diff --git a/.gitignore b/.gitignore
index b6e4761..a357207 100644
--- a/.gitignore
+++ b/.gitignore
@@ -127,3 +127,6 @@ dmypy.json
 
 # Pyre type checker
 .pyre/
+
+# Claude settings
+.claude/*
diff --git a/poetry.lock b/poetry.lock
new file mode 100644
index 0000000..73d8a28
--- /dev/null
+++ b/poetry.lock
@@ -0,0 +1,2257 @@
+# This file is automatically @generated by Poetry 2.1.3 and should not be changed by hand.
+
+[[package]]
+name = "certifi"
+version = "2025.6.15"
+description = "Python package for providing Mozilla's CA Bundle."
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
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+]
+
+[[package]]
+name = "charset-normalizer"
+version = "3.4.2"
+description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
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+
+[package.extras]
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+scipy = ["scipy"]
+
+[[package]]
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+python-versions = ">=3.7"
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+[package.extras]
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+notebook = ["ipywidgets (>=6)"]
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+telegram = ["requests"]
+
+[[package]]
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+
+[package.extras]
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+tests = ["autopep8", "flake8", "isort", "llnl-hatchet", "numpy", "pytest", "scipy (>=1.7.1)"]
+tutorials = ["matplotlib", "pandas", "tabulate"]
+
+[[package]]
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+optional = false
+python-versions = ">=3.9"
+groups = ["main", "dev"]
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+
+[[package]]
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+description = "HTTP library with thread-safe connection pooling, file post, and more."
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+markers = "python_version == \"3.8\""
+files = [
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+    {file = "urllib3-2.2.3.tar.gz", hash = "sha256:e7d814a81dad81e6caf2ec9fdedb284ecc9c73076b62654547cc64ccdcae26e9"},
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+h2 = ["h2 (>=4,<5)"]
+socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
+zstd = ["zstandard (>=0.18.0)"]
+
+[[package]]
+name = "urllib3"
+version = "2.4.0"
+description = "HTTP library with thread-safe connection pooling, file post, and more."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+markers = "python_version >= \"3.9\""
+files = [
+    {file = "urllib3-2.4.0-py3-none-any.whl", hash = "sha256:4e16665048960a0900c702d4a66415956a584919c03361cac9f1df5c5dd7e813"},
+    {file = "urllib3-2.4.0.tar.gz", hash = "sha256:414bc6535b787febd7567804cc015fee39daab8ad86268f1310a9250697de466"},
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+
+[package.extras]
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+h2 = ["h2 (>=4,<5)"]
+socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
+zstd = ["zstandard (>=0.18.0)"]
+
+[[package]]
+name = "yacs"
+version = "0.1.8"
+description = "Yet Another Configuration System"
+optional = false
+python-versions = "*"
+groups = ["main"]
+files = [
+    {file = "yacs-0.1.8-py2-none-any.whl", hash = "sha256:d43d1854c1ffc4634c5b349d1c1120f86f05c3a294c9d141134f282961ab5d94"},
+    {file = "yacs-0.1.8-py3-none-any.whl", hash = "sha256:99f893e30497a4b66842821bac316386f7bd5c4f47ad35c9073ef089aa33af32"},
+    {file = "yacs-0.1.8.tar.gz", hash = "sha256:efc4c732942b3103bea904ee89af98bcd27d01f0ac12d8d4d369f1e7a2914384"},
+]
+
+[package.dependencies]
+PyYAML = "*"
+
+[metadata]
+lock-version = "2.1"
+python-versions = "^3.8"
+content-hash = "1163cb15a46516add5e3d96df0d9038af24db8826b9c60fbce6af4c5040801b1"
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000..343e6ac
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,80 @@
+[tool.poetry]
+name = "simmim"
+version = "0.1.0"
+description = "SimMIM: A Simple Framework for Masked Image Modeling"
+authors = ["Your Name <email@example.com>"]
+readme = "README.md"
+license = "MIT"
+package-mode = false
+
+[tool.poetry.dependencies]
+python = "^3.8"
+pyyaml = "*"
+scipy = "*"
+termcolor = "*"
+timm = "*"
+yacs = "*"
+
+[tool.poetry.group.dev.dependencies]
+pytest = "^7.4.0"
+pytest-cov = "^4.1.0"
+pytest-mock = "^3.11.0"
+
+
+[tool.pytest.ini_options]
+minversion = "6.0"
+testpaths = ["tests"]
+python_files = ["test_*.py", "*_test.py"]
+python_classes = ["Test*"]
+python_functions = ["test_*"]
+addopts = [
+    "-ra",
+    "--strict-markers",
+    "--strict-config",
+    "--cov=data",
+    "--cov=models",
+    "--cov-branch",
+    "--cov-report=term-missing",
+    "--cov-report=html:htmlcov",
+    "--cov-report=xml:coverage.xml",
+]
+markers = [
+    "unit: Unit tests",
+    "integration: Integration tests",
+    "slow: Tests that take a long time to run",
+]
+
+[tool.coverage.run]
+source = ["data", "models", "*.py"]
+omit = [
+    "*/tests/*",
+    "*/test_*",
+    "*/__pycache__/*",
+    "*/conftest.py",
+    "setup.py",
+]
+
+[tool.coverage.report]
+exclude_lines = [
+    "pragma: no cover",
+    "def __repr__",
+    "def __str__",
+    "raise AssertionError",
+    "raise NotImplementedError",
+    "if __name__ == .__main__.:",
+    "if TYPE_CHECKING:",
+    "class .*\\bProtocol\\):",
+    "@(abc\\.)?abstractmethod",
+]
+show_missing = true
+precision = 2
+
+[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/test.sh b/test.sh
new file mode 100755
index 0000000..ae8c69d
--- /dev/null
+++ b/test.sh
@@ -0,0 +1,3 @@
+#!/bin/bash
+# Simple test runner script
+poetry run pytest "$@"
\ 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..0b1b362
--- /dev/null
+++ b/tests/conftest.py
@@ -0,0 +1,123 @@
+import os
+import tempfile
+import shutil
+from pathlib import Path
+import pytest
+import yaml
+from unittest.mock import MagicMock
+
+
+@pytest.fixture
+def temp_dir():
+    """Create a temporary directory for test files."""
+    temp_path = tempfile.mkdtemp()
+    yield Path(temp_path)
+    shutil.rmtree(temp_path)
+
+
+@pytest.fixture
+def mock_config():
+    """Create a mock configuration object."""
+    config = MagicMock()
+    config.MODEL = MagicMock()
+    config.MODEL.TYPE = 'swin'
+    config.MODEL.NAME = 'swin_base'
+    config.MODEL.DROP_PATH_RATE = 0.1
+    config.MODEL.NUM_CLASSES = 1000
+    
+    config.DATA = MagicMock()
+    config.DATA.IMG_SIZE = 224
+    config.DATA.BATCH_SIZE = 32
+    config.DATA.DATA_PATH = '/path/to/data'
+    
+    config.TRAIN = MagicMock()
+    config.TRAIN.EPOCHS = 100
+    config.TRAIN.BASE_LR = 1e-4
+    config.TRAIN.WEIGHT_DECAY = 0.05
+    
+    return config
+
+
+@pytest.fixture
+def sample_yaml_config(temp_dir):
+    """Create a sample YAML configuration file."""
+    config_data = {
+        'MODEL': {
+            'TYPE': 'vit',
+            'NAME': 'vit_base',
+            'NUM_CLASSES': 1000,
+            'DROP_PATH_RATE': 0.1
+        },
+        'DATA': {
+            'IMG_SIZE': 224,
+            'BATCH_SIZE': 64,
+            'DATA_PATH': '/data/imagenet'
+        },
+        'TRAIN': {
+            'EPOCHS': 300,
+            'BASE_LR': 5e-4,
+            'WEIGHT_DECAY': 0.05
+        }
+    }
+    
+    config_path = temp_dir / 'test_config.yaml'
+    with open(config_path, 'w') as f:
+        yaml.dump(config_data, f)
+    
+    return config_path
+
+
+@pytest.fixture
+def mock_dataset():
+    """Create a mock dataset object."""
+    dataset = MagicMock()
+    dataset.__len__ = MagicMock(return_value=1000)
+    dataset.__getitem__ = MagicMock(return_value=(MagicMock(), 0))
+    return dataset
+
+
+@pytest.fixture
+def mock_model():
+    """Create a mock model object."""
+    model = MagicMock()
+    model.forward = MagicMock(return_value=MagicMock(shape=(32, 1000)))
+    model.parameters = MagicMock(return_value=[MagicMock() for _ in range(10)])
+    return model
+
+
+@pytest.fixture
+def sample_image_tensor():
+    """Create a sample image tensor for testing."""
+    try:
+        import torch
+        return torch.randn(1, 3, 224, 224)
+    except ImportError:
+        # Return a mock if torch is not available during testing
+        return MagicMock(shape=(1, 3, 224, 224))
+
+
+@pytest.fixture
+def captured_output():
+    """Capture stdout and stderr for testing print outputs."""
+    import sys
+    from io import StringIO
+    
+    old_stdout = sys.stdout
+    old_stderr = sys.stderr
+    sys.stdout = StringIO()
+    sys.stderr = StringIO()
+    
+    yield sys.stdout, sys.stderr
+    
+    sys.stdout = old_stdout
+    sys.stderr = old_stderr
+
+
+@pytest.fixture(autouse=True)
+def reset_modules():
+    """Reset imported modules to ensure clean test state."""
+    import sys
+    modules_to_reset = [m for m in sys.modules.keys() if m.startswith(('models', 'data'))]
+    for module in modules_to_reset:
+        sys.modules.pop(module, None)
+    yield
\ 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..2e9dac1
--- /dev/null
+++ b/tests/test_setup_validation.py
@@ -0,0 +1,102 @@
+import pytest
+import sys
+import os
+from pathlib import Path
+
+
+class TestSetupValidation:
+    """Validation tests to ensure the testing infrastructure is properly configured."""
+    
+    def test_pytest_is_importable(self):
+        """Test that pytest can be imported successfully."""
+        import pytest
+        assert pytest is not None
+    
+    def test_pytest_cov_is_importable(self):
+        """Test that pytest-cov can be imported successfully."""
+        import pytest_cov
+        assert pytest_cov is not None
+    
+    def test_pytest_mock_is_importable(self):
+        """Test that pytest-mock can be imported successfully."""
+        import pytest_mock
+        assert pytest_mock is not None
+    
+    def test_project_structure_exists(self):
+        """Test that the expected project structure exists."""
+        project_root = Path(__file__).parent.parent
+        
+        assert (project_root / 'tests').exists()
+        assert (project_root / 'tests' / '__init__.py').exists()
+        assert (project_root / 'tests' / 'unit').exists()
+        assert (project_root / 'tests' / 'unit' / '__init__.py').exists()
+        assert (project_root / 'tests' / 'integration').exists()
+        assert (project_root / 'tests' / 'integration' / '__init__.py').exists()
+        assert (project_root / 'tests' / 'conftest.py').exists()
+    
+    def test_conftest_fixtures_available(self, temp_dir, mock_config, mock_dataset, mock_model):
+        """Test that conftest fixtures are available and working."""
+        assert temp_dir is not None
+        assert temp_dir.exists()
+        
+        assert mock_config is not None
+        assert hasattr(mock_config, 'MODEL')
+        assert hasattr(mock_config, 'DATA')
+        assert hasattr(mock_config, 'TRAIN')
+        
+        assert mock_dataset is not None
+        assert callable(getattr(mock_dataset, '__len__', None))
+        assert callable(getattr(mock_dataset, '__getitem__', None))
+        
+        assert mock_model is not None
+        assert hasattr(mock_model, 'forward')
+        assert hasattr(mock_model, 'parameters')
+    
+    @pytest.mark.unit
+    def test_unit_marker_works(self):
+        """Test that the unit test marker is properly configured."""
+        assert True
+    
+    @pytest.mark.integration
+    def test_integration_marker_works(self):
+        """Test that the integration test marker is properly configured."""
+        assert True
+    
+    @pytest.mark.slow
+    def test_slow_marker_works(self):
+        """Test that the slow test marker is properly configured."""
+        assert True
+    
+    def test_project_imports_work(self):
+        """Test that project modules can be imported."""
+        import importlib
+        import importlib.util
+        
+        # Check if modules exist without importing them
+        data_spec = importlib.util.find_spec("data")
+        models_spec = importlib.util.find_spec("models")
+        
+        assert data_spec is not None, "data module not found"
+        assert models_spec is not None, "models module not found"
+    
+    def test_coverage_configured(self):
+        """Test that coverage is properly configured."""
+        import subprocess
+        result = subprocess.run(
+            [sys.executable, '-m', 'pytest', '--help'],
+            capture_output=True,
+            text=True
+        )
+        assert '--cov' in result.stdout
+        assert '--cov-report' in result.stdout
+
+
+def test_fixtures_can_be_used(temp_dir, mock_config, sample_yaml_config, mock_dataset, mock_model, sample_image_tensor, captured_output):
+    """Test that all expected fixtures can be used."""
+    assert temp_dir.exists()
+    assert mock_config is not None
+    assert sample_yaml_config.exists()
+    assert mock_dataset is not None
+    assert mock_model is not None
+    assert sample_image_tensor is not None
+    assert captured_output is not None
\ 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