devjas1
commited on
Commit
Β·
d397fab
1
Parent(s):
6bebf5c
(UPDATE): [docs]: add ABOUT.md for project overview and installation instructions; update copyright year in index.html
Browse files- ABOUT.md +228 -0
- README.md +2 -0
- index.html +2 -1
ABOUT.md
ADDED
|
@@ -0,0 +1,228 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# CodeMind
|
| 2 |
+
|
| 3 |
+
A CLI tool for intelligent document analysis and commit message generation using EmbeddingGemma-300m for embeddings, FAISS for vector storage, and Phi-2 for text generation.
|
| 4 |
+
|
| 5 |
+
## Features
|
| 6 |
+
|
| 7 |
+
- **Document Indexing**: Embed and index documents for semantic search
|
| 8 |
+
- **Semantic Search**: Find relevant documents using natural language queries
|
| 9 |
+
- **Smart Commit Messages**: Generate meaningful commit messages from staged git changes
|
| 10 |
+
- **RAG (Retrieval-Augmented Generation)**: Answer questions using indexed document context
|
| 11 |
+
|
| 12 |
+
## Setup
|
| 13 |
+
|
| 14 |
+
### Prerequisites
|
| 15 |
+
|
| 16 |
+
- Windows 11
|
| 17 |
+
- Conda environment
|
| 18 |
+
- Git
|
| 19 |
+
|
| 20 |
+
### Installation
|
| 21 |
+
|
| 22 |
+
1. **Create a Conda environment:**
|
| 23 |
+
|
| 24 |
+
```bash
|
| 25 |
+
conda create -n codemind python=3.9
|
| 26 |
+
conda activate codemind
|
| 27 |
+
```
|
| 28 |
+
|
| 29 |
+
2. **Clone the repository:**
|
| 30 |
+
|
| 31 |
+
```bash
|
| 32 |
+
git clone https://github.com/devjas1/codemind.git
|
| 33 |
+
cd codemind
|
| 34 |
+
```
|
| 35 |
+
|
| 36 |
+
3. **Install dependencies:**
|
| 37 |
+
|
| 38 |
+
```bash
|
| 39 |
+
pip install -r requirements.txt
|
| 40 |
+
```
|
| 41 |
+
|
| 42 |
+
4. **Download models:**
|
| 43 |
+
|
| 44 |
+
**Embedding Model (EmbeddingGemma-300m):**
|
| 45 |
+
|
| 46 |
+
- Download from Hugging Face: `google/embeddinggemma-300m`
|
| 47 |
+
- Place in `./models/embeddinggemma-300m/` directory
|
| 48 |
+
|
| 49 |
+
**Generation Model (Phi-2 GGUF):**
|
| 50 |
+
|
| 51 |
+
- Download the quantized Phi-2 model: `phi-2.Q4_0.gguf`
|
| 52 |
+
- Place in `./models/` directory
|
| 53 |
+
- Download from: [Microsoft Phi-2 GGUF](https://huggingface.co/microsoft/phi-2-gguf) or similar quantized versions
|
| 54 |
+
|
| 55 |
+
### Directory Structure
|
| 56 |
+
|
| 57 |
+
```
|
| 58 |
+
CodeMind/
|
| 59 |
+
βββ cli.py # Main CLI entry point
|
| 60 |
+
βββ config.yaml # Configuration file
|
| 61 |
+
βββ requirements.txt # Python dependencies
|
| 62 |
+
βββ models/ # Model storage
|
| 63 |
+
β βββ embeddinggemma-300m/ # Embedding model directory
|
| 64 |
+
β βββ phi-2.Q4_0.gguf # Phi-2 quantized model file
|
| 65 |
+
βββ src/ # Core modules
|
| 66 |
+
β βββ config_loader.py # Configuration management
|
| 67 |
+
β βββ embedder.py # Document embedding
|
| 68 |
+
β βββ retriever.py # Semantic search
|
| 69 |
+
β βββ generator.py # Text generation
|
| 70 |
+
β βββ diff_analyzer.py # Git diff analysis
|
| 71 |
+
βββ docs/ # Documentation
|
| 72 |
+
βββ vector_cache/ # FAISS index storage (auto-created)
|
| 73 |
+
```
|
| 74 |
+
|
| 75 |
+
## Usage
|
| 76 |
+
|
| 77 |
+
### Initialize Document Index
|
| 78 |
+
|
| 79 |
+
Index documents from a directory for semantic search:
|
| 80 |
+
|
| 81 |
+
```bash
|
| 82 |
+
python cli.py init ./docs/
|
| 83 |
+
```
|
| 84 |
+
|
| 85 |
+
This will:
|
| 86 |
+
|
| 87 |
+
- Embed all documents in the specified directory
|
| 88 |
+
- Create a FAISS index in `vector_cache/`
|
| 89 |
+
- Save metadata for retrieval
|
| 90 |
+
|
| 91 |
+
### Semantic Search
|
| 92 |
+
|
| 93 |
+
Search for relevant documents using natural language:
|
| 94 |
+
|
| 95 |
+
```bash
|
| 96 |
+
python cli.py search "how to configure the model"
|
| 97 |
+
```
|
| 98 |
+
|
| 99 |
+
Returns ranked results with similarity scores.
|
| 100 |
+
|
| 101 |
+
### Ask Questions (RAG)
|
| 102 |
+
|
| 103 |
+
Get answers based on your indexed documents:
|
| 104 |
+
|
| 105 |
+
```bash
|
| 106 |
+
python cli.py ask "What are the configuration options?"
|
| 107 |
+
```
|
| 108 |
+
|
| 109 |
+
Uses retrieval-augmented generation to provide contextual answers.
|
| 110 |
+
|
| 111 |
+
### Git Commit Message Generation
|
| 112 |
+
|
| 113 |
+
Generate intelligent commit messages from staged changes:
|
| 114 |
+
|
| 115 |
+
```bash
|
| 116 |
+
# Preview commit message without applying
|
| 117 |
+
python cli.py commit --preview
|
| 118 |
+
|
| 119 |
+
# Show staged files and analysis without generating message
|
| 120 |
+
python cli.py commit --dry-run
|
| 121 |
+
|
| 122 |
+
# Generate and apply commit message
|
| 123 |
+
python cli.py commit --apply
|
| 124 |
+
```
|
| 125 |
+
|
| 126 |
+
### Start API Server (Future Feature)
|
| 127 |
+
|
| 128 |
+
```bash
|
| 129 |
+
python cli.py serve --port 8000
|
| 130 |
+
```
|
| 131 |
+
|
| 132 |
+
_Note: API server functionality is planned for future releases._
|
| 133 |
+
|
| 134 |
+
## Configuration
|
| 135 |
+
|
| 136 |
+
Edit `config.yaml` to customize behavior:
|
| 137 |
+
|
| 138 |
+
```yaml
|
| 139 |
+
embedding:
|
| 140 |
+
model_path: "./models/embeddinggemma-300m"
|
| 141 |
+
dim: 768
|
| 142 |
+
truncate_to: 128
|
| 143 |
+
|
| 144 |
+
generator:
|
| 145 |
+
model_path: "./models/phi-2.Q4_0.gguf"
|
| 146 |
+
quantization: "Q4_0"
|
| 147 |
+
max_tokens: 512
|
| 148 |
+
n_ctx: 2048
|
| 149 |
+
|
| 150 |
+
retrieval:
|
| 151 |
+
vector_store: "faiss"
|
| 152 |
+
top_k: 5
|
| 153 |
+
similarity_threshold: 0.75
|
| 154 |
+
|
| 155 |
+
commit:
|
| 156 |
+
tone: "imperative"
|
| 157 |
+
style: "conventional"
|
| 158 |
+
max_length: 72
|
| 159 |
+
|
| 160 |
+
logging:
|
| 161 |
+
verbose: true
|
| 162 |
+
telemetry: false
|
| 163 |
+
```
|
| 164 |
+
|
| 165 |
+
### Configuration Options
|
| 166 |
+
|
| 167 |
+
- **embedding.model_path**: Path to the EmbeddingGemma-300m model
|
| 168 |
+
- **generator.model_path**: Path to the Phi-2 GGUF model file
|
| 169 |
+
- **retrieval.top_k**: Number of documents to retrieve for context
|
| 170 |
+
- **retrieval.similarity_threshold**: Minimum similarity score for results
|
| 171 |
+
- **generator.max_tokens**: Maximum tokens for generation
|
| 172 |
+
- **generator.n_ctx**: Context window size for Phi-2
|
| 173 |
+
|
| 174 |
+
## Dependencies
|
| 175 |
+
|
| 176 |
+
- `sentence-transformers>=2.2.2` - Document embedding
|
| 177 |
+
- `faiss-cpu>=1.7.4` - Vector similarity search
|
| 178 |
+
- `llama-cpp-python>=0.2.23` - Phi-2 model inference (Windows compatible)
|
| 179 |
+
- `typer>=0.9.0` - CLI framework
|
| 180 |
+
- `PyYAML>=6.0` - Configuration file parsing
|
| 181 |
+
|
| 182 |
+
## Troubleshooting
|
| 183 |
+
|
| 184 |
+
### Model Loading Issues
|
| 185 |
+
|
| 186 |
+
If you encounter model loading errors:
|
| 187 |
+
|
| 188 |
+
1. **Embedding Model**: Ensure `embeddinggemma-300m` is a directory containing all model files
|
| 189 |
+
2. **Phi-2 Model**: Ensure `phi-2.Q4_0.gguf` is a single GGUF file
|
| 190 |
+
3. **Paths**: All paths in `config.yaml` should be relative to the project root
|
| 191 |
+
|
| 192 |
+
### Memory Issues
|
| 193 |
+
|
| 194 |
+
For systems with limited RAM:
|
| 195 |
+
|
| 196 |
+
- Use Q4_0 quantization for Phi-2 (already configured)
|
| 197 |
+
- Reduce `n_ctx` in config.yaml if needed
|
| 198 |
+
- Process documents in smaller batches
|
| 199 |
+
|
| 200 |
+
### Windows-Specific Issues
|
| 201 |
+
|
| 202 |
+
- Ensure `llama-cpp-python` version supports Windows
|
| 203 |
+
- Use PowerShell or Command Prompt for CLI commands
|
| 204 |
+
- Check file path separators in configuration
|
| 205 |
+
|
| 206 |
+
## Development
|
| 207 |
+
|
| 208 |
+
To test the modules:
|
| 209 |
+
|
| 210 |
+
```bash
|
| 211 |
+
python -c "from src import *; print('All modules imported successfully')"
|
| 212 |
+
```
|
| 213 |
+
|
| 214 |
+
To run in development mode:
|
| 215 |
+
|
| 216 |
+
```bash
|
| 217 |
+
python cli.py --help
|
| 218 |
+
```
|
| 219 |
+
|
| 220 |
+
## Contributing
|
| 221 |
+
|
| 222 |
+
Contributions to CodeMind are welcome! Please feel free to submit pull requests, create issues, or suggest new features.
|
| 223 |
+
|
| 224 |
+
## License
|
| 225 |
+
|
| 226 |
+
This project is licensed under the terms of the LICENSE file included in the repository.
|
| 227 |
+
|
| 228 |
+
Β© 2025 CodeMind. All rights reserved.
|
README.md
CHANGED
|
@@ -341,3 +341,5 @@ Contributions to CodeMind are welcome! Please feel free to submit pull requests,
|
|
| 341 |
## License
|
| 342 |
|
| 343 |
This project is licensed under the terms of the LICENSE file included in the repository.
|
|
|
|
|
|
|
|
|
| 341 |
## License
|
| 342 |
|
| 343 |
This project is licensed under the terms of the LICENSE file included in the repository.
|
| 344 |
+
|
| 345 |
+
Β© 2025 CodeMind. All rights reserved.
|
index.html
CHANGED
|
@@ -275,7 +275,8 @@
|
|
| 275 |
<li><a href="#setup">Setup</a></li>
|
| 276 |
</ul>
|
| 277 |
|
| 278 |
-
<p>©
|
|
|
|
| 279 |
</div>
|
| 280 |
</footer>
|
| 281 |
</body>
|
|
|
|
| 275 |
<li><a href="#setup">Setup</a></li>
|
| 276 |
</ul>
|
| 277 |
|
| 278 |
+
<p>© 2025 CodeMind. All rights reserved.
|
| 279 |
+
</p>
|
| 280 |
</div>
|
| 281 |
</footer>
|
| 282 |
</body>
|