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        "# LTX-2.3 — Face Identity Workflow (BFS)\n\n* Hugging Face: [Lightricks/LTX-2.3](https://huggingface.co/Lightricks/LTX-2.3/)\n* GitHub: [LTX-2](https://github.com/Lightricks/LTX-2)\n\nThis workflow adds **identity-preserving reference-to-video** (keep a person's face across the\ngenerated video) using the **BFS Best-Face-ID** LoRA + the **BFS Nodes**.\n\n---\n\n## ⚙️ Required Custom Nodes\n\nInstall **ComfyUI-BFSNodes** (needed for the Face-ID / Head-Swap nodes):\n\n* GitHub: [alisson-anjos/ComfyUI-BFSNodes](https://github.com/alisson-anjos/ComfyUI-BFSNodes)\n\n> ComfyUI Manager → *Install via Git URL* → paste the URL above → restart.\n> Dependencies (`insightface`, `transformers`, …) install automatically.\n\nThe base LTX-2.3 nodes come from **ComfyUI-LTXVideo** (installed via Manager).\n\n---\n\n## LTX-2.3 Prompting Tips\n\n1. **Core Actions**: describe events and actions as they happen over time.\n2. **Visual Details**: describe all visual details you want to appear in the video.\n3. **Audio**: describe any sounds and dialogue needed for the scene.\n\n### Extra tip for Face-ID 🔑\n\nIdentity in LTX is **strongly prompt-driven** — the more the prompt describes the person, the\nbetter the face holds. **Describe the reference person's identity attributes** (skin tone, hair\ncolor/length/style, eye color, facial hair, glasses, face shape) at the start of the prompt.\nThe workflow's **Prompt Enhancer** can look at the reference image and add these attributes for\nyou automatically, so you don't have to write them by hand.\n\n---\n\n## Required Models and Files\n\n### diffusion_models\n\n**Option 1**\n\n* [ltx-2-3-22b-dev_transformer_only_fp8_input_scaled.safetensors](https://huggingface.co/Kijai/LTX2.3_comfy/blob/main/diffusion_models/ltx-2-3-22b-dev_transformer_only_fp8_input_scaled.safetensors)\n\n> Requires the **distilled LoRA** to generate videos in **8 steps**.\n\n**Option 2**\n\n* [ltx-2.3-22b-distilled_transformer_only_fp8_input_scaled_v3.safetensors](https://huggingface.co/Kijai/LTX2.3_comfy/blob/main/diffusion_models/ltx-2.3-22b-distilled_transformer_only_fp8_input_scaled_v3.safetensors)\n\n> **Does not require** the distilled LoRA.\n\n---\n\n### vaes\n\n* [LTX23_audio_vae_bf16.safetensors](https://huggingface.co/Kijai/LTX2.3_comfy/blob/main/vae/LTX23_audio_vae_bf16.safetensors)\n* [LTX23_video_vae_bf16.safetensors](https://huggingface.co/Kijai/LTX2.3_comfy/blob/main/vae/LTX23_video_vae_bf16.safetensors)\n\n**For preview**\n\n* [taeltx2_3.safetensors](https://huggingface.co/Kijai/LTX2.3_comfy/blob/main/vae/taeltx2_3.safetensors)\n\n---\n\n### projection text encoder\n\n* [ltx-2.3_text_projection_bf16.safetensors](https://huggingface.co/Kijai/LTX2.3_comfy/blob/main/text_encoders/ltx-2.3_text_projection_bf16.safetensors)\n\n---\n\n### text encoder\n\n* [gemma_3_12B_it_fp8_scaled.safetensors](https://huggingface.co/Comfy-Org/ltx-2/blob/main/split_files/text_encoders/gemma_3_12B_it_fp8_scaled.safetensors)\n\n---\n\n### loras\n\n**Base / distilled**\n\n* [ltx-2.3-22b-distilled-lora-dynamic_fro09_avg_rank_105_bf16.safetensors](https://huggingface.co/Kijai/LTX2.3_comfy/blob/main/loras/ltx-2.3-22b-distilled-lora-dynamic_fro09_avg_rank_105_bf16.safetensors)\n  — only needed with the **dev** diffusion model (Option 1) for 8-step generation.\n\n**Face Identity (this workflow)**\n\n* [Best_FaceID_v1.0_LoRA.safetensors](https://huggingface.co/Alissonerdx/LTX-Best-Face-ID/resolve/main/Best_FaceID_v1.0_LoRA.safetensors) — **required** for Face-ID.\n* *(Optional)* [Best_FaceID_v1.0_ArcFace_Projector.safetensors](https://huggingface.co/Alissonerdx/LTX-Best-Face-ID/resolve/main/Best_FaceID_v1.0_ArcFace_Projector.safetensors) — extra ArcFace tokens for the identity node. **Marginal effect — you can leave it on `None`.**\n\n**Head-Swap (optional, different task)**\n\n* [head_swap_v3_rank_adaptive_fro_098.safetensors](https://huggingface.co/Alissonerdx/BFS-Best-Face-Swap-Video/blob/main/ltx-2.3/head_swap_v3_rank_adaptive_fro_098.safetensors)\n\n---\n\n### upscalers (optional)\n\n**Spatial upscaler**\n\n* [ltx-2.3-spatial-upscaler-x2-1.1.safetensors](https://huggingface.co/Lightricks/LTX-2.3/blob/main/ltx-2.3-spatial-upscaler-x2-1.1.safetensors)\n\n**Temporal upscaler**\n\n* [ltx-2.3-temporal-upscaler-x2-1.0.safetensors](https://huggingface.co/Lightricks/LTX-2.3/blob/main/ltx-2.3-temporal-upscaler-x2-1.0.safetensors)\n\n---\n\n## Model Folder Structure\n\n```text\n📂 ComfyUI/\n├── 📂 custom_nodes/\n│   ├── 📂 ComfyUI-LTXVideo/            # base LTX-2.3 nodes\n│   └── 📂 ComfyUI-BFSNodes/           # Face-ID / Head-Swap nodes\n├── 📂 models/\n│   ├── 📂 diffusion_models/\n│   │   ├── ltx-2-3-22b-dev_transformer_only_fp8_input_scaled.safetensors\n│   │   └── ltx-2.3-22b-distilled_transformer_only_fp8_input_scaled_v3.safetensors\n│   ├── 📂 vae/\n│   │   ├── LTX23_audio_vae_bf16.safetensors\n│   │   ├── LTX23_video_vae_bf16.safetensors\n│   │   └── taeltx2_3.safetensors\n│   ├── 📂 text_encoders/\n│   │   ├── ltx-2.3_text_projection_bf16.safetensors\n│   │   └── gemma_3_12B_it_fp8_scaled.safetensors\n│   ├── 📂 loras/\n│   │   ├── ltx-2.3-22b-distilled-lora-dynamic_fro09_avg_rank_105_bf16.safetensors\n│   │   ├── Best_FaceID_v1.0_LoRA.safetensors\n│   │   ├── Best_FaceID_v1.0_ArcFace_Projector.safetensors   # optional\n│   │   └── head_swap_v3_rank_adaptive_fro_098.safetensors   # optional\n│   └── 📂 latent_upscale_models/\n│       ├── ltx-2.3-spatial-upscaler-x2-1.1.safetensors\n│       └── ltx-2.3-temporal-upscaler-x2-1.0.safetensors\n```\n\n\n---\n\n## 🎭 Using Face-ID (how the identity nodes connect)\n\n1. Load LTX-2.3 as usual (checkpoint + Gemma text encoder + VAEs).\n2. Load **`Best_FaceID_v1.0_LoRA.safetensors`** on the MODEL path (LoraLoader).\n3. Add the **LTX Identity Transfer** node (from BFS Nodes) and feed it:\n   * the **reference image** (a clean, frontal, well-lit close-up of the person),\n   * your text prompt (via the positive conditioning),\n   * `identity_projector` → **`None`** (or the ArcFace projector file — marginal).\n4. Send the node's **positive / negative / latent / model** into the sampler.\n5. Sampling: connect the negative, use **CFG 3–5**, and **do not** use LightX2V with it.\n\nThe identity comes from the reference **overlap** (source-phase RoPE) + the LoRA. Use a clean\nfrontal reference — identity quality tracks reference quality closely.\n\n---\n\n## Important Notes\n\n* If you use **`ltx-2-3-22b-dev_...`** (Option 1), you also need the **distilled LoRA** for 8-step videos.\n* If you use **`ltx-2.3-22b-distilled_..._v3.safetensors`** (Option 2), the distilled LoRA is **not required**.\n* **`taeltx2_3.safetensors`** is used for **preview**.\n* Both **spatial** and **temporal** upscalers are **optional**.\n* Face-ID needs the **BFS Nodes** installed. The **ArcFace projector** is optional (marginal).\n\n---\n\n## Report Issues\n\nBefore reporting any issue, update ComfyUI first:\n[ComfyUI update guide](https://docs.comfy.org/installation/update_comfyui)\n\n> Note: Desktop and Cloud releases follow stable builds, so some models supported in nightly versions may not be available yet.\n\n### Where to report\n\n* **Face-ID / BFS nodes**: [ComfyUI-BFSNodes/issues](https://github.com/alisson-anjos/ComfyUI-BFSNodes/issues)\n* **LTX-2.3 workflow**: [ComfyUI-LTXVideo/issues](https://github.com/Lightricks/ComfyUI-LTXVideo/issues)\n* Cannot run / runtime errors: [ComfyUI/issues](https://github.com/Comfy-Org/ComfyUI/issues)\n* UI / frontend issues: [ComfyUI_frontend/issues](https://github.com/Comfy-Org/ComfyUI_frontend/issues)\n"
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        "\nMANDATORY OUTPUT RULE:\n\nThe final response must begin exactly with:\n\nref_t2v:\n\nOutput exactly one line containing only the final caption. Do not add headings, explanations, quotation marks, Markdown, or code fences.\n\nSTRICT PRESERVATION RULE:\n\nTreat the original caption as locked text.\n\nYou may only:\n\n1. Expand the first subject phrase:\n   - `A person`\n   - `A man`\n   - `A woman`\n\n2. Optionally replace later pronouns such as `They`, `He`, or `She` with a short appearance-based reference.\n\nDo not change, remove, reorder, paraphrase, or replace any other original words.\n\nPreserve exactly:\n\n- the subject category: `person`, `man`, or `woman`;\n- actions and action order;\n- environment;\n- clothing or costumes already present;\n- props and objects;\n- camera framing and movement;\n- lighting;\n- mood;\n- temporal progression;\n- principal nouns, verbs, and adjectives.\n\nNever replace original words with synonyms.\nNever add new actions, people, props, environments, or camera directions.\n\nIMAGE ANALYSIS:\n\nAnalyze the image in this order:\n\n1. Face and hair\n2. Body\n3. Clothing and accessories\n\nFACIAL DETAILS:\n\nWhen the face is visible, include at least 4 clearly visible facial or head-related details when possible:\n\n- age group;\n- skin tone;\n- hair color;\n- hair length;\n- hair texture;\n- hairstyle;\n- face shape;\n- eyebrows;\n- eye color, only if clear;\n- nose shape;\n- lip shape;\n- facial hair;\n- glasses;\n- distinctive visible facial features.\n\nBODY DETAILS:\n\nWhen the body is visible, describe the clearly visible body characteristics, such as:\n\n- build: slim, lean, average, broad, athletic, stocky;\n- relative height impression, only if visually clear;\n- shoulder width;\n- body silhouette;\n- posture;\n- stance;\n- visible proportions;\n- whether the body is upright, relaxed, rigid, leaning, or turned.\n\nDo not invent exact height, weight, measurements, or hidden body features.\n\nCLOTHING AND ACCESSORIES:\n\nWhen visible, describe the person’s clothing in detail, including:\n\n- upper garments;\n- lower garments;\n- outerwear;\n- dresses, robes, uniforms, armor, or costumes;\n- footwear;\n- gloves;\n- belts;\n- hats or headwear;\n- jewelry;\n- bags;\n- glasses;\n- capes or cloaks;\n- dominant colors;\n- visible patterns;\n- layers;\n- embroidery;\n- straps;\n- collars;\n- buttons;\n- zippers;\n- metallic details;\n- clearly visible materials such as leather, denim, metal, knit fabric, or silk-like fabric.\n\nClothing and body details are mandatory whenever they are clearly visible in the reference image.\n\nIf the original caption already specifies clothing or a costume, preserve those exact words and do not replace them. Add only compatible details from the reference image.\n\nDO NOT:\n\n- identify or name the person;\n- infer ethnicity, nationality, religion, occupation, personality, health, or background;\n- invent unclear details;\n- describe body parts or clothing that are outside the frame;\n- omit facial details because clothing is visually prominent;\n- omit clothing or body details when they are clearly visible.\n\nMERGING ORDER:\n\nThe first subject mention should follow this order:\n\n1. age group and skin tone;\n2. original subject noun;\n3. hair and facial details;\n4. body build and posture;\n5. clothing and accessories;\n6. original action.\n\nExample:\n\nOriginal:\n`ref_t2v: A person speaking with a reporter on a city sidewalk, medium-wide shot.`\n\nOutput:\n`ref_t2v: A tan-skinned adult person with short dark curly hair, an angular face, thick eyebrows, and a dark mustache, with a lean build and upright posture, wearing a green embroidered cloak, layered tunic, brown trousers, leather belt, and tall boots, speaking with a reporter on a city sidewalk, medium-wide shot.`\n\nIf the original says `A person`, keep `person`.\nIf it says `A man`, keep `man`.\nIf it says `A woman`, keep `woman`.\n\nFor later mentions, either keep the original pronoun or replace only the pronoun:\n\nOriginal:\n`They adjust the hat and continue walking.`\n\nAllowed:\n`The curly-haired person in the green cloak adjusts the hat and continues walking.`\n\nDo not change the remaining words.\n\nFINAL CHECK:\n\nBefore answering, verify that:\n\n- the output begins exactly with `ref_t2v:`;\n- facial details are included when the face is visible;\n- body details are included when the body is visible;\n- clothing and accessories are included when visible;\n- the original subject noun remains;\n- all original actions, clothing, props, framing, lighting, and mood remain unchanged;\n- no original word was unnecessarily replaced;\n- no new scene details were invented;\n- no explanation or extra text appears.\n\nOutput only the final merged caption.\n",
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