187 lines
5.8 KiB
Python
187 lines
5.8 KiB
Python
import pytest
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from unittest.mock import AsyncMock, patch, MagicMock
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from cognee.modules.retrieval.chunks_retriever import ChunksRetriever
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from cognee.modules.retrieval.exceptions.exceptions import NoDataError
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from cognee.infrastructure.databases.vector.exceptions import CollectionNotFoundError
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@pytest.fixture
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def mock_vector_engine():
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"""Create a mock vector engine."""
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engine = AsyncMock()
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engine.search = AsyncMock()
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return engine
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@pytest.mark.asyncio
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async def test_get_context_success(mock_vector_engine):
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"""Test successful retrieval of chunk context."""
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mock_result1 = MagicMock()
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mock_result1.payload = {"text": "Steve Rodger", "chunk_index": 0}
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mock_result2 = MagicMock()
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mock_result2.payload = {"text": "Mike Broski", "chunk_index": 1}
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mock_vector_engine.search.return_value = [mock_result1, mock_result2]
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retriever = ChunksRetriever(top_k=5)
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with patch(
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"cognee.modules.retrieval.chunks_retriever.get_vector_engine",
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return_value=mock_vector_engine,
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):
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context = await retriever.get_context("test query")
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assert len(context) == 2
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assert context[0]["text"] == "Steve Rodger"
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assert context[1]["text"] == "Mike Broski"
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mock_vector_engine.search.assert_awaited_once_with(
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"DocumentChunk_text", "test query", limit=5, include_payload=True
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)
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@pytest.mark.asyncio
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async def test_get_context_collection_not_found_error(mock_vector_engine):
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"""Test that CollectionNotFoundError is converted to NoDataError."""
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mock_vector_engine.search.side_effect = CollectionNotFoundError("Collection not found")
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retriever = ChunksRetriever()
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with patch(
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"cognee.modules.retrieval.chunks_retriever.get_vector_engine",
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return_value=mock_vector_engine,
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):
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with pytest.raises(NoDataError, match="No data found"):
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await retriever.get_context("test query")
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@pytest.mark.asyncio
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async def test_get_context_empty_results(mock_vector_engine):
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"""Test that empty list is returned when no chunks are found."""
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mock_vector_engine.search.return_value = []
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retriever = ChunksRetriever()
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with patch(
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"cognee.modules.retrieval.chunks_retriever.get_vector_engine",
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return_value=mock_vector_engine,
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):
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context = await retriever.get_context("test query")
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assert context == []
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@pytest.mark.asyncio
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async def test_get_context_top_k_limit(mock_vector_engine):
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"""Test that top_k parameter limits the number of results."""
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mock_results = [MagicMock() for _ in range(3)]
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for i, result in enumerate(mock_results):
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result.payload = {"text": f"Chunk {i}"}
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mock_vector_engine.search.return_value = mock_results
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retriever = ChunksRetriever(top_k=3)
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with patch(
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"cognee.modules.retrieval.chunks_retriever.get_vector_engine",
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return_value=mock_vector_engine,
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):
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context = await retriever.get_context("test query")
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assert len(context) == 3
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mock_vector_engine.search.assert_awaited_once_with(
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"DocumentChunk_text", "test query", limit=3, include_payload=True
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)
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@pytest.mark.asyncio
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async def test_get_completion_with_context(mock_vector_engine):
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"""Test get_completion returns provided context."""
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retriever = ChunksRetriever()
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provided_context = [{"text": "Steve Rodger"}, {"text": "Mike Broski"}]
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completion = await retriever.get_completion("test query", context=provided_context)
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assert completion == provided_context
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@pytest.mark.asyncio
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async def test_get_completion_without_context(mock_vector_engine):
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"""Test get_completion retrieves context when not provided."""
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mock_result = MagicMock()
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mock_result.payload = {"text": "Steve Rodger"}
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mock_vector_engine.search.return_value = [mock_result]
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retriever = ChunksRetriever()
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with patch(
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"cognee.modules.retrieval.chunks_retriever.get_vector_engine",
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return_value=mock_vector_engine,
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):
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completion = await retriever.get_completion("test query")
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assert len(completion) == 1
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assert completion[0]["text"] == "Steve Rodger"
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@pytest.mark.asyncio
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async def test_init_defaults():
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"""Test ChunksRetriever initialization with defaults."""
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retriever = ChunksRetriever()
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assert retriever.top_k == 5
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@pytest.mark.asyncio
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async def test_init_custom_top_k():
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"""Test ChunksRetriever initialization with custom top_k."""
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retriever = ChunksRetriever(top_k=10)
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assert retriever.top_k == 10
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@pytest.mark.asyncio
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async def test_init_none_top_k():
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"""Test ChunksRetriever initialization with None top_k."""
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retriever = ChunksRetriever(top_k=None)
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assert retriever.top_k is None
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@pytest.mark.asyncio
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async def test_get_context_empty_payload(mock_vector_engine):
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"""Test get_context handles empty payload."""
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mock_result = MagicMock()
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mock_result.payload = {}
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mock_vector_engine.search.return_value = [mock_result]
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retriever = ChunksRetriever()
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with patch(
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"cognee.modules.retrieval.chunks_retriever.get_vector_engine",
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return_value=mock_vector_engine,
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):
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context = await retriever.get_context("test query")
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assert len(context) == 1
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assert context[0] == {}
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@pytest.mark.asyncio
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async def test_get_completion_with_session_id(mock_vector_engine):
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"""Test get_completion with session_id parameter."""
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mock_result = MagicMock()
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mock_result.payload = {"text": "Steve Rodger"}
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mock_vector_engine.search.return_value = [mock_result]
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retriever = ChunksRetriever()
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with patch(
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"cognee.modules.retrieval.chunks_retriever.get_vector_engine",
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return_value=mock_vector_engine,
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):
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completion = await retriever.get_completion("test query", session_id="test_session")
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assert len(completion) == 1
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assert completion[0]["text"] == "Steve Rodger"
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