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new file mode 100644
index 0000000..7b4f9fb
--- /dev/null
+++ b/.gitignore
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+*$py.class
+
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+*.so
+
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+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+*.egg-info/
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+*.egg
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+
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+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
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+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+.hypothesis/
+.pytest_cache/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+
+# Flask stuff:
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+
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+
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+
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+
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+.ipynb_checkpoints
+
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+ipython_config.py
+
+# pyenv
+.python-version
+
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+celerybeat-schedule
+
+# 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
+
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+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# Claude Code settings
+.claude/
+
+# Testing artifacts
+.pytest_cache/
+.coverage
+htmlcov/
+coverage.xml
+
+# Virtual environments
+.venv/
+venv/
+env/
+
+# IDE files
+.vscode/
+.idea/
+*.swp
+*.swo
+*~
+
+# OS generated files
+.DS_Store
+.DS_Store?
+._*
+.Spotlight-V100
+.Trashes
+ehthumbs.db
+Thumbs.db
+
+# Project specific
+results/
+tb_logger/
+experiments/
+wandb/
+
+# Model files
+*.pth
+*.pt
+*.ckpt
+*.pkl
+*.h5
+
+# Data files
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+datasets/
\ No newline at end of file
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+    {file = "werkzeug-3.0.6.tar.gz", hash = "sha256:a8dd59d4de28ca70471a34cba79bed5f7ef2e036a76b3ab0835474246eb41f8d"},
+]
+
+[package.dependencies]
+MarkupSafe = ">=2.1.1"
+
+[package.extras]
+watchdog = ["watchdog (>=2.3)"]
+
+[[package]]
+name = "werkzeug"
+version = "3.1.3"
+description = "The comprehensive WSGI web application library."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+markers = "python_version >= \"3.9\""
+files = [
+    {file = "werkzeug-3.1.3-py3-none-any.whl", hash = "sha256:54b78bf3716d19a65be4fceccc0d1d7b89e608834989dfae50ea87564639213e"},
+    {file = "werkzeug-3.1.3.tar.gz", hash = "sha256:60723ce945c19328679790e3282cc758aa4a6040e4bb330f53d30fa546d44746"},
+]
+
+[package.dependencies]
+MarkupSafe = ">=2.1.1"
+
+[package.extras]
+watchdog = ["watchdog (>=2.3)"]
+
+[[package]]
+name = "wheel"
+version = "0.42.0"
+description = "A built-package format for Python"
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+markers = "python_version != \"3.8\" and python_version < \"3.9\""
+files = [
+    {file = "wheel-0.42.0-py3-none-any.whl", hash = "sha256:177f9c9b0d45c47873b619f5b650346d632cdc35fb5e4d25058e09c9e581433d"},
+    {file = "wheel-0.42.0.tar.gz", hash = "sha256:c45be39f7882c9d34243236f2d63cbd58039e360f85d0913425fbd7ceea617a8"},
+]
+
+[package.extras]
+test = ["pytest (>=6.0.0)", "setuptools (>=65)"]
+
+[[package]]
+name = "wheel"
+version = "0.45.1"
+description = "A built-package format for Python"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+markers = "python_version == \"3.8\""
+files = [
+    {file = "wheel-0.45.1-py3-none-any.whl", hash = "sha256:708e7481cc80179af0e556bbf0cc00b8444c7321e2700b8d8580231d13017248"},
+    {file = "wheel-0.45.1.tar.gz", hash = "sha256:661e1abd9198507b1409a20c02106d9670b2576e916d58f520316666abca6729"},
+]
+
+[package.extras]
+test = ["pytest (>=6.0.0)", "setuptools (>=65)"]
+
+[[package]]
+name = "yapf"
+version = "0.43.0"
+description = "A formatter for Python code"
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
+    {file = "yapf-0.43.0-py3-none-any.whl", hash = "sha256:224faffbc39c428cb095818cf6ef5511fdab6f7430a10783fdfb292ccf2852ca"},
+    {file = "yapf-0.43.0.tar.gz", hash = "sha256:00d3aa24bfedff9420b2e0d5d9f5ab6d9d4268e72afbf59bb3fa542781d5218e"},
+]
+
+[package.dependencies]
+platformdirs = ">=3.5.1"
+tomli = {version = ">=2.0.1", markers = "python_version < \"3.11\""}
+
+[[package]]
+name = "zipp"
+version = "3.15.0"
+description = "Backport of pathlib-compatible object wrapper for zip files"
+optional = false
+python-versions = ">=3.7"
+groups = ["main", "dev"]
+files = [
+    {file = "zipp-3.15.0-py3-none-any.whl", hash = "sha256:48904fc76a60e542af151aded95726c1a5c34ed43ab4134b597665c86d7ad556"},
+    {file = "zipp-3.15.0.tar.gz", hash = "sha256:112929ad649da941c23de50f356a2b5570c954b65150642bccdd66bf194d224b"},
+]
+markers = {main = "python_version != \"3.8\" and python_version < \"3.9\"", dev = "python_version == \"3.7\""}
+
+[package.extras]
+docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+testing = ["big-O", "flake8 (<5)", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7) ; platform_python_implementation != \"PyPy\"", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8 ; python_version < \"3.12\"", "pytest-mypy (>=0.9.1) ; platform_python_implementation != \"PyPy\""]
+
+[[package]]
+name = "zipp"
+version = "3.20.2"
+description = "Backport of pathlib-compatible object wrapper for zip files"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+markers = "python_version == \"3.8\""
+files = [
+    {file = "zipp-3.20.2-py3-none-any.whl", hash = "sha256:a817ac80d6cf4b23bf7f2828b7cabf326f15a001bea8b1f9b49631780ba28350"},
+    {file = "zipp-3.20.2.tar.gz", hash = "sha256:bc9eb26f4506fda01b81bcde0ca78103b6e62f991b381fec825435c836edbc29"},
+]
+
+[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", "importlib-resources ; python_version < \"3.9\"", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
+type = ["pytest-mypy"]
+
+[[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"]
+markers = "python_version == \"3.9\""
+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 = "^3.7"
+content-hash = "bf40f6b52905ad22e3ce24e94e3c0476eb081349e1d12fc9228fd6eaf0d2e9d7"
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000..d9bf6a9
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,113 @@
+[tool.poetry]
+name = "realesrgan"
+version = "0.3.0"
+description = "Real-ESRGAN aims at developing Practical Algorithms for General Image Restoration"
+authors = ["Xintao Wang <xintao.wang@outlook.com>"]
+readme = "README.md"
+homepage = "https://github.com/xinntao/Real-ESRGAN"
+repository = "https://github.com/xinntao/Real-ESRGAN"
+keywords = ["computer vision", "pytorch", "image restoration", "super-resolution", "esrgan", "real-esrgan"]
+classifiers = [
+    "Development Status :: 4 - Beta",
+    "License :: OSI Approved :: Apache Software License",
+    "Operating System :: OS Independent",
+    "Programming Language :: Python :: 3",
+    "Programming Language :: Python :: 3.7",
+    "Programming Language :: Python :: 3.8",
+    "Programming Language :: Python :: 3.9",
+    "Programming Language :: Python :: 3.10",
+    "Programming Language :: Python :: 3.11",
+]
+license = "BSD-3-Clause"
+packages = [
+    {include = "realesrgan", from = "Real-train"},
+    {include = "CSM"}
+]
+
+[tool.poetry.dependencies]
+python = "^3.7"
+basicsr = "*"
+numpy = "*"
+opencv-python = "*"
+torch = ">=1.7"
+cython = "*"
+
+[tool.poetry.group.dev.dependencies]
+pytest = "^7.0.0"
+pytest-cov = "^4.0.0"
+pytest-mock = "^3.10.0"
+
+[tool.poetry.scripts]
+test = "pytest:main"
+tests = "pytest:main"
+
+[build-system]
+requires = ["poetry-core"]
+build-backend = "poetry.core.masonry.api"
+
+[tool.pytest.ini_options]
+minversion = "6.0"
+addopts = [
+    "--strict-markers",
+    "--strict-config",
+    "--verbose",
+    "--cov=realesrgan",
+    "--cov=CSM",
+    "--cov-report=html:htmlcov",
+    "--cov-report=xml:coverage.xml",
+    "--cov-report=term-missing",
+    "--cov-fail-under=80"
+]
+testpaths = ["tests"]
+python_files = ["test_*.py", "*_test.py"]
+python_classes = ["Test*"]
+python_functions = ["test_*"]
+markers = [
+    "unit: marks tests as unit tests (deselect with '-m \"not unit\"')",
+    "integration: marks tests as integration tests (deselect with '-m \"not integration\"')",
+    "slow: marks tests as slow (deselect with '-m \"not slow\"')"
+]
+
+[tool.coverage.run]
+source = ["realesrgan", "CSM"]
+omit = [
+    "*/tests/*",
+    "*/test_*",
+    "*/__pycache__/*",
+    "*/venv/*",
+    "*/.venv/*",
+    "*/site-packages/*",
+    "*/setup.py",
+    "*/conftest.py",
+    "*/experiments/*",
+    "*/results/*",
+    "*/tb_logger/*",
+    "*/wandb/*",
+    "*/pretrained_models/*",
+    "*/datasets/*",
+    "*/assets/*",
+    "*/inputs/*"
+]
+
+[tool.coverage.report]
+exclude_lines = [
+    "pragma: no cover",
+    "def __repr__",
+    "if self.debug:",
+    "if settings.DEBUG",
+    "raise AssertionError",
+    "raise NotImplementedError",
+    "if 0:",
+    "if __name__ == .__main__.:",
+    "class .*\\bProtocol\\):",
+    "@(abc\\.)?abstractmethod"
+]
+show_missing = true
+skip_covered = false
+precision = 2
+
+[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..9fa8909
--- /dev/null
+++ b/tests/conftest.py
@@ -0,0 +1,195 @@
+"""
+Shared pytest fixtures for the test suite.
+
+This file contains common fixtures that can be used across all test modules.
+"""
+import os
+import tempfile
+import shutil
+from pathlib import Path
+from unittest.mock import Mock, MagicMock
+from typing import Dict, Any, Generator
+
+import pytest
+import numpy as np
+
+
+@pytest.fixture
+def temp_dir() -> Generator[Path, None, None]:
+    """Create a temporary directory for testing."""
+    temp_path = tempfile.mkdtemp()
+    try:
+        yield Path(temp_path)
+    finally:
+        shutil.rmtree(temp_path, ignore_errors=True)
+
+
+@pytest.fixture
+def temp_file(temp_dir: Path) -> Path:
+    """Create a temporary file for testing."""
+    temp_file_path = temp_dir / "test_file.txt"
+    temp_file_path.write_text("test content")
+    return temp_file_path
+
+
+@pytest.fixture
+def sample_image() -> np.ndarray:
+    """Create a sample image array for testing."""
+    return np.random.randint(0, 255, (64, 64, 3), dtype=np.uint8)
+
+
+@pytest.fixture
+def sample_grayscale_image() -> np.ndarray:
+    """Create a sample grayscale image array for testing."""
+    return np.random.randint(0, 255, (64, 64), dtype=np.uint8)
+
+
+@pytest.fixture
+def mock_model():
+    """Create a mock model for testing."""
+    model = Mock()
+    model.eval = Mock()
+    model.forward = Mock(return_value=Mock())
+    model.state_dict = Mock(return_value={})
+    model.load_state_dict = Mock()
+    return model
+
+
+@pytest.fixture
+def mock_config() -> Dict[str, Any]:
+    """Create a mock configuration dictionary."""
+    return {
+        "model": {
+            "type": "RRDBNet",
+            "num_in_ch": 3,
+            "num_out_ch": 3,
+            "num_feat": 64,
+            "num_block": 23,
+            "num_grow_ch": 32,
+            "scale": 4
+        },
+        "datasets": {
+            "train": {
+                "name": "DIV2K",
+                "type": "RealESRGANDataset",
+                "dataroot_gt": "/path/to/gt",
+                "dataroot_lq": "/path/to/lq"
+            }
+        },
+        "network_g": {
+            "type": "RRDBNet",
+            "num_in_ch": 3,
+            "num_out_ch": 3,
+            "num_feat": 64
+        },
+        "path": {
+            "models": "/path/to/models",
+            "log": "/path/to/logs"
+        }
+    }
+
+
+@pytest.fixture
+def mock_device():
+    """Mock device for testing."""
+    device = Mock()
+    device.type = "cpu"
+    return device
+
+
+@pytest.fixture
+def sample_tensor_4d():
+    """Create a sample 4D tensor for testing (batch, channel, height, width)."""
+    import torch
+    return torch.randn(1, 3, 32, 32)
+
+
+@pytest.fixture
+def sample_tensor_3d():
+    """Create a sample 3D tensor for testing (channel, height, width)."""
+    import torch
+    return torch.randn(3, 32, 32)
+
+
+@pytest.fixture
+def mock_dataloader():
+    """Create a mock dataloader for testing."""
+    dataloader = Mock()
+    dataloader.__iter__ = Mock(return_value=iter([]))
+    dataloader.__len__ = Mock(return_value=0)
+    return dataloader
+
+
+@pytest.fixture
+def environment_variables():
+    """Fixture to manage environment variables during testing."""
+    original_env = os.environ.copy()
+    
+    def _set_env(**kwargs):
+        for key, value in kwargs.items():
+            os.environ[key] = str(value)
+    
+    def _restore_env():
+        os.environ.clear()
+        os.environ.update(original_env)
+    
+    yield _set_env
+    _restore_env()
+
+
+@pytest.fixture
+def mock_logger():
+    """Create a mock logger for testing."""
+    logger = Mock()
+    logger.info = Mock()
+    logger.warning = Mock()
+    logger.error = Mock()
+    logger.debug = Mock()
+    return logger
+
+
+@pytest.fixture(autouse=True)
+def reset_random_seeds():
+    """Reset random seeds before each test for reproducibility."""
+    np.random.seed(42)
+    try:
+        import torch
+        torch.manual_seed(42)
+        if torch.cuda.is_available():
+            torch.cuda.manual_seed(42)
+            torch.cuda.manual_seed_all(42)
+    except ImportError:
+        pass
+
+
+@pytest.fixture
+def mock_file_system(temp_dir: Path):
+    """Create a mock file system structure for testing."""
+    # Create mock directories
+    (temp_dir / "models").mkdir()
+    (temp_dir / "logs").mkdir()
+    (temp_dir / "datasets").mkdir()
+    (temp_dir / "experiments").mkdir()
+    
+    # Create some mock files
+    (temp_dir / "models" / "pretrained.pth").touch()
+    (temp_dir / "datasets" / "image1.png").touch()
+    (temp_dir / "datasets" / "image2.png").touch()
+    
+    return temp_dir
+
+
+@pytest.fixture
+def clean_imports():
+    """Clean up imported modules after test to avoid import pollution."""
+    import sys
+    modules_before = set(sys.modules.keys())
+    
+    yield
+    
+    modules_after = set(sys.modules.keys())
+    new_modules = modules_after - modules_before
+    
+    for module in new_modules:
+        if module in sys.modules:
+            del sys.modules[module]
\ 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..5330aba
--- /dev/null
+++ b/tests/test_setup_validation.py
@@ -0,0 +1,239 @@
+"""
+Validation tests to ensure the testing infrastructure is properly configured.
+
+These tests verify that the testing setup is working correctly and all
+dependencies are properly installed and configured.
+"""
+import sys
+import importlib
+from pathlib import Path
+
+import pytest
+
+
+class TestInfrastructureSetup:
+    """Test that the testing infrastructure is properly set up."""
+    
+    def test_pytest_available(self):
+        """Test that pytest is available and working."""
+        assert pytest.__version__
+    
+    def test_coverage_available(self):
+        """Test that pytest-cov is available."""
+        try:
+            import pytest_cov
+            assert pytest_cov is not None
+        except ImportError:
+            pytest.fail("pytest-cov is not available")
+    
+    def test_mock_available(self):
+        """Test that pytest-mock is available."""
+        try:
+            import pytest_mock
+            assert pytest_mock is not None
+        except ImportError:
+            pytest.fail("pytest-mock is not available")
+    
+    def test_numpy_available(self):
+        """Test that numpy is available."""
+        try:
+            import numpy as np
+            assert np.__version__
+        except ImportError:
+            pytest.fail("numpy is not available")
+    
+    def test_opencv_available(self):
+        """Test that opencv-python is available."""
+        try:
+            import cv2
+            assert cv2.__version__
+        except (ImportError, OSError) as e:
+            # OpenCV might fail to import due to missing system libraries
+            # but we can verify it's installed by checking the package
+            try:
+                import pkg_resources
+                pkg_resources.get_distribution('opencv-python')
+                pytest.skip(f"opencv-python is installed but cannot import due to system dependencies: {e}")
+            except pkg_resources.DistributionNotFound:
+                pytest.fail("opencv-python is not available")
+    
+    def test_torch_available(self):
+        """Test that torch is available."""
+        try:
+            import torch
+            assert torch.__version__
+        except ImportError:
+            pytest.fail("torch is not available")
+    
+    def test_project_structure(self):
+        """Test that the project structure is correct."""
+        project_root = Path(__file__).parent.parent
+        
+        # Check main directories exist
+        assert (project_root / "tests").exists()
+        assert (project_root / "tests" / "unit").exists()
+        assert (project_root / "tests" / "integration").exists()
+        assert (project_root / "Real-train").exists()
+        assert (project_root / "CSM").exists()
+        
+        # Check configuration files
+        assert (project_root / "pyproject.toml").exists()
+        assert (project_root / ".gitignore").exists()
+        
+        # Check init files
+        assert (project_root / "tests" / "__init__.py").exists()
+        assert (project_root / "tests" / "unit" / "__init__.py").exists()
+        assert (project_root / "tests" / "integration" / "__init__.py").exists()
+        
+        # Check conftest.py exists
+        assert (project_root / "tests" / "conftest.py").exists()
+    
+    def test_markers_defined(self, pytestconfig):
+        """Test that custom markers are properly defined."""
+        # Check if markers are defined in config
+        markers_config = pytestconfig.getini("markers")
+        marker_names = []
+        for marker_line in markers_config:
+            marker_name = marker_line.split(":")[0].strip()
+            marker_names.append(marker_name)
+        
+        expected_markers = ["unit", "integration", "slow"]
+        
+        for marker in expected_markers:
+            assert marker in marker_names, f"Marker '{marker}' is not defined in pyproject.toml"
+    
+    @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
+
+
+class TestFixtures:
+    """Test that shared fixtures are working correctly."""
+    
+    def test_temp_dir_fixture(self, temp_dir):
+        """Test that temp_dir fixture works."""
+        assert temp_dir.exists()
+        assert temp_dir.is_dir()
+    
+    def test_temp_file_fixture(self, temp_file):
+        """Test that temp_file fixture works."""
+        assert temp_file.exists()
+        assert temp_file.is_file()
+        assert temp_file.read_text() == "test content"
+    
+    def test_sample_image_fixture(self, sample_image):
+        """Test that sample_image fixture works."""
+        import numpy as np
+        assert isinstance(sample_image, np.ndarray)
+        assert sample_image.shape == (64, 64, 3)
+        assert sample_image.dtype == np.uint8
+    
+    def test_sample_grayscale_image_fixture(self, sample_grayscale_image):
+        """Test that sample_grayscale_image fixture works."""
+        import numpy as np
+        assert isinstance(sample_grayscale_image, np.ndarray)
+        assert sample_grayscale_image.shape == (64, 64)
+        assert sample_grayscale_image.dtype == np.uint8
+    
+    def test_mock_model_fixture(self, mock_model):
+        """Test that mock_model fixture works."""
+        assert hasattr(mock_model, 'eval')
+        assert hasattr(mock_model, 'forward')
+        assert hasattr(mock_model, 'state_dict')
+        assert hasattr(mock_model, 'load_state_dict')
+    
+    def test_mock_config_fixture(self, mock_config):
+        """Test that mock_config fixture works."""
+        assert "model" in mock_config
+        assert "datasets" in mock_config
+        assert "network_g" in mock_config
+        assert "path" in mock_config
+    
+    def test_mock_device_fixture(self, mock_device):
+        """Test that mock_device fixture works."""
+        assert hasattr(mock_device, 'type')
+        assert mock_device.type == "cpu"
+    
+    def test_sample_tensor_fixtures(self, sample_tensor_4d, sample_tensor_3d):
+        """Test that tensor fixtures work."""
+        import torch
+        
+        assert isinstance(sample_tensor_4d, torch.Tensor)
+        assert sample_tensor_4d.dim() == 4
+        assert sample_tensor_4d.shape == (1, 3, 32, 32)
+        
+        assert isinstance(sample_tensor_3d, torch.Tensor)
+        assert sample_tensor_3d.dim() == 3
+        assert sample_tensor_3d.shape == (3, 32, 32)
+    
+    def test_mock_dataloader_fixture(self, mock_dataloader):
+        """Test that mock_dataloader fixture works."""
+        assert hasattr(mock_dataloader, '__iter__')
+        assert hasattr(mock_dataloader, '__len__')
+    
+    def test_mock_logger_fixture(self, mock_logger):
+        """Test that mock_logger fixture works."""
+        assert hasattr(mock_logger, 'info')
+        assert hasattr(mock_logger, 'warning')
+        assert hasattr(mock_logger, 'error')
+        assert hasattr(mock_logger, 'debug')
+    
+    def test_mock_file_system_fixture(self, mock_file_system):
+        """Test that mock_file_system fixture works."""
+        assert mock_file_system.exists()
+        assert (mock_file_system / "models").exists()
+        assert (mock_file_system / "logs").exists()
+        assert (mock_file_system / "datasets").exists()
+        assert (mock_file_system / "experiments").exists()
+        assert (mock_file_system / "models" / "pretrained.pth").exists()
+
+
+class TestConfiguration:
+    """Test that pytest and coverage are properly configured."""
+    
+    def test_coverage_source_configured(self):
+        """Test that coverage source is properly configured."""
+        # This will be verified when coverage runs
+        assert True
+    
+    def test_pytest_testpaths_configured(self):
+        """Test that pytest testpaths are configured."""
+        # This test running confirms testpaths is working
+        assert True
+    
+    def test_python_path_configured(self):
+        """Test that Python path includes the project modules."""
+        project_root = Path(__file__).parent.parent
+        
+        # Try to import project modules
+        sys.path.insert(0, str(project_root / "Real-train"))
+        sys.path.insert(0, str(project_root))
+        
+        try:
+            # Test importing from Real-train directory
+            realesrgan_spec = importlib.util.find_spec("realesrgan")
+            assert realesrgan_spec is not None, "realesrgan module not found"
+            
+            # Test importing from CSM directory
+            csm_spec = importlib.util.find_spec("CSM")
+            assert csm_spec is not None, "CSM module not found"
+            
+        except Exception as e:
+            pytest.fail(f"Failed to find project modules: {e}")
+
+
+def test_validation_complete():
+    """Test that marks the successful completion of validation."""
+    print("✓ Testing infrastructure validation completed successfully!")
+    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