diff --git a/.coverage.6fbd7e9774fe.370.XJBqJNAx b/.coverage.6fbd7e9774fe.370.XJBqJNAx
new file mode 100644
index 0000000..c53a402
Binary files /dev/null and b/.coverage.6fbd7e9774fe.370.XJBqJNAx differ
diff --git a/.gitignore b/.gitignore
index 24e5386..8015085 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,5 +1,69 @@
+# Python
 __pyc*
 */__pyc*
+*.py[cod]
+*$py.class
+*.so
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# Virtual environments
+venv/
+ENV/
+env/
+.venv
+
+# Testing
+.pytest_cache/
+.coverage
+htmlcov/
+coverage.xml
+*.cover
+.hypothesis/
+.tox/
+.nox/
+
+# IDEs
+.vscode/
+.idea/
+*.swp
+*.swo
+*~
+.project
+.pydevproject
+.settings/
+
+# Claude
+.claude/*
+
+# Project specific
 readme2*
 results
 temp
+
+# OS
+.DS_Store
+Thumbs.db
+
+# Jupyter
+.ipynb_checkpoints/
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
diff --git a/CLAUDE.md b/CLAUDE.md
new file mode 100644
index 0000000..7725336
--- /dev/null
+++ b/CLAUDE.md
@@ -0,0 +1,23 @@
+# CLAUDE.md
+
+## Project Overview
+Video generation and editing system with audio capabilities. Testing infrastructure has been set up using Poetry and pytest.
+
+## Commands
+- Test: `poetry run test` or `poetry run tests`
+- Test without coverage: `poetry run pytest --no-cov`
+- Test specific markers: `poetry run pytest -m unit` or `poetry run pytest -m integration`
+- Lint: TBD
+- Type Check: TBD
+
+## Testing Infrastructure
+- Package Manager: Poetry
+- Test Framework: pytest with coverage and mocking support
+- Test Directory: `/tests` with unit and integration subdirectories
+- Coverage Threshold: 80% (configurable in pyproject.toml)
+- Test Markers: `unit`, `integration`, `slow`
+
+## Notes
+- Python 3.9+ required (due to accelerate dependency)
+- Run `poetry install` to install all dependencies
+- Coverage reports generated in `htmlcov/` directory and `coverage.xml`
\ No newline at end of file
diff --git a/poetry.lock b/poetry.lock
new file mode 100644
index 0000000..d89f923
--- /dev/null
+++ b/poetry.lock
@@ -0,0 +1,5381 @@
+# This file is automatically @generated by Poetry 2.1.3 and should not be changed by hand.
+
+[[package]]
+name = "accelerate"
+version = "1.1.1"
+description = "Accelerate"
+optional = false
+python-versions = ">=3.9.0"
+groups = ["main"]
+files = [
+    {file = "accelerate-1.1.1-py3-none-any.whl", hash = "sha256:61edd81762131b8d4bede008643fa1e1f3bf59bec710ebda9771443e24feae02"},
+    {file = "accelerate-1.1.1.tar.gz", hash = "sha256:0d39dfac557052bc735eb2703a0e87742879e1e40b88af8a2f9a93233d4cd7db"},
+]
+
+[package.dependencies]
+huggingface-hub = ">=0.21.0"
+numpy = ">=1.17,<3.0.0"
+packaging = ">=20.0"
+psutil = "*"
+pyyaml = "*"
+safetensors = ">=0.4.3"
+torch = ">=1.10.0"
+
+[package.extras]
+deepspeed = ["deepspeed"]
+dev = ["bitsandbytes", "black (>=23.1,<24.0)", "datasets", "diffusers", "evaluate", "hf-doc-builder (>=0.3.0)", "parameterized", "pytest (>=7.2.0,<=8.0.0)", "pytest-subtests", "pytest-xdist", "rich", "ruff (>=0.6.4,<0.7.0)", "scikit-learn", "scipy", "timm", "torchdata (>=0.8.0)", "torchpippy (>=0.2.0)", "tqdm", "transformers"]
+quality = ["black (>=23.1,<24.0)", "hf-doc-builder (>=0.3.0)", "ruff (>=0.6.4,<0.7.0)"]
+rich = ["rich"]
+sagemaker = ["sagemaker"]
+test-dev = ["bitsandbytes", "datasets", "diffusers", "evaluate", "scikit-learn", "scipy", "timm", "torchdata (>=0.8.0)", "torchpippy (>=0.2.0)", "tqdm", "transformers"]
+test-prod = ["parameterized", "pytest (>=7.2.0,<=8.0.0)", "pytest-subtests", "pytest-xdist"]
+test-trackers = ["comet-ml", "dvclive", "tensorboard", "wandb"]
+testing = ["bitsandbytes", "datasets", "diffusers", "evaluate", "parameterized", "pytest (>=7.2.0,<=8.0.0)", "pytest-subtests", "pytest-xdist", "scikit-learn", "scipy", "timm", "torchdata (>=0.8.0)", "torchpippy (>=0.2.0)", "tqdm", "transformers"]
+
+[[package]]
+name = "aiofiles"
+version = "23.2.1"
+description = "File support for asyncio."
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
+    {file = "aiofiles-23.2.1-py3-none-any.whl", hash = "sha256:19297512c647d4b27a2cf7c34caa7e405c0d60b5560618a29a9fe027b18b0107"},
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+]
+
+[[package]]
+name = "aiohappyeyeballs"
+version = "2.6.1"
+description = "Happy Eyeballs for asyncio"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
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+]
+
+[[package]]
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+]
+
+[package.dependencies]
+idna = ">=2.0"
+multidict = ">=4.0"
+propcache = ">=0.2.1"
+
+[[package]]
+name = "zipp"
+version = "3.23.0"
+description = "Backport of pathlib-compatible object wrapper for zip files"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "zipp-3.23.0-py3-none-any.whl", hash = "sha256:071652d6115ed432f5ce1d34c336c0adfd6a884660d1e9712a256d3d3bd4b14e"},
+    {file = "zipp-3.23.0.tar.gz", hash = "sha256:a07157588a12518c9d4034df3fbbee09c814741a33ff63c05fa29d26a2404166"},
+]
+
+[package.extras]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
+cover = ["pytest-cov"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+enabler = ["pytest-enabler (>=2.2)"]
+test = ["big-O", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more_itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
+type = ["pytest-mypy"]
+
+[metadata]
+lock-version = "2.1"
+python-versions = "^3.9"
+content-hash = "7ee210c2ace898cb06f55125e5f07188ce9f9cd4a60d2bcd0f03faf66b0786ae"
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000..3ed1bd4
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,109 @@
+[tool.poetry]
+name = "hymm-video-generation"
+version = "0.1.0"
+description = "A video generation and editing system with audio capabilities"
+authors = ["Your Name <you@example.com>"]
+readme = "README.md"
+packages = [
+    { include = "hymm_sp" },
+    { include = "hymm_gradio" }
+]
+
+[tool.poetry.dependencies]
+python = "^3.9"
+opencv-python = "4.9.0.80"
+diffusers = "0.33.0"
+transformers = "4.41.2"
+accelerate = "1.1.1"
+pandas = "2.0.3"
+numpy = "^1.26.0"
+einops = "0.7.0"
+tqdm = "4.66.2"
+loguru = "0.7.2"
+imageio = "2.34.0"
+imageio-ffmpeg = "0.5.1"
+safetensors = "0.4.3"
+gradio = "3.39.0"
+librosa = "0.11.0"
+fastapi = "*"
+uvicorn = "*"
+onnxruntime = "*"
+
+[tool.poetry.group.dev.dependencies]
+pytest = "^8.0.0"
+pytest-cov = "^5.0.0"
+pytest-mock = "^3.14.0"
+
+[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_*"]
+addopts = [
+    "-ra",
+    "--strict-markers",
+    "--strict-config",
+    "--cov=hymm_sp",
+    "--cov=hymm_gradio",
+    "--cov-branch",
+    "--cov-report=term-missing:skip-covered",
+    "--cov-report=html:htmlcov",
+    "--cov-report=xml:coverage.xml",
+    "--cov-fail-under=0",
+    "--tb=short",
+    "--maxfail=1",
+    "-v"
+]
+markers = [
+    "unit: Mark test as a unit test",
+    "integration: Mark test as an integration test",
+    "slow: Mark test as slow running",
+]
+filterwarnings = [
+    "error",
+    "ignore::UserWarning",
+    "ignore::DeprecationWarning",
+]
+
+[tool.coverage.run]
+source = ["hymm_sp", "hymm_gradio"]
+branch = true
+parallel = true
+omit = [
+    "*/tests/*",
+    "*/test_*",
+    "*/__init__.py",
+    "*/setup.py",
+    "*/conftest.py",
+]
+
+[tool.coverage.report]
+exclude_lines = [
+    "pragma: no cover",
+    "def __repr__",
+    "def __str__",
+    "raise AssertionError",
+    "raise NotImplementedError",
+    "if __name__ == .__main__.:",
+    "if TYPE_CHECKING:",
+    "if typing.TYPE_CHECKING:",
+    "@(abc\\.)?abstractmethod",
+]
+precision = 2
+show_missing = true
+skip_covered = false
+
+[tool.coverage.html]
+directory = "htmlcov"
+
+[tool.coverage.xml]
+output = "coverage.xml"
+
+[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..625ab79
--- /dev/null
+++ b/tests/conftest.py
@@ -0,0 +1,219 @@
+"""Shared pytest fixtures and configuration for all tests."""
+
+import os
+import sys
+import tempfile
+from pathlib import Path
+from typing import Dict, Any, Generator
+from unittest.mock import Mock, MagicMock
+
+import pytest
+import numpy as np
+
+
+# Add project root to Python path
+PROJECT_ROOT = Path(__file__).parent.parent
+sys.path.insert(0, str(PROJECT_ROOT))
+
+
+@pytest.fixture
+def temp_dir() -> Generator[Path, None, None]:
+    """Create a temporary directory for test files."""
+    with tempfile.TemporaryDirectory() as tmpdir:
+        yield Path(tmpdir)
+
+
+@pytest.fixture
+def mock_config() -> Dict[str, Any]:
+    """Provide a mock configuration dictionary."""
+    return {
+        "model": {
+            "name": "test_model",
+            "version": "1.0.0",
+            "device": "cpu",
+            "dtype": "float32",
+        },
+        "paths": {
+            "models": "/tmp/models",
+            "data": "/tmp/data",
+            "output": "/tmp/output",
+        },
+        "training": {
+            "batch_size": 4,
+            "learning_rate": 1e-4,
+            "epochs": 10,
+        },
+        "inference": {
+            "batch_size": 1,
+            "temperature": 1.0,
+            "num_samples": 1,
+        }
+    }
+
+
+@pytest.fixture
+def sample_image_array() -> np.ndarray:
+    """Create a sample image array for testing."""
+    # Create a simple 224x224x3 RGB image
+    return np.random.randint(0, 255, size=(224, 224, 3), dtype=np.uint8)
+
+
+@pytest.fixture
+def sample_video_frames() -> np.ndarray:
+    """Create sample video frames for testing."""
+    # Create 10 frames of 128x128x3 RGB video
+    return np.random.randint(0, 255, size=(10, 128, 128, 3), dtype=np.uint8)
+
+
+@pytest.fixture
+def sample_audio_array() -> np.ndarray:
+    """Create a sample audio array for testing."""
+    # Create a 1-second audio signal at 16kHz sample rate
+    sample_rate = 16000
+    duration = 1.0
+    t = np.linspace(0, duration, int(sample_rate * duration), False)
+    # Generate a simple sine wave at 440Hz (A4 note)
+    frequency = 440.0
+    audio = np.sin(2 * np.pi * frequency * t)
+    return audio
+
+
+@pytest.fixture
+def mock_model():
+    """Create a mock model object."""
+    model = MagicMock()
+    model.forward = MagicMock(return_value=torch.zeros(1, 512))
+    model.eval = MagicMock()
+    model.train = MagicMock()
+    model.parameters = MagicMock(return_value=[])
+    return model
+
+
+@pytest.fixture
+def mock_diffusion_pipeline():
+    """Create a mock diffusion pipeline."""
+    pipeline = MagicMock()
+    pipeline.device = "cpu"
+    pipeline.dtype = "float32"
+    pipeline.__call__ = MagicMock(return_value={"images": [np.zeros((512, 512, 3))]})
+    return pipeline
+
+
+@pytest.fixture
+def mock_text_encoder():
+    """Create a mock text encoder."""
+    encoder = MagicMock()
+    encoder.encode = MagicMock(return_value=np.random.randn(1, 77, 768))
+    return encoder
+
+
+@pytest.fixture
+def mock_vae():
+    """Create a mock VAE."""
+    vae = MagicMock()
+    vae.encode = MagicMock(return_value=MagicMock(latent_dist=MagicMock(sample=MagicMock(return_value=np.zeros((1, 4, 64, 64))))))
+    vae.decode = MagicMock(return_value=MagicMock(sample=np.zeros((1, 3, 512, 512))))
+    return vae
+
+
+@pytest.fixture
+def test_data_dir(temp_dir: Path) -> Path:
+    """Create a test data directory with sample files."""
+    data_dir = temp_dir / "test_data"
+    data_dir.mkdir(exist_ok=True)
+    
+    # Create some sample files
+    (data_dir / "sample.txt").write_text("test content")
+    (data_dir / "config.json").write_text('{"key": "value"}')
+    
+    return data_dir
+
+
+@pytest.fixture
+def env_vars(monkeypatch):
+    """Fixture to set and clean up environment variables."""
+    def _set_env(**kwargs):
+        for key, value in kwargs.items():
+            monkeypatch.setenv(key, str(value))
+    return _set_env
+
+
+@pytest.fixture(autouse=True)
+def cleanup_test_files(request):
+    """Automatically clean up any test files created during tests."""
+    yield
+    # Cleanup code here if needed
+    pass
+
+
+@pytest.fixture
+def capture_logs(caplog):
+    """Fixture to capture and assert on log messages."""
+    with caplog.at_level("DEBUG"):
+        yield caplog
+
+
+# Markers for conditional test execution
+def pytest_configure(config):
+    """Configure pytest with custom markers."""
+    config.addinivalue_line(
+        "markers", "requires_gpu: mark test as requiring GPU"
+    )
+    config.addinivalue_line(
+        "markers", "requires_internet: mark test as requiring internet connection"
+    )
+    config.addinivalue_line(
+        "markers", "requires_model: mark test as requiring pre-trained model"
+    )
+
+
+# Skip tests that require GPU if not available
+def pytest_collection_modifyitems(config, items):
+    """Modify test collection to skip tests based on markers."""
+    try:
+        import torch
+        has_gpu = torch.cuda.is_available()
+    except ImportError:
+        has_gpu = False
+    
+    skip_gpu = pytest.mark.skip(reason="GPU not available")
+    
+    for item in items:
+        if "requires_gpu" in item.keywords and not has_gpu:
+            item.add_marker(skip_gpu)
+
+
+# Test utilities
+class TestHelpers:
+    """Collection of helper methods for tests."""
+    
+    @staticmethod
+    def assert_shape(array: np.ndarray, expected_shape: tuple):
+        """Assert that an array has the expected shape."""
+        assert array.shape == expected_shape, f"Expected shape {expected_shape}, got {array.shape}"
+    
+    @staticmethod
+    def assert_dtype(array: np.ndarray, expected_dtype):
+        """Assert that an array has the expected dtype."""
+        assert array.dtype == expected_dtype, f"Expected dtype {expected_dtype}, got {array.dtype}"
+    
+    @staticmethod
+    def assert_range(array: np.ndarray, min_val: float, max_val: float):
+        """Assert that all values in an array are within a range."""
+        assert np.all(array >= min_val) and np.all(array <= max_val), \
+            f"Array values should be in range [{min_val}, {max_val}]"
+
+
+@pytest.fixture
+def test_helpers():
+    """Provide test helper methods."""
+    return TestHelpers()
+
+
+# Import torch only if available (for the mock_model fixture)
+try:
+    import torch
+except ImportError:
+    # Create a mock torch module for tests that don't actually need PyTorch
+    torch = MagicMock()
+    torch.zeros = lambda *args, **kwargs: np.zeros(args)
\ 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..a6a7ca0
--- /dev/null
+++ b/tests/test_setup_validation.py
@@ -0,0 +1,134 @@
+"""Validation tests to ensure the testing infrastructure is properly set up."""
+
+import sys
+from pathlib import Path
+
+import pytest
+import numpy as np
+
+
+class TestInfrastructureSetup:
+    """Test class to validate the testing infrastructure setup."""
+    
+    def test_python_path_includes_project_root(self):
+        """Verify that the project root is in the Python path."""
+        project_root = Path(__file__).parent.parent
+        assert str(project_root) in sys.path, "Project root should be in Python path"
+    
+    def test_imports_work(self):
+        """Test that we can import from the project packages."""
+        # These imports should work if the project structure is correct
+        try:
+            import hymm_sp
+            import hymm_gradio
+        except ImportError as e:
+            pytest.fail(f"Failed to import project packages: {e}")
+    
+    def test_fixtures_available(self, temp_dir, mock_config, sample_image_array, 
+                                sample_video_frames, sample_audio_array, test_helpers):
+        """Test that all fixtures from conftest.py are available and working."""
+        # Test temp_dir fixture
+        assert isinstance(temp_dir, Path)
+        assert temp_dir.exists()
+        test_file = temp_dir / "test.txt"
+        test_file.write_text("test")
+        assert test_file.exists()
+        
+        # Test mock_config fixture
+        assert isinstance(mock_config, dict)
+        assert "model" in mock_config
+        assert mock_config["model"]["name"] == "test_model"
+        
+        # Test image array fixture
+        assert isinstance(sample_image_array, np.ndarray)
+        test_helpers.assert_shape(sample_image_array, (224, 224, 3))
+        test_helpers.assert_dtype(sample_image_array, np.uint8)
+        
+        # Test video frames fixture
+        assert isinstance(sample_video_frames, np.ndarray)
+        test_helpers.assert_shape(sample_video_frames, (10, 128, 128, 3))
+        
+        # Test audio array fixture
+        assert isinstance(sample_audio_array, np.ndarray)
+        assert len(sample_audio_array.shape) == 1
+        assert sample_audio_array.shape[0] == 16000  # 1 second at 16kHz
+    
+    @pytest.mark.unit
+    def test_unit_marker(self):
+        """Test that the unit marker works."""
+        assert True
+    
+    @pytest.mark.integration
+    def test_integration_marker(self):
+        """Test that the integration marker works."""
+        assert True
+    
+    @pytest.mark.slow
+    def test_slow_marker(self):
+        """Test that the slow marker works."""
+        assert True
+    
+    def test_coverage_configured(self):
+        """Test that coverage is properly configured."""
+        # This test will contribute to coverage metrics
+        assert True
+    
+    def test_test_helpers_utilities(self, test_helpers):
+        """Test the test helper utilities."""
+        # Test assert_shape
+        array = np.zeros((2, 3, 4))
+        test_helpers.assert_shape(array, (2, 3, 4))
+        
+        # Test assert_dtype
+        array = np.array([1, 2, 3], dtype=np.float32)
+        test_helpers.assert_dtype(array, np.float32)
+        
+        # Test assert_range
+        array = np.array([0.1, 0.5, 0.9])
+        test_helpers.assert_range(array, 0.0, 1.0)
+    
+    def test_env_vars_fixture(self, env_vars):
+        """Test the environment variable fixture."""
+        env_vars(TEST_VAR="test_value", ANOTHER_VAR="123")
+        
+        import os
+        assert os.environ.get("TEST_VAR") == "test_value"
+        assert os.environ.get("ANOTHER_VAR") == "123"
+    
+    def test_capture_logs_fixture(self, capture_logs):
+        """Test the log capturing fixture."""
+        import logging
+        logger = logging.getLogger(__name__)
+        
+        logger.debug("Debug message")
+        logger.info("Info message")
+        logger.warning("Warning message")
+        
+        assert "Debug message" in capture_logs.text
+        assert "Info message" in capture_logs.text
+        assert "Warning message" in capture_logs.text
+    
+    def test_test_data_dir_fixture(self, test_data_dir):
+        """Test the test data directory fixture."""
+        assert test_data_dir.exists()
+        assert (test_data_dir / "sample.txt").exists()
+        assert (test_data_dir / "config.json").exists()
+        
+        content = (test_data_dir / "sample.txt").read_text()
+        assert content == "test content"
+
+
+class TestPytestConfiguration:
+    """Test pytest configuration settings."""
+    
+    def test_pytest_runs_with_coverage(self):
+        """Verify that pytest is configured to run with coverage."""
+        # This test verifies that the test is actually running
+        # Coverage will be checked when running the tests
+        assert True
+    
+    def test_multiple_test_patterns_work(self):
+        """Ensure various test file naming patterns are recognized."""
+        # This file itself (test_*.py) should be discovered
+        # Other patterns like *_test.py and tests.py are also configured
+        assert True
\ 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
diff --git a/tests/unit/test_example.py b/tests/unit/test_example.py
new file mode 100644
index 0000000..4a12152
--- /dev/null
+++ b/tests/unit/test_example.py
@@ -0,0 +1,34 @@
+"""Example unit test file to demonstrate testing patterns."""
+
+import pytest
+import numpy as np
+
+
+class TestExampleUnit:
+    """Example unit test class."""
+    
+    @pytest.mark.unit
+    def test_example_passes(self):
+        """Example test that passes."""
+        assert 1 + 1 == 2
+    
+    @pytest.mark.unit
+    def test_using_fixtures(self, mock_config, test_helpers):
+        """Example test using fixtures."""
+        # Using mock_config fixture
+        assert mock_config["model"]["device"] == "cpu"
+        
+        # Using test_helpers
+        array = np.ones((3, 3))
+        test_helpers.assert_shape(array, (3, 3))
+    
+    @pytest.mark.unit
+    @pytest.mark.parametrize("input_val,expected", [
+        (1, 2),
+        (2, 4),
+        (3, 6),
+        (4, 8),
+    ])
+    def test_parametrized(self, input_val, expected):
+        """Example parametrized test."""
+        assert input_val * 2 == expected
\ No newline at end of file