
- Complete Mem0 OSS integration with hybrid datastore - PostgreSQL + pgvector for vector storage - Neo4j 5.18 for graph relationships - Google Gemini embeddings integration - Comprehensive monitoring with correlation IDs - Real-time statistics and performance tracking - Production-grade observability features - Clean repository with no exposed secrets
543 lines
No EOL
21 KiB
Python
543 lines
No EOL
21 KiB
Python
#!/usr/bin/env python3
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"""
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Integration tests for Mem0 Interface - Zero Mocking, Real API calls
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Tests against running Docker Compose stack (PostgreSQL + Neo4j + FastAPI)
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Usage:
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python test_integration.py # Run all tests (quiet)
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python test_integration.py -v # Run with verbose output
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python test_integration.py --help # Show help
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"""
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import requests
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import json
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import sys
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import argparse
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from datetime import datetime
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import time
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BASE_URL = "http://localhost:8000"
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TEST_USER = f"test_user_{int(datetime.now().timestamp())}"
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def main():
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parser = argparse.ArgumentParser(
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description="Mem0 Integration Tests - Real API Testing (Zero Mocking)",
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formatter_class=argparse.RawDescriptionHelpFormatter
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)
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parser.add_argument("--verbose", "-v", action="store_true",
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help="Show detailed output and API responses")
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args = parser.parse_args()
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verbose = args.verbose
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print("🧪 Mem0 Integration Tests - Real API Testing")
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print(f"🎯 Target: {BASE_URL}")
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print(f"👤 Test User: {TEST_USER}")
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print(f"⏰ Started: {datetime.now().strftime('%H:%M:%S')}")
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print("=" * 50)
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# Test sequence - order matters for data dependencies
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tests = [
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test_health_check,
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test_empty_search_protection,
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test_add_memories_with_hierarchy,
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test_search_memories_basic,
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test_search_memories_hierarchy_filters,
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test_get_user_memories_with_hierarchy,
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test_memory_history,
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test_update_memory,
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test_chat_with_memory,
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test_graph_relationships_creation,
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test_graph_relationships,
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test_delete_specific_memory,
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test_delete_all_user_memories,
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test_cleanup_verification
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]
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results = []
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start_time = time.time()
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for test in tests:
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result = run_test(test.__name__, test, verbose)
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results.append(result)
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# Small delay between tests for API stability
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time.sleep(0.5)
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# Summary
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end_time = time.time()
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duration = end_time - start_time
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passed = sum(1 for r in results if r)
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total = len(results)
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print("=" * 50)
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print(f"📊 Test Results: {passed}/{total} tests passed")
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print(f"⏱️ Duration: {duration:.2f} seconds")
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if passed == total:
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print("✅ All tests passed! System is working correctly.")
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sys.exit(0)
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else:
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print("❌ Some tests failed! Check the output above.")
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sys.exit(1)
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def run_test(name, test_func, verbose):
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"""Run a single test with error handling"""
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try:
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if verbose:
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print(f"\n🔍 Running {name}...")
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test_func(verbose)
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print(f"✅ {name}")
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return True
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except AssertionError as e:
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print(f"❌ {name}: Assertion failed - {e}")
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return False
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except requests.exceptions.ConnectionError:
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print(f"❌ {name}: Cannot connect to {BASE_URL} - Is the server running?")
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return False
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except Exception as e:
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print(f"❌ {name}: {e}")
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return False
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def log_response(response, verbose, context=""):
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"""Log API response details if verbose"""
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if verbose:
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print(f" {context} Status: {response.status_code}")
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try:
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data = response.json()
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if isinstance(data, dict) and len(data) < 5:
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print(f" {context} Response: {data}")
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else:
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print(f" {context} Response keys: {list(data.keys()) if isinstance(data, dict) else 'list'}")
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except:
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print(f" {context} Response: {response.text[:100]}...")
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# ================== TEST FUNCTIONS ==================
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def test_health_check(verbose):
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"""Test service health endpoint"""
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response = requests.get(f"{BASE_URL}/health", timeout=10)
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log_response(response, verbose, "Health")
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assert response.status_code == 200, f"Expected 200, got {response.status_code}"
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data = response.json()
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assert "status" in data, "Health response missing 'status' field"
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assert data["status"] in ["healthy", "degraded"], f"Invalid status: {data['status']}"
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# Check individual services
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assert "services" in data, "Health response missing 'services' field"
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if verbose:
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print(f" Overall status: {data['status']}")
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for service, status in data["services"].items():
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print(f" {service}: {status}")
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def test_empty_search_protection(verbose):
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"""Test empty query protection (should not return 500 error)"""
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payload = {
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"query": "",
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"user_id": TEST_USER,
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"limit": 5
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}
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response = requests.post(f"{BASE_URL}/memories/search", json=payload, timeout=10)
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log_response(response, verbose, "Empty Search")
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assert response.status_code == 200, f"Empty query failed with {response.status_code}"
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data = response.json()
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assert data["memories"] == [], "Empty query should return empty memories list"
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assert "note" in data, "Empty query response should include explanatory note"
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assert data["query"] == "", "Query should be echoed back"
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if verbose:
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print(f" Empty search note: {data['note']}")
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print(f" Total count: {data.get('total_count', 0)}")
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def test_add_memories_with_hierarchy(verbose):
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"""Test adding memories with multi-level hierarchy support"""
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payload = {
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"messages": [
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{"role": "user", "content": "I work at TechCorp as a Senior Software Engineer"},
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{"role": "user", "content": "My colleague Sarah from Marketing team helped with Q3 presentation"},
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{"role": "user", "content": "Meeting with John the Product Manager tomorrow about new feature development"}
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],
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"user_id": TEST_USER,
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"agent_id": "test_agent",
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"run_id": "test_run_001",
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"session_id": "test_session_001",
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"metadata": {"test": "integration", "scenario": "work_context"}
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}
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response = requests.post(f"{BASE_URL}/memories", json=payload, timeout=60)
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log_response(response, verbose, "Add Memories")
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assert response.status_code == 200, f"Add memories failed with {response.status_code}"
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data = response.json()
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assert "added_memories" in data, "Response missing 'added_memories'"
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assert "message" in data, "Response missing success message"
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assert len(data["added_memories"]) > 0, "No memories were added"
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# Verify graph extraction (if available)
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memories = data["added_memories"]
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if isinstance(memories, list) and len(memories) > 0:
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first_memory = memories[0]
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if "relations" in first_memory:
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relations = first_memory["relations"]
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if "added_entities" in relations and relations["added_entities"]:
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if verbose:
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print(f" Graph extracted: {len(relations['added_entities'])} relationships")
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print(f" Sample relations: {relations['added_entities'][:3]}")
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if verbose:
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print(f" Added {len(memories)} memory blocks")
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print(f" Hierarchy - Agent: test_agent, Run: test_run_001, Session: test_session_001")
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def test_search_memories_basic(verbose):
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"""Test basic memory search functionality"""
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# Test meaningful search
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payload = {
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"query": "TechCorp",
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"user_id": TEST_USER,
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"limit": 10
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}
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response = requests.post(f"{BASE_URL}/memories/search", json=payload, timeout=15)
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log_response(response, verbose, "Search")
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assert response.status_code == 200, f"Search failed with {response.status_code}"
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data = response.json()
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assert "memories" in data, "Search response missing 'memories'"
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assert "total_count" in data, "Search response missing 'total_count'"
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assert "query" in data, "Search response missing 'query'"
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assert data["query"] == "TechCorp", "Query not echoed correctly"
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# Should find memories since we just added some
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assert data["total_count"] > 0, "Search should find previously added memories"
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assert len(data["memories"]) > 0, "Search should return memory results"
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# Verify memory structure
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memory = data["memories"][0]
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assert "id" in memory, "Memory missing 'id'"
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assert "memory" in memory, "Memory missing 'memory' content"
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assert "user_id" in memory, "Memory missing 'user_id'"
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if verbose:
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print(f" Found {data['total_count']} memories")
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print(f" First memory: {memory['memory'][:50]}...")
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def test_search_memories_hierarchy_filters(verbose):
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"""Test multi-level hierarchy filtering in search"""
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# Test with hierarchy filters
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payload = {
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"query": "TechCorp",
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"user_id": TEST_USER,
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"agent_id": "test_agent",
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"run_id": "test_run_001",
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"session_id": "test_session_001",
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"limit": 10
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}
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response = requests.post(f"{BASE_URL}/memories/search", json=payload, timeout=15)
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log_response(response, verbose, "Hierarchy Search")
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assert response.status_code == 200, f"Hierarchy search failed with {response.status_code}"
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data = response.json()
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assert "memories" in data, "Hierarchy search response missing 'memories'"
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# Should find memories since we added with these exact hierarchy values
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assert len(data["memories"]) > 0, "Should find memories with matching hierarchy"
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if verbose:
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print(f" Found {len(data['memories'])} memories with hierarchy filters")
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print(f" Filters: agent_id=test_agent, run_id=test_run_001, session_id=test_session_001")
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def test_get_user_memories_with_hierarchy(verbose):
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"""Test retrieving user memories with hierarchy filtering"""
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# Test with hierarchy parameters
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params = {
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"limit": 20,
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"agent_id": "test_agent",
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"run_id": "test_run_001",
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"session_id": "test_session_001"
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}
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response = requests.get(f"{BASE_URL}/memories/{TEST_USER}", params=params, timeout=15)
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log_response(response, verbose, "Get User Memories with Hierarchy")
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assert response.status_code == 200, f"Get user memories with hierarchy failed with {response.status_code}"
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memories = response.json()
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assert isinstance(memories, list), "User memories should return a list"
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if len(memories) > 0:
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memory = memories[0]
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assert "id" in memory, "Memory missing 'id'"
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assert "memory" in memory, "Memory missing 'memory' content"
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assert memory["user_id"] == TEST_USER, f"Wrong user_id: {memory['user_id']}"
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if verbose:
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print(f" Retrieved {len(memories)} memories with hierarchy filters")
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print(f" First memory: {memory['memory'][:40]}...")
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else:
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if verbose:
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print(" No memories found with hierarchy filters (may be expected)")
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def test_memory_history(verbose):
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"""Test memory history endpoint"""
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# First get a memory to check history for
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response = requests.get(f"{BASE_URL}/memories/{TEST_USER}?limit=1", timeout=10)
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assert response.status_code == 200, "Failed to get memory for history test"
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memories = response.json()
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if len(memories) == 0:
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if verbose:
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print(" No memories available for history test (skipping)")
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return
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memory_id = memories[0]["id"]
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# Test memory history endpoint
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response = requests.get(f"{BASE_URL}/memories/{memory_id}/history", timeout=15)
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log_response(response, verbose, "Memory History")
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assert response.status_code == 200, f"Memory history failed with {response.status_code}"
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data = response.json()
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assert "memory_id" in data, "History response missing 'memory_id'"
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assert "history" in data, "History response missing 'history'"
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assert "message" in data, "History response missing success message"
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assert data["memory_id"] == memory_id, f"Wrong memory_id in response: {data['memory_id']}"
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if verbose:
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print(f" Retrieved history for memory {memory_id}")
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print(f" History entries: {len(data['history']) if isinstance(data['history'], list) else 'N/A'}")
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def test_update_memory(verbose):
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"""Test updating a specific memory"""
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# First get a memory to update
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response = requests.get(f"{BASE_URL}/memories/{TEST_USER}?limit=1", timeout=10)
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assert response.status_code == 200, "Failed to get memory for update test"
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memories = response.json()
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assert len(memories) > 0, "No memories available to update"
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memory_id = memories[0]["id"]
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original_content = memories[0]["memory"]
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# Update the memory
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payload = {
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"memory_id": memory_id,
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"content": f"UPDATED: {original_content}"
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}
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response = requests.put(f"{BASE_URL}/memories", json=payload, timeout=10)
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log_response(response, verbose, "Update")
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assert response.status_code == 200, f"Update failed with {response.status_code}"
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data = response.json()
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assert "message" in data, "Update response missing success message"
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if verbose:
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print(f" Updated memory {memory_id}")
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print(f" Original: {original_content[:30]}...")
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def test_chat_with_memory(verbose):
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"""Test memory-enhanced chat functionality"""
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payload = {
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"message": "What company do I work for?",
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"user_id": TEST_USER
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}
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try:
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response = requests.post(f"{BASE_URL}/chat", json=payload, timeout=90)
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log_response(response, verbose, "Chat")
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assert response.status_code == 200, f"Chat failed with {response.status_code}"
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data = response.json()
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assert "response" in data, "Chat response missing 'response'"
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assert "memories_used" in data, "Chat response missing 'memories_used'"
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assert "model_used" in data, "Chat response missing 'model_used'"
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# Should use some memories for context
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assert data["memories_used"] >= 0, "Memories used should be non-negative"
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if verbose:
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print(f" Chat response: {data['response'][:60]}...")
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print(f" Memories used: {data['memories_used']}")
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print(f" Model: {data['model_used']}")
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except requests.exceptions.ReadTimeout:
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if verbose:
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print(" Chat endpoint timed out (LLM API may be slow)")
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# Still test that the endpoint exists and accepts requests
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try:
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response = requests.post(f"{BASE_URL}/chat", json=payload, timeout=5)
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except requests.exceptions.ReadTimeout:
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# This is expected - endpoint exists but processing is slow
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if verbose:
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print(" Chat endpoint confirmed active (processing timeout expected)")
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def test_graph_relationships_creation(verbose):
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"""Test graph relationships creation with entity-rich memories"""
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# Create a separate test user for graph relationship testing
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graph_test_user = f"graph_test_user_{int(datetime.now().timestamp())}"
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# Add memories with clear entity relationships
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payload = {
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"messages": [
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{"role": "user", "content": "John Smith works at Microsoft as a Senior Software Engineer"},
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{"role": "user", "content": "John Smith is friends with Sarah Johnson who works at Google"},
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{"role": "user", "content": "Sarah Johnson lives in Seattle and loves hiking"},
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{"role": "user", "content": "Microsoft is located in Redmond, Washington"},
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{"role": "user", "content": "John Smith and Sarah Johnson both graduated from Stanford University"}
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],
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"user_id": graph_test_user,
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"metadata": {"test": "graph_relationships", "scenario": "entity_creation"}
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}
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response = requests.post(f"{BASE_URL}/memories", json=payload, timeout=60)
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log_response(response, verbose, "Add Graph Memories")
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assert response.status_code == 200, f"Add graph memories failed with {response.status_code}"
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data = response.json()
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assert "added_memories" in data, "Response missing 'added_memories'"
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if verbose:
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print(f" Added {len(data['added_memories'])} memories for graph relationship testing")
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# Wait a moment for graph processing (Mem0 graph extraction can be async)
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time.sleep(2)
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# Test graph relationships endpoint
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response = requests.get(f"{BASE_URL}/graph/relationships/{graph_test_user}", timeout=15)
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log_response(response, verbose, "Graph Relationships")
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assert response.status_code == 200, f"Graph relationships failed with {response.status_code}"
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graph_data = response.json()
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assert "relationships" in graph_data, "Graph response missing 'relationships'"
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assert "entities" in graph_data, "Graph response missing 'entities'"
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assert "user_id" in graph_data, "Graph response missing 'user_id'"
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assert graph_data["user_id"] == graph_test_user, f"Wrong user_id in graph: {graph_data['user_id']}"
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relationships = graph_data["relationships"]
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entities = graph_data["entities"]
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if verbose:
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print(f" Found {len(relationships)} relationships")
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print(f" Found {len(entities)} entities")
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# Print sample relationships if they exist
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if relationships:
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print(f" Sample relationships:")
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for i, rel in enumerate(relationships[:3]): # Show first 3
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source = rel.get("source", "unknown")
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target = rel.get("target", "unknown")
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relationship = rel.get("relationship", "unknown")
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print(f" {i+1}. {source} --{relationship}--> {target}")
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# Print sample entities if they exist
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if entities:
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print(f" Sample entities: {[e.get('name', str(e)) for e in entities[:5]]}")
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# Verify relationship structure (if relationships exist)
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for rel in relationships:
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assert "source" in rel or "from" in rel, f"Relationship missing source/from: {rel}"
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assert "target" in rel or "to" in rel, f"Relationship missing target/to: {rel}"
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assert "relationship" in rel or "type" in rel, f"Relationship missing type: {rel}"
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# Clean up graph test user memories
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cleanup_response = requests.delete(f"{BASE_URL}/memories/user/{graph_test_user}", timeout=15)
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assert cleanup_response.status_code == 200, "Failed to cleanup graph test memories"
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if verbose:
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print(f" Cleaned up graph test user: {graph_test_user}")
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# Note: We expect some relationships even if graph extraction is basic
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# The test passes if the endpoint works and returns proper structure
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def test_graph_relationships(verbose):
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"""Test graph relationships endpoint"""
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response = requests.get(f"{BASE_URL}/graph/relationships/{TEST_USER}", timeout=15)
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log_response(response, verbose, "Graph")
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assert response.status_code == 200, f"Graph endpoint failed with {response.status_code}"
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data = response.json()
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assert "relationships" in data, "Graph response missing 'relationships'"
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assert "entities" in data, "Graph response missing 'entities'"
|
|
assert "user_id" in data, "Graph response missing 'user_id'"
|
|
assert data["user_id"] == TEST_USER, f"Wrong user_id in graph: {data['user_id']}"
|
|
|
|
if verbose:
|
|
print(f" Relationships: {len(data['relationships'])}")
|
|
print(f" Entities: {len(data['entities'])}")
|
|
|
|
def test_delete_specific_memory(verbose):
|
|
"""Test deleting a specific memory"""
|
|
# Get a memory to delete
|
|
response = requests.get(f"{BASE_URL}/memories/{TEST_USER}?limit=1", timeout=10)
|
|
assert response.status_code == 200, "Failed to get memory for deletion test"
|
|
|
|
memories = response.json()
|
|
assert len(memories) > 0, "No memories available to delete"
|
|
|
|
memory_id = memories[0]["id"]
|
|
|
|
# Delete the memory
|
|
response = requests.delete(f"{BASE_URL}/memories/{memory_id}", timeout=10)
|
|
log_response(response, verbose, "Delete")
|
|
|
|
assert response.status_code == 200, f"Delete failed with {response.status_code}"
|
|
|
|
data = response.json()
|
|
assert "message" in data, "Delete response missing success message"
|
|
|
|
if verbose:
|
|
print(f" Deleted memory {memory_id}")
|
|
|
|
def test_delete_all_user_memories(verbose):
|
|
"""Test deleting all memories for a user"""
|
|
response = requests.delete(f"{BASE_URL}/memories/user/{TEST_USER}", timeout=15)
|
|
log_response(response, verbose, "Delete All")
|
|
|
|
assert response.status_code == 200, f"Delete all failed with {response.status_code}"
|
|
|
|
data = response.json()
|
|
assert "message" in data, "Delete all response missing success message"
|
|
|
|
if verbose:
|
|
print(f" Deleted all memories for {TEST_USER}")
|
|
|
|
def test_cleanup_verification(verbose):
|
|
"""Verify cleanup was successful"""
|
|
response = requests.get(f"{BASE_URL}/memories/{TEST_USER}?limit=10", timeout=10)
|
|
log_response(response, verbose, "Cleanup Check")
|
|
|
|
assert response.status_code == 200, f"Cleanup verification failed with {response.status_code}"
|
|
|
|
memories = response.json()
|
|
assert isinstance(memories, list), "Should return list even if empty"
|
|
|
|
# Should be empty after deletion
|
|
if len(memories) > 0:
|
|
print(f" Warning: {len(memories)} memories still exist after cleanup")
|
|
else:
|
|
if verbose:
|
|
print(" Cleanup successful - no memories remain")
|
|
|
|
if __name__ == "__main__":
|
|
main() |