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new file mode 100644
index 0000000..e7079a0
--- /dev/null
+++ b/.gitignore
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+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.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
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# 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:
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+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
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+target/
+
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+
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+profile_default/
+ipython_config.py
+
+# pyenv
+.python-version
+
+# pipenv
+Pipfile.lock
+
+# poetry
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+# poetry.lock
+
+# pdm
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+.pdm-python
+
+# PEP 582
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
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+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
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+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# pytype static type analyzer
+.pytype/
+
+# Cython debug symbols
+cython_debug/
+
+# PyCharm
+.idea/
+
+# VS Code
+.vscode/
+
+# Claude settings
+.claude/*
+
+# OS specific files
+.DS_Store
+.DS_Store?
+._*
+.Spotlight-V100
+.Trashes
+ehthumbs.db
+Thumbs.db
+
+# Project specific
+*.pth
+*.onnx
+*.pb
+*.h5
+*.tflite
+wandb/
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+checkpoints/
+results_*
+temp/
+tmp/
\ No newline at end of file
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index 0000000..4388c96
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+    {file = "tomli-2.2.1-py3-none-any.whl", hash = "sha256:cb55c73c5f4408779d0cf3eef9f762b9c9f147a77de7b258bef0a5628adc85cc"},
+    {file = "tomli-2.2.1.tar.gz", hash = "sha256:cd45e1dc79c835ce60f7404ec8119f2eb06d38b1deba146f07ced3bbc44505ff"},
+]
+
+[[package]]
+name = "tqdm"
+version = "4.67.1"
+description = "Fast, Extensible Progress Meter"
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
+    {file = "tqdm-4.67.1-py3-none-any.whl", hash = "sha256:26445eca388f82e72884e0d580d5464cd801a3ea01e63e5601bdff9ba6a48de2"},
+    {file = "tqdm-4.67.1.tar.gz", hash = "sha256:f8aef9c52c08c13a65f30ea34f4e5aac3fd1a34959879d7e59e63027286627f2"},
+]
+
+[package.dependencies]
+colorama = {version = "*", markers = "platform_system == \"Windows\""}
+
+[package.extras]
+dev = ["nbval", "pytest (>=6)", "pytest-asyncio (>=0.24)", "pytest-cov", "pytest-timeout"]
+discord = ["requests"]
+notebook = ["ipywidgets (>=6)"]
+slack = ["slack-sdk"]
+telegram = ["requests"]
+
+[[package]]
+name = "typing-extensions"
+version = "4.13.2"
+description = "Backported and Experimental Type Hints for Python 3.8+"
+optional = false
+python-versions = ">=3.8"
+groups = ["dev"]
+markers = "python_version < \"3.10\""
+files = [
+    {file = "typing_extensions-4.13.2-py3-none-any.whl", hash = "sha256:a439e7c04b49fec3e5d3e2beaa21755cadbbdc391694e28ccdd36ca4a1408f8c"},
+    {file = "typing_extensions-4.13.2.tar.gz", hash = "sha256:e6c81219bd689f51865d9e372991c540bda33a0379d5573cddb9a3a23f7caaef"},
+]
+
+[[package]]
+name = "typing-extensions"
+version = "4.14.0"
+description = "Backported and Experimental Type Hints for Python 3.9+"
+optional = false
+python-versions = ">=3.9"
+groups = ["dev"]
+markers = "python_version == \"3.10\""
+files = [
+    {file = "typing_extensions-4.14.0-py3-none-any.whl", hash = "sha256:a1514509136dd0b477638fc68d6a91497af5076466ad0fa6c338e44e359944af"},
+    {file = "typing_extensions-4.14.0.tar.gz", hash = "sha256:8676b788e32f02ab42d9e7c61324048ae4c6d844a399eebace3d4979d75ceef4"},
+]
+
+[[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 < \"3.10\""
+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"]
+
+[metadata]
+lock-version = "2.1"
+python-versions = "^3.8"
+content-hash = "24a68f0ea1f2d149a79bfda2ed04dd49b9b6510a705e3abb50ed39b8656e8a6e"
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000..f4fec12
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,90 @@
+[tool.poetry]
+name = "video-super-resolution"
+version = "0.1.0"
+description = "Video Super-Resolution Models Implementation"
+authors = ["Your Name <your.email@example.com>"]
+license = "MIT"
+readme = "README.md"
+packages = [{include = "codes"}]
+
+[tool.poetry.dependencies]
+python = "^3.8"
+lmdb = "*"
+numpy = "*"
+matplotlib = "*"
+opencv-python = "*"
+pyyaml = "*"
+scipy = "*"
+scikit-image = "*"
+tqdm = "*"
+
+[tool.poetry.group.dev.dependencies]
+pytest = "^8.0.0"
+pytest-cov = "^4.1.0"
+pytest-mock = "^3.12.0"
+
+[tool.poetry.scripts]
+test = "pytest:main"
+tests = "pytest:main"
+
+[tool.pytest.ini_options]
+minversion = "6.0"
+addopts = [
+    "-ra",
+    "--strict-markers",
+    "--strict-config",
+    "--cov=codes",
+    "--cov-branch",
+    "--cov-report=term-missing:skip-covered",
+    "--cov-report=html",
+    "--cov-report=xml",
+    "--cov-fail-under=80",
+]
+testpaths = ["tests"]
+python_files = "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 = ["codes"]
+omit = [
+    "*/tests/*",
+    "*/__pycache__/*",
+    "*/migrations/*",
+    "*/.venv/*",
+    "*/venv/*",
+    "*/env/*",
+]
+
+[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",
+]
+
+[tool.coverage.html]
+directory = "htmlcov"
+
+[tool.coverage.xml]
+output = "coverage.xml"
+
+[build-system]
+requires = ["poetry-core"]
+build-backend = "poetry.core.masonry.api"
\ No newline at end of file
diff --git a/tests/README.md b/tests/README.md
new file mode 100644
index 0000000..fc33600
--- /dev/null
+++ b/tests/README.md
@@ -0,0 +1,53 @@
+# Testing Infrastructure
+
+This directory contains the test suite for the Video Super-Resolution project.
+
+## Structure
+
+```
+tests/
+├── __init__.py
+├── conftest.py          # Shared pytest fixtures
+├── unit/                # Unit tests
+│   └── __init__.py
+├── integration/         # Integration tests
+│   └── __init__.py
+└── test_infrastructure_validation.py  # Validation tests
+```
+
+## Running Tests
+
+```bash
+# Run all tests
+poetry run pytest
+
+# Run with coverage
+poetry run pytest --cov
+
+# Run specific test markers
+poetry run pytest -m unit        # Run only unit tests
+poetry run pytest -m integration # Run only integration tests
+poetry run pytest -m "not slow"  # Skip slow tests
+
+# Run tests in verbose mode
+poetry run pytest -v
+
+# Run a specific test file
+poetry run pytest tests/test_infrastructure_validation.py
+```
+
+## Writing Tests
+
+1. Place unit tests in `tests/unit/`
+2. Place integration tests in `tests/integration/`
+3. Use the fixtures defined in `conftest.py`
+4. Mark tests appropriately with `@pytest.mark.unit`, `@pytest.mark.integration`, or `@pytest.mark.slow`
+
+## Coverage
+
+Coverage reports are generated automatically when running tests:
+- HTML report: `htmlcov/index.html`
+- XML report: `coverage.xml`
+- Terminal report: Shown after test run
+
+The project is configured to require 80% code coverage.
\ 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..2ad51f0
--- /dev/null
+++ b/tests/conftest.py
@@ -0,0 +1,179 @@
+"""
+Shared pytest fixtures and configuration for the Video Super-Resolution test suite.
+"""
+import os
+import shutil
+import tempfile
+from pathlib import Path
+from typing import Generator, Dict, Any
+
+import numpy as np
+import pytest
+import yaml
+from PIL import Image
+
+
+@pytest.fixture
+def temp_dir() -> Generator[Path, None, None]:
+    """Create a temporary directory that is cleaned up after the test."""
+    temp_path = Path(tempfile.mkdtemp())
+    yield temp_path
+    shutil.rmtree(temp_path)
+
+
+@pytest.fixture
+def sample_config() -> Dict[str, Any]:
+    """Provide a sample configuration dictionary for testing."""
+    return {
+        "name": "test_experiment",
+        "model": "ESPCN",
+        "scale": 4,
+        "datasets": {
+            "train": {
+                "name": "sample_dataset",
+                "batch_size": 16,
+                "num_workers": 4,
+            },
+            "val": {
+                "name": "sample_dataset",
+                "batch_size": 1,
+                "num_workers": 1,
+            }
+        },
+        "network": {
+            "type": "ESPCN",
+            "num_channels": 3,
+            "scale": 4,
+        },
+        "train": {
+            "lr": 0.0001,
+            "lr_scheme": "MultiStepLR",
+            "lr_steps": [10000, 20000],
+            "lr_gamma": 0.5,
+            "iterations": 30000,
+            "val_freq": 1000,
+            "save_freq": 5000,
+        }
+    }
+
+
+@pytest.fixture
+def sample_yaml_config(temp_dir: Path, sample_config: Dict[str, Any]) -> Path:
+    """Create a sample YAML configuration file."""
+    config_path = temp_dir / "config.yml"
+    with open(config_path, 'w') as f:
+        yaml.dump(sample_config, f)
+    return config_path
+
+
+@pytest.fixture
+def sample_image(temp_dir: Path) -> Path:
+    """Create a sample image for testing."""
+    image_path = temp_dir / "sample_image.png"
+    # Create a simple 64x64 RGB image with random pixels
+    image_array = np.random.randint(0, 255, (64, 64, 3), dtype=np.uint8)
+    image = Image.fromarray(image_array)
+    image.save(image_path)
+    return image_path
+
+
+@pytest.fixture
+def sample_video_frames(temp_dir: Path, num_frames: int = 5) -> Path:
+    """Create a directory with sample video frames."""
+    frames_dir = temp_dir / "video_frames"
+    frames_dir.mkdir()
+    
+    for i in range(num_frames):
+        frame_path = frames_dir / f"frame_{i:04d}.png"
+        # Create frames with slight variations
+        base_color = (i * 50) % 255
+        image_array = np.full((64, 64, 3), base_color, dtype=np.uint8)
+        # Add some noise to make frames different
+        noise = np.random.randint(-10, 10, (64, 64, 3))
+        image_array = np.clip(image_array + noise, 0, 255).astype(np.uint8)
+        image = Image.fromarray(image_array)
+        image.save(frame_path)
+    
+    return frames_dir
+
+
+@pytest.fixture
+def mock_model_checkpoint(temp_dir: Path) -> Path:
+    """Create a mock model checkpoint file."""
+    checkpoint_path = temp_dir / "model_checkpoint.pth"
+    # Create a dummy file (in real tests, you'd save actual model state)
+    checkpoint_path.touch()
+    return checkpoint_path
+
+
+@pytest.fixture
+def mock_lmdb_dataset(temp_dir: Path) -> Path:
+    """Create a mock LMDB dataset directory."""
+    lmdb_dir = temp_dir / "lmdb_dataset"
+    lmdb_dir.mkdir()
+    # In real tests, you'd create actual LMDB files here
+    (lmdb_dir / "data.mdb").touch()
+    (lmdb_dir / "lock.mdb").touch()
+    return lmdb_dir
+
+
+@pytest.fixture(autouse=True)
+def cleanup_matplotlib():
+    """Ensure matplotlib doesn't create unwanted GUI windows during tests."""
+    import matplotlib
+    matplotlib.use('Agg')
+    yield
+    import matplotlib.pyplot as plt
+    plt.close('all')
+
+
+@pytest.fixture
+def capture_stdout(monkeypatch):
+    """Capture stdout for testing print statements."""
+    import io
+    import sys
+    
+    captured_output = io.StringIO()
+    monkeypatch.setattr(sys, 'stdout', captured_output)
+    
+    yield captured_output
+    
+    # Reset stdout
+    monkeypatch.undo()
+
+
+@pytest.fixture
+def mock_cuda_available(monkeypatch):
+    """Mock CUDA availability for testing GPU-related code."""
+    def mock_is_available():
+        return False
+    
+    import torch
+    monkeypatch.setattr(torch.cuda, 'is_available', mock_is_available)
+    
+    yield
+
+
+@pytest.fixture
+def sample_metrics() -> Dict[str, float]:
+    """Provide sample metrics for testing."""
+    return {
+        'psnr': 28.5,
+        'ssim': 0.85,
+        'lpips': 0.12,
+        'runtime': 1.234,
+    }
+
+
+@pytest.fixture
+def env_setup(monkeypatch):
+    """Set up environment variables for testing."""
+    test_env = {
+        'CUDA_VISIBLE_DEVICES': '-1',  # Disable GPU for tests
+        'PYTHONPATH': str(Path.cwd()),
+    }
+    
+    for key, value in test_env.items():
+        monkeypatch.setenv(key, value)
+    
+    yield test_env
\ 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_validation.py b/tests/test_infrastructure_validation.py
new file mode 100644
index 0000000..0ebe0de
--- /dev/null
+++ b/tests/test_infrastructure_validation.py
@@ -0,0 +1,125 @@
+"""
+Validation tests to ensure the testing infrastructure is properly set up.
+"""
+import sys
+from pathlib import Path
+
+import pytest
+
+
+class TestInfrastructureValidation:
+    """Test class to validate that the testing infrastructure is working correctly."""
+    
+    def test_pytest_is_running(self):
+        """Verify that pytest is executing tests."""
+        assert True, "If this fails, pytest is not running correctly"
+    
+    def test_project_imports_work(self):
+        """Verify that the project modules can be imported."""
+        # Test that we can import from the codes package
+        from codes import __init__
+        from codes.utils import __init__ as utils_init
+        from codes.models import __init__ as models_init
+        assert True, "Project imports are working"
+    
+    def test_fixtures_are_available(self, temp_dir, sample_config):
+        """Verify that conftest fixtures are accessible."""
+        assert temp_dir.exists(), "temp_dir fixture should create an existing directory"
+        assert isinstance(sample_config, dict), "sample_config should be a dictionary"
+        assert "model" in sample_config, "sample_config should contain expected keys"
+    
+    def test_markers_are_defined(self):
+        """Verify that custom markers are properly defined."""
+        # This test itself uses the unit marker
+        assert True, "Markers are working if this test can be selected with -m unit"
+    
+    @pytest.mark.unit
+    def test_unit_marker(self):
+        """Test that unit marker works."""
+        assert True, "Unit marker is working"
+    
+    @pytest.mark.integration
+    def test_integration_marker(self):
+        """Test that integration marker works."""
+        assert True, "Integration marker is working"
+    
+    @pytest.mark.slow
+    def test_slow_marker(self):
+        """Test that slow marker works."""
+        assert True, "Slow marker is working"
+    
+    def test_coverage_is_tracked(self):
+        """Verify that coverage tracking is enabled."""
+        # This is a meta-test - if coverage is running, it will track this
+        def dummy_function():
+            return "covered"
+        
+        result = dummy_function()
+        assert result == "covered", "Function should execute and be tracked by coverage"
+    
+    def test_temp_dir_cleanup(self, temp_dir):
+        """Verify that temp_dir fixture creates and will clean up directories."""
+        test_file = temp_dir / "test.txt"
+        test_file.write_text("test content")
+        assert test_file.exists(), "Should be able to create files in temp_dir"
+        # Cleanup is tested implicitly - if directories accumulate, we know it's broken
+    
+    def test_yaml_config_fixture(self, sample_yaml_config):
+        """Verify that YAML config fixture works."""
+        assert sample_yaml_config.exists(), "YAML config file should exist"
+        assert sample_yaml_config.suffix == ".yml", "Should be a YAML file"
+        
+        # Test that we can read it
+        import yaml
+        with open(sample_yaml_config, 'r') as f:
+            config = yaml.safe_load(f)
+        assert isinstance(config, dict), "Should load as a dictionary"
+        assert config.get("model") == "ESPCN", "Should contain expected content"
+    
+    def test_image_fixtures(self, sample_image, sample_video_frames):
+        """Verify that image-related fixtures work."""
+        assert sample_image.exists(), "Sample image should exist"
+        assert sample_image.suffix == ".png", "Sample image should be PNG"
+        
+        assert sample_video_frames.exists(), "Video frames directory should exist"
+        frames = list(sample_video_frames.glob("*.png"))
+        assert len(frames) == 5, "Should have created 5 frames"
+    
+    def test_python_path_includes_project_root(self):
+        """Verify that the project root is in Python path for imports."""
+        project_root = Path(__file__).parent.parent
+        assert any(
+            Path(p).resolve() == project_root.resolve() 
+            for p in sys.path
+        ), "Project root should be in Python path"
+
+
+class TestCoverageConfiguration:
+    """Tests to verify coverage configuration."""
+    
+    def test_coverage_should_track_source_code(self):
+        """Verify that coverage is configured to track the codes package."""
+        # This is a meta-test - actual verification happens when coverage runs
+        from codes.utils import base_utils
+        # Just importing to ensure it's trackable
+        assert hasattr(base_utils, '__file__'), "Module should be importable and trackable"
+    
+    def test_coverage_should_ignore_test_files(self):
+        """Verify that test files are excluded from coverage."""
+        # Coverage report will show if test files are incorrectly included
+        assert __file__.endswith('.py'), "This is a test file that should be excluded"
+
+
+def test_standalone_function():
+    """Test that standalone test functions work too, not just classes."""
+    assert True, "Standalone test functions should work"
+
+
+@pytest.mark.parametrize("value,expected", [
+    (1, 1),
+    (2, 2),
+    (3, 3),
+])
+def test_parametrize_works(value, expected):
+    """Verify that pytest parametrize decorator works."""
+    assert value == expected, "Parametrized tests should work"
\ 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