Blazingly fast test selection for pytest - only run tests affected by your changes (Rust-powered)
Project description
pytest-difftest
⚠️ This project is still a work in progress. APIs and behavior may change without notice.
Fast test selection for pytest - Only run tests affected by your changes, powered by Rust 🦀
What is pytest-difftest?
pytest-difftest is a pytest plugin that intelligently selects and runs only the tests affected by your code changes.
Key Features
- 🎯 Smart test selection - Only runs tests that touch changed code
- 🔍 Block-level granularity - Tracks changes at function/class level, not just files
- 🔧 pytest-xdist compatible - Works with parallel test execution
- 💾 SQLite storage - Reliable, portable test dependency database
- 🚀 Upload/Download baseline to S3 - Easily share baseline of tests across a team
- 📦 Portable baselines - Stores relative paths so baselines work across machines (CI → local)
Installation
pip install pytest-difftest
Or with uv (recommended):
uv add --dev pytest-difftest
Quick Start
# 1. Save a baseline (runs all tests and records current state)
pytest --diff-baseline
# 2. After making changes, run only affected tests
pytest --diff
# 3. Update baseline incrementally (only re-runs affected tests)
pytest --diff-baseline
# 4. Force a full baseline rebuild when needed
pytest --diff-baseline --diff-force
# Example output:
# pytest-difftest: Detected 3 modified files
# Running 12 affected tests
# Skipping 438 unaffected tests
# ==================== 12 passed in 0.8s =====================
How It Works
pytest-difftest uses a three-phase approach:
1. Baseline (--diff-baseline)
- First run: executes all tests with coverage, maps which tests touch which code blocks
- Subsequent runs: incremental — only re-runs tests affected by changes since last baseline
- Stores dependency graph in
.pytest_cache/pytest-difftest/pytest_difftest.dbSQLite database - Use
--diff-forceto force a full rebuild (re-runs all tests AND recomputes all fingerprints)
2. Change Detection (--diff)
- Parses modified files with Rust (blazingly fast!)
- Calculates checksums for each code block
- Compares against stored fingerprints to find changed blocks
3. Test Selection
- Skips collecting unchanged test files entirely (
pytest_ignore_collect) — avoids importing/parsing files that would be deselected - Queries database for tests that depend on changed blocks
- Runs only affected tests
Code Change → AST Parsing (Rust) → Block Checksums → Database Query → Run Tests
↓ ↓
detector.py test_detector.py
line 15 changed (runs because it
used detector.py)
Test Selection Scenarios
| Scenario | --diff behavior |
--diff-baseline behavior |
|---|---|---|
| No changes | Skips all tests | Skips all tests (incremental) |
| Modified source file | Runs tests that depend on changed blocks | Runs affected tests, updates baseline |
| New test file | Detects as changed, runs all tests in the new file | Runs all tests in the new file, adds to baseline |
| New source file | Detects as changed, runs tests that depend on it | Runs tests that depend on it, adds to baseline |
Sub-scope (e.g. baseline=tests/, diff=tests/unit/) |
No warning, baseline already covers the scope | No warning, proceeds normally |
Broader scope (e.g. baseline=tests/unit/, diff=tests/) |
Warns, proceeds with test selection (may miss tests) | Warns, runs all tests to rebuild baseline |
Both --diff and --diff-baseline |
--diff-baseline takes precedence, --diff is ignored |
- |
| Failing tests | Always re-selected (not recorded until they pass) | Re-run on incremental baseline until they pass |
Skipped tests (skip/skipIf) |
Deselected (recorded in baseline) | Recorded, deselected on incremental |
Expected failures (xfail) |
Deselected (recorded in baseline) | Recorded, deselected on incremental |
| First baseline (empty DB) | Runs all tests to build the database | Runs all tests |
--diff-force |
N/A | Forces full rebuild, runs all tests |
Configuration
Command Line Options
| Option | Description |
|---|---|
--diff |
Enable pytest-difftest (select tests based on changes) |
--diff-baseline |
Compute baseline. First run executes all tests; subsequent runs are incremental (only affected tests) |
--diff-force |
Force full rebuild: runs all tests AND recomputes all fingerprints (use with --diff-baseline) |
--diff-v |
Enable verbose logging (shows timing and debug info) |
--diff-batch-size N |
Number of test executions to batch before DB write (default: 20) |
--diff-cache-size N |
Maximum fingerprints to cache in memory (default: 100000) |
--diff-remote URL |
Remote storage URL for a single baseline DB file (e.g. s3://bucket/baseline.db) |
--diff-upload |
Upload baseline DB to remote storage after --diff-baseline completes |
# Run only tests affected by your changes
pytest --diff
# Save baseline (first run: all tests; subsequent runs: only affected tests)
pytest --diff-baseline
# Force a full baseline rebuild
pytest --diff-baseline --diff-force
# Save baseline and upload to S3
pytest --diff-baseline --diff-upload --diff-remote "s3://my-bucket/baselines/baseline.db"
# Run affected tests, fetching baseline from remote
pytest --diff --diff-remote "s3://my-bucket/baselines/baseline.db"
pyproject.toml
All options can be configured in pyproject.toml so you don't need to pass them on every invocation:
[tool.pytest.ini_options]
diff_batch_size = "50"
diff_cache_size = "200000"
diff_remote_url = "s3://my-ci-bucket/baselines/baseline.db"
diff_remote_key = "baseline.db"
CLI options take precedence over pyproject.toml values when both are provided.
Remote Baseline Storage
pytest-difftest supports storing the baseline database in remote storage, enabling a CI/CD workflow where CI computes the baseline and developers automatically fetch it.
Supported backends:
| Scheme | Backend | Requirements |
|---|---|---|
s3://bucket/path/file.db |
Amazon S3 | pip install pytest-difftest[s3] |
file:///path/to/file.db |
Local filesystem | None |
Simple CI/CD workflow (single job):
- CI (on merge to main):
pytest --diff-baseline --diff-upload --diff-remote "s3://bucket/baseline.db" - Developer local:
pytest --diff --diff-remote "s3://bucket/baseline.db"(auto-fetches latest baseline)
S3 uses ETag-based caching to avoid re-downloading unchanged baselines. Any S3 error (authentication, network, permissions, etc.) will immediately abort the test run to avoid silently running without a baseline.
Recommended CI workflow (parallel jobs):
When running tests in parallel across multiple CI jobs, each job uploads its baseline to a unique key. A final step merges them and uploads the result:
# Step 1: Each CI job uploads its baseline to a unique key
pytest --diff-baseline --diff-upload --diff-remote "s3://bucket/run-123/job-unit.db"
pytest --diff-baseline --diff-upload --diff-remote "s3://bucket/run-123/job-integration.db"
# Step 2: Final CI step merges all baselines and uploads the result
pytest-difftest merge s3://bucket/baseline.db s3://bucket/run-123/
# Step 3: Developers fetch the single merged baseline
pytest --diff --diff-remote "s3://bucket/baseline.db"
CLI Commands
pytest-difftest provides a CLI for offline database operations:
# Merge local database files
pytest-difftest merge output.db input1.db input2.db
# Merge all .db files from a local directory
pytest-difftest merge output.db ./results/
# Merge from a remote prefix (downloads all .db files from it)
pytest-difftest merge output.db s3://bucket/run-123/
# Merge and upload result to S3
pytest-difftest merge s3://bucket/baseline.db input1.db input2.db
# Full remote: download from prefix, merge, and upload
pytest-difftest merge s3://bucket/baseline.db s3://bucket/run-123/
# Mix local files, directories, and remote inputs
pytest-difftest merge output.db input1.db ./results/ s3://bucket/run-123/
The output argument can be a local path or a remote URL (s3://..., file://...). When it's a remote URL, a temporary file is used locally and uploaded at the end. Each input can be a local file, a local directory (collects all .db files), or a remote URL (prefix ending with / downloads all .db files).
Development Setup
pytest-difftest uses modern Python tooling:
Prerequisites
Setup
# Clone the repository
git clone https://github.com/PaulM5406/pytest-difftest.git
cd pytest-difftest
# Install mise (if not already installed)
curl https://mise.run | sh
# Install Python and Rust via mise
mise install
# Create virtual environment and install dependencies
uv sync --all-extras --dev
# Build the Rust extension
maturin develop
# Run tests
pytest
# Run Rust tests
cargo test
# Run benchmarks
cargo bench
Architecture
pytest (Python)
↓
pytest-difftest plugin (Python)
├── plugin.py — pytest hooks & orchestration
├── _config.py — configuration helpers
├── _git.py — git commit SHA & staleness checks
├── _storage_ops.py — remote storage operations
├── _xdist.py — pytest-xdist coordination
└── storage/ — S3 & local backends
↓ (PyO3 bindings)
pytest-difftest-core (Rust)
├── AST Parser (RustPython parser)
├── Fingerprint Engine (CRC32)
└── Database Layer (SQLite + LRU Cache)
Development Workflow
# Make changes to Rust code
# Rebuild with:
maturin develop
# Run tests
pytest
cargo test
# Format code
cargo fmt
ruff format python/
# Lint
cargo clippy
ruff check python/
# Typing
ty check python/
License
MIT License - see LICENSE file for details.
Credits
- Inspired by pytest-testmon
- Built with Ruff's Python parser
- Powered by PyO3 and Maturin
Made with ❤️
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