""" Tests for VectorStore optimizations. Tests FTS, SQL filters, and semantic search. """ import sys import os sys.path.insert(0, os.path.dirname(os.path.dirname(os.path.abspath(__file__)))) from database.vector_store import VectorStore from models.memory_entry import MemoryEntry def create_test_entries(): return [ MemoryEntry( lossless_restatement="Alice suggested meeting at Starbucks on 2025-01-15 at 2pm", keywords=["Alice", "Starbucks", "meeting"], timestamp="2025-01-15T14:00:00", location="Starbucks", persons=["Alice", "Bob"], entities=["meeting"], topic="Meeting arrangement" ), MemoryEntry( lossless_restatement="Bob will bring the project documents to the meeting", keywords=["Bob", "documents", "project"], timestamp="2025-01-15T14:01:00", location=None, persons=["Bob"], entities=["documents", "project"], topic="Meeting preparation" ), MemoryEntry( lossless_restatement="Charlie confirmed attendance for the Starbucks meeting", keywords=["Charlie", "Starbucks", "attendance"], timestamp="2025-01-15T14:02:00", location="Starbucks", persons=["Charlie"], entities=["meeting"], topic="Meeting confirmation" ) ] def test_semantic_search(store): print("\n[TEST] Semantic search...") results = store.semantic_search("meeting location", top_k=5) assert len(results) > 0, "Semantic search should return results" print(f" PASS: Found {len(results)} results") return True def test_keyword_search(store): print("\n[TEST] FTS keyword search...") results = store.keyword_search(["Starbucks"]) assert len(results) > 0, "Keyword search should return results for 'Starbucks'" print(f" PASS: Found {len(results)} results for 'Starbucks'") results = store.keyword_search(["documents"]) assert len(results) > 0, "Keyword search should return results for 'documents'" print(f" PASS: Found {len(results)} results for 'documents'") return True def test_structured_search_persons(store): print("\n[TEST] Structured search by persons...") results = store.structured_search(persons=["Alice"]) assert len(results) > 0, "Should find entries with Alice" print(f" PASS: Found {len(results)} results for persons=['Alice']") results = store.structured_search(persons=["Bob"]) assert len(results) > 0, "Should find entries with Bob" print(f" PASS: Found {len(results)} results for persons=['Bob']") return True def test_structured_search_location(store): print("\n[TEST] Structured search by location...") results = store.structured_search(location="Starbucks") assert len(results) > 0, "Should find entries at Starbucks" print(f" PASS: Found {len(results)} results for location='Starbucks'") return True def test_structured_search_timestamp(store): print("\n[TEST] Structured search by timestamp range...") results = store.structured_search( timestamp_range=("2025-01-15T00:00:00", "2025-01-15T23:59:59") ) assert len(results) > 0, "Should find entries in timestamp range" print(f" PASS: Found {len(results)} results in timestamp range") return True def test_optimize(store): print("\n[TEST] Table optimize...") store.optimize() print(" PASS: Optimize completed") return True def test_get_all_entries(store): print("\n[TEST] Get all entries...") results = store.get_all_entries() assert len(results) == 3, f"Should have 3 entries, got {len(results)}" print(f" PASS: Retrieved {len(results)} entries") return True def test_gcs_connection(bucket_path, service_account_path=None): """ Test GCS backend with native FTS. Usage: python tests/test_vector_store.py --gcs gs://your-bucket/lancedb --sa /path/to/service-account.json """ print("\n" + "=" * 60) print("GCS Connection Test (Native FTS)") print("=" * 60) storage_options = None if service_account_path: storage_options = {"service_account": service_account_path} print(f"\nConnecting to {bucket_path}...") store = VectorStore( db_path=bucket_path, table_name="gcs_test_entries", storage_options=storage_options ) store.clear() print("\nAdding test entries...") entries = create_test_entries() store.add_entries(entries) print(f" Added {len(entries)} entries") passed = 0 failed = 0 # Test semantic search print("\n[TEST] Semantic search on GCS...") try: results = store.semantic_search("meeting location") assert len(results) > 0, "Should find results" print(f" PASS: Found {len(results)} results") passed += 1 except Exception as e: print(f" FAIL: {e}") failed += 1 # Test FTS keyword search (native mode) print("\n[TEST] FTS keyword search on GCS (native mode)...") try: results = store.keyword_search(["Starbucks"]) assert len(results) > 0, "Should find Starbucks" print(f" PASS: Found {len(results)} results for 'Starbucks'") passed += 1 except Exception as e: print(f" FAIL: {e}") failed += 1 # Test structured search print("\n[TEST] Structured search on GCS...") try: results = store.structured_search(persons=["Alice"]) assert len(results) > 0, "Should find Alice" print(f" PASS: Found {len(results)} results for persons=['Alice']") passed += 1 except Exception as e: print(f" FAIL: {e}") failed += 1 print("\nCleaning up...") store.clear() print("\n" + "=" * 60) print(f"GCS Results: {passed} passed, {failed} failed") print("=" * 60) return failed == 0 def main(): import argparse parser = argparse.ArgumentParser() parser.add_argument("--gcs", help="GCS bucket path (gs://bucket/path)") parser.add_argument("--sa", help="Service account JSON path") args = parser.parse_args() if args.gcs: return test_gcs_connection(args.gcs, args.sa) print("=" * 60) print("VectorStore Optimization Tests (Local)") print("=" * 60) test_db_path = "./tests/test_lancedb" print(f"\nInitializing VectorStore at {test_db_path}...") store = VectorStore(db_path=test_db_path, table_name="test_entries") store.clear() print("\nAdding test entries...") entries = create_test_entries() store.add_entries(entries) print(f"Added {len(entries)} entries") tests = [ test_semantic_search, test_keyword_search, test_structured_search_persons, test_structured_search_location, test_structured_search_timestamp, test_optimize, test_get_all_entries, ] passed = 0 failed = 0 for test in tests: try: if test(store): passed += 1 except Exception as e: print(f" FAIL: {e}") failed += 1 print("\n" + "=" * 60) print(f"Results: {passed} passed, {failed} failed") print("=" * 60) return failed == 0 if __name__ == "__main__": success = main() sys.exit(0 if success else 1)