diff --git a/.gitignore b/.gitignore
index b4bc868..e61df17 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,4 +1,5 @@
 .DS_Store
+.idea/
 
 tmp/
 outputs/
@@ -127,7 +128,8 @@ ipython_config.py
 #   This is especially recommended for binary packages to ensure reproducibility, and is more
 #   commonly ignored for libraries.
 #   https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
-#poetry.lock
+# Don't ignore poetry.lock - it should be committed
+# poetry.lock
 
 # pdm
 #   Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
@@ -187,4 +189,7 @@ cython_debug/
 #  option (not recommended) you can uncomment the following to ignore the entire idea folder.
 #.idea/
 
+# Claude settings
+.claude/*
+
 
diff --git a/poetry.lock b/poetry.lock
new file mode 100644
index 0000000..cb2c4a0
--- /dev/null
+++ b/poetry.lock
@@ -0,0 +1,3670 @@
+# This file is automatically @generated by Poetry 2.1.3 and should not be changed by hand.
+
+[[package]]
+name = "accelerate"
+version = "0.27.2"
+description = "Accelerate"
+optional = false
+python-versions = ">=3.8.0"
+groups = ["main"]
+files = [
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+    {file = "accelerate-0.27.2.tar.gz", hash = "sha256:cc715fe9a8bc7a286259bfb6d65fb78363badd3371e7cbda4e4a4ef34a0010aa"},
+]
+
+[package.dependencies]
+huggingface-hub = "*"
+numpy = ">=1.17"
+packaging = ">=20.0"
+psutil = "*"
+pyyaml = "*"
+safetensors = ">=0.3.1"
+torch = ">=1.10.0"
+
+[package.extras]
+dev = ["bitsandbytes", "black (>=23.1,<24.0)", "datasets", "deepspeed (<0.13.0)", "evaluate", "hf-doc-builder (>=0.3.0)", "parameterized", "pytest", "pytest-subtests", "pytest-xdist", "rich", "ruff (>=0.1.15,<0.2.0)", "scikit-learn", "scipy", "timm", "torchpippy (>=0.2.0)", "tqdm", "transformers"]
+quality = ["black (>=23.1,<24.0)", "hf-doc-builder (>=0.3.0)", "ruff (>=0.1.15,<0.2.0)"]
+rich = ["rich"]
+sagemaker = ["sagemaker"]
+test-dev = ["bitsandbytes", "datasets", "deepspeed (<0.13.0)", "evaluate", "scikit-learn", "scipy", "timm", "torchpippy (>=0.2.0)", "tqdm", "transformers"]
+test-prod = ["parameterized", "pytest", "pytest-subtests", "pytest-xdist"]
+test-trackers = ["comet-ml", "dvclive", "tensorboard", "wandb"]
+testing = ["bitsandbytes", "datasets", "deepspeed (<0.13.0)", "evaluate", "parameterized", "pytest", "pytest-subtests", "pytest-xdist", "scikit-learn", "scipy", "timm", "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 = [
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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]]
+name = "aiohttp"
+version = "3.12.13"
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+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
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+    {file = "yarl-1.20.1-py3-none-any.whl", hash = "sha256:83b8eb083fe4683c6115795d9fc1cfaf2cbbefb19b3a1cb68f6527460f483a77"},
+    {file = "yarl-1.20.1.tar.gz", hash = "sha256:d017a4997ee50c91fd5466cef416231bb82177b93b029906cefc542ce14c35ac"},
+]
+
+[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 = "^3.11"
+content-hash = "6d409b234221a2c474395d693856e65053245863a95a92a78ecb1f02dbcaeaa7"
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000..0466c0a
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,134 @@
+[tool.poetry]
+name = "stable-diffusion-webui-forge"
+version = "0.1.0"
+description = "Stable Diffusion WebUI Forge"
+authors = ["Your Name <you@example.com>"]
+readme = "readme.md"
+packages = [{include = "api"}, {include = "lib"}, {include = "modules"}]
+
+[tool.poetry.dependencies]
+python = "^3.11"
+gradio = "^5.31.0"
+lycoris-lora = "^1.9.0"
+pytorch-lightning = "^2.2.0"
+diffusers = "^0.25.0"
+invisible-watermark = "^0.2.0"
+accelerate = "^0.27.2"
+transformers = "^4.36.2"
+sentencepiece = "^0.1.99"
+pydantic = "^2.5.3"
+omegaconf = "^2.3.0"
+safetensors = "^0.5.3"
+pillow = "^10.4.0"
+toml = "^0.10.2"
+colored = "^1.4.4"
+psutil = "^7.0.0"
+
+[tool.poetry.group.dev.dependencies]
+isort = "*"
+black = "*"
+pre-commit = "*"
+pytest = "^7.4.0"
+pytest-cov = "^4.1.0"
+pytest-mock = "^3.11.1"
+
+[tool.poetry.scripts]
+test = "pytest:main"
+tests = "pytest:main"
+
+[tool.pytest.ini_options]
+minversion = "7.0"
+testpaths = ["tests"]
+python_files = ["test_*.py", "*_test.py"]
+python_classes = ["Test*"]
+python_functions = ["test_*"]
+addopts = [
+    "--strict-markers",
+    "--verbose",
+    "--tb=short",
+    "--cov=api",
+    "--cov=lib",
+    "--cov=modules",
+    "--cov-report=term-missing",
+    "--cov-report=html",
+    "--cov-report=xml",
+    "--cov-fail-under=0",  # Set to 0 for initial setup, should be increased as tests are added
+]
+markers = [
+    "unit: marks tests as unit tests",
+    "integration: marks tests as integration tests",
+    "slow: marks tests as slow running",
+]
+filterwarnings = [
+    "error",
+    "ignore::UserWarning",
+    "ignore::DeprecationWarning",
+]
+
+[tool.coverage.run]
+source = ["api", "lib", "modules"]
+omit = [
+    "*/tests/*",
+    "*/test_*",
+    "*/__pycache__/*",
+    "*/venv/*",
+    "*/.venv/*",
+    "*/site-packages/*",
+]
+
+[tool.coverage.report]
+precision = 2
+show_missing = true
+skip_covered = false
+fail_under = 0  # Set to 0 for initial setup, should be increased to 80 as tests are added
+exclude_lines = [
+    "pragma: no cover",
+    "def __repr__",
+    "if self.debug:",
+    "if __name__ == .__main__.:",
+    "raise AssertionError",
+    "raise NotImplementedError",
+    "if 0:",
+    "if False:",
+    "pass",
+]
+
+[tool.coverage.html]
+directory = "htmlcov"
+
+[tool.coverage.xml]
+output = "coverage.xml"
+
+[tool.isort]
+profile = "black"
+line_length = 120
+multi_line_output = 3
+include_trailing_comma = true
+force_grid_wrap = 0
+use_parentheses = true
+ensure_newline_before_comments = true
+
+[tool.black]
+line-length = 120
+target-version = ['py38']
+include = '\.pyi?$'
+extend-exclude = '''
+/(
+  # directories
+  \.eggs
+  | \.git
+  | \.hg
+  | \.mypy_cache
+  | \.tox
+  | \.venv
+  | _build
+  | buck-out
+  | build
+  | dist
+  | migrations
+)/
+'''
+
+[build-system]
+requires = ["poetry-core"]
+build-backend = "poetry.core.masonry.api"
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..237b6c2
--- /dev/null
+++ b/tests/conftest.py
@@ -0,0 +1,220 @@
+"""Shared pytest fixtures and configuration for all tests."""
+
+import os
+import shutil
+import tempfile
+from pathlib import Path
+from typing import Dict, Generator, Any
+from unittest.mock import MagicMock
+
+import pytest
+
+
+@pytest.fixture
+def temp_dir() -> Generator[Path, None, None]:
+    """Create a temporary directory for test files.
+    
+    Yields:
+        Path: Path to the temporary directory
+    """
+    temp_path = Path(tempfile.mkdtemp())
+    yield temp_path
+    # Cleanup after test
+    if temp_path.exists():
+        shutil.rmtree(temp_path)
+
+
+@pytest.fixture
+def mock_config() -> Dict[str, Any]:
+    """Provide a mock configuration dictionary for testing.
+    
+    Returns:
+        Dict[str, Any]: Mock configuration with common settings
+    """
+    return {
+        "model_path": "/tmp/test_models",
+        "output_path": "/tmp/test_outputs",
+        "device": "cpu",
+        "batch_size": 1,
+        "num_inference_steps": 10,
+        "guidance_scale": 7.5,
+        "width": 512,
+        "height": 512,
+        "seed": 42,
+        "enable_safety_checker": False,
+    }
+
+
+@pytest.fixture
+def mock_model():
+    """Provide a mock diffusion model for testing.
+    
+    Returns:
+        MagicMock: Mock model object
+    """
+    model = MagicMock()
+    model.device = "cpu"
+    model.generate = MagicMock(return_value=MagicMock())
+    model.load_weights = MagicMock()
+    return model
+
+
+@pytest.fixture
+def sample_image_path(temp_dir: Path) -> Path:
+    """Create a sample image file for testing.
+    
+    Args:
+        temp_dir: Temporary directory fixture
+        
+    Returns:
+        Path: Path to the created sample image
+    """
+    from PIL import Image
+    
+    # Create a simple test image
+    img = Image.new('RGB', (64, 64), color='red')
+    img_path = temp_dir / "test_image.png"
+    img.save(img_path)
+    return img_path
+
+
+@pytest.fixture
+def mock_gradio_interface():
+    """Provide a mock Gradio interface for testing.
+    
+    Returns:
+        MagicMock: Mock Gradio interface
+    """
+    interface = MagicMock()
+    interface.launch = MagicMock()
+    interface.close = MagicMock()
+    return interface
+
+
+@pytest.fixture
+def env_vars() -> Generator[Dict[str, str], None, None]:
+    """Temporarily set environment variables for testing.
+    
+    Yields:
+        Dict[str, str]: Dictionary to set environment variables
+    """
+    original_env = os.environ.copy()
+    test_env = {}
+    
+    def set_env(**kwargs):
+        test_env.update(kwargs)
+        os.environ.update(kwargs)
+    
+    test_env.set = set_env
+    yield test_env
+    
+    # Restore original environment
+    os.environ.clear()
+    os.environ.update(original_env)
+
+
+@pytest.fixture
+def mock_torch():
+    """Provide a mock torch module for testing without GPU.
+    
+    Returns:
+        MagicMock: Mock torch module
+    """
+    torch_mock = MagicMock()
+    torch_mock.cuda.is_available = MagicMock(return_value=False)
+    torch_mock.device = MagicMock(return_value="cpu")
+    torch_mock.tensor = MagicMock()
+    torch_mock.no_grad = MagicMock()
+    return torch_mock
+
+
+@pytest.fixture
+def sample_prompt() -> str:
+    """Provide a sample prompt for testing.
+    
+    Returns:
+        str: Sample text prompt
+    """
+    return "A beautiful landscape with mountains and a lake"
+
+
+@pytest.fixture
+def sample_negative_prompt() -> str:
+    """Provide a sample negative prompt for testing.
+    
+    Returns:
+        str: Sample negative text prompt
+    """
+    return "low quality, blurry, distorted"
+
+
+@pytest.fixture(autouse=True)
+def cleanup_test_outputs():
+    """Automatically cleanup any test outputs after each test."""
+    yield
+    # Cleanup code runs after test
+    test_dirs = ["/tmp/test_models", "/tmp/test_outputs"]
+    for test_dir in test_dirs:
+        if os.path.exists(test_dir):
+            shutil.rmtree(test_dir)
+
+
+@pytest.fixture
+def mock_pipeline():
+    """Provide a mock diffusion pipeline for testing.
+    
+    Returns:
+        MagicMock: Mock pipeline object
+    """
+    pipeline = MagicMock()
+    pipeline.to = MagicMock(return_value=pipeline)
+    pipeline.__call__ = MagicMock()
+    pipeline.enable_xformers_memory_efficient_attention = MagicMock()
+    pipeline.disable_xformers_memory_efficient_attention = MagicMock()
+    return pipeline
+
+
+# Markers for test organization
+def pytest_configure(config):
+    """Configure pytest with custom markers."""
+    config.addinivalue_line(
+        "markers", "unit: mark test as a unit test"
+    )
+    config.addinivalue_line(
+        "markers", "integration: mark test as an integration test"
+    )
+    config.addinivalue_line(
+        "markers", "slow: mark test as slow running"
+    )
+
+
+# Test session fixtures
+@pytest.fixture(scope="session")
+def test_data_dir() -> Path:
+    """Provide a session-scoped test data directory.
+    
+    Returns:
+        Path: Path to test data directory
+    """
+    return Path(__file__).parent / "data"
+
+
+@pytest.fixture
+def capture_logs():
+    """Capture log messages during tests.
+    
+    Yields:
+        list: List of captured log records
+    """
+    import logging
+    
+    logs = []
+    handler = logging.Handler()
+    handler.emit = lambda record: logs.append(record)
+    
+    root_logger = logging.getLogger()
+    root_logger.addHandler(handler)
+    
+    yield logs
+    
+    root_logger.removeHandler(handler)
\ 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..b188085
--- /dev/null
+++ b/tests/test_setup_validation.py
@@ -0,0 +1,159 @@
+"""Validation tests to verify the testing infrastructure is set up correctly."""
+
+import os
+import sys
+from pathlib import Path
+
+import pytest
+
+
+class TestInfrastructureSetup:
+    """Test class to validate the testing infrastructure setup."""
+    
+    @pytest.mark.unit
+    def test_project_structure_exists(self):
+        """Test that the basic project structure exists."""
+        project_root = Path(__file__).parent.parent
+        
+        # Check that key directories exist
+        assert project_root.exists()
+        assert (project_root / "tests").exists()
+        assert (project_root / "tests" / "unit").exists()
+        assert (project_root / "tests" / "integration").exists()
+        
+    @pytest.mark.unit
+    def test_pyproject_toml_exists(self):
+        """Test that pyproject.toml exists and contains Poetry configuration."""
+        project_root = Path(__file__).parent.parent
+        pyproject_path = project_root / "pyproject.toml"
+        
+        assert pyproject_path.exists(), "pyproject.toml should exist"
+        
+        # Read and check content
+        content = pyproject_path.read_text()
+        assert "[tool.poetry]" in content, "Should contain Poetry configuration"
+        assert "[tool.pytest.ini_options]" in content, "Should contain pytest configuration"
+        assert "[tool.coverage.run]" in content, "Should contain coverage configuration"
+        
+    @pytest.mark.unit
+    def test_conftest_exists(self):
+        """Test that conftest.py exists with fixtures."""
+        conftest_path = Path(__file__).parent / "conftest.py"
+        assert conftest_path.exists(), "conftest.py should exist"
+        
+        # Check that it contains expected fixtures
+        content = conftest_path.read_text()
+        expected_fixtures = [
+            "temp_dir",
+            "mock_config",
+            "mock_model",
+            "sample_image_path",
+            "mock_gradio_interface",
+        ]
+        
+        for fixture in expected_fixtures:
+            assert f"def {fixture}" in content, f"Should contain {fixture} fixture"
+            
+    @pytest.mark.unit
+    def test_pytest_can_be_imported(self):
+        """Test that pytest can be imported successfully."""
+        try:
+            import pytest
+            assert pytest is not None
+        except ImportError:
+            pytest.fail("pytest should be importable")
+            
+    @pytest.mark.unit
+    def test_testing_dependencies_available(self):
+        """Test that all testing dependencies are available."""
+        required_modules = [
+            "pytest",
+            "pytest_cov",
+            "pytest_mock",
+        ]
+        
+        for module_name in required_modules:
+            try:
+                __import__(module_name)
+            except ImportError:
+                pytest.fail(f"{module_name} should be importable")
+                
+    @pytest.mark.unit
+    def test_fixtures_are_functional(self, temp_dir, mock_config):
+        """Test that basic fixtures work correctly."""
+        # Test temp_dir fixture
+        assert temp_dir.exists()
+        assert temp_dir.is_dir()
+        
+        # Test mock_config fixture
+        assert isinstance(mock_config, dict)
+        assert "model_path" in mock_config
+        assert "device" in mock_config
+        
+    @pytest.mark.unit
+    def test_markers_are_registered(self, request):
+        """Test that custom markers are properly registered."""
+        markers = request.config.getini("markers")
+        
+        expected_markers = ["unit:", "integration:", "slow:"]
+        for marker in expected_markers:
+            assert any(marker in m for m in markers), f"Marker {marker} should be registered"
+            
+    @pytest.mark.unit
+    def test_coverage_configuration(self):
+        """Test that coverage is properly configured."""
+        project_root = Path(__file__).parent.parent
+        pyproject_path = project_root / "pyproject.toml"
+        
+        content = pyproject_path.read_text()
+        
+        # Check coverage settings
+        assert "--cov=api" in content
+        assert "--cov=lib" in content
+        assert "--cov=modules" in content
+        assert "--cov-fail-under=" in content  # Coverage threshold is set
+        assert "htmlcov" in content
+        assert "coverage.xml" in content
+        
+    @pytest.mark.unit 
+    def test_poetry_scripts_configured(self):
+        """Test that Poetry scripts are properly configured."""
+        project_root = Path(__file__).parent.parent
+        pyproject_path = project_root / "pyproject.toml"
+        
+        content = pyproject_path.read_text()
+        
+        # Check that both test and tests commands are configured
+        assert '[tool.poetry.scripts]' in content
+        assert 'test = "pytest:main"' in content
+        assert 'tests = "pytest:main"' in content
+        
+    @pytest.mark.integration
+    def test_pytest_runs_successfully(self):
+        """Test that pytest can run without errors."""
+        # This test itself running successfully proves pytest works
+        assert True
+        
+    @pytest.mark.slow
+    def test_slow_marker_works(self):
+        """Test that the slow marker is functional."""
+        import time
+        # Simulate a slow test
+        time.sleep(0.1)
+        assert True
+
+
+def test_module_imports():
+    """Test that project modules can be imported."""
+    # Try to import project modules
+    sys.path.insert(0, str(Path(__file__).parent.parent))
+    
+    try:
+        # These imports might fail if dependencies aren't installed
+        # That's okay for the validation test
+        pass
+    except ImportError:
+        # Expected if dependencies aren't installed yet
+        pass
+    
+    assert True  # If we get here, the test structure is valid
\ 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