diff --git a/.gitignore b/.gitignore
index 497d87e..f45b145 100644
--- a/.gitignore
+++ b/.gitignore
@@ -159,5 +159,12 @@ cython_debug/
 #  option (not recommended) you can uncomment the following to ignore the entire idea folder.
 #.idea/
 
+# Claude Code
+.claude/*
+
+# VS Code
+.vscode/
+*.code-workspace
+
 data/
 wandb/
\ No newline at end of file
diff --git a/poetry.lock b/poetry.lock
new file mode 100644
index 0000000..e1c60db
--- /dev/null
+++ b/poetry.lock
@@ -0,0 +1,4975 @@
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+
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+description = "Accelerate"
+optional = false
+python-versions = ">=3.7.0"
+groups = ["main"]
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+
+[package.dependencies]
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+psutil = "*"
+pyyaml = "*"
+torch = ">=1.4.0"
+
+[package.extras]
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+test-trackers = ["comet-ml", "tensorboard", "wandb"]
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+
+[[package]]
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+version = "2.4.4"
+description = "Happy Eyeballs for asyncio"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+markers = "python_version == \"3.8\""
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+
+[[package]]
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+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+markers = "python_version >= \"3.9\""
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+    {file = "yarl-1.22.0-py3-none-any.whl", hash = "sha256:1380560bdba02b6b6c90de54133c81c9f2a453dee9912fe58c1dcced1edb7cff"},
+    {file = "yarl-1.22.0.tar.gz", hash = "sha256:bebf8557577d4401ba8bd9ff33906f1376c877aa78d1fe216ad01b4d6745af71"},
+]
+
+[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"]
+markers = "python_version == \"3.9\" and platform_system == \"Linux\" and platform_machine == \"x86_64\""
+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 = "^3.8"
+content-hash = "371093d5349207ce3a089d78b3b033b55a5438beba30f32facd7fd37f992ae4e"
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000..c68182b
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,86 @@
+[tool.poetry]
+name = "starcoder"
+version = "0.1.0"
+description = "StarCoder language model for code generation and fine-tuning"
+authors = ["BigCode <noreply@huggingface.co>"]
+readme = "README.md"
+packages = [{include = "chat"}, {include = "finetune"}]
+
+[tool.poetry.dependencies]
+python = "^3.8"
+tqdm = "4.65.0"
+transformers = "4.28.1"
+datasets = "2.11.0"
+huggingface-hub = "0.13.4"
+accelerate = "0.18.0"
+
+[tool.poetry.group.dev.dependencies]
+pytest = "^7.4.0"
+pytest-cov = "^4.1.0"
+pytest-mock = "^3.11.1"
+
+[tool.poetry.scripts]
+test = "pytest:main"
+tests = "pytest:main"
+
+[build-system]
+requires = ["poetry-core"]
+build-backend = "poetry.core.masonry.api"
+
+[tool.pytest.ini_options]
+testpaths = ["tests"]
+python_files = ["test_*.py", "*_test.py"]
+python_classes = ["Test*"]
+python_functions = ["test_*"]
+addopts = [
+    "-v",
+    "--strict-markers",
+    "--strict-config",
+    "--cov=chat",
+    "--cov=finetune",
+    "--cov-report=html",
+    "--cov-report=xml",
+    "--cov-report=term-missing",
+    # Uncomment to enforce coverage threshold once actual tests are written:
+    # "--cov-fail-under=80",
+]
+markers = [
+    "unit: Unit tests that test individual components in isolation",
+    "integration: Integration tests that test multiple components together",
+    "slow: Tests that take a long time to run",
+]
+
+[tool.coverage.run]
+source = ["chat", "finetune"]
+omit = [
+    "*/tests/*",
+    "*/test_*.py",
+    "*/*_test.py",
+    "*/conftest.py",
+    "*/__pycache__/*",
+    "*/.venv/*",
+    "*/venv/*",
+]
+
+[tool.coverage.report]
+precision = 2
+show_missing = true
+skip_covered = false
+exclude_lines = [
+    "pragma: no cover",
+    "def __repr__",
+    "if TYPE_CHECKING:",
+    "raise AssertionError",
+    "raise NotImplementedError",
+    "if __name__ == .__main__.:",
+    "if 0:",
+    "if False:",
+    "@abstractmethod",
+    "@abc.abstractmethod",
+]
+
+[tool.coverage.html]
+directory = "htmlcov"
+
+[tool.coverage.xml]
+output = "coverage.xml"
diff --git a/tests/__init__.py b/tests/__init__.py
new file mode 100644
index 0000000..3636f86
--- /dev/null
+++ b/tests/__init__.py
@@ -0,0 +1 @@
+"""Test suite for StarCoder project."""
diff --git a/tests/conftest.py b/tests/conftest.py
new file mode 100644
index 0000000..5d9d82f
--- /dev/null
+++ b/tests/conftest.py
@@ -0,0 +1,232 @@
+"""Shared pytest fixtures for StarCoder tests.
+
+This module provides common fixtures used across unit and integration tests.
+"""
+
+import os
+import shutil
+import tempfile
+from pathlib import Path
+from typing import Generator, Dict, 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.
+
+    Example:
+        def test_file_creation(temp_dir):
+            test_file = temp_dir / "test.txt"
+            test_file.write_text("test content")
+            assert test_file.exists()
+    """
+    tmp_dir = tempfile.mkdtemp()
+    try:
+        yield Path(tmp_dir)
+    finally:
+        shutil.rmtree(tmp_dir, ignore_errors=True)
+
+
+@pytest.fixture
+def temp_file(temp_dir: Path) -> Generator[Path, None, None]:
+    """Create a temporary file for testing.
+
+    Args:
+        temp_dir: Temporary directory fixture.
+
+    Yields:
+        Path: Path to the temporary file.
+
+    Example:
+        def test_file_reading(temp_file):
+            temp_file.write_text("test content")
+            assert temp_file.read_text() == "test content"
+    """
+    tmp_file = temp_dir / "test_file.txt"
+    tmp_file.touch()
+    yield tmp_file
+
+
+@pytest.fixture
+def mock_config() -> Dict[str, Any]:
+    """Provide a mock configuration for testing.
+
+    Returns:
+        Dict: Mock configuration dictionary.
+
+    Example:
+        def test_config_usage(mock_config):
+            assert mock_config["model_name"] == "test-model"
+    """
+    return {
+        "model_name": "test-model",
+        "max_length": 100,
+        "batch_size": 4,
+        "learning_rate": 1e-4,
+        "num_epochs": 3,
+        "device": "cpu",
+    }
+
+
+@pytest.fixture
+def mock_tokenizer() -> MagicMock:
+    """Create a mock tokenizer for testing.
+
+    Returns:
+        MagicMock: Mock tokenizer object.
+
+    Example:
+        def test_tokenization(mock_tokenizer):
+            result = mock_tokenizer.encode("test text")
+            assert result == [1, 2, 3, 4]
+    """
+    tokenizer = MagicMock()
+    tokenizer.encode.return_value = [1, 2, 3, 4]
+    tokenizer.decode.return_value = "decoded text"
+    tokenizer.vocab_size = 50000
+    tokenizer.pad_token_id = 0
+    tokenizer.eos_token_id = 2
+    return tokenizer
+
+
+@pytest.fixture
+def mock_model() -> MagicMock:
+    """Create a mock model for testing.
+
+    Returns:
+        MagicMock: Mock model object.
+
+    Example:
+        def test_model_inference(mock_model):
+            result = mock_model.generate([1, 2, 3])
+            assert result is not None
+    """
+    model = MagicMock()
+    model.generate.return_value = [[1, 2, 3, 4, 5]]
+    model.config.return_value = {"hidden_size": 768}
+    return model
+
+
+@pytest.fixture
+def sample_text() -> str:
+    """Provide sample text for testing.
+
+    Returns:
+        str: Sample text string.
+
+    Example:
+        def test_text_processing(sample_text):
+            assert len(sample_text) > 0
+    """
+    return "def hello_world():\n    print('Hello, World!')"
+
+
+@pytest.fixture
+def sample_code_snippet() -> str:
+    """Provide a sample code snippet for testing.
+
+    Returns:
+        str: Sample Python code snippet.
+
+    Example:
+        def test_code_parsing(sample_code_snippet):
+            assert "def" in sample_code_snippet
+    """
+    return """
+def fibonacci(n):
+    if n <= 1:
+        return n
+    return fibonacci(n-1) + fibonacci(n-2)
+
+def main():
+    result = fibonacci(10)
+    print(f"Fibonacci(10) = {result}")
+
+if __name__ == "__main__":
+    main()
+"""
+
+
+@pytest.fixture
+def mock_dataset() -> MagicMock:
+    """Create a mock dataset for testing.
+
+    Returns:
+        MagicMock: Mock dataset object.
+
+    Example:
+        def test_dataset_loading(mock_dataset):
+            assert len(mock_dataset) > 0
+    """
+    dataset = MagicMock()
+    dataset.__len__.return_value = 100
+    dataset.__getitem__.return_value = {
+        "text": "sample text",
+        "labels": [1, 2, 3],
+    }
+    return dataset
+
+
+@pytest.fixture
+def mock_training_args() -> Dict[str, Any]:
+    """Provide mock training arguments for testing.
+
+    Returns:
+        Dict: Mock training arguments.
+
+    Example:
+        def test_training_setup(mock_training_args):
+            assert mock_training_args["learning_rate"] > 0
+    """
+    return {
+        "output_dir": "./test_output",
+        "num_train_epochs": 3,
+        "per_device_train_batch_size": 4,
+        "per_device_eval_batch_size": 4,
+        "learning_rate": 5e-5,
+        "warmup_steps": 100,
+        "logging_steps": 10,
+        "save_steps": 100,
+        "evaluation_strategy": "steps",
+        "eval_steps": 50,
+    }
+
+
+@pytest.fixture(autouse=True)
+def reset_environment() -> Generator[None, None, None]:
+    """Reset environment variables after each test.
+
+    Yields:
+        None
+
+    Note:
+        This fixture runs automatically for all tests.
+    """
+    original_env = os.environ.copy()
+    yield
+    os.environ.clear()
+    os.environ.update(original_env)
+
+
+@pytest.fixture
+def mock_huggingface_hub() -> MagicMock:
+    """Create a mock HuggingFace Hub client.
+
+    Returns:
+        MagicMock: Mock HuggingFace Hub client.
+
+    Example:
+        def test_model_upload(mock_huggingface_hub):
+            mock_huggingface_hub.push_to_hub("model")
+            mock_huggingface_hub.push_to_hub.assert_called_once()
+    """
+    hub = MagicMock()
+    hub.list_models.return_value = ["model1", "model2"]
+    hub.model_info.return_value = {"id": "test-model", "downloads": 1000}
+    return hub
diff --git a/tests/integration/__init__.py b/tests/integration/__init__.py
new file mode 100644
index 0000000..36f5b87
--- /dev/null
+++ b/tests/integration/__init__.py
@@ -0,0 +1 @@
+"""Integration tests for StarCoder project."""
diff --git a/tests/test_infrastructure.py b/tests/test_infrastructure.py
new file mode 100644
index 0000000..ec6c79f
--- /dev/null
+++ b/tests/test_infrastructure.py
@@ -0,0 +1,195 @@
+"""Validation tests to verify the testing infrastructure is properly configured.
+
+These tests ensure that pytest, coverage, and all fixtures are working correctly.
+"""
+
+import sys
+from pathlib import Path
+from typing import Dict, Any
+
+import pytest
+
+
+class TestInfrastructure:
+    """Test suite to validate the testing infrastructure setup."""
+
+    def test_pytest_is_working(self):
+        """Verify that pytest is properly installed and working."""
+        assert True, "Pytest is working correctly"
+
+    def test_python_version(self):
+        """Verify Python version meets minimum requirements."""
+        assert sys.version_info >= (3, 8), "Python 3.8+ is required"
+
+    def test_project_structure(self):
+        """Verify the project structure is correct."""
+        project_root = Path(__file__).parent.parent
+
+        # Check main directories exist
+        assert (project_root / "chat").is_dir(), "chat directory should exist"
+        assert (project_root / "finetune").is_dir(), "finetune directory should exist"
+        assert (project_root / "tests").is_dir(), "tests directory should exist"
+
+        # Check test subdirectories exist
+        assert (project_root / "tests" / "unit").is_dir(), "tests/unit directory should exist"
+        assert (project_root / "tests" / "integration").is_dir(), "tests/integration directory should exist"
+
+    def test_pytest_markers(self):
+        """Verify custom pytest markers are registered."""
+        # Custom markers are configured in pyproject.toml
+        # This test just verifies that we can use them without warnings
+        # The actual marker registration is tested by using the markers
+        assert True, "Markers are configured in pyproject.toml"
+
+    @pytest.mark.unit
+    def test_unit_marker(self):
+        """Verify the unit marker works."""
+        assert True, "Unit marker is working"
+
+    @pytest.mark.integration
+    def test_integration_marker(self):
+        """Verify the integration marker works."""
+        assert True, "Integration marker is working"
+
+    @pytest.mark.slow
+    def test_slow_marker(self):
+        """Verify the slow marker works."""
+        assert True, "Slow marker is working"
+
+
+class TestFixtures:
+    """Test suite to validate all conftest fixtures are working."""
+
+    def test_temp_dir_fixture(self, temp_dir):
+        """Verify temp_dir fixture creates a usable directory."""
+        assert temp_dir.exists(), "Temporary directory should exist"
+        assert temp_dir.is_dir(), "temp_dir should be a directory"
+
+        # Test we can create files in it
+        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"
+
+    def test_temp_file_fixture(self, temp_file):
+        """Verify temp_file fixture creates a usable file."""
+        assert temp_file.exists(), "Temporary file should exist"
+        assert temp_file.is_file(), "temp_file should be a file"
+
+        # Test we can write and read from it
+        temp_file.write_text("test content")
+        assert temp_file.read_text() == "test content", "Should be able to read/write temp_file"
+
+    def test_mock_config_fixture(self, mock_config):
+        """Verify mock_config fixture provides expected configuration."""
+        assert isinstance(mock_config, dict), "mock_config should be a dictionary"
+        assert "model_name" in mock_config, "mock_config should have model_name"
+        assert "max_length" in mock_config, "mock_config should have max_length"
+        assert "batch_size" in mock_config, "mock_config should have batch_size"
+
+    def test_mock_tokenizer_fixture(self, mock_tokenizer):
+        """Verify mock_tokenizer fixture behaves correctly."""
+        # Test encode
+        encoded = mock_tokenizer.encode("test text")
+        assert isinstance(encoded, list), "encode should return a list"
+
+        # Test decode
+        decoded = mock_tokenizer.decode([1, 2, 3])
+        assert isinstance(decoded, str), "decode should return a string"
+
+        # Test attributes
+        assert hasattr(mock_tokenizer, "vocab_size"), "tokenizer should have vocab_size"
+        assert hasattr(mock_tokenizer, "pad_token_id"), "tokenizer should have pad_token_id"
+
+    def test_mock_model_fixture(self, mock_model):
+        """Verify mock_model fixture behaves correctly."""
+        # Test generate method
+        result = mock_model.generate([1, 2, 3])
+        assert result is not None, "generate should return a result"
+
+        # Test config
+        assert hasattr(mock_model, "config"), "model should have config"
+
+    def test_sample_text_fixture(self, sample_text):
+        """Verify sample_text fixture provides valid text."""
+        assert isinstance(sample_text, str), "sample_text should be a string"
+        assert len(sample_text) > 0, "sample_text should not be empty"
+
+    def test_sample_code_snippet_fixture(self, sample_code_snippet):
+        """Verify sample_code_snippet fixture provides valid code."""
+        assert isinstance(sample_code_snippet, str), "sample_code_snippet should be a string"
+        assert "def" in sample_code_snippet, "sample_code_snippet should contain function definitions"
+
+    def test_mock_dataset_fixture(self, mock_dataset):
+        """Verify mock_dataset fixture behaves correctly."""
+        # Test length
+        assert len(mock_dataset) > 0, "dataset should have items"
+
+        # Test item access
+        item = mock_dataset[0]
+        assert item is not None, "should be able to access dataset items"
+
+    def test_mock_training_args_fixture(self, mock_training_args):
+        """Verify mock_training_args fixture provides expected arguments."""
+        assert isinstance(mock_training_args, dict), "mock_training_args should be a dictionary"
+        assert "learning_rate" in mock_training_args, "should have learning_rate"
+        assert "num_train_epochs" in mock_training_args, "should have num_train_epochs"
+
+    def test_mock_huggingface_hub_fixture(self, mock_huggingface_hub):
+        """Verify mock_huggingface_hub fixture behaves correctly."""
+        # Test list_models
+        models = mock_huggingface_hub.list_models()
+        assert isinstance(models, list), "list_models should return a list"
+
+        # Test model_info
+        info = mock_huggingface_hub.model_info()
+        assert isinstance(info, dict), "model_info should return a dictionary"
+
+
+class TestCoverageConfiguration:
+    """Test suite to validate coverage configuration."""
+
+    def test_coverage_package_imported(self):
+        """Verify pytest-cov is installed and can be imported."""
+        try:
+            import pytest_cov
+            assert True, "pytest-cov is installed"
+        except ImportError:
+            pytest.fail("pytest-cov should be installed")
+
+    def test_mock_package_imported(self):
+        """Verify pytest-mock is installed and can be imported."""
+        try:
+            import pytest_mock
+            assert True, "pytest-mock is installed"
+        except ImportError:
+            pytest.fail("pytest-mock should be installed")
+
+
+class TestParametrization:
+    """Test suite to demonstrate parametrization works."""
+
+    @pytest.mark.parametrize("value,expected", [
+        (1, 2),
+        (2, 4),
+        (3, 6),
+        (4, 8),
+    ])
+    def test_parametrize_works(self, value, expected):
+        """Verify pytest parametrization is working."""
+        assert value * 2 == expected, "Parametrization should work correctly"
+
+    @pytest.mark.parametrize("text", [
+        "hello",
+        "world",
+        "pytest",
+        "testing",
+    ])
+    def test_parametrize_with_strings(self, text):
+        """Verify parametrization works with strings."""
+        assert isinstance(text, str), "Parameter should be a string"
+        assert len(text) > 0, "Parameter should not be empty"
+
+
+if __name__ == "__main__":
+    # Allow running this test file directly
+    pytest.main([__file__, "-v"])
diff --git a/tests/unit/__init__.py b/tests/unit/__init__.py
new file mode 100644
index 0000000..f3b9ec8
--- /dev/null
+++ b/tests/unit/__init__.py
@@ -0,0 +1 @@
+"""Unit tests for StarCoder project."""