mirror of
https://github.com/cloudstack-llc/mlx-knife.git
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19a66674c0
See CHANGELOG.md and README.md
643 lines
23 KiB
Markdown
643 lines
23 KiB
Markdown
# MLX Knife Testing Guide
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## Current Status
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✅ **150/150 tests passing** (August 2025) - **STABLE RELEASE** 🚀
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✅ **Apple Silicon verified** (M1/M2/M3)
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✅ **Python 3.9-3.13 compatible**
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✅ **Production ready** - comprehensive testing with real model execution
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✅ **Isolated test system** - user cache stays pristine with temp cache isolation
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✅ **3-category test strategy** - optimized for performance and safety
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## Quick Start (2.0 Default)
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```bash
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# Install package + tests
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pip install -e .[test]
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# Download test model (optional - most tests use isolated cache)
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mlxk pull mlx-community/Phi-3-mini-4k-instruct-4bit
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# Run 2.0 tests (default: tests_2.0/)
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pytest -v
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# Run legacy 1.x suite explicitly (not maintained here)
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pytest tests/ -v
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# Fast unit tests only
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pytest tests/unit/
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# Before committing
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ruff check mlx_knife/ --fix && mypy mlx_knife/ && pytest
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```
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## Why Local Testing?
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MLX Knife requires **Apple Silicon hardware** and **real MLX models** for comprehensive testing:
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- **Hardware Requirement**: MLX framework only runs on Apple Silicon (M1/M2/M3)
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- **Model Requirement**: Tests use actual models (4GB+) for realistic validation
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- **Industry Standard**: Local testing is normal for MLX projects
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- **Quality Assurance**: Real hardware testing ensures actual functionality
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This approach ensures our tests reflect real-world usage, not mocked behavior.
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## Test Structure
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### 2.0 Test Structure (default)
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```
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tests_2.0/
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├── __init__.py
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├── conftest.py # Isolated test cache, fixtures
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├── test_edge_cases_adr002.py # Edge-case naming, ADR-002
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├── test_health_multifile.py # Multi-file health completeness
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├── test_integration.py # Model resolution, health integration
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├── test_issue_27.py # Health policy consistency
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├── test_model_naming.py # Pattern/@hash parsing and resolution
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├── test_robustness.py # General robustness tests
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├── test_json_api_list.py # JSON API v0.1.2 (list contract)
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├── test_json_api_show.py # JSON API v0.1.2 (show contract)
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└── spec/
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├── test_cli_version_output.py # version command JSON shape
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├── test_spec_doc_examples_validate.py # docs examples vs schema (jsonschema)
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└── test_spec_version_sync.py # docs version == code constant
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```
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```
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tests/
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├── conftest.py # Shared fixtures and utilities
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├── integration/ # System-level integration tests (78 tests)
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│ ├── test_core_functionality.py # Basic CLI operations (isolated cache)
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│ ├── test_health_checks.py # Model corruption detection (isolated cache)
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│ ├── test_lock_cleanup_bug.py # Issue #23: Lock cleanup (isolated cache)
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│ ├── test_process_lifecycle.py # Process management (isolated cache)
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│ ├── test_real_model_lifecycle.py # Full model lifecycle (isolated cache)
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│ ├── test_run_command_advanced.py # Run command edge cases (isolated cache)
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│ ├── test_server_functionality.py # Server lifecycle tests
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│ ├── test_end_token_issue.py # Issue #20: End-token filtering (@server)
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│ ├── test_issue_14.py # Issue #14: Chat self-conversation (@server)
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│ └── test_issue_15_16.py # Issues #15/#16: Dynamic token limits (@server)
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└── unit/ # Module-level unit tests (72 tests)
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├── test_cache_utils.py # Cache management & Issue #21/#23 tests
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├── test_cli.py # CLI argument parsing
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└── test_mlx_runner_memory.py # Memory management tests
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```
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## 3-Category Test Strategy (MLX Knife 1.1.0+)
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MLX Knife uses a **3-category test strategy** to balance test isolation, performance, and user cache protection:
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### 🏠 CATEGORY 1: ISOLATED CACHE (Most Tests)
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**✅ User cache stays pristine** - Tests use temporary isolated caches with automatic cleanup
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**Implemented Tests (78 tests):**
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- ✅ `test_real_model_lifecycle.py` - Full model lifecycle with `tiny-random-gpt2` (~12MB download)
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- ✅ `test_core_functionality.py` - Basic CLI operations with `patch_model_cache` isolation
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- ✅ `test_process_lifecycle.py` - Process management with isolated cache + MODEL_CACHE patching
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- ✅ `test_run_command_advanced.py` - Run command edge cases with `mock_model_cache` in isolation
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- ✅ `test_lock_cleanup_bug.py` - Lock cleanup testing with temporary MODEL_CACHE override
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- ✅ `test_health_checks.py` - Mock corruption testing with isolated `temp_cache_dir`
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**Technical Pattern:**
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```python
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@pytest.mark.usefixtures("temp_cache_dir")
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class TestBasicLifecycle:
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def test_something(self, temp_cache_dir, patch_model_cache):
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with patch_model_cache(temp_cache_dir / "hub"):
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# Test operates in complete isolation
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# User cache never touched, automatic cleanup
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```
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**Benefits:**
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- ✅ **Clean User Cache**: No test artifacts or broken models ever
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- ✅ **Parallel Testing**: No cache conflicts between test runs
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- ✅ **Reproducible**: No dependency on existing models in user cache
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- ✅ **Fast CI**: Small models (12MB vs 4GB) for most tests
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### 🏥 CATEGORY 2: USER CACHE (Framework Diversity)
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**📋 Reserved for future** - Real model diversity that cannot be mocked
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**Future Framework Validation Tests:**
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- Multiple framework detection (MLX + PyTorch + Tokenizer-only models)
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- Health check diversity testing with naturally corrupted models
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- Cross-framework model compatibility validation
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**Currently**: All health/framework tests use `mock_model_cache` and are Category 1 (isolated)
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### 🖥️ CATEGORY 3: SERVER CACHE (Performance Tests)
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**🔒 Large models, user cache expected** - Marked with `@pytest.mark.server`
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**Server Tests (Excluded from default `pytest`):**
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- 🔒 `test_issue_14.py` - Chat self-conversation regression tests
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- 🔒 `test_issue_15_16.py` - Dynamic token limit validation
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- 🔒 `test_end_token_issue.py` - End-token filtering consistency
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- 🔒 `test_server_functionality.py` - OpenAI API compliance (basic tests only)
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**Technical Pattern:**
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```python
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@pytest.mark.server # Excluded from default pytest
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def test_server_feature(mlx_server, model_name: str):
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# Uses real models in user cache
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# Requires significant RAM and time
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```
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**Characteristics:**
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- 🔒 **Not run by default** - Must use `pytest -m server`
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- 💾 **RAM-aware** - Auto-skip models exceeding available memory
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- ⏱️ **Longer execution** - 20-40 minutes for full suite
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- 🎯 **Model diversity** - Tests across different model sizes/architectures
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## Test Prerequisites
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### Required Setup
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1. **Apple Silicon Mac** (M1/M2/M3)
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2. **Python 3.9 or newer**
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3. **Test dependencies installed** (includes jsonschema for Spec tests):
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```bash
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pip install -e .[test]
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```
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Notes:
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- Spec validation requires `jsonschema`. Installing `.[test]` ensures it is available.
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- Without `jsonschema`, Spec example validation is skipped (you will see one extra SKIPPED test).
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- With `jsonschema` installed, expect one additional PASS in the `-m spec` and `tests_2.0/` totals.
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**That's it!** Most tests (Category 1) use isolated caches and download small test models automatically (~12MB).
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### Enabling Issue #27 Tests (optional)
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By default, several Issue #27 tests are skipped because they require a real multi‑shard safetensors model (with `model.safetensors.index.json`) in your user cache and enough free disk space to create an isolated copy.
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- Set your user cache: `export MLXK2_USER_HF_HOME=/absolute/path/to/your/huggingface/cache`
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- Ensure the cache contains a model with a safetensors index (common for larger Llama/Mistral models).
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- Run the focused tests: `PYTHONPATH=. pytest tests_2.0/test_issue_27.py -v`
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- If you see skips:
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- “No safetensors index found” → pick a model that has `model.safetensors.index.json`.
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- “Not enough free space” → free disk space; tests create a subset copy into an isolated temp cache.
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- “User model not found” → verify the exact HF path in your cache and env var points to its `.../huggingface/cache` root.
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With a suitable model present and `MLXK2_USER_HF_HOME` set, the Issue #27 tests should run without SKIPs.
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### When Issue #27 real‑model tests make sense
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Purpose
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- These tests validate the strict health policy against real upstream Hugging Face repositories that ship multi‑shard safetensors with a `model.safetensors.index.json`. They complement the deterministic unit tests by exercising real‑world layouts.
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Run them when
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- Your user cache contains at least one upstream PyTorch repo with a safetensors index (not MLX/GGUF conversions). Good candidates:
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- `mistralai/Mistral-7B-Instruct-v0.2` or `-v0.3`
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- `Qwen/Qwen1.5-7B-Chat`, `Qwen/Qwen2-7B-Instruct`
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- `teknium/OpenHermes-2.5-Mistral`
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- Gated: `meta-llama/Llama-2-7b-chat-hf`, `meta-llama/Llama-3-8B-Instruct`, `google/gemma-7b-it`
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- You want to sanity‑check index‑based completeness, shard deletion/truncation, and LFS pointer detection against real artifacts.
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They are not useful when
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- Your cache only has MLX Community models (no `model.safetensors.index.json`) or GGUF models — the index‑based tests will skip by design. In that case, rely on `tests_2.0/test_health_multifile.py` for deterministic coverage.
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Resource considerations
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- Disk: tests copy a subset of files into an isolated cache. Tune size/speed with:
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- `export MLXK2_COPY_STRATEGY="index_subset"`
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- `export MLXK2_SUBSET_COUNT="1"`
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- `export MLXK2_MIN_FREE_MB="512"` (or higher)
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- Network: if you need to fetch a candidate model first, prefer downloading only `config.json`, `model.safetensors.index.json`, and 1–2 small shards to keep it light.
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Summary
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- If you have a suitable upstream PyTorch chat/instruct model with an index in your user cache, enable the env vars above and run `tests_2.0/test_issue_27.py` for an extra layer of real‑model assurance. Otherwise, the deterministic tests already validate the policy thoroughly.
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### Optional Setup (Server Tests Only)
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For server tests (`@pytest.mark.server` - **excluded by default**):
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```bash
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# Medium model for server testing
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mlxk pull mlx-community/Phi-3-mini-4k-instruct-4bit
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# Different architecture for variety
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mlxk pull mlx-community/Mistral-7B-Instruct-v0.3-4bit
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```
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**Note**: Server tests are excluded from default `pytest` and require manual execution with `pytest -m server`.
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## Environment & Caches
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To keep results reproducible and caches safe on Apple Silicon:
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- Preferred Python/venv: Apple‑native 3.9 in a dedicated env
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- Example: `python3.9 -m venv venv39 && source venv39/bin/activate && pip install -e .[test]`
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- User cache (persistent): shared, real cache for manual ops and certain advanced/server tests
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- Example (external SSD): `export HF_HOME="/Volumes/SomeExternalSSD/models"`
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- Safe ops: `list`, `health`, `show`; Coordinate `pull`/`rm` (maintenance window)
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- Test cache (isolated/default): ephemeral via fixtures; default `pytest` runs must not force the user cache
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- Category 1 tests use temporary caches and should not depend on `HF_HOME`
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- Only server/advanced tests may require user cache and are excluded by default (`-m server`)
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- Deletion safety: tests set `MLXK2_STRICT_TEST_DELETE=1` so delete ops fail if not in test cache
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In PRs, please state your Python version and whether you used the user cache or isolated test caches.
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## Test Commands
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### Basic Test Execution
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```bash
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# All tests (recommended before commits)
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pytest
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# Only integration tests (system-level)
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pytest tests/integration/
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# Only unit tests (fast)
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pytest tests/unit/
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# Verbose output
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pytest -v
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# Show test coverage
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pytest --cov=mlx_knife --cov-report=html
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```
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### Specific Test Categories
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```bash
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# Process lifecycle tests (critical for production)
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pytest tests/integration/test_process_lifecycle.py -v
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# Health check robustness (model corruption detection)
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pytest tests/integration/test_health_checks.py -v
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# Core functionality (basic CLI commands)
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pytest tests/integration/test_core_functionality.py -v
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# Issue #20: End-token filtering consistency (new in 1.1.0-beta2)
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pytest tests/integration/test_end_token_issue.py -v
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# Advanced run command tests
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pytest tests/integration/test_run_command_advanced.py -v
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# Server functionality tests
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pytest tests/integration/test_server_functionality.py -v
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# Lock cleanup bug tests (Issue #23 - new in 1.1.0-beta3)
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pytest tests/integration/test_lock_cleanup_bug.py -v
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```
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### Test Filtering
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```bash
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# Run only basic operations tests
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pytest -k "TestBasicOperations" -v
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# Server tests are excluded by default (marked with @pytest.mark.server)
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# Run server tests manually (requires large models in user cache)
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pytest -m server -v
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# Skip server tests explicitly (default behavior)
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pytest -m "not server" -v
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# Run only process lifecycle tests
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pytest -k "process_lifecycle or zombie" -v
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# Run health check tests only
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pytest -k "health" -v
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# Only JSON API contract/spec tests
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pytest -m spec -v
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```
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### Timeout and Performance
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```bash
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# Set custom timeout (default: 300s)
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pytest --timeout=60
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# Show slowest tests
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pytest --durations=10
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# Parallel execution (if pytest-xdist installed)
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pytest -n auto
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```
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### Server Tests (Advanced)
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**⚠️ Warning**: Server tests require significant system resources and time.
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```bash
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# Run comprehensive Issue #20 server tests (48 tests, ~30 minutes)
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pytest tests/integration/test_end_token_issue.py -m server -v
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# All server-marked tests (includes above + server functionality)
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pytest -m server -v
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# Quick server functionality test only
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pytest tests/integration/test_server_functionality.py -v
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# Server tests are RAM-aware - automatically skip models that don't fit
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```
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**Server Test Requirements:**
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- **RAM**: 8GB+ recommended (16GB+ for large models)
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- **Time**: 20-40 minutes for full suite
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- **Models**: Multiple 4-bit quantized models (1B-30B parameters)
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- **Coverage**: Streaming vs non-streaming consistency, token limits, API compliance
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## Python Version Compatibility
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### Verification Results (August 2025)
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**✅ 150/150 tests passing** - All standard tests validated on Apple Silicon with isolated cache system
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| Python Version | Status | Tests Passing |
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|----------------|--------|---------------|
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| 3.9.6 (macOS) | ✅ Verified | 150/150 |
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| 3.10.x | ✅ Verified | 150/150 |
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| 3.11.x | ✅ Verified | 150/150 |
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| 3.12.x | ✅ Verified | 150/150 |
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| 3.13.x | ✅ Verified | 150/150 |
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All versions tested with isolated cache system.
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Real MLX execution verified separately with server/run commands.
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### Manual Multi-Python Testing
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If you have multiple Python versions installed, you can verify compatibility:
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```bash
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# Run the multi-Python verification script
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./test-multi-python.sh
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# Or manually test specific versions
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python3.9 -m venv test_39
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source test_39/bin/activate
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pip install -e . && pip install pytest
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pytest
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deactivate && rm -rf test_39
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```
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## Code Quality & Development
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### Code Quality Tools
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MLX Knife includes comprehensive code quality tools:
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```bash
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# Install development tools
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pip install ruff mypy
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# Automatic code formatting and linting
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ruff check mlx_knife/ --fix
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# Type checking with mypy
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mypy mlx_knife/
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# Complete development workflow
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ruff check mlx_knife/ --fix && mypy mlx_knife/ && pytest
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```
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### Development Workflow
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Before committing changes:
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```bash
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#!/bin/bash
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# pre-commit-check.sh - Run before committing
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set -e
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echo "🧪 Running MLX Knife pre-commit checks..."
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# 1. Code style
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echo "Checking code style..."
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ruff check mlx_knife/ --fix
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# 2. Type checking
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echo "Checking types..."
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mypy mlx_knife/
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# 3. Quick smoke test
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echo "Running quick tests..."
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pytest tests/unit/ -v
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echo "✅ All checks passed. Safe to commit!"
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```
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## Local Development Testing
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### Adding New Tests
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1. **Integration tests** go in `tests/integration/`
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2. **Unit tests** go in `tests/unit/`
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3. Use existing fixtures from `conftest.py`
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4. Follow naming: `test_*.py`, `Test*` classes, `test_*` methods
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### Test Categories (Markers)
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```python
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@pytest.mark.integration # Slower system tests
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@pytest.mark.unit # Fast isolated tests
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@pytest.mark.slow # Tests >30 seconds
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@pytest.mark.requires_model # Needs actual MLX model
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@pytest.mark.network # Requires internet
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@pytest.mark.server # Requires MLX Knife server (excluded from default pytest)
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```
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### Mock Utilities
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- `mock_model_cache()`: Creates fake model directories
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- `mlx_knife_process()`: Manages subprocess lifecycle
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- `process_monitor()`: Tracks zombie processes
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- `temp_cache_dir()`: Isolated test environment
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## Test Philosophy
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Following the **"Process Hygiene over Edge-Case Perfection"** principle:
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1. **Process Cleanliness**: No zombies, no leaks ✅
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2. **Health Checks**: Reliable corruption detection ✅
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3. **Core Operations**: Basic functionality works ✅
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4. **Error Handling**: Graceful failures ✅
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The test suite validates production readiness with real Apple Silicon hardware and actual MLX models.
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## Troubleshooting
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### Common Issues
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**Tests hang forever:**
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```bash
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pytest --timeout=60
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```
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**Import errors:**
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```bash
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pip install -e . && pip install pytest
|
||
```
|
||
|
||
**Process cleanup issues:**
|
||
```bash
|
||
ps aux | grep mlx_knife # Check for zombies
|
||
```
|
||
|
||
**Cache conflicts:**
|
||
```bash
|
||
export HF_HOME="/tmp/test_cache"
|
||
pytest --cache-clear
|
||
```
|
||
|
||
### Test Environment
|
||
|
||
```bash
|
||
# 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:
|
||
|
||
1. **Your test environment**:
|
||
- macOS version
|
||
- Apple Silicon chip (M1/M2/M3)
|
||
- Python version
|
||
- Which model(s) you tested with
|
||
|
||
2. **Test results summary**:
|
||
```
|
||
Platform: macOS 14.5, M2 Pro
|
||
Python: 3.11.6
|
||
Model: Phi-3-mini-4k-instruct-4bit
|
||
Results: 150/150 tests passed
|
||
```
|
||
|
||
3. **Any issues encountered** and how you resolved them
|
||
|
||
## Summary
|
||
|
||
**MLX Knife 1.1.0 STABLE Testing Status:**
|
||
|
||
✅ **Production Ready** - 150/150 tests passing
|
||
✅ **Isolated Test System** - User cache stays pristine with temp cache isolation
|
||
✅ **3-Category Strategy** - Optimized for performance and safety
|
||
✅ **Multi-Python Support** - Python 3.9-3.13 verified
|
||
✅ **Code Quality** - ruff/mypy integration working
|
||
✅ **Real Model Testing** - Server/run commands validated with multiple models
|
||
✅ **Memory Management** - Context managers prevent leaks
|
||
✅ **Exception Safety** - Context managers ensure cleanup
|
||
✅ **Cache Directory Fix** - Issue #21: Empty cache crash resolved
|
||
✅ **LibreSSL Warning Fix** - Issue #22: macOS Python 3.9 warning suppression
|
||
✅ **Lock Cleanup Fix** - Issue #23: Enhanced rm command with lock cleanup
|
||
|
||
This comprehensive testing framework validates MLX Knife's **production readiness** through isolated testing with automatic model downloads and separate real MLX validation.
|
||
|
||
## Server-Based Testing (Advanced)
|
||
|
||
Some tests require a running MLX Knife server with loaded models. These tests are marked with `@pytest.mark.server` and are **not run by default** with `pytest`.
|
||
|
||
### Why Separate Server Tests?
|
||
|
||
- **Test count varies** by loaded models (makes CI reporting inconsistent)
|
||
- **Large memory requirements** - need different models for different RAM sizes
|
||
- **Longer execution time** - each model needs to load individually
|
||
- **Manual setup required** - need to download appropriate models first
|
||
|
||
### Prerequisites for Server Tests
|
||
|
||
| System RAM | Recommended Models | Commands |
|
||
|------------|-------------------|----------|
|
||
| **16GB** | Small models only | `mlxk pull mlx-community/Qwen2.5-0.5B-Instruct-4bit`<br>`mlxk pull mlx-community/Llama-3.2-1B-Instruct-4bit`<br>`mlxk pull mlx-community/Llama-3.2-3B-Instruct-4bit` |
|
||
| **32GB** | + Medium models | `mlxk pull mlx-community/Phi-3-mini-4k-instruct-4bit`<br>`mlxk pull mlx-community/Mistral-7B-Instruct-v0.2-4bit`<br>`mlxk pull mlx-community/Mixtral-8x7B-Instruct-v0.1-4bit` |
|
||
| **64GB** | + Large models | `mlxk pull mlx-community/Mistral-Small-3.2-24B-Instruct-2506-4bit`<br>`mlxk pull mlx-community/Qwen3-30B-A3B-Instruct-2507-4bit`<br>`mlxk pull mlx-community/Llama-3.3-70B-Instruct-4bit` |
|
||
| **96GB+** | + Huge models | `mlxk pull mlx-community/Qwen3-Coder-480B-A35B-Instruct-4bit` |
|
||
|
||
### Running Server Tests
|
||
|
||
**Issue #14 Regression Tests** (Chat Self-Conversation Bug):
|
||
|
||
```bash
|
||
# Set environment
|
||
export HF_HOME=/path/to/your/cache
|
||
|
||
# Smoke test first (see which models are available)
|
||
python tests/integration/test_issue_14.py
|
||
|
||
# Run server tests only (excluded from default pytest)
|
||
pytest -m server -v
|
||
|
||
# Run specific Issue #14 tests
|
||
pytest tests/integration/test_issue_14.py -m server -v
|
||
```
|
||
|
||
**Expected Output:**
|
||
```
|
||
🦫 MLX Knife Issue #14 Test - Smoke Test
|
||
==================================================
|
||
📊 Safe models for this system: 6
|
||
💾 System RAM: 64GB total, 40GB available
|
||
|
||
🎯 mlx-community/Mistral-7B-Instruct-v0.2-4bit
|
||
└─ Size: 7B, RAM needed: 8GB
|
||
🎯 mlx-community/Llama-3.2-3B-Instruct-4bit
|
||
└─ Size: 3B, RAM needed: 4GB
|
||
[...]
|
||
|
||
========== test session starts ==========
|
||
tests/integration/test_issue_14.py::test_server_health[mlx_server] PASSED
|
||
tests/integration/test_issue_14.py::test_issue_14_self_conversation_regression_original[mlx-community/Mistral-7B-Instruct-v0.2-4bit-7B-8] PASSED
|
||
[...6 more model tests...]
|
||
========== 7 passed in 45.23s ==========
|
||
```
|
||
|
||
### Additional Server Tests
|
||
|
||
**Issues #15 & #16** - Dynamic Token Limits (Implemented in 1.1.0-beta1):
|
||
```bash
|
||
pytest tests/integration/test_issue_15_16.py -v
|
||
```
|
||
|
||
**Issue #20** - End-Token Filtering (Implemented in 1.1.0-beta2):
|
||
```bash
|
||
pytest tests/integration/test_end_token_issue.py -m server -v
|
||
```
|
||
|
||
### Troubleshooting Server Tests
|
||
|
||
**Permission warnings are normal:**
|
||
```
|
||
WARNING: ⚠️ Cannot scan network connections (permission denied)
|
||
INFO: 🔧 Falling back to process-based cleanup only
|
||
```
|
||
This is expected on macOS - the tests continue with process-based cleanup.
|
||
|
||
**Memory issues:**
|
||
- Tests automatically skip models exceeding 80% available RAM
|
||
- Use smaller models if you see consistent memory failures
|
||
- Consider external SSD for model cache to reduce memory pressure
|
||
|
||
**Server startup failures:**
|
||
```bash
|
||
# Debug server manually
|
||
python -m mlx_knife.cli server --port 8000
|
||
|
||
# Check model health
|
||
mlxk health
|
||
|
||
# Verify environment
|
||
echo $HF_HOME
|
||
```
|
||
|
||
### Adding New Server Tests
|
||
|
||
When contributing server-based tests:
|
||
|
||
```python
|
||
@pytest.mark.server
|
||
def test_new_feature(mlx_server, model_name: str, size_str: str, ram_needed: int):
|
||
"""Test new feature with MLX models."""
|
||
# Use mlx_server fixture for automatic server management
|
||
# Test implementation here
|
||
```
|
||
|
||
1. **Mark with `@pytest.mark.server`** - excludes from default `pytest`
|
||
2. **Use `mlx_server` fixture** - automatic server lifecycle management
|
||
3. **Test RAM requirements** - use `get_safe_models_for_system()` helper
|
||
4. **Document in TESTING.md** - add to this guide
|