,790      "mode": 0,791      "inputs": [792        {793          "label": "model stage 1",794          "name": "model_1",795          "type": "MODEL",796          "link": 14033797        },798        {799          "label": "model stage 2",800          "name": "model",801          "type": "MODEL",802          "link": 14030803        },804        {805          "label": "upscale model",806          "name": "upscale_model_1",807          "type": "LATENT_UPSCALE_MODEL",808          "link": 14038809        },810        {811          "name": "positive",812          "type": "CONDITIONING",813          "link": 14031814        },815        {816          "name": "negative",817          "type": "CONDITIONING",818          "link": 14032819        },820        {821          "label": "VAE",822          "name": "vae",823          "type": "VAE",824          "link": 14034825        },826        {827          "label": "audio vae",828          "name": "audio_vae",829          "type": "VAE",830          "link": 14028831        },832        {833          "label": "empty latent image",834          "name": "empty_latent_image",835          "type": "IMAGE",836          "link": 14027837        },838        {839          "name": "length",840          "type": "INT",841          "widget": {842            "name": "length"843          },844          "link": 14026845        },846        {847          "label": "frame rate",848          "name": "frame_rate",849          "type": "INT",850          "widget": {851            "name": "frame_rate"852          },853          "link": 14029854        },855        {856          "label": "noise seed",857          "name": "noise_seed",858          "type": "INT",859          "widget": {860            "name": "noise_seed"861          },862          "link": null863        }864      ],865      "outputs": [866        {867          "label": "images",868          "name": "empty latent image",869          "type": "IMAGE",870          "links": [871            14036872          ]873        },874        {875          "label": "audio",876          "name": "audio",877          "type": "AUDIO",878          "links": [879            14037880          ]881        }882      ],883      "properties": {884        "proxyWidgets": [885          [886            "-1",887            "length"888          ],889          [890            "-1",891            "frame_rate"892          ],893          [894            "-1",895            "noise_seed"896          ],897          [898            "5257",899            "control_after_generate"900          ]901        ],902        "cnr_id": "comfy-core",903        "ver": "0.5.1"904      },905      "widgets_values": [906        121,907        25,908        43909      ]910    },911    {912      "id": 5272,913      "type": "MarkdownNote",914      "pos": [915        -4097.884850147693,916        8694.883120289716917      ],918      "size": [919        423.87576766895836,920        201.4320443144279921      ],922      "flags": {923        "collapsed": false924      },925      "order": 9,926      "mode": 0,927      "inputs": [],928      "outputs": [],929      "title": "Prompting LTX-2",930      "properties": {},931      "widgets_values": [932        "## LTX-2 Prompting Tips\n1. **Core Actions**: Describe events and actions as they occur over time  \n2. **Audio**: Describe sounds and dialogue needed for the scene  \n3. **Consistency**: Avoid instructions that do not match the reference image, as this will degrade results\n"933      ],934      "color": "#432",935      "bgcolor": "#653"936    },937    {938      "id": 5275,939      "type": "MarkdownNote",940      "pos": [941        -4103.084142465534,942        8076.449221913373943      ],944      "size": [945        425.40198676408454,946        574.4981796837719947      ],948      "flags": {949        "collapsed": false950      },951      "order": 10,952      "mode": 0,953      "inputs": [],954      "outputs": [],955      "title": "Model Links",956      "properties": {},957      "widgets_values": [958        "## Model Links\n\n**LTX-2 Model Weights**\n\n- [ltx-2-19b-dev.safetensors](https://huggingface.co/Lightricks/LTX-2/resolve/main/ltx-2-19b-dev.safetensors)\n- [ ltx-2-19b-distilled-lora-384.safetensors ](https://huggingface.co/Lightricks/LTX-2/resolve/main/ltx-2-19b-distilled-lora-384.safetensors)\n- [ ltx-2-spatial-upscaler-x2-1.0.safetensors ](https://huggingface.co/Lightricks/LTX-2/resolve/main/ltx-2-spatial-upscaler-x2-1.0.safetensors)\n\n\n**Text Encoder**\n- [Google Gemma 3](https://huggingface.co/google/gemma-3-12b-it-qat-q4_0-unquantized)\n\nPlease download the entire folder - \n\n- Run: \n 1. cd models/text_encoders\n 2. git clone https://huggingface.co/google/gemma-3-12b-it-qat-q4_0-unquantized\n\n*Full documentation can be found [here](https://docs.ltx.video/open-source-model/integration-tools/comfy-ui#text-encoder)\n\n**Sampler**\n\n- [RES4LYF](https://github.com/ClownsharkBatwing/RES4LYF)\n\n\n**Model Storage Location**\n\n```\n๐Ÿ“‚ ComfyUI/\nโ”œโ”€โ”€ ๐Ÿ“‚ models/\nโ”‚   โ”œโ”€โ”€ ๐Ÿ“‚ text_encoders/\nโ”‚   โ”‚      โ”œโ”€โ”€ gemma-3-12b-it-qat-q4_0-unquantized/model-00001-of-00005.safetensors\nโ”‚   โ”œโ”€โ”€ ๐Ÿ“‚ checkpoints/\nโ”‚   โ”‚      โ””โ”€โ”€ ltx-2-19b-dev.safetensors\nโ”‚   โ”œโ”€โ”€ ๐Ÿ“‚ loras/\nโ”‚   โ”‚      โ””โ”€โ”€ ltx-2-19b-distilled-lora-384.safetensors\nโ”‚   โ”œโ”€โ”€ ๐Ÿ“‚ latent_upscale_models/ \n           โ””โ”€โ”€ ltx-2-spatial-upscaler-x2-1.0.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"959      ],960      "color": "#432",961      "bgcolor": "#653"962    },963    {964      "id": 5218,965      "type": "LTXVGemmaCLIPModelLoader",966      "pos": [967        -3626.512660851144,968        8639.80634877081969      ],970      "size": [971        399.66579573119816,972        106973      ],974      "flags": {},975      "order": 11,976      "mode": 0,977      "inputs": [],978      "outputs": [979        {980          "name": "clip",981          "type": "CLIP",982          "links": [983            13963,984            13964,985            13965986          ]987        }988      ],989      "properties": {990        "Node name for S&R": "LTXVGemmaCLIPModelLoader",991        "widget_ue_connectable": {992          "model_path": true,993          "max_length": true994        }995      },996      "widgets_values": [997        "gemma-3-12b-it-qat-q4_0-unquantized/model-00001-of-00005.safetensors",998     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