Run only tests impacted by your code changes (delta-based selection) for pytest.
Project description
pytest-delta
Run only tests impacted by your code changes (delta-based selection) for pytest.
Overview
pytest-delta is a pytest plugin that reduces test execution time by running only the tests that are potentially affected by your code changes. It creates a directional dependency graph based on Python imports and selects tests intelligently based on what files have changed since the last successful test run.
Features
- Smart Test Selection: Only runs tests affected by changed files
- Dependency Tracking: Creates a dependency graph based on Python imports
- Dependency Visualization: Generate visual representations of project structure
- Git Integration: Compares against the last successful test run commit
- Uncommitted Changes Support: Includes both staged and unstaged changes
- Force Regeneration: Option to force running all tests and regenerate metadata
- File-based Mapping: Assumes test files follow standard naming conventions
Installation
pip install pytest-delta
Or for development:
git clone https://github.com/CemAlpturk/pytest-delta
cd pytest-delta
pip install -e .
Usage
Basic Usage
Run tests with delta selection:
pytest --delta
On first run, it will execute all tests and create a .delta.json file with metadata.
Command Line Options
--delta: Enable delta-based test selection--delta-filename NAME: Specify filename for delta metadata file (default:.delta,.jsonextension added automatically)--delta-dir PATH: Specify directory for delta metadata file (default: current directory)--delta-force: Force regeneration of delta file and run all tests--delta-ignore PATTERN: Ignore file patterns during dependency analysis (can be used multiple times)--delta-vis: Generate a visual representation of the project's dependency graph
Examples
# Run only affected tests
pytest --delta
# Generate dependency visualization
pytest --delta-vis
# Combine visualization with delta testing
pytest --delta --delta-vis
# Force run all tests and regenerate metadata
pytest --delta --delta-force
# Use custom delta filename (will become custom-delta.json)
pytest --delta --delta-filename custom-delta
# Use custom directory for delta file
pytest --delta --delta-dir .metadata
# Combine custom filename and directory
pytest --delta --delta-filename my-tests --delta-dir /tmp/deltas
# Combine with other pytest options
pytest --delta -v --tb=short
# Ignore generated files during analysis
pytest --delta --delta-ignore "*generated*"
# Ignore multiple patterns
pytest --delta --delta-ignore "*generated*" --delta-ignore "vendor/*"
# Ignore test files from dependency analysis (useful for complex test hierarchies)
pytest --delta --delta-ignore "tests/integration/*"
Dependency Visualization
The --delta-vis option generates visual representations of your project's dependency graph, which is useful for:
- Understanding code relationships: See which files depend on each other
- Debugging the plugin: Visualize how pytest-delta determines affected tests
- Code review: Get insights into project structure and coupling
- Documentation: Generate dependency diagrams for your project
Visualization Output
When you run pytest --delta-vis, the plugin generates:
- Console output: Immediate feedback showing file counts and top dependencies
- DOT file (
dependency_graph.dot): GraphViz format for rendering images - Text summary (
dependency_summary.txt): Detailed human-readable analysis
Example Console Output
📊 Dependency Graph Visualization
==================================================
Files: 7 | Dependencies: 5 | Max per file: 5
🔗 Files with most dependencies:
5 deps: tests/test_plugin.py
0 deps: src/myproject/utils.py
0 deps: src/myproject/models.py
Rendering Graphical Output
If you have Graphviz installed, you can render the DOT file as an image:
# Generate visualization
pytest --delta-vis
# Render as PNG image (requires graphviz)
dot -Tpng dependency_graph.dot -o dependency_graph.png
# Render as SVG (scalable)
dot -Tsvg dependency_graph.dot -o dependency_graph.svg
# Render as PDF
dot -Tpdf dependency_graph.dot -o dependency_graph.pdf
Installation of Optional Dependencies
For rendering graphical outputs, you can install Graphviz:
# On Ubuntu/Debian
sudo apt-get install graphviz
# On macOS
brew install graphviz
# On Windows (using chocolatey)
choco install graphviz
Migration from Previous Versions
If you were using the old --delta-file option, you can migrate as follows:
# Old way (no longer supported):
# pytest --delta --delta-file /path/to/custom.json
# New way:
pytest --delta --delta-filename custom --delta-dir /path/to
# This creates: /path/to/custom.json
How It Works
-
First Run: On the first run (or when the delta file doesn't exist), all tests are executed and a delta metadata file is created containing the current Git commit hash.
-
Change Detection: On subsequent runs, the plugin:
- Compares current Git state with the last successful run
- Identifies changed Python files (both committed and uncommitted)
- Builds a dependency graph based on Python imports
- Finds all files transitively affected by the changes
-
Test Selection: The plugin selects tests based on:
- Direct test files that were modified
- Test files that test the modified source files
- Test files that test files affected by the changes (transitive dependencies)
-
File Mapping: Test files are mapped to source files using naming conventions:
tests/test_module.py↔src/module.pytests/subdir/test_module.py↔src/subdir/module.py
Project Structure Assumptions
The plugin works best with projects that follow these conventions:
project/
├── src/ # Source code
│ ├── module1.py
│ └── package/
│ └── module2.py
├── tests/ # Test files
│ ├── test_module1.py
│ └── package/
│ └── test_module2.py
└── .delta.json # Delta metadata (auto-generated, default location)
Configuration
Ignoring Files
The --delta-ignore option allows you to exclude certain files from dependency analysis. This is useful for:
- Generated files: Auto-generated code that shouldn't trigger test runs
- Vendor/third-party code: External dependencies that don't need analysis
- Temporary files: Files that are frequently modified but don't affect tests
- Documentation: Markdown, text files that might be mixed with Python code
The ignore patterns support:
- Glob patterns:
*generated*,*.tmp,vendor/* - Path matching: Both relative and absolute paths are checked
- Multiple patterns: Use the option multiple times for different patterns
Examples:
# Ignore all generated files
pytest --delta --delta-ignore "*generated*"
# Ignore vendor directory and any temp files
pytest --delta --delta-ignore "vendor/*" --delta-ignore "*.tmp"
# Ignore specific test subdirectories from analysis
pytest --delta --delta-ignore "tests/integration/*" --delta-ignore "tests/e2e/*"
Default Configuration
The plugin requires no configuration for basic usage. It automatically:
- Finds Python files in
src/andtests/directories - Excludes virtual environments,
__pycache__, and other irrelevant directories - Creates dependency graphs based on import statements
- Maps test files to source files using naming conventions
Error Handling
The plugin includes robust error handling:
- No Git Repository: Falls back to running all tests
- Invalid Delta File: Regenerates metadata and runs all tests
- Git Errors: Falls back to running all tests with warnings
- Import Analysis Errors: Continues with partial dependency graph
Example Output
$ pytest --delta -v
================ test session starts ================
plugins: delta-0.1.0
[pytest-delta] Selected 3/10 tests based on code changes
[pytest-delta] Affected files: src/calculator.py, tests/test_calculator.py
tests/test_calculator.py::test_add PASSED
tests/test_calculator.py::test_multiply PASSED
tests/test_math_utils.py::test_area PASSED
[pytest-delta] Delta metadata updated successfully
================ 3 passed in 0.02s ================
Development
To set up for development:
git clone https://github.com/CemAlpturk/pytest-delta
cd pytest-delta
python -m venv .venv
source .venv/bin/activate # On Windows: .venv\Scripts\activate
pip install -e .
pip install pytest gitpython
# Run tests
pytest tests/
# Test the plugin
pytest --delta
Contributing
Contributions are welcome! Please feel free to submit a Pull Request.
License
This project is licensed under the MIT License - see the LICENSE file for details.
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