|
| 1 | +# Symbol Attributions |
| 2 | + |
| 3 | +This example demonstrates how to analyze and track attribution information for symbols in a codebase, including identifying AI vs human contributions and tracking edit history. |
| 4 | + |
| 5 | +## What it does |
| 6 | + |
| 7 | +This script performs several key functions: |
| 8 | + |
| 9 | +1. **Codebase Analysis** |
| 10 | + - Loads and parses all Python files in the repository |
| 11 | + - Builds a dependency graph of symbols (classes, functions, etc.) |
| 12 | + - Analyzes import relationships and dependencies |
| 13 | + |
| 14 | +```python |
| 15 | + from codegen import Codebase |
| 16 | + |
| 17 | + # Initialize codebase object from directory |
| 18 | + codebase = Codebase.from_repo("your-org/your-repo", language="python") |
| 19 | +``` |
| 20 | + |
| 21 | +2. **AI Impact Analysis** |
| 22 | + - Identifies commits made by AI bots vs human contributors |
| 23 | + - Calculates statistics on AI contributions: |
| 24 | + - Percentage of AI commits |
| 25 | + - Files with significant AI contribution |
| 26 | + - Number of AI-touched symbols |
| 27 | + - Identifies high-impact AI-written code |
| 28 | + |
| 29 | +```python |
| 30 | + ai_authors = ["devin[bot]", "codegen[bot]", "github-actions[bot]"] |
| 31 | + add_attribution_to_symbols(codebase, ai_authors) |
| 32 | +``` |
| 33 | + |
| 34 | +3. **Symbol Attribution** |
| 35 | + - Tracks edit history for each symbol in the codebase |
| 36 | + - Records: |
| 37 | + - Last editor of each symbol |
| 38 | + - Complete editor history |
| 39 | + - Whether the symbol was AI-authored |
| 40 | + - Provides detailed attribution for most-used symbols |
| 41 | + |
| 42 | +```python |
| 43 | + symbols_with_usages = [] |
| 44 | + for symbol in codebase.symbols: |
| 45 | + if hasattr(symbol, "usages") and len(symbol.usages) > 0: |
| 46 | + symbols_with_usages.append((symbol, len(symbol.usages))) |
| 47 | +``` |
| 48 | + |
| 49 | +## Example Output |
| 50 | + |
| 51 | +The script provides detailed analytics including: |
| 52 | + |
| 53 | +- Repository statistics (files, symbols, contributors) |
| 54 | +- AI contribution summary (% of commits, impacted files) |
| 55 | +- Top contributors list |
| 56 | +- Detailed attribution for most-used symbols, showing: |
| 57 | + - Symbol name and type |
| 58 | + - File location |
| 59 | + - Usage count |
| 60 | + - Last editor |
| 61 | + - Editor history |
| 62 | + - AI authorship status |
| 63 | + |
| 64 | +## Usage |
| 65 | + |
| 66 | +Run the script in your repository: |
| 67 | + |
| 68 | +```bash |
| 69 | +python run.py |
| 70 | +``` |
| 71 | + |
| 72 | +The script will automatically: |
| 73 | + |
| 74 | +- Use the current directory if it's a git repository |
| 75 | +- Fall back to a sample repository if not in a git repo |
| 76 | +- Generate comprehensive attribution analysis |
| 77 | +- Save detailed results to `ai_impact_analysis.json` |
| 78 | + |
| 79 | +## Requirements |
| 80 | + |
| 81 | +- A Git repository |
| 82 | +- Python codebase |
| 83 | +- `codegen` installed |
| 84 | + |
| 85 | +## Learn More |
| 86 | + |
| 87 | +- [Codegen Symbols](https://docs.codegen.com/api-reference/core/Symbol#symbol) |
| 88 | +- [Codegen Documentation](https://docs.codegen.com) |
| 89 | + |
| 90 | +## Contributing |
| 91 | + |
| 92 | +Feel free to submit issues and enhancement requests! |
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