Files
crewAI/tests/tools/test_search_tools.py
Greyson LaLonde e29ca9ec28 feat: replace embedchain with native crewai adapter (#451)
- Remove embedchain adapter; add crewai rag adapter and update all search tools  
- Add loaders: pdf, youtube (video & channel), github, docs site, mysql, postgresql  
- Add configurable similarity threshold, limit params, and embedding_model support  
- Improve chromadb compatibility (sanitize metadata, convert columns, fix chunking)  
- Fix xml encoding, Python 3.10 issues, and youtube url spoofing  
- Update crewai dependency and instructions; refresh uv.lock  
- Update tests for new rag adapter and search params
2025-09-18 19:02:22 -04:00

316 lines
11 KiB
Python

import os
import tempfile
from pathlib import Path
from unittest.mock import MagicMock
import pytest
from crewai_tools.rag.data_types import DataType
from crewai_tools.tools import (
CodeDocsSearchTool,
CSVSearchTool,
DirectorySearchTool,
DOCXSearchTool,
GithubSearchTool,
JSONSearchTool,
MDXSearchTool,
PDFSearchTool,
TXTSearchTool,
WebsiteSearchTool,
XMLSearchTool,
YoutubeChannelSearchTool,
YoutubeVideoSearchTool,
)
from crewai_tools.tools.rag.rag_tool import Adapter
pytestmark = [pytest.mark.vcr(filter_headers=["authorization"])]
@pytest.fixture
def mock_adapter():
mock_adapter = MagicMock(spec=Adapter)
return mock_adapter
def test_directory_search_tool():
with tempfile.TemporaryDirectory() as temp_dir:
test_file = Path(temp_dir) / "test.txt"
test_file.write_text("This is a test file for directory search")
tool = DirectorySearchTool(directory=temp_dir)
result = tool._run(search_query="test file")
assert "test file" in result.lower()
def test_pdf_search_tool(mock_adapter):
mock_adapter.query.return_value = "this is a test"
tool = PDFSearchTool(pdf="test.pdf", adapter=mock_adapter)
result = tool._run(query="test content")
assert "this is a test" in result.lower()
mock_adapter.add.assert_called_once_with("test.pdf", data_type=DataType.PDF_FILE)
mock_adapter.query.assert_called_once_with("test content", similarity_threshold=0.6, limit=5)
mock_adapter.query.reset_mock()
mock_adapter.add.reset_mock()
tool = PDFSearchTool(adapter=mock_adapter)
result = tool._run(pdf="test.pdf", query="test content")
assert "this is a test" in result.lower()
mock_adapter.add.assert_called_once_with("test.pdf", data_type=DataType.PDF_FILE)
mock_adapter.query.assert_called_once_with("test content", similarity_threshold=0.6, limit=5)
def test_txt_search_tool():
with tempfile.NamedTemporaryFile(suffix=".txt", delete=False) as temp_file:
temp_file.write(b"This is a test file for txt search")
temp_file_path = temp_file.name
try:
tool = TXTSearchTool()
tool.add(temp_file_path)
result = tool._run(search_query="test file")
assert "test file" in result.lower()
finally:
os.unlink(temp_file_path)
def test_docx_search_tool(mock_adapter):
mock_adapter.query.return_value = "this is a test"
tool = DOCXSearchTool(docx="test.docx", adapter=mock_adapter)
result = tool._run(search_query="test content")
assert "this is a test" in result.lower()
mock_adapter.add.assert_called_once_with("test.docx", data_type=DataType.DOCX)
mock_adapter.query.assert_called_once_with("test content", similarity_threshold=0.6, limit=5)
mock_adapter.query.reset_mock()
mock_adapter.add.reset_mock()
tool = DOCXSearchTool(adapter=mock_adapter)
result = tool._run(docx="test.docx", search_query="test content")
assert "this is a test" in result.lower()
mock_adapter.add.assert_called_once_with("test.docx", data_type=DataType.DOCX)
mock_adapter.query.assert_called_once_with("test content", similarity_threshold=0.6, limit=5)
def test_json_search_tool():
with tempfile.NamedTemporaryFile(suffix=".json", delete=False) as temp_file:
temp_file.write(b'{"test": "This is a test JSON file"}')
temp_file_path = temp_file.name
try:
tool = JSONSearchTool()
result = tool._run(search_query="test JSON", json_path=temp_file_path)
assert "test json" in result.lower()
finally:
os.unlink(temp_file_path)
def test_xml_search_tool(mock_adapter):
mock_adapter.query.return_value = "this is a test"
tool = XMLSearchTool(adapter=mock_adapter)
result = tool._run(search_query="test XML", xml="test.xml")
assert "this is a test" in result.lower()
mock_adapter.add.assert_called_once_with("test.xml")
mock_adapter.query.assert_called_once_with("test XML", similarity_threshold=0.6, limit=5)
def test_csv_search_tool():
with tempfile.NamedTemporaryFile(suffix=".csv", delete=False) as temp_file:
temp_file.write(b"name,description\ntest,This is a test CSV file")
temp_file_path = temp_file.name
try:
tool = CSVSearchTool()
tool.add(temp_file_path)
result = tool._run(search_query="test CSV")
assert "test csv" in result.lower()
finally:
os.unlink(temp_file_path)
def test_mdx_search_tool():
with tempfile.NamedTemporaryFile(suffix=".mdx", delete=False) as temp_file:
temp_file.write(b"# Test MDX\nThis is a test MDX file")
temp_file_path = temp_file.name
try:
tool = MDXSearchTool()
tool.add(temp_file_path)
result = tool._run(search_query="test MDX")
assert "test mdx" in result.lower()
finally:
os.unlink(temp_file_path)
def test_website_search_tool(mock_adapter):
mock_adapter.query.return_value = "this is a test"
website = "https://crewai.com"
search_query = "what is crewai?"
tool = WebsiteSearchTool(website=website, adapter=mock_adapter)
result = tool._run(search_query=search_query)
mock_adapter.query.assert_called_once_with("what is crewai?", similarity_threshold=0.6, limit=5)
mock_adapter.add.assert_called_once_with(website, data_type=DataType.WEBSITE)
assert "this is a test" in result.lower()
mock_adapter.query.reset_mock()
mock_adapter.add.reset_mock()
tool = WebsiteSearchTool(adapter=mock_adapter)
result = tool._run(website=website, search_query=search_query)
mock_adapter.query.assert_called_once_with("what is crewai?", similarity_threshold=0.6, limit=5)
mock_adapter.add.assert_called_once_with(website, data_type=DataType.WEBSITE)
assert "this is a test" in result.lower()
def test_youtube_video_search_tool(mock_adapter):
mock_adapter.query.return_value = "some video description"
youtube_video_url = "https://www.youtube.com/watch?v=sample-video-id"
search_query = "what is the video about?"
tool = YoutubeVideoSearchTool(
youtube_video_url=youtube_video_url,
adapter=mock_adapter,
)
result = tool._run(search_query=search_query)
assert "some video description" in result
mock_adapter.add.assert_called_once_with(
youtube_video_url, data_type=DataType.YOUTUBE_VIDEO
)
mock_adapter.query.assert_called_once_with(search_query, similarity_threshold=0.6, limit=5)
mock_adapter.query.reset_mock()
mock_adapter.add.reset_mock()
tool = YoutubeVideoSearchTool(adapter=mock_adapter)
result = tool._run(youtube_video_url=youtube_video_url, search_query=search_query)
assert "some video description" in result
mock_adapter.add.assert_called_once_with(
youtube_video_url, data_type=DataType.YOUTUBE_VIDEO
)
mock_adapter.query.assert_called_once_with(search_query, similarity_threshold=0.6, limit=5)
def test_youtube_channel_search_tool(mock_adapter):
mock_adapter.query.return_value = "channel description"
youtube_channel_handle = "@crewai"
search_query = "what is the channel about?"
tool = YoutubeChannelSearchTool(
youtube_channel_handle=youtube_channel_handle, adapter=mock_adapter
)
result = tool._run(search_query=search_query)
assert "channel description" in result
mock_adapter.add.assert_called_once_with(
youtube_channel_handle, data_type=DataType.YOUTUBE_CHANNEL
)
mock_adapter.query.assert_called_once_with(search_query, similarity_threshold=0.6, limit=5)
mock_adapter.query.reset_mock()
mock_adapter.add.reset_mock()
tool = YoutubeChannelSearchTool(adapter=mock_adapter)
result = tool._run(
youtube_channel_handle=youtube_channel_handle, search_query=search_query
)
assert "channel description" in result
mock_adapter.add.assert_called_once_with(
youtube_channel_handle, data_type=DataType.YOUTUBE_CHANNEL
)
mock_adapter.query.assert_called_once_with(search_query, similarity_threshold=0.6, limit=5)
def test_code_docs_search_tool(mock_adapter):
mock_adapter.query.return_value = "test documentation"
docs_url = "https://crewai.com/any-docs-url"
search_query = "test documentation"
tool = CodeDocsSearchTool(docs_url=docs_url, adapter=mock_adapter)
result = tool._run(search_query=search_query)
assert "test documentation" in result
mock_adapter.add.assert_called_once_with(docs_url, data_type=DataType.DOCS_SITE)
mock_adapter.query.assert_called_once_with(search_query, similarity_threshold=0.6, limit=5)
mock_adapter.query.reset_mock()
mock_adapter.add.reset_mock()
tool = CodeDocsSearchTool(adapter=mock_adapter)
result = tool._run(docs_url=docs_url, search_query=search_query)
assert "test documentation" in result
mock_adapter.add.assert_called_once_with(docs_url, data_type=DataType.DOCS_SITE)
mock_adapter.query.assert_called_once_with(search_query, similarity_threshold=0.6, limit=5)
def test_github_search_tool(mock_adapter):
mock_adapter.query.return_value = "repo description"
# ensure the provided repo and content types are used after initialization
tool = GithubSearchTool(
gh_token="test_token",
github_repo="crewai/crewai",
content_types=["code"],
adapter=mock_adapter,
)
result = tool._run(search_query="tell me about crewai repo")
assert "repo description" in result
mock_adapter.add.assert_called_once_with(
"https://github.com/crewai/crewai",
data_type=DataType.GITHUB,
metadata={"content_types": ["code"], "gh_token": "test_token"}
)
mock_adapter.query.assert_called_once_with("tell me about crewai repo", similarity_threshold=0.6, limit=5)
# ensure content types provided by run call is used
mock_adapter.query.reset_mock()
mock_adapter.add.reset_mock()
tool = GithubSearchTool(gh_token="test_token", adapter=mock_adapter)
result = tool._run(
github_repo="crewai/crewai",
content_types=["code", "issue"],
search_query="tell me about crewai repo",
)
assert "repo description" in result
mock_adapter.add.assert_called_once_with(
"https://github.com/crewai/crewai",
data_type=DataType.GITHUB,
metadata={"content_types": ["code", "issue"], "gh_token": "test_token"}
)
mock_adapter.query.assert_called_once_with("tell me about crewai repo", similarity_threshold=0.6, limit=5)
# ensure default content types are used if not provided
mock_adapter.query.reset_mock()
mock_adapter.add.reset_mock()
tool = GithubSearchTool(gh_token="test_token", adapter=mock_adapter)
result = tool._run(
github_repo="crewai/crewai",
search_query="tell me about crewai repo",
)
assert "repo description" in result
mock_adapter.add.assert_called_once_with(
"https://github.com/crewai/crewai",
data_type=DataType.GITHUB,
metadata={"content_types": ["code", "repo", "pr", "issue"], "gh_token": "test_token"}
)
mock_adapter.query.assert_called_once_with("tell me about crewai repo", similarity_threshold=0.6, limit=5)
# ensure nothing is added if no repo is provided
mock_adapter.query.reset_mock()
mock_adapter.add.reset_mock()
tool = GithubSearchTool(gh_token="test_token", adapter=mock_adapter)
result = tool._run(search_query="tell me about crewai repo")
mock_adapter.add.assert_not_called()
mock_adapter.query.assert_called_once_with("tell me about crewai repo", similarity_threshold=0.6, limit=5)