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feat: add crewai-tools workspace and fix tests/dependencies
* feat: add crewai-tools workspace structure * Squashed 'temp-crewai-tools/' content from commit 9bae5633 git-subtree-dir: temp-crewai-tools git-subtree-split: 9bae56339096cb70f03873e600192bd2cd207ac9 * feat: configure crewai-tools workspace package with dependencies * fix: apply ruff auto-formatting to crewai-tools code * chore: update lockfile * fix: don't allow tool tests yet * fix: comment out extra pytest flags for now * fix: remove conflicting conftest.py from crewai-tools tests * fix: resolve dependency conflicts and test issues - Pin vcrpy to 7.0.0 to fix pytest-recording compatibility - Comment out types-requests to resolve urllib3 conflict - Update requests requirement in crewai-tools to >=2.32.0
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178
lib/crewai-tools/tests/tools/rag/rag_tool_test.py
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178
lib/crewai-tools/tests/tools/rag/rag_tool_test.py
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"""Tests for RAG tool with mocked embeddings and vector database."""
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from pathlib import Path
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from tempfile import TemporaryDirectory
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from typing import cast
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from unittest.mock import MagicMock, Mock, patch
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from crewai_tools.adapters.crewai_rag_adapter import CrewAIRagAdapter
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from crewai_tools.tools.rag.rag_tool import RagTool
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@patch("crewai_tools.adapters.crewai_rag_adapter.get_rag_client")
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@patch("crewai_tools.adapters.crewai_rag_adapter.create_client")
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def test_rag_tool_initialization(
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mock_create_client: Mock, mock_get_rag_client: Mock
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) -> None:
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"""Test that RagTool initializes with CrewAI adapter by default."""
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mock_client = MagicMock()
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mock_client.get_or_create_collection = MagicMock(return_value=None)
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mock_get_rag_client.return_value = mock_client
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mock_create_client.return_value = mock_client
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class MyTool(RagTool):
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pass
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tool = MyTool()
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assert tool.adapter is not None
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assert isinstance(tool.adapter, CrewAIRagAdapter)
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adapter = cast(CrewAIRagAdapter, tool.adapter)
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assert adapter.collection_name == "rag_tool_collection"
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assert adapter._client is not None
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@patch("crewai_tools.adapters.crewai_rag_adapter.get_rag_client")
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@patch("crewai_tools.adapters.crewai_rag_adapter.create_client")
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def test_rag_tool_add_and_query(
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mock_create_client: Mock, mock_get_rag_client: Mock
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) -> None:
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"""Test adding content and querying with RagTool."""
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mock_client = MagicMock()
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mock_client.get_or_create_collection = MagicMock(return_value=None)
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mock_client.add_documents = MagicMock(return_value=None)
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mock_client.search = MagicMock(
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return_value=[
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{"content": "The sky is blue on a clear day.", "metadata": {}, "score": 0.9}
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]
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)
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mock_get_rag_client.return_value = mock_client
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mock_create_client.return_value = mock_client
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class MyTool(RagTool):
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pass
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tool = MyTool()
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tool.add("The sky is blue on a clear day.")
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tool.add("Machine learning is a subset of artificial intelligence.")
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# Verify documents were added
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assert mock_client.add_documents.call_count == 2
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result = tool._run(query="What color is the sky?")
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assert "Relevant Content:" in result
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assert "The sky is blue" in result
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mock_client.search.return_value = [
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{
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"content": "Machine learning is a subset of artificial intelligence.",
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"metadata": {},
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"score": 0.85,
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}
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]
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result = tool._run(query="Tell me about machine learning")
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assert "Relevant Content:" in result
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assert "Machine learning" in result
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@patch("crewai_tools.adapters.crewai_rag_adapter.get_rag_client")
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@patch("crewai_tools.adapters.crewai_rag_adapter.create_client")
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def test_rag_tool_with_file(
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mock_create_client: Mock, mock_get_rag_client: Mock
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) -> None:
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"""Test RagTool with file content."""
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mock_client = MagicMock()
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mock_client.get_or_create_collection = MagicMock(return_value=None)
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mock_client.add_documents = MagicMock(return_value=None)
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mock_client.search = MagicMock(
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return_value=[
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{
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"content": "Python is a programming language known for its simplicity.",
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"metadata": {"file_path": "test.txt"},
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"score": 0.95,
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}
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]
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)
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mock_get_rag_client.return_value = mock_client
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mock_create_client.return_value = mock_client
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with TemporaryDirectory() as tmpdir:
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test_file = Path(tmpdir) / "test.txt"
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test_file.write_text(
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"Python is a programming language known for its simplicity."
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)
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class MyTool(RagTool):
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pass
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tool = MyTool()
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tool.add(str(test_file))
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assert mock_client.add_documents.called
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result = tool._run(query="What is Python?")
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assert "Relevant Content:" in result
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assert "Python is a programming language" in result
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@patch("crewai_tools.tools.rag.rag_tool.RagTool._create_embedding_function")
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@patch("crewai_tools.adapters.crewai_rag_adapter.create_client")
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def test_rag_tool_with_custom_embeddings(
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mock_create_client: Mock, mock_create_embedding: Mock
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) -> None:
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"""Test RagTool with custom embeddings configuration to ensure no API calls."""
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mock_embedding_func = MagicMock()
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mock_embedding_func.return_value = [[0.2] * 1536]
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mock_create_embedding.return_value = mock_embedding_func
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mock_client = MagicMock()
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mock_client.get_or_create_collection = MagicMock(return_value=None)
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mock_client.add_documents = MagicMock(return_value=None)
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mock_client.search = MagicMock(
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return_value=[{"content": "Test content", "metadata": {}, "score": 0.8}]
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)
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mock_create_client.return_value = mock_client
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class MyTool(RagTool):
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pass
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config = {
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"vectordb": {"provider": "chromadb", "config": {}},
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"embedding_model": {
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"provider": "openai",
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"config": {"model": "text-embedding-3-small"},
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},
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}
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tool = MyTool(config=config)
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tool.add("Test content")
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result = tool._run(query="Test query")
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assert "Relevant Content:" in result
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assert "Test content" in result
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mock_create_embedding.assert_called()
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@patch("crewai_tools.adapters.crewai_rag_adapter.get_rag_client")
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@patch("crewai_tools.adapters.crewai_rag_adapter.create_client")
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def test_rag_tool_no_results(
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mock_create_client: Mock, mock_get_rag_client: Mock
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) -> None:
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"""Test RagTool when no relevant content is found."""
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mock_client = MagicMock()
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mock_client.get_or_create_collection = MagicMock(return_value=None)
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mock_client.search = MagicMock(return_value=[])
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mock_get_rag_client.return_value = mock_client
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mock_create_client.return_value = mock_client
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class MyTool(RagTool):
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pass
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tool = MyTool()
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result = tool._run(query="Non-existent content")
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assert "Relevant Content:" in result
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assert "No relevant content found" in result
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