import sys from pathlib import Path import pytest pytest.importorskip("numpy") pytest.importorskip("sklearn") # Add active-tool-selection to sys.path sys.path.insert(0, str(Path(__file__).resolve().parent.parent / "chapter4" / "active-tool-selection")) from semantic_router import SemanticRouter from tool_knowledge_base import ServerDefinition, ToolDefinition def test_semantic_router_stop_words_query(): tool1 = ToolDefinition("search_code", "search code in github repositories", {}, "github") tool2 = ToolDefinition("create_issue", "create a new issue", {}, "github") server = ServerDefinition("github", "repository platform", [tool1, tool2]) router = SemanticRouter([server]) # Query with only stop words stop_words_query = "the a an in on at for with" server_routes = router._route_to_servers(stop_words_query, top_k=5) assert len(server_routes) == 1 assert server_routes[0][0] == server assert server_routes[0][1] == 0.0 assert router._route_to_tools(server, stop_words_query, top_k=5) == [] assert router.route_request(stop_words_query) == [] assert router.retrieve(stop_words_query, top_k=5) == [] details = router.get_routing_details(stop_words_query) assert details["final_tools"] == [] assert details["stage2_tools"][server.name]["tools"] == [] def test_semantic_router_tool_only_query(): tool1 = ToolDefinition("search_code", "search code in github repositories", {}, "github") tool2 = ToolDefinition("create_issue", "create a new issue", {}, "github") server = ServerDefinition("github", "repository platform", [tool1, tool2]) router = SemanticRouter([server]) # Word 'issue' is in tool description but not in server description ('repository platform') tools = router.route_request("create an issue") assert len(tools) == 1 assert tools[0].name == "create_issue" def test_semantic_router_tools_with_only_stop_words(): tool = ToolDefinition("the", "a an in on at", {}, "stop_words_server") server = ServerDefinition("stop_words_server", "github search code", [tool]) router = SemanticRouter([server]) assert server._tool_embeddings is None assert router._route_to_tools(server, "search code", top_k=5) == []