Community-driven feature development implementing key GitHub Issues:
- Fix Issue #7: Health check consistency for fuzzy model names - unified health check logic ensures
identical status regardless of name format (Phi-3 vs mlx-community/Phi-3-mini-4k-instruct-4bit)
- Add Issue #6: Repository name validation - pre-validation for HuggingFace Hub 96-character limit with
clear error messages
- Add Issue #13: Hash-based disambiguation - use commit hashes to resolve ambiguous model names (mlxk show
Llama@de2dfaf5 → mlx-community/Llama-3.3-70B-Instruct-4bit)
Enhanced user experience:
- Pure local hash resolution without external API calls, offline-capable
- Improved model name disambiguation logic for better workflow
- Real user workflow support - see hashes in mlxk list, use directly in other commands
8.1 KiB
MLX Knife Testing Guide
Current Status
✅ 114/114 tests passing (August 2025)
✅ Apple Silicon verified (M1/M2/M3)
✅ Python 3.9-3.13 compatible
✅ Production ready - real model execution validated
Quick Start
# Install with test dependencies
pip install -e ".[test]"
# Download test model (required for most tests)
mlxk pull mlx-community/Phi-3-mini-4k-instruct-4bit
# Run all tests
pytest
# Fast unit tests only
pytest tests/unit/
# Before committing
ruff check mlx_knife/ --fix && mypy mlx_knife/ && pytest
Why Local Testing?
MLX Knife requires Apple Silicon hardware and real MLX models for comprehensive testing:
- Hardware Requirement: MLX framework only runs on Apple Silicon (M1/M2/M3)
- Model Requirement: Tests use actual models (4GB+) for realistic validation
- Industry Standard: Local testing is normal for MLX projects
- Quality Assurance: Real hardware testing ensures actual functionality
This approach ensures our tests reflect real-world usage, not mocked behavior.
Test Structure
tests/
├── conftest.py # Shared fixtures and utilities
├── integration/ # System-level integration tests (62 tests)
│ ├── test_core_functionality.py # Basic CLI operations
│ ├── test_health_checks.py # Model corruption detection
│ ├── test_process_lifecycle.py # Process management & cleanup
│ ├── test_run_command_advanced.py # Run command edge cases
│ └── test_server_functionality.py # OpenAI API server tests
└── unit/ # Module-level unit tests (52 tests)
├── test_cache_utils.py # Cache management functions
├── test_cli.py # CLI argument parsing
└── test_mlx_runner_memory.py # Memory management tests
Test Prerequisites
Required Setup
- Apple Silicon Mac (M1/M2/M3)
- Python 3.9 or newer
- Test dependencies installed:
pip install -e ".[test]" - At least one MLX model:
mlxk pull mlx-community/Phi-3-mini-4k-instruct-4bit
Optional Setup
For full test coverage, you may want additional models:
# Smaller model for quick tests
mlxk pull mlx-community/Phi-3-mini-128k-instruct-4bit
# Different architecture for variety
mlxk pull mlx-community/Mistral-7B-Instruct-v0.3-4bit
Test Commands
Basic Test Execution
# All tests (recommended before commits)
pytest
# Only integration tests (system-level)
pytest tests/integration/
# Only unit tests (fast)
pytest tests/unit/
# Verbose output
pytest -v
# Show test coverage
pytest --cov=mlx_knife --cov-report=html
Specific Test Categories
# Process lifecycle tests (critical for production)
pytest tests/integration/test_process_lifecycle.py -v
# Health check robustness (model corruption detection)
pytest tests/integration/test_health_checks.py -v
# Core functionality (basic CLI commands)
pytest tests/integration/test_core_functionality.py -v
# Advanced run command tests
pytest tests/integration/test_run_command_advanced.py -v
# Server functionality tests
pytest tests/integration/test_server_functionality.py -v
Test Filtering
# Run only basic operations tests
pytest -k "TestBasicOperations" -v
# Skip server tests (faster)
pytest -k "not server" -v
# Skip tests requiring actual models
pytest -k "not requires_model" -v
# Run only process lifecycle tests
pytest -k "process_lifecycle or zombie" -v
# Run health check tests only
pytest -k "health" -v
Timeout and Performance
# Set custom timeout (default: 300s)
pytest --timeout=60
# Show slowest tests
pytest --durations=10
# Parallel execution (if pytest-xdist installed)
pytest -n auto
Python Version Compatibility
Verification Results (August 2025)
| Python Version | Status | Tests Passing |
|---|---|---|
| 3.9.6 (macOS) | ✅ Verified | 114/114 |
| 3.10.x | ✅ Verified | 114/114 |
| 3.11.x | ✅ Verified | 114/114 |
| 3.12.x | ✅ Verified | 114/114 |
| 3.13.x | ✅ Verified | 114/114 |
All versions tested with real MLX model execution (Phi-3-mini-4k-instruct-4bit).
Manual Multi-Python Testing
If you have multiple Python versions installed, you can verify compatibility:
# Run the multi-Python verification script
./test-multi-python.sh
# Or manually test specific versions
python3.9 -m venv test_39
source test_39/bin/activate
pip install -e ".[test]"
pytest
deactivate && rm -rf test_39
Code Quality & Development
Code Quality Tools
MLX Knife includes comprehensive code quality tools:
# Install development dependencies
pip install -e ".[dev]"
# Automatic code formatting and linting
ruff check mlx_knife/ --fix
# Type checking with mypy
mypy mlx_knife/
# Complete development workflow
ruff check mlx_knife/ --fix && mypy mlx_knife/ && pytest
Development Workflow
Before committing changes:
#!/bin/bash
# pre-commit-check.sh - Run before committing
set -e
echo "🧪 Running MLX Knife pre-commit checks..."
# 1. Code style
echo "Checking code style..."
ruff check mlx_knife/ --fix
# 2. Type checking
echo "Checking types..."
mypy mlx_knife/
# 3. Quick smoke test
echo "Running quick tests..."
pytest tests/unit/ -v
echo "✅ All checks passed. Safe to commit!"
Local Development Testing
Adding New Tests
- Integration tests go in
tests/integration/ - Unit tests go in
tests/unit/ - Use existing fixtures from
conftest.py - Follow naming:
test_*.py,Test*classes,test_*methods
Test Categories (Markers)
@pytest.mark.integration # Slower system tests
@pytest.mark.unit # Fast isolated tests
@pytest.mark.slow # Tests >30 seconds
@pytest.mark.requires_model # Needs actual MLX model
@pytest.mark.network # Requires internet
Mock Utilities
mock_model_cache(): Creates fake model directoriesmlx_knife_process(): Manages subprocess lifecycleprocess_monitor(): Tracks zombie processestemp_cache_dir(): Isolated test environment
Test Philosophy
Following the "Process Hygiene over Edge-Case Perfection" principle:
- Process Cleanliness: No zombies, no leaks ✅
- Health Checks: Reliable corruption detection ✅
- Core Operations: Basic functionality works ✅
- Error Handling: Graceful failures ✅
The test suite validates production readiness with real Apple Silicon hardware and actual MLX models.
Troubleshooting
Common Issues
Tests hang forever:
pytest --timeout=60
Import errors:
pip install -e ".[test]"
Process cleanup issues:
ps aux | grep mlx_knife # Check for zombies
Cache conflicts:
export HF_HOME="/tmp/test_cache"
pytest --cache-clear
Test Environment
# Clean test run
rm -rf .pytest_cache __pycache__
pytest tests/ -v --cache-clear
# Debug specific test
pytest tests/integration/test_health_checks.py::TestHealthCheckRobustness::test_healthy_model_detection -v -s
Contributing Test Results
When submitting PRs, please include:
-
Your test environment:
- macOS version
- Apple Silicon chip (M1/M2/M3)
- Python version
- Which model(s) you tested with
-
Test results summary:
Platform: macOS 14.5, M2 Pro Python: 3.11.6 Model: Phi-3-mini-4k-instruct-4bit Results: 114/114 tests passed -
Any issues encountered and how you resolved them
Summary
MLX Knife 1.0.3 Testing Status:
✅ Production Ready - 114/114 tests passing
✅ Multi-Python Support - Python 3.9-3.13 verified
✅ Code Quality - ruff/mypy integration working
✅ Real Model Testing - Phi-3-mini execution confirmed
✅ Memory Management - Context managers prevent leaks
✅ Exception Safety - Context managers ensure cleanup
This comprehensive testing framework validates MLX Knife's production readiness through local testing on real Apple Silicon hardware with actual MLX models.