From 61ea5c9d7d9c79f693c8a7c2ec5ab1a53b19e2b8 Mon Sep 17 00:00:00 2001 From: llbbl Date: Thu, 4 Sep 2025 15:42:10 +0000 Subject: [PATCH] feat: Set up comprehensive Python testing infrastructure MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit - Add Poetry package manager configuration with pyproject.toml - Configure pytest with coverage reporting (80% threshold) - Add testing dependencies: pytest, pytest-cov, pytest-mock - Create structured test directory with unit/integration subdirectories - Implement comprehensive conftest.py with shared fixtures for ML/CV testing - Add custom pytest markers (unit, integration, slow) - Configure coverage with HTML and XML reporting - Set up deterministic testing environment with seed control - Create .gitignore with testing and development exclusions - Add validation tests to verify infrastructure functionality 🤖 Generated with [Claude Code](https://claude.ai/code) Co-Authored-By: Claude --- .gitignore | 151 +++++ poetry.lock | 1152 +++++++++++++++++++++++++++++++++ pyproject.toml | 77 +++ tests/__init__.py | 0 tests/conftest.py | 156 +++++ tests/integration/__init__.py | 0 tests/test_infrastructure.py | 119 ++++ tests/unit/__init__.py | 0 8 files changed, 1655 insertions(+) create mode 100644 .gitignore create mode 100644 poetry.lock create mode 100644 pyproject.toml create mode 100644 tests/__init__.py create mode 100644 tests/conftest.py create mode 100644 tests/integration/__init__.py create mode 100644 tests/test_infrastructure.py create mode 100644 tests/unit/__init__.py diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..c873042 --- /dev/null +++ b/.gitignore @@ -0,0 +1,151 @@ +# Python +__pycache__/ +*.py[cod] +*$py.class +*.so +.Python +build/ +develop-eggs/ +dist/ +downloads/ +eggs/ +.eggs/ +lib/ +lib64/ +parts/ +sdist/ +var/ +wheels/ +share/python-wheels/ +*.egg-info/ +.installed.cfg +*.egg +MANIFEST + +# PyInstaller +*.manifest +*.spec + +# Unit test / coverage reports +htmlcov/ +.tox/ +.nox/ +.coverage +.coverage.* +.cache +nosetests.xml +coverage.xml +*.cover +*.py,cover +.hypothesis/ +.pytest_cache/ +cover/ + +# Translations +*.mo +*.pot + +# Django stuff: +*.log +local_settings.py +db.sqlite3 +db.sqlite3-journal + +# Flask stuff: +instance/ +.webassets-cache + +# Scrapy stuff: +.scrapy + +# Sphinx documentation +docs/_build/ + +# PyBuilder +.pybuilder/ +target/ + +# Jupyter Notebook +.ipynb_checkpoints + +# IPython +profile_default/ +ipython_config.py + +# pyenv +.python-version + +# pipenv +Pipfile.lock + +# poetry +#poetry.lock + +# pdm +.pdm.toml + +# PEP 582 +__pypackages__/ + +# Celery stuff +celerybeat-schedule +celerybeat.pid + +# SageMath parsed files +*.sage.py + +# Environments +.env +.venv +env/ +venv/ +ENV/ +env.bak/ +venv.bak/ + +# Spyder project settings +.spyderproject +.spyproject + +# Rope project settings +.ropeproject + +# mkdocs documentation +/site + +# mypy +.mypy_cache/ +.dmypy.json +dmypy.json + +# Pyre type checker +.pyre/ + +# pytype static type analyzer +.pytype/ + +# Cython debug symbols +cython_debug/ + +# PyTorch +*.pth +*.pt + +# IDE +.vscode/ +.idea/ +*.swp +*.swo +*~ + +# OS +.DS_Store +.DS_Store? +._* +.Spotlight-V100 +.Trashes +ehthumbs.db +Thumbs.db + +# Claude Code +.claude/* \ No newline at end of file diff --git a/poetry.lock b/poetry.lock new file mode 100644 index 0000000..bd32452 --- /dev/null +++ b/poetry.lock @@ -0,0 +1,1152 @@ +# This file is automatically @generated by Poetry 2.1.4 and should not be changed by hand. + +[[package]] +name = "certifi" +version = "2025.8.3" +description = "Python package for providing Mozilla's CA Bundle." +optional = false +python-versions = ">=3.7" +groups = ["main"] +files = [ + {file = "certifi-2025.8.3-py3-none-any.whl", hash = "sha256:f6c12493cfb1b06ba2ff328595af9350c65d6644968e5d3a2ffd78699af217a5"}, + {file = "certifi-2025.8.3.tar.gz", hash = "sha256:e564105f78ded564e3ae7c923924435e1daa7463faeab5bb932bc53ffae63407"}, +] + +[[package]] +name = "charset-normalizer" +version = "3.4.3" +description = "The Real First Universal Charset Detector. 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+show_missing = true +fail_under = 80 + +[tool.coverage.html] +directory = "htmlcov" + +[tool.coverage.xml] +output = "coverage.xml" \ No newline at end of file diff --git a/tests/__init__.py b/tests/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/tests/conftest.py b/tests/conftest.py new file mode 100644 index 0000000..5af69f8 --- /dev/null +++ b/tests/conftest.py @@ -0,0 +1,156 @@ +import os +import tempfile +import pytest +import torch +import numpy as np +from pathlib import Path + + +@pytest.fixture +def temp_dir(): + """Create a temporary directory for tests.""" + with tempfile.TemporaryDirectory() as tmpdir: + yield Path(tmpdir) + + +@pytest.fixture +def temp_file(temp_dir): + """Create a temporary file in the temp directory.""" + temp_file = temp_dir / "test_file.txt" + temp_file.write_text("test content") + return temp_file + + +@pytest.fixture +def sample_tensor(): + """Create a sample PyTorch tensor for testing.""" + return torch.randn(32, 3, 224, 224) + + +@pytest.fixture +def sample_labels(): + """Create sample labels tensor.""" + return torch.randint(0, 10, (32,)) + + +@pytest.fixture +def mock_dataset_config(): + """Mock configuration for dataset testing.""" + return { + 'batch_size': 32, + 'num_workers': 0, + 'shuffle': True, + 'pin_memory': False + } + + +@pytest.fixture +def mock_model_config(): + """Mock configuration for model testing.""" + return { + 'num_classes': 10, + 'arch': 'resnet18', + 'pretrained': False, + 'dropout': 0.5 + } + + +@pytest.fixture +def mock_training_config(): + """Mock configuration for training testing.""" + return { + 'epochs': 1, + 'lr': 0.01, + 'momentum': 0.9, + 'weight_decay': 1e-4, + 'print_freq': 10 + } + + +@pytest.fixture +def small_image_batch(): + """Create a small batch of images for testing.""" + return torch.randn(4, 3, 32, 32) + + +@pytest.fixture +def cifar_like_batch(): + """Create a CIFAR-10 like batch for testing.""" + return { + 'images': torch.randn(16, 3, 32, 32), + 'labels': torch.randint(0, 10, (16,)) + } + + +@pytest.fixture +def imagenet_like_batch(): + """Create an ImageNet-like batch for testing.""" + return { + 'images': torch.randn(8, 3, 224, 224), + 'labels': torch.randint(0, 1000, (8,)) + } + + +@pytest.fixture(autouse=True) +def set_deterministic(): + """Set deterministic behavior for reproducible tests.""" + torch.manual_seed(42) + np.random.seed(42) + if torch.cuda.is_available(): + torch.cuda.manual_seed(42) + torch.cuda.manual_seed_all(42) + + # Set deterministic algorithms + torch.backends.cudnn.deterministic = True + torch.backends.cudnn.benchmark = False + + +@pytest.fixture +def device(): + """Get the device for testing (CPU by default).""" + return torch.device('cpu') + + +@pytest.fixture +def mock_checkpoint_data(): + """Create mock checkpoint data.""" + return { + 'epoch': 10, + 'state_dict': {'layer.weight': torch.randn(10, 5)}, + 'best_acc': 0.85, + 'optimizer': {'state': {}, 'param_groups': [{'lr': 0.01}]}, + 'arch': 'resnet18' + } + + +@pytest.fixture +def sample_image_paths(temp_dir): + """Create sample image file paths.""" + image_dir = temp_dir / "images" + image_dir.mkdir() + + paths = [] + for i in range(5): + path = image_dir / f"image_{i}.jpg" + # Create empty files to simulate images + path.write_bytes(b"fake_image_data") + paths.append(str(path)) + + return paths + + +@pytest.fixture +def mock_loss_history(): + """Create mock loss history for training tests.""" + return { + 'train_loss': [1.5, 1.2, 1.0, 0.8, 0.6], + 'val_loss': [1.4, 1.3, 1.1, 0.9, 0.7], + 'train_acc': [0.4, 0.5, 0.6, 0.7, 0.8], + 'val_acc': [0.45, 0.52, 0.62, 0.72, 0.82] + } + + +@pytest.fixture(scope="session") +def test_data_root(tmp_path_factory): + """Create a session-scoped temporary directory for test data.""" + return tmp_path_factory.mktemp("test_data") \ No newline at end of file diff --git a/tests/integration/__init__.py b/tests/integration/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/tests/test_infrastructure.py b/tests/test_infrastructure.py new file mode 100644 index 0000000..14e5c5d --- /dev/null +++ b/tests/test_infrastructure.py @@ -0,0 +1,119 @@ +import pytest +import torch +import numpy as np +from pathlib import Path + + +class TestInfrastructure: + """Test suite to validate the testing infrastructure setup.""" + + def test_pytest_works(self): + """Basic test to verify pytest is working.""" + assert True + + def test_fixtures_available(self, temp_dir, sample_tensor, mock_model_config): + """Test that custom fixtures are available and working.""" + assert temp_dir.exists() + assert isinstance(temp_dir, Path) + + assert sample_tensor.shape == (32, 3, 224, 224) + assert sample_tensor.dtype == torch.float32 + + assert mock_model_config['num_classes'] == 10 + assert 'arch' in mock_model_config + + def test_torch_available(self): + """Test that PyTorch is available and working.""" + x = torch.tensor([1, 2, 3]) + assert x.sum().item() == 6 + + def test_numpy_available(self): + """Test that NumPy is available and working.""" + arr = np.array([1, 2, 3]) + assert arr.sum() == 6 + + @pytest.mark.unit + def test_unit_marker_works(self): + """Test that unit test marker works.""" + assert True + + @pytest.mark.integration + def test_integration_marker_works(self): + """Test that integration test marker works.""" + assert True + + @pytest.mark.slow + def test_slow_marker_works(self): + """Test that slow test marker works.""" + assert True + + def test_deterministic_behavior(self): + """Test that deterministic behavior is set correctly.""" + # Test torch random seed consistency + torch.manual_seed(42) + x1 = torch.randn(5) + torch.manual_seed(42) + x2 = torch.randn(5) + assert torch.allclose(x1, x2) + + # Test numpy random seed consistency + np.random.seed(42) + y1 = np.random.randn(5) + np.random.seed(42) + y2 = np.random.randn(5) + assert np.allclose(y1, y2) + + def test_mock_functionality(self, mocker): + """Test that pytest-mock is working.""" + mock_func = mocker.Mock(return_value=42) + result = mock_func() + assert result == 42 + mock_func.assert_called_once() + + def test_temp_file_fixture(self, temp_file): + """Test temp file fixture works.""" + assert temp_file.exists() + content = temp_file.read_text() + assert content == "test content" + + def test_cifar_like_batch_fixture(self, cifar_like_batch): + """Test CIFAR-like batch fixture.""" + assert cifar_like_batch['images'].shape == (16, 3, 32, 32) + assert cifar_like_batch['labels'].shape == (16,) + assert cifar_like_batch['labels'].max() < 10 + + def test_imagenet_like_batch_fixture(self, imagenet_like_batch): + """Test ImageNet-like batch fixture.""" + assert imagenet_like_batch['images'].shape == (8, 3, 224, 224) + assert imagenet_like_batch['labels'].shape == (8,) + assert imagenet_like_batch['labels'].max() < 1000 + + +class TestExampleUsage: + """Examples of how to use the testing infrastructure.""" + + def test_with_temp_directory(self, temp_dir): + """Example test using temporary directory.""" + test_file = temp_dir / "example.txt" + test_file.write_text("Hello, testing!") + + assert test_file.exists() + assert test_file.read_text() == "Hello, testing!" + + def test_with_mock_config(self, mock_training_config): + """Example test using mock configuration.""" + config = mock_training_config + config['epochs'] = 5 + + assert config['epochs'] == 5 + assert config['lr'] == 0.01 + + def test_tensor_operations(self, sample_tensor, sample_labels): + """Example test with tensor operations.""" + # Test basic operations + assert sample_tensor.dim() == 4 + assert sample_labels.dim() == 1 + + # Test shape compatibility + batch_size = sample_tensor.shape[0] + assert sample_labels.shape[0] == batch_size \ No newline at end of file diff --git a/tests/unit/__init__.py b/tests/unit/__init__.py new file mode 100644 index 0000000..e69de29