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| 1 | +# 🤖 Model Management Guide |
1 | 2 |
|
| 3 | +LocalLab provides comprehensive model management capabilities through the `locallab models` command group. This allows you to download, manage, and organize AI models locally before starting the server. |
| 4 | + |
| 5 | +## 📋 Overview |
| 6 | + |
| 7 | +The model management system helps you: |
| 8 | +- **Download models locally** for offline use and faster startup |
| 9 | +- **List cached models** with detailed information |
| 10 | +- **Remove models** to free up disk space |
| 11 | +- **Discover available models** from registries and HuggingFace Hub |
| 12 | +- **Get detailed model information** including system compatibility |
| 13 | +- **Clean up cache** to remove orphaned files |
| 14 | + |
| 15 | +## 🚀 Quick Start |
| 16 | + |
| 17 | +```bash |
| 18 | +# Discover available models |
| 19 | +locallab models discover |
| 20 | + |
| 21 | +# Download a model |
| 22 | +locallab models download microsoft/DialoGPT-medium |
| 23 | + |
| 24 | +# List your cached models |
| 25 | +locallab models list |
| 26 | + |
| 27 | +# Get detailed information about a model |
| 28 | +locallab models info microsoft/DialoGPT-medium |
| 29 | + |
| 30 | +# Remove a model to free space |
| 31 | +locallab models remove microsoft/DialoGPT-medium |
| 32 | +``` |
| 33 | + |
| 34 | +## 📖 Command Reference |
| 35 | + |
| 36 | +### List Models {#list-models} |
| 37 | + |
| 38 | +List all locally cached models with detailed information. |
| 39 | + |
| 40 | +```bash |
| 41 | +locallab models list [OPTIONS] |
| 42 | +``` |
| 43 | + |
| 44 | +**Options:** |
| 45 | +- `--format [table|json]` - Output format (default: table) |
| 46 | +- `--registry-only` - Show only registry models |
| 47 | +- `--custom-only` - Show only custom models |
| 48 | + |
| 49 | +**Examples:** |
| 50 | +```bash |
| 51 | +# List all cached models in table format |
| 52 | +locallab models list |
| 53 | + |
| 54 | +# List only registry models |
| 55 | +locallab models list --registry-only |
| 56 | + |
| 57 | +# Export model list as JSON |
| 58 | +locallab models list --format json |
| 59 | +``` |
| 60 | + |
| 61 | +**Output includes:** |
| 62 | +- Model ID and name |
| 63 | +- Size on disk |
| 64 | +- Cache status and date |
| 65 | +- Model type (Registry/Custom) |
| 66 | +- Brief description |
| 67 | + |
| 68 | +### Download Models {#download-models} |
| 69 | + |
| 70 | +Download a model locally for offline use and faster server startup. |
| 71 | + |
| 72 | +```bash |
| 73 | +locallab models download <model_id> [OPTIONS] |
| 74 | +``` |
| 75 | + |
| 76 | +**Options:** |
| 77 | +- `--force` - Force re-download even if model exists |
| 78 | +- `--no-cache-update` - Skip updating cache metadata |
| 79 | + |
| 80 | +**Examples:** |
| 81 | +```bash |
| 82 | +# Download a registry model |
| 83 | +locallab models download microsoft/DialoGPT-medium |
| 84 | + |
| 85 | +# Download a custom HuggingFace model |
| 86 | +locallab models download huggingface/CodeBERTa-small-v1 |
| 87 | + |
| 88 | +# Force re-download an existing model |
| 89 | +locallab models download microsoft/DialoGPT-medium --force |
| 90 | +``` |
| 91 | + |
| 92 | +**Features:** |
| 93 | +- Progress bar with download speed and ETA |
| 94 | +- Automatic validation of downloaded files |
| 95 | +- Integration with HuggingFace Hub authentication |
| 96 | +- Graceful error handling and retry logic |
| 97 | +- Cache metadata tracking |
| 98 | + |
| 99 | +### Remove Models {#remove-models} |
| 100 | + |
| 101 | +Remove locally cached models to free up disk space. |
| 102 | + |
| 103 | +```bash |
| 104 | +locallab models remove <model_id> [OPTIONS] |
| 105 | +``` |
| 106 | + |
| 107 | +**Options:** |
| 108 | +- `--force` - Skip confirmation prompt |
| 109 | + |
| 110 | +**Examples:** |
| 111 | +```bash |
| 112 | +# Remove a model with confirmation |
| 113 | +locallab models remove microsoft/DialoGPT-medium |
| 114 | + |
| 115 | +# Remove without confirmation |
| 116 | +locallab models remove microsoft/DialoGPT-medium --force |
| 117 | +``` |
| 118 | + |
| 119 | +**Safety features:** |
| 120 | +- Confirmation prompt by default |
| 121 | +- Shows model size before removal |
| 122 | +- Cleans up all associated files |
| 123 | +- Updates cache metadata |
| 124 | + |
| 125 | +### Discover Models {#discover-models} |
| 126 | + |
| 127 | +Discover available models from the LocalLab registry and HuggingFace Hub. |
| 128 | + |
| 129 | +```bash |
| 130 | +locallab models discover [OPTIONS] |
| 131 | +``` |
| 132 | + |
| 133 | +**Options:** |
| 134 | +- `--search <term>` - Search models by name or description |
| 135 | +- `--limit <number>` - Maximum number of models to show (default: 20) |
| 136 | +- `--format [table|json]` - Output format (default: table) |
| 137 | + |
| 138 | +**Examples:** |
| 139 | +```bash |
| 140 | +# Discover all available models |
| 141 | +locallab models discover |
| 142 | + |
| 143 | +# Search for specific models |
| 144 | +locallab models discover --search "dialog" |
| 145 | + |
| 146 | +# Limit results and export as JSON |
| 147 | +locallab models discover --limit 10 --format json |
| 148 | +``` |
| 149 | + |
| 150 | +**Information shown:** |
| 151 | +- Model ID and name |
| 152 | +- Model size and type |
| 153 | +- Cache status (cached/available) |
| 154 | +- Brief description |
| 155 | +- Download availability |
| 156 | + |
| 157 | +### Model Information {#model-info} |
| 158 | + |
| 159 | +Get detailed information about a specific model. |
| 160 | + |
| 161 | +```bash |
| 162 | +locallab models info <model_id> |
| 163 | +``` |
| 164 | + |
| 165 | +**Examples:** |
| 166 | +```bash |
| 167 | +# Get detailed info about a model |
| 168 | +locallab models info microsoft/DialoGPT-medium |
| 169 | +``` |
| 170 | + |
| 171 | +**Information includes:** |
| 172 | +- Model name and description |
| 173 | +- Size and requirements |
| 174 | +- Local cache status and location |
| 175 | +- System compatibility check |
| 176 | +- Available actions (download/remove) |
| 177 | +- Fallback model information |
| 178 | + |
| 179 | +### Cache Cleanup {#cache-cleanup} |
| 180 | + |
| 181 | +Clean up orphaned cache files and free disk space. |
| 182 | + |
| 183 | +```bash |
| 184 | +locallab models clean |
| 185 | +``` |
| 186 | + |
| 187 | +**Features:** |
| 188 | +- Finds empty model directories |
| 189 | +- Identifies temporary and lock files |
| 190 | +- Shows what will be cleaned before removal |
| 191 | +- Confirmation prompt for safety |
| 192 | +- Reports space freed after cleanup |
| 193 | + |
| 194 | +## 💾 Cache Management |
| 195 | + |
| 196 | +### Cache Location |
| 197 | + |
| 198 | +Models are cached in the standard HuggingFace Hub cache directory: |
| 199 | +- **Windows**: `%USERPROFILE%\.cache\huggingface\hub` |
| 200 | +- **macOS/Linux**: `~/.cache/huggingface/hub` |
| 201 | + |
| 202 | +You can override this location by setting the `HF_HOME` environment variable. |
| 203 | + |
| 204 | +### Cache Structure |
| 205 | + |
| 206 | +``` |
| 207 | +~/.cache/huggingface/hub/ |
| 208 | +├── models--microsoft--DialoGPT-medium/ |
| 209 | +│ ├── refs/ |
| 210 | +│ ├── snapshots/ |
| 211 | +│ └── blobs/ |
| 212 | +└── models--huggingface--CodeBERTa-small-v1/ |
| 213 | + ├── refs/ |
| 214 | + ├── snapshots/ |
| 215 | + └── blobs/ |
| 216 | +``` |
| 217 | + |
| 218 | +### Metadata Tracking |
| 219 | + |
| 220 | +LocalLab maintains additional metadata in `~/.locallab/model_cache.json`: |
| 221 | +- Download timestamps |
| 222 | +- Access counts |
| 223 | +- Download methods |
| 224 | +- Custom model information |
| 225 | + |
| 226 | +## 🔧 Advanced Usage |
| 227 | + |
| 228 | +### Environment Variables |
| 229 | + |
| 230 | +- `HF_HOME` - Override HuggingFace cache directory |
| 231 | +- `HF_TOKEN` - HuggingFace authentication token for private models |
| 232 | + |
| 233 | +### Integration with Server |
| 234 | + |
| 235 | +Downloaded models are automatically available when starting the LocalLab server: |
| 236 | + |
| 237 | +```bash |
| 238 | +# Download model first |
| 239 | +locallab models download microsoft/DialoGPT-medium |
| 240 | + |
| 241 | +# Start server - model loads faster from cache |
| 242 | +locallab start --model microsoft/DialoGPT-medium |
| 243 | +``` |
| 244 | + |
| 245 | +### Batch Operations |
| 246 | + |
| 247 | +Use shell scripting for batch operations: |
| 248 | + |
| 249 | +```bash |
| 250 | +# Download multiple models |
| 251 | +for model in "microsoft/DialoGPT-medium" "microsoft/DialoGPT-large"; do |
| 252 | + locallab models download "$model" |
| 253 | +done |
| 254 | + |
| 255 | +# Clean up old models |
| 256 | +locallab models list --format json | jq -r '.[] | select(.size > 1000000000) | .id' | \ |
| 257 | + xargs -I {} locallab models remove {} --force |
| 258 | +``` |
| 259 | + |
| 260 | +## 🚨 Troubleshooting |
| 261 | + |
| 262 | +### Common Issues |
| 263 | + |
| 264 | +**Download fails with authentication error:** |
| 265 | +```bash |
| 266 | +# Set HuggingFace token |
| 267 | +export HF_TOKEN="your_token_here" |
| 268 | +locallab models download private/model |
| 269 | +``` |
| 270 | + |
| 271 | +**Model not found:** |
| 272 | +```bash |
| 273 | +# Check if model exists in registry |
| 274 | +locallab models discover --search "model_name" |
| 275 | + |
| 276 | +# Try with full HuggingFace model ID |
| 277 | +locallab models download organization/model-name |
| 278 | +``` |
| 279 | + |
| 280 | +**Cache corruption:** |
| 281 | +```bash |
| 282 | +# Clean up corrupted cache |
| 283 | +locallab models clean |
| 284 | + |
| 285 | +# Force re-download |
| 286 | +locallab models download model_id --force |
| 287 | +``` |
| 288 | + |
| 289 | +**Disk space issues:** |
| 290 | +```bash |
| 291 | +# Check cache size |
| 292 | +locallab models list |
| 293 | + |
| 294 | +# Remove large unused models |
| 295 | +locallab models remove large_model_id |
| 296 | + |
| 297 | +# Clean orphaned files |
| 298 | +locallab models clean |
| 299 | +``` |
| 300 | + |
| 301 | +### Getting Help |
| 302 | + |
| 303 | +```bash |
| 304 | +# Get help for any command |
| 305 | +locallab models --help |
| 306 | +locallab models download --help |
| 307 | +locallab models list --help |
| 308 | +``` |
| 309 | + |
| 310 | +## 📊 Best Practices |
| 311 | + |
| 312 | +1. **Download models before first use** for faster server startup |
| 313 | +2. **Regularly clean cache** to free up disk space |
| 314 | +3. **Use registry models** when possible for better support |
| 315 | +4. **Check system compatibility** before downloading large models |
| 316 | +5. **Set HF_TOKEN** for accessing private models |
| 317 | +6. **Monitor disk usage** with `locallab models list` |
| 318 | + |
| 319 | +--- |
| 320 | + |
| 321 | +For more information, see the [CLI Reference](../cli/README.md) or [Configuration Guide](./configuration.md). |
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