321 lines
7.7 KiB
Markdown
321 lines
7.7 KiB
Markdown
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# ComfyUI Models & Nodes - Usage Guide
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This document explains how to use the extended playbook.yml for installing ComfyUI models and custom nodes.
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## What's Been Added
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### Model Categories
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**Image Generation Models:**
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- FLUX.1 Schnell (23GB, essential) - Fast 4-step inference
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- FLUX.1 Dev (23GB, optional) - Balanced quality/speed
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- SDXL Base 1.0 (7GB, essential) - Industry standard
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- SDXL Refiner 1.0 (6GB, optional) - Enhances base output
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- SD 3.5 Large (18GB, optional) - Latest Stability AI
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**Video Generation Models:**
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- CogVideoX-5B (20GB, essential) - Professional text-to-video
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- SVD (8GB, essential) - 14 frame image-to-video
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- SVD-XT (8GB, optional) - 25 frame image-to-video
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**Audio Generation Models:**
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- MusicGen Small (3GB, optional) - Fast generation
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- MusicGen Medium (11GB, essential) - Balanced quality
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- MusicGen Large (22GB, optional) - Highest quality
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**Support Models:**
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- CLIP H (2GB, essential) - For SD 1.5 IP-Adapter
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- CLIP G (7GB, essential) - For SDXL IP-Adapter
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- SigLIP (2GB, essential) - For FLUX models
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### Custom Nodes
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**Essential Nodes (installed by default):**
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- ComfyUI-Manager - Install/manage custom nodes and models
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- ComfyUI-VideoHelperSuite - Video operations
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- ComfyUI-AnimateDiff-Evolved - Video generation
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- ComfyUI_IPAdapter_plus - Style transfer
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- ComfyUI-Impact-Pack - Auto face enhancement
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- comfyui-sound-lab - Audio generation
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**Optional Nodes:**
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- ComfyUI-CogVideoXWrapper - CogVideoX integration
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- Comfyui-Inspire-Pack - Additional tools
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- ComfyUI-Advanced-ControlNet - Advanced control
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- ComfyUI-3D-Pack - 3D asset generation
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## Usage Examples
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### Quick Setup (Essential Only)
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Install ComfyUI with only essential models and nodes:
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```bash
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ansible-playbook playbook.yml --tags comfyui-essential
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```
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This downloads:
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- Image: FLUX Schnell (23GB) + SDXL Base (7GB)
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- Video: CogVideoX-5B (20GB) + SVD (8GB)
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- Audio: MusicGen Medium (11GB)
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- Support: All 3 CLIP models (11GB)
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- **Total: ~80GB**
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### Selective Installation
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#### Install ComfyUI Base Only
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```bash
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ansible-playbook playbook.yml --tags comfyui
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```
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#### Install All Image Models
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```bash
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ansible-playbook playbook.yml --tags comfyui-models-image
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```
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#### Install All Video Models
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```bash
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ansible-playbook playbook.yml --tags comfyui-models-video
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```
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#### Install All Audio Models
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```bash
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ansible-playbook playbook.yml --tags comfyui-models-audio
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```
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#### Install Support Models (CLIP, IP-Adapter)
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```bash
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ansible-playbook playbook.yml --tags comfyui-models-support
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```
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#### Install Custom Nodes
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```bash
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ansible-playbook playbook.yml --tags comfyui-nodes
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```
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### Combined Installation
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#### Full ComfyUI Setup
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```bash
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ansible-playbook playbook.yml --tags comfyui,comfyui-models-all,comfyui-nodes
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```
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#### ComfyUI + Image + Video Only
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```bash
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ansible-playbook playbook.yml --tags comfyui,comfyui-models-image,comfyui-models-video,comfyui-nodes
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```
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## Adding New Models
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### Add Image Model
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Edit `playbook.yml` and append to `comfyui_image_models`:
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```yaml
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- name: "author/model-name"
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type: "checkpoint"
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category: "image"
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size_gb: 15
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vram_gb: 18
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format: "fp16"
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description: "Model description"
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essential: false # Set to true for default installs
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```
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### Add Custom Node
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Append to `comfyui_custom_nodes`:
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```yaml
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- name: "NodeName"
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repo: "https://github.com/author/repo.git"
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category: "image" # or video, audio, control, etc.
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description: "What it does"
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essential: false
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```
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## VRAM Requirements Summary
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For your **24GB GPU**, you can run:
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### Simultaneously Loadable Combinations
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**Option 1: Image Generation Focus**
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- FLUX Schnell FP16 (23GB) → Full model, leaves 1GB for operations
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- FLUX Schnell FP8 (12GB) + SDXL (12GB) → Both loaded
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- SDXL (12GB) + Refiner (12GB) → Both loaded with room
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**Option 2: Video Generation**
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- CogVideoX-5B with optimizations (12GB) + SDXL (12GB)
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- SVD-XT (20GB) → Good frame count
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**Option 3: Multi-Modal**
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- SDXL (12GB) + MusicGen Medium (8GB)
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- CogVideoX-5B (12GB) + MusicGen Small (4GB)
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## Storage Requirements
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### Essential Models Only
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- Image: 30GB
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- Video: 28GB
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- Audio: 11GB
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- Support: 11GB
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- **Total: ~80GB**
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### All Models (including optional)
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- Image: 54GB
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- Video: 36GB
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- Audio: 36GB
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- Support: 11GB
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- **Total: ~137GB**
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## Directory Structure Created
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```
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/workspace/ComfyUI/
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├── models/
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│ ├── checkpoints/ # FLUX, SDXL, SD3 models
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│ ├── unet/ # Diffusion U-Nets
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│ ├── vae/ # VAE models
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│ ├── loras/ # LoRA adapters
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│ ├── clip/ # CLIP text encoders
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│ ├── clip_vision/ # CLIP vision models
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│ ├── controlnet/ # ControlNet models
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│ ├── ipadapter/ # IP-Adapter models
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│ ├── embeddings/ # Text embeddings
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│ ├── upscale_models/ # Upscalers
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│ ├── video_models/ # Video generation models
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│ ├── animatediff_models/ # AnimateDiff models
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│ ├── audio_models/ # Audio generation models
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│ └── configs/ # Model configs
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└── custom_nodes/ # Extension nodes
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```
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## Extending the Playbook
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### Add a New Model Category
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1. Add variable list in `vars` section:
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```yaml
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comfyui_new_category_models:
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- name: "model-repo-id"
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type: "new_type"
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category: "new_category"
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size_gb: 10
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description: "Description"
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essential: true
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```
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2. Create download task section:
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```yaml
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- name: Download New Category Models
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tags: [comfyui-models-newcat, comfyui-models-all]
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block:
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# Copy pattern from existing model download tasks
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```
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3. Update tags documentation at top of file
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## Model Download Notes
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- **Async Downloads**: Large models download asynchronously with 1-hour timeouts
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- **Smart Caching**: Models are only downloaded if not already cached
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- **HuggingFace Token**: Set `HF_TOKEN` environment variable for gated models
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- **Error Handling**: Download failures are ignored to allow partial installations
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## Performance Tips
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### For 24GB GPU:
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1. **Use FP8 Quantized FLUX** when you need multiple models loaded
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2. **Use Full FP16 FLUX** when you want maximum quality
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3. **Enable CogVideoX Optimizations** to fit in 12GB (edit model config)
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4. **Use GGUF variants** for FLUX to save VRAM (manually download)
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### Recommended First Install:
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```bash
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# Essential setup (~80GB, ~1 hour)
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ansible-playbook playbook.yml --tags comfyui-essential
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```
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Then add specific models as needed:
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```bash
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# Add video models later
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ansible-playbook playbook.yml --tags comfyui-models-video
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```
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## Troubleshooting
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### Downloads Failing
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Check HuggingFace token:
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```bash
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export HF_TOKEN="your_token_here"
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ansible-playbook playbook.yml --tags comfyui-models-image
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```
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### Out of Space
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Check available storage:
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```bash
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df -h /workspace
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du -sh /workspace/huggingface_cache
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```
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Remove optional models:
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```bash
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# Keep only essential models in playbook vars
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```
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### Custom Node Dependencies
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Some nodes require manual intervention:
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```bash
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cd /workspace/ComfyUI/custom_nodes/NodeName
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pip3 install -r requirements.txt
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```
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## Next Steps
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After installation:
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1. **Start ComfyUI:**
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```bash
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cd /workspace/ComfyUI
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python3 main.py --listen 0.0.0.0 --port 8188
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```
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2. **Access via Browser:**
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```
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http://your-runpod-ip:8188
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```
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3. **Install Additional Nodes via Manager:**
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- ComfyUI Manager provides GUI for installing more nodes
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- Browse and install from the manager interface
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4. **Download Model Variants:**
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- Use ComfyUI Manager to download LoRAs
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- Download ControlNet models as needed
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- Get additional checkpoints from Civitai
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## Support
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For issues or questions:
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- Check Ansible logs for download status
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- Verify HuggingFace token is valid
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- Ensure sufficient storage space
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- Check VRAM requirements for your GPU
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