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"5dd8a2a9a206a6614f9d6083ae31c2799698d47b444c66ef3345df59406e35a5" diff --git a/pyproject.toml b/pyproject.toml new file mode 100644 index 0000000..038da6e --- /dev/null +++ b/pyproject.toml @@ -0,0 +1,172 @@ +[tool.poetry] +name = "phantom-wan" +version = "0.1.0" +description = "Phantom - Subject-Consistent Video Generation with Wan2.1" +authors = ["Phantom Contributors"] +readme = "README.md" +packages = [{include = "phantom_wan"}] + +[tool.poetry.dependencies] +python = "^3.10" +torch = ">=2.4.0" +torchvision = ">=0.19.0" +opencv-python = ">=4.9.0.80" +diffusers = ">=0.31.0" +transformers = ">=4.49.0" +tokenizers = ">=0.20.3" +accelerate = ">=1.1.1" +tqdm = "*" +imageio = "*" +easydict = "*" +ftfy = "*" +dashscope = "*" +imageio-ffmpeg = "*" +flash-attn = {version = "*", optional = true} +gradio = ">=5.0.0" +numpy = ">=1.23.5,<2" +xfuser = ">=0.4.1" + +[tool.poetry.extras] +cuda = ["flash-attn"] + +[tool.poetry.group.dev.dependencies] +pytest = "^8.0.0" +pytest-cov = "^5.0.0" +pytest-mock = "^3.14.0" +pytest-xdist = "^3.6.0" +pytest-timeout = "^2.3.0" +black = "^24.0.0" +isort = "^5.13.0" +flake8 = "^7.0.0" +mypy = "^1.10.0" +pre-commit = "^3.7.0" + +[tool.poetry.scripts] +test = "pytest:main" +tests = "pytest:main" + +[tool.pytest.ini_options] +minversion = "8.0" +testpaths = ["tests"] +python_files = ["test_*.py", "*_test.py", "tests.py"] +python_classes = ["Test*", "*Tests"] +python_functions = ["test_*", "*_test"] +addopts = [ + "-ra", + "--strict-markers", + "--strict-config", + "--tb=short", + "--maxfail=1", + "-v", +] +markers = [ + "unit: Unit tests", + "integration: Integration tests", + "slow: Slow running tests", + "gpu: Tests requiring GPU", + "network: Tests requiring network access", +] +filterwarnings = [ + "error", + "ignore::UserWarning", + "ignore::DeprecationWarning", +] +norecursedirs = [".git", ".tox", "dist", "build", "*.egg", "__pycache__"] + +[tool.coverage.run] +source = ["phantom_wan"] +branch = true +parallel = true +omit = [ + "*/tests/*", + "*/test_*", + "*/__init__.py", + "*/setup.py", + "*/conftest.py", + "*/.venv/*", + "*/venv/*", + "*/site-packages/*", +] + +[tool.coverage.report] +precision = 2 +show_missing = true +skip_covered = false +fail_under = 80 +exclude_lines = [ + "pragma: no cover", + "def __repr__", + "def __str__", + "raise AssertionError", + "raise NotImplementedError", + "if __name__ == .__main__.:", + "if TYPE_CHECKING:", + "if typing.TYPE_CHECKING:", + "@abstractmethod", + "@abc.abstractmethod", + "except ImportError:", + "except KeyError:", + "except BaseException:", + "if self.debug:", + "if settings.DEBUG", + "pass", +] + +[tool.coverage.html] +directory = "htmlcov" + +[tool.coverage.xml] +output = "coverage.xml" + +[tool.isort] +profile = "black" +multi_line_output = 3 +include_trailing_comma = true +force_grid_wrap = 0 +use_parentheses = true +ensure_newline_before_comments = true +line_length = 88 +skip_gitignore = true +known_first_party = ["phantom_wan"] + +[tool.black] +line-length = 88 +target-version = ['py38', 'py39', 'py310', 'py311'] +include = '\.pyi?$' +extend-exclude = ''' +/( + # directories + \.eggs + | \.git + | \.hg + | \.mypy_cache + | \.tox + | \.venv + | build + | dist +)/ +''' + +[tool.mypy] +python_version = "3.8" +warn_return_any = true +warn_unused_configs = true +disallow_untyped_defs = false +disallow_incomplete_defs = false +check_untyped_defs = true +disallow_untyped_decorators = false +no_implicit_optional = true +warn_redundant_casts = true +warn_unused_ignores = true +warn_no_return = true +warn_unreachable = true +strict_equality = true +ignore_missing_imports = true +pretty = true +show_error_codes = true +show_error_context = true +show_column_numbers = true + +[build-system] +requires = ["poetry-core>=1.0.0"] +build-backend = "poetry.core.masonry.api" \ 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..3ee687d --- /dev/null +++ b/tests/conftest.py @@ -0,0 +1,202 @@ +import os +import tempfile +import shutil +from pathlib import Path +from typing import Generator, Dict, Any +from unittest.mock import MagicMock + +import pytest +import torch +import numpy as np +from PIL import Image + + +@pytest.fixture +def temp_dir() -> Generator[Path, None, None]: + """Create a temporary directory for test files.""" + temp_dir = tempfile.mkdtemp() + yield Path(temp_dir) + shutil.rmtree(temp_dir) + + +@pytest.fixture +def mock_config() -> Dict[str, Any]: + """Mock configuration dictionary for testing.""" + return { + "model": { + "name": "phantom-wan", + "version": "2.1", + "num_frames": 16, + "frame_rate": 8, + "resolution": [512, 512], + }, + "inference": { + "batch_size": 1, + "guidance_scale": 7.5, + "num_inference_steps": 50, + "seed": 42, + }, + "paths": { + "model_dir": "/tmp/models", + "output_dir": "/tmp/outputs", + "cache_dir": "/tmp/cache", + }, + } + + +@pytest.fixture +def sample_image(temp_dir: Path) -> Path: + """Create a sample image for testing.""" + img_path = temp_dir / "sample_image.png" + img = Image.new("RGB", (512, 512), color=(128, 128, 128)) + img.save(img_path) + return img_path + + +@pytest.fixture +def sample_video_frames(temp_dir: Path) -> Path: + """Create sample video frames for testing.""" + frames_dir = temp_dir / "frames" + frames_dir.mkdir(exist_ok=True) + + for i in range(16): + img = Image.new("RGB", (512, 512), color=(i * 16, i * 16, i * 16)) + img.save(frames_dir / f"frame_{i:04d}.png") + + return frames_dir + + +@pytest.fixture +def mock_torch_tensor() -> torch.Tensor: + """Create a mock torch tensor for testing.""" + return torch.randn(1, 3, 512, 512) + + +@pytest.fixture +def mock_numpy_array() -> np.ndarray: + """Create a mock numpy array for testing.""" + return np.random.rand(512, 512, 3).astype(np.float32) + + +@pytest.fixture +def mock_model(): + """Create a mock model for testing.""" + model = MagicMock() + model.device = torch.device("cpu") + model.dtype = torch.float32 + model.eval = MagicMock(return_value=model) + model.train = MagicMock(return_value=model) + model.forward = MagicMock(return_value=torch.randn(1, 3, 16, 512, 512)) + return model + + +@pytest.fixture +def mock_pipeline(): + """Create a mock pipeline for testing.""" + pipeline = MagicMock() + pipeline.device = torch.device("cpu") + pipeline.dtype = torch.float32 + # Configure the mock to return the expected result when called + pipeline.return_value = {"frames": [np.zeros((512, 512, 3)) for _ in range(16)]} + return pipeline + + +@pytest.fixture +def env_vars(): + """Set up and clean up environment variables for testing.""" + original_env = os.environ.copy() + + # Set test environment variables + os.environ["CUDA_VISIBLE_DEVICES"] = "" + os.environ["HF_HOME"] = "/tmp/test_hf_home" + os.environ["TRANSFORMERS_CACHE"] = "/tmp/test_transformers_cache" + + yield os.environ + + # Restore original environment + os.environ.clear() + os.environ.update(original_env) + + +@pytest.fixture +def gpu_available(): + """Check if GPU is available for testing.""" + return torch.cuda.is_available() + + +@pytest.fixture +def capture_logs(): + """Capture log messages during tests.""" + import logging + from io import StringIO + + log_capture_string = StringIO() + ch = logging.StreamHandler(log_capture_string) + ch.setLevel(logging.DEBUG) + + # Get root logger + logger = logging.getLogger() + logger.addHandler(ch) + logger.setLevel(logging.DEBUG) + + yield log_capture_string + + # Clean up + logger.removeHandler(ch) + + +@pytest.fixture(autouse=True) +def reset_torch_seed(): + """Reset torch random seed before each test.""" + torch.manual_seed(42) + if torch.cuda.is_available(): + torch.cuda.manual_seed_all(42) + np.random.seed(42) + + +@pytest.fixture +def mock_gradio_interface(): + """Create a mock Gradio interface for testing.""" + interface = MagicMock() + interface.launch = MagicMock(return_value=(None, "http://127.0.0.1:7860", None)) + interface.close = MagicMock() + return interface + + +@pytest.fixture +def mock_transformers_model(): + """Create a mock transformers model for testing.""" + model = MagicMock() + model.config = MagicMock() + model.config.hidden_size = 768 + model.config.num_hidden_layers = 12 + model.device = torch.device("cpu") + model.dtype = torch.float32 + return model + + +@pytest.fixture +def mock_tokenizer(): + """Create a mock tokenizer for testing.""" + tokenizer = MagicMock() + tokenizer.pad_token_id = 0 + tokenizer.eos_token_id = 1 + tokenizer.encode = MagicMock(return_value=[101, 102, 103]) + tokenizer.decode = MagicMock(return_value="test text") + tokenizer.__call__ = MagicMock( + return_value={ + "input_ids": torch.tensor([[101, 102, 103]]), + "attention_mask": torch.tensor([[1, 1, 1]]), + } + ) + return tokenizer + + +# Markers for different test categories +def pytest_configure(config): + """Configure pytest with custom markers.""" + config.addinivalue_line("markers", "unit: Unit tests") + config.addinivalue_line("markers", "integration: Integration tests") + config.addinivalue_line("markers", "slow: Slow running tests") + config.addinivalue_line("markers", "gpu: Tests requiring GPU") + config.addinivalue_line("markers", "network: Tests requiring network access") \ 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_setup_validation.py b/tests/test_setup_validation.py new file mode 100644 index 0000000..8c1554a --- /dev/null +++ b/tests/test_setup_validation.py @@ -0,0 +1,198 @@ +import sys +import os +from pathlib import Path + +import pytest +import torch +import numpy as np +from PIL import Image + + +class TestSetupValidation: + """Validation tests to ensure the testing infrastructure is properly set up.""" + + @pytest.mark.unit + def test_python_version(self): + """Test that Python version is compatible.""" + assert sys.version_info >= (3, 8), "Python 3.8+ is required" + + @pytest.mark.unit + def test_project_structure(self): + """Test that the project structure is as expected.""" + workspace_path = Path("/workspace") + assert workspace_path.exists(), "Workspace directory should exist" + + # Check main package + phantom_wan_path = workspace_path / "phantom_wan" + assert phantom_wan_path.exists(), "phantom_wan package should exist" + assert (phantom_wan_path / "__init__.py").exists(), "phantom_wan should be a package" + + # Check test structure + tests_path = workspace_path / "tests" + assert tests_path.exists(), "tests directory should exist" + assert (tests_path / "__init__.py").exists(), "tests should be a package" + assert (tests_path / "unit").exists(), "unit tests directory should exist" + assert (tests_path / "integration").exists(), "integration tests directory should exist" + + @pytest.mark.unit + def test_conftest_fixtures(self, temp_dir, mock_config, sample_image): + """Test that conftest fixtures are working properly.""" + # Test temp_dir fixture + assert temp_dir.exists(), "Temporary directory should exist" + assert temp_dir.is_dir(), "temp_dir should be a directory" + + # Test mock_config fixture + assert isinstance(mock_config, dict), "mock_config should be a dictionary" + assert "model" in mock_config, "mock_config should have model section" + assert mock_config["model"]["name"] == "phantom-wan", "mock_config should have correct model name" + + # Test sample_image fixture + assert sample_image.exists(), "Sample image should exist" + assert sample_image.suffix == ".png", "Sample image should be PNG" + + # Verify image can be loaded + img = Image.open(sample_image) + assert img.size == (512, 512), "Sample image should be 512x512" + + @pytest.mark.unit + def test_torch_fixtures(self, mock_torch_tensor, mock_model): + """Test PyTorch-related fixtures.""" + # Test tensor fixture + assert isinstance(mock_torch_tensor, torch.Tensor), "Should be a torch tensor" + assert mock_torch_tensor.shape == (1, 3, 512, 512), "Tensor should have correct shape" + + # Test model fixture + assert hasattr(mock_model, "device"), "Model should have device attribute" + assert hasattr(mock_model, "forward"), "Model should have forward method" + + # Test model forward pass + output = mock_model.forward(mock_torch_tensor) + assert isinstance(output, torch.Tensor), "Model output should be a tensor" + + @pytest.mark.unit + def test_numpy_fixtures(self, mock_numpy_array): + """Test NumPy-related fixtures.""" + assert isinstance(mock_numpy_array, np.ndarray), "Should be a numpy array" + assert mock_numpy_array.shape == (512, 512, 3), "Array should have correct shape" + assert mock_numpy_array.dtype == np.float32, "Array should be float32" + + @pytest.mark.unit + def test_env_vars_fixture(self, env_vars): + """Test environment variables fixture.""" + assert "CUDA_VISIBLE_DEVICES" in env_vars, "CUDA_VISIBLE_DEVICES should be set" + assert env_vars["CUDA_VISIBLE_DEVICES"] == "", "CUDA_VISIBLE_DEVICES should be empty for CPU testing" + assert "HF_HOME" in env_vars, "HF_HOME should be set" + + @pytest.mark.unit + def test_capture_logs_fixture(self, capture_logs): + """Test log capture fixture.""" + import logging + + logger = logging.getLogger(__name__) + test_message = "Test log message" + logger.info(test_message) + + log_contents = capture_logs.getvalue() + assert test_message in log_contents, "Log message should be captured" + + @pytest.mark.unit + def test_video_frames_fixture(self, sample_video_frames): + """Test video frames fixture.""" + assert sample_video_frames.exists(), "Frames directory should exist" + + frames = list(sample_video_frames.glob("*.png")) + assert len(frames) == 16, "Should have 16 frames" + + # Check first frame + first_frame = Image.open(frames[0]) + assert first_frame.size == (512, 512), "Frame should be 512x512" + + @pytest.mark.unit + def test_mock_pipeline_fixture(self, mock_pipeline): + """Test mock pipeline fixture.""" + assert hasattr(mock_pipeline, "__call__"), "Pipeline should be callable" + + result = mock_pipeline() + assert "frames" in result, "Pipeline should return frames" + assert len(result["frames"]) == 16, "Pipeline should return 16 frames" + + @pytest.mark.unit + def test_imports(self): + """Test that key dependencies can be imported.""" + required_imports = [ + "torch", + "torchvision", + "cv2", + "diffusers", + "transformers", + "accelerate", + "PIL", + "numpy", + "gradio", + ] + + for module_name in required_imports: + try: + __import__(module_name) + except ImportError: + pytest.skip(f"{module_name} not installed - this is expected before poetry install") + + @pytest.mark.slow + @pytest.mark.unit + def test_fixture_cleanup(self, temp_dir): + """Test that fixtures properly clean up after themselves.""" + temp_file = temp_dir / "test_file.txt" + temp_file.write_text("test content") + assert temp_file.exists(), "Test file should exist during test" + # Cleanup happens after test completes + + @pytest.mark.gpu + def test_gpu_availability(self, gpu_available): + """Test GPU availability detection.""" + if gpu_available: + assert torch.cuda.is_available(), "CUDA should be available" + pytest.skip("GPU tests would run here") + else: + assert not torch.cuda.is_available(), "CUDA should not be available" + + @pytest.mark.unit + def test_markers_defined(self): + """Test that custom markers are properly defined.""" + # This test verifies markers are recognized by pytest + pass + + +@pytest.mark.integration +class TestIntegrationSetup: + """Integration tests for the testing setup.""" + + def test_project_imports(self): + """Test that the main project package can be imported.""" + try: + import warnings + with warnings.catch_warnings(): + warnings.filterwarnings("ignore", category=FutureWarning) + import phantom_wan + assert phantom_wan is not None + except (ImportError, AssertionError) as e: + if "CUDA" in str(e): + pytest.skip("phantom_wan requires CUDA - skipping import test in CPU environment") + else: + pytest.skip("phantom_wan package import test - expected to fail before installation") + + def test_multiple_fixtures_interaction(self, temp_dir, mock_config, sample_image): + """Test that multiple fixtures work together correctly.""" + # Create a config file in temp directory + config_path = temp_dir / "test_config.json" + import json + with open(config_path, "w") as f: + json.dump(mock_config, f) + + assert config_path.exists(), "Config file should be created" + + # Copy sample image to temp directory + import shutil + dest_image = temp_dir / "copied_image.png" + shutil.copy(sample_image, dest_image) + + assert dest_image.exists(), "Image should be copied" \ 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