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Add Elasticsearch integration for RAG storage
Co-Authored-By: Joe Moura <joao@crewai.com>
This commit is contained in:
91
tests/integration/elasticsearch_integration_test.py
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91
tests/integration/elasticsearch_integration_test.py
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"""Integration test for Elasticsearch with CrewAI."""
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import os
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import unittest
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import pytest
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from crewai import Agent, Crew, Task
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@pytest.mark.skipif(
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os.environ.get("RUN_ELASTICSEARCH_TESTS") != "true",
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reason="Elasticsearch tests require RUN_ELASTICSEARCH_TESTS=true"
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)
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class TestElasticsearchIntegration(unittest.TestCase):
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"""Integration test for Elasticsearch with CrewAI."""
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def test_crew_with_elasticsearch_memory(self):
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"""Test a crew with Elasticsearch memory."""
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researcher = Agent(
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role="Researcher",
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goal="Research a topic",
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backstory="You are a researcher who loves to find information.",
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)
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writer = Agent(
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role="Writer",
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goal="Write about a topic",
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backstory="You are a writer who loves to write about topics.",
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)
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research_task = Task(
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description="Research about AI",
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expected_output="Information about AI",
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agent=researcher,
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)
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write_task = Task(
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description="Write about AI",
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expected_output="Article about AI",
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agent=writer,
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context=[research_task],
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)
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crew = Crew(
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agents=[researcher, writer],
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tasks=[research_task, write_task],
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memory_config={"provider": "elasticsearch"},
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)
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result = crew.kickoff()
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self.assertIsNotNone(result)
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def test_crew_with_elasticsearch_knowledge(self):
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"""Test a crew with Elasticsearch knowledge."""
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from crewai.knowledge import Knowledge
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from crewai.knowledge.source.string_knowledge_source import StringKnowledgeSource
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content = "AI is a field of computer science that focuses on creating machines that can perform tasks that typically require human intelligence."
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string_source = StringKnowledgeSource(
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content=content, metadata={"topic": "AI"}
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)
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knowledge = Knowledge(
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collection_name="test",
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sources=[string_source],
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storage_provider="elasticsearch",
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)
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agent = Agent(
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role="AI Expert",
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goal="Explain AI",
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backstory="You are an AI expert who loves to explain AI concepts.",
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knowledge=[knowledge],
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)
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task = Task(
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description="Explain what AI is",
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expected_output="Explanation of AI",
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agent=agent,
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)
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crew = Crew(
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agents=[agent],
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tasks=[task],
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)
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result = crew.kickoff()
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self.assertIsNotNone(result)
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