|
| 1 | +# 🎨 NeMo Data Designer CLI |
| 2 | + |
| 3 | +This directory contains the Command-Line Interface (CLI) for configuring model providers and model configurations used in Data Designer. |
| 4 | + |
| 5 | +## Overview |
| 6 | + |
| 7 | +The CLI provides an interactive interface for managing: |
| 8 | +- **Model Providers**: LLM API endpoints (NVIDIA, OpenAI, Anthropic, custom providers) |
| 9 | +- **Model Configs**: Specific model configurations with inference parameters |
| 10 | + |
| 11 | +Configuration files are stored in `~/.data-designer/` by default and can be referenced by Data Designer workflows. |
| 12 | + |
| 13 | +## Architecture |
| 14 | + |
| 15 | +The CLI follows a **layered architecture** pattern, separating concerns into distinct layers: |
| 16 | + |
| 17 | +``` |
| 18 | +┌─────────────────────────────────────────────────────────────┐ |
| 19 | +│ Commands │ |
| 20 | +│ Entry points for CLI commands (list, providers, models) │ |
| 21 | +└─────────────────────────────────────────────────────────────┘ |
| 22 | + │ |
| 23 | + ▼ |
| 24 | +┌─────────────────────────────────────────────────────────────┐ |
| 25 | +│ Controllers │ |
| 26 | +│ Orchestrate user workflows and coordinate between layers │ |
| 27 | +└─────────────────────────────────────────────────────────────┘ |
| 28 | + │ |
| 29 | + ┌───────────────────┴───────────────────┐ |
| 30 | + ▼ ▼ |
| 31 | +┌──────────────────┐ ┌──────────────────┐ |
| 32 | +│ Services │ │ Forms │ |
| 33 | +│ Business logic │ │ Interactive UI │ |
| 34 | +└──────────────────┘ └──────────────────┘ |
| 35 | + │ |
| 36 | + ▼ |
| 37 | +┌──────────────────┐ |
| 38 | +│ Repositories │ |
| 39 | +│ Data persistence│ |
| 40 | +└──────────────────┘ |
| 41 | +``` |
| 42 | + |
| 43 | +### Layer Responsibilities |
| 44 | + |
| 45 | +#### 1. **Commands** (`commands/`) |
| 46 | +- **Purpose**: Define CLI command entry points using Typer |
| 47 | +- **Responsibilities**: |
| 48 | + - Parse command-line arguments and options |
| 49 | + - Initialize controllers with appropriate configuration |
| 50 | + - Handle top-level error reporting |
| 51 | +- **Files**: |
| 52 | + - `list.py`: List current configurations |
| 53 | + - `models.py`: Configure models |
| 54 | + - `providers.py`: Configure providers |
| 55 | + - `reset.py`: Reset/delete configurations |
| 56 | + |
| 57 | +#### 2. **Controllers** (`controllers/`) |
| 58 | +- **Purpose**: Orchestrate user workflows and coordinate between services, forms, and UI |
| 59 | +- **Responsibilities**: |
| 60 | + - Implement the main workflow logic (add, update, delete, etc.) |
| 61 | + - Coordinate between services and interactive forms |
| 62 | + - Handle user navigation and session state |
| 63 | + - Manage associated resource deletion (e.g., deleting models when provider is deleted) |
| 64 | +- **Files**: |
| 65 | + - `model_controller.py`: Orchestrates model configuration workflows |
| 66 | + - `provider_controller.py`: Orchestrates provider configuration workflows |
| 67 | + |
| 68 | +**Key Features**: |
| 69 | +- **Associated Resource Management**: When deleting a provider, the controller checks for associated models and prompts the user to delete them together |
| 70 | +- **Interactive Navigation**: Supports add/update/delete/delete_all operations with user-friendly menus |
| 71 | + |
| 72 | +#### 3. **Services** (`services/`) |
| 73 | +- **Purpose**: Implement business logic and enforce domain rules |
| 74 | +- **Responsibilities**: |
| 75 | + - Validate business rules (e.g., unique names, required fields) |
| 76 | + - Implement CRUD operations with validation |
| 77 | + - Coordinate between multiple repositories when needed |
| 78 | + - Handle default management (e.g., default provider selection) |
| 79 | +- **Files**: |
| 80 | + - `model_service.py`: Model configuration business logic |
| 81 | + - `provider_service.py`: Provider business logic |
| 82 | + |
| 83 | +**Key Methods**: |
| 84 | +- `list_all()`: Get all configured items |
| 85 | +- `get_by_*()`: Retrieve specific items |
| 86 | +- `add()`: Add new item with validation |
| 87 | +- `update()`: Update existing item |
| 88 | +- `delete()`: Delete single item |
| 89 | +- `delete_by_aliases()`: Batch delete (models only) |
| 90 | +- `find_by_provider()`: Find models by provider (models only) |
| 91 | +- `set_default()`, `get_default()`: Manage default provider (providers only) |
| 92 | + |
| 93 | +#### 4. **Repositories** (`repositories/`) |
| 94 | +- **Purpose**: Handle data persistence (YAML file I/O) |
| 95 | +- **Responsibilities**: |
| 96 | + - Load configuration from YAML files |
| 97 | + - Save configuration to YAML files |
| 98 | + - Check file existence |
| 99 | + - Delete configuration files |
| 100 | +- **Files**: |
| 101 | + - `base.py`: Abstract base repository with common operations |
| 102 | + - `model_repository.py`: Model configuration persistence |
| 103 | + - `provider_repository.py`: Provider persistence |
| 104 | + |
| 105 | +**Base Repository Pattern**: |
| 106 | +```python |
| 107 | +class ConfigRepository(ABC, Generic[T]): |
| 108 | + def load(self) -> T | None: ... |
| 109 | + def save(self, config: T) -> None: ... |
| 110 | + def exists(self) -> bool: ... |
| 111 | + def delete(self) -> None: ... |
| 112 | +``` |
| 113 | + |
| 114 | +#### 5. **Forms** (`forms/`) |
| 115 | +- **Purpose**: Interactive form-based data collection from users |
| 116 | +- **Responsibilities**: |
| 117 | + - Define form fields with validation |
| 118 | + - Collect user input interactively |
| 119 | + - Support navigation (back, cancel) |
| 120 | + - Build configuration objects from form data |
| 121 | +- **Files**: |
| 122 | + - `builder.py`: Abstract form builder base |
| 123 | + - `field.py`: Form field types (TextField, SelectField, NumericField) |
| 124 | + - `form.py`: Form container and prompt orchestration |
| 125 | + - `model_builder.py`: Interactive model configuration builder |
| 126 | + - `provider_builder.py`: Interactive provider configuration builder |
| 127 | + |
| 128 | +**Form Features**: |
| 129 | +- Field-level validation |
| 130 | +- Auto-completion support |
| 131 | +- History navigation (arrow keys) |
| 132 | +- Default value handling |
| 133 | +- Back navigation support |
| 134 | + |
| 135 | +#### 6. **UI Utilities** (`ui.py`) |
| 136 | +- **Purpose**: User interface utilities for terminal output and input |
| 137 | +- **Responsibilities**: |
| 138 | + - Interactive menus with arrow key navigation |
| 139 | + - Text input prompts with validation |
| 140 | + - Confirmation dialogs |
| 141 | + - Styled output (success, error, warning, info) |
| 142 | + - Configuration preview displays |
| 143 | +- **Key Functions**: |
| 144 | + - `select_with_arrows()`: Interactive arrow-key menu |
| 145 | + - `prompt_text_input()`: Text input with validation and completion |
| 146 | + - `confirm_action()`: Yes/no confirmation |
| 147 | + - `print_*()`: Styled console output |
| 148 | + - `display_config_preview()`: YAML preview with syntax highlighting |
| 149 | + |
| 150 | + |
| 151 | +## Configuration Files |
| 152 | + |
| 153 | +The CLI manages two YAML configuration files: |
| 154 | + |
| 155 | +### `~/.data-designer/model_providers.yaml` |
| 156 | + |
| 157 | +Stores model provider configurations (API endpoints): |
| 158 | + |
| 159 | +```yaml |
| 160 | +providers: |
| 161 | + - name: nvidia |
| 162 | + endpoint: https://integrate.api.nvidia.com/v1 |
| 163 | + provider_type: openai |
| 164 | + api_key: NVIDIA_API_KEY |
| 165 | + - name: openai |
| 166 | + endpoint: https://api.openai.com/v1 |
| 167 | + provider_type: openai |
| 168 | + api_key: OPENAI_API_KEY |
| 169 | +default: nvidia |
| 170 | +``` |
| 171 | +
|
| 172 | +### `~/.data-designer/model_configs.yaml` |
| 173 | + |
| 174 | +Stores model configurations: |
| 175 | + |
| 176 | +```yaml |
| 177 | +model_configs: |
| 178 | + - alias: llama3-70b |
| 179 | + model: meta/llama-3.1-70b-instruct |
| 180 | + provider: nvidia |
| 181 | + inference_parameters: |
| 182 | + temperature: 0.7 |
| 183 | + top_p: 0.9 |
| 184 | + max_tokens: 2048 |
| 185 | + max_parallel_requests: 4 |
| 186 | + - alias: gpt-4 |
| 187 | + model: gpt-4-turbo |
| 188 | + provider: openai |
| 189 | + inference_parameters: |
| 190 | + temperature: 0.8 |
| 191 | + top_p: 0.95 |
| 192 | + max_tokens: 4096 |
| 193 | +``` |
| 194 | + |
| 195 | +## Usage Examples |
| 196 | + |
| 197 | +### Configure Providers |
| 198 | + |
| 199 | +```bash |
| 200 | +# Interactive provider configuration |
| 201 | +data-designer config providers |
| 202 | +
|
| 203 | +# Options: |
| 204 | +# - Add a new provider (predefined: nvidia, openai, anthropic, or custom) |
| 205 | +# - Update an existing provider |
| 206 | +# - Delete a provider (with associated model cleanup) |
| 207 | +# - Delete all providers |
| 208 | +# - Change default provider |
| 209 | +``` |
| 210 | + |
| 211 | +### Configure Models |
| 212 | + |
| 213 | +```bash |
| 214 | +# Interactive model configuration |
| 215 | +data-designer config models |
| 216 | +
|
| 217 | +# Options: |
| 218 | +# - Add a new model |
| 219 | +# - Update an existing model |
| 220 | +# - Delete a model |
| 221 | +# - Delete all models |
| 222 | +``` |
| 223 | + |
| 224 | +### List Configurations |
| 225 | + |
| 226 | +```bash |
| 227 | +# Display current configurations |
| 228 | +data-designer config list |
| 229 | +``` |
| 230 | + |
| 231 | +### Reset Configurations |
| 232 | + |
| 233 | +```bash |
| 234 | +# Delete configuration files (with confirmation) |
| 235 | +data-designer config reset |
| 236 | +``` |
| 237 | + |
| 238 | +## Future Enhancements |
| 239 | + |
| 240 | +Potential improvements to consider: |
| 241 | + |
| 242 | +1. **Import/Export**: Bulk import/export of configurations |
| 243 | +2. **Validation**: Test provider connections before saving |
| 244 | +3. **Templates**: Save and reuse configuration templates |
| 245 | +4. **Profiles**: Switch between different configuration sets |
| 246 | +5. **Cloud Sync**: Sync configurations across machines |
| 247 | +6. **Auto-Discovery**: Detect and suggest available models from providers |
| 248 | + |
| 249 | +## Development Guidelines |
| 250 | + |
| 251 | +When working with the CLI module: |
| 252 | + |
| 253 | +1. **Follow the layers**: Don't bypass layers (e.g., controllers should not directly access repositories) |
| 254 | +2. **Type annotations**: All functions must have type hints |
| 255 | +3. **Error handling**: Use try/except at controller layer, raise ValueError at service layer |
| 256 | +4. **User feedback**: Always provide clear success/error messages |
| 257 | +5. **Testing**: Write tests for each layer independently |
| 258 | +6. **Documentation**: Update this README when adding new features |
| 259 | + |
| 260 | +## Related Files |
| 261 | + |
| 262 | +- [../../interface/data_designer.py](../../interface/data_designer.py): Main DataDesigner class that uses CLI configurations |
| 263 | +- [../../config/models.py](../../config/models.py): ModelConfig and ModelProvider Pydantic models |
| 264 | +- [../essentials/\_\_init\_\_.py](../../essentials/__init__.py): User-facing API that imports CLI configurations |
| 265 | + |
| 266 | +## License |
| 267 | + |
| 268 | +SPDX-FileCopyrightText: Copyright (c) 2025 NVIDIA CORPORATION & AFFILIATES. All rights reserved. |
| 269 | +SPDX-License-Identifier: Apache-2.0 |
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