|
| 1 | +""" |
| 2 | +Pipeline test script for MemOS Server API functions. |
| 3 | +This script directly tests add and search functionalities without going through the API layer. |
| 4 | +If you want to start server_api set .env to MemOS/.env and run: |
| 5 | +uvicorn memos.api.server_api:app --host 0.0.0.0 --port 8002 --workers 4 |
| 6 | +""" |
| 7 | + |
| 8 | +from typing import Any |
| 9 | + |
| 10 | +from dotenv import load_dotenv |
| 11 | + |
| 12 | +# Import directly from server_router to reuse initialized components |
| 13 | +from memos.api.routers.server_router import ( |
| 14 | + _create_naive_mem_cube, |
| 15 | + mem_reader, |
| 16 | +) |
| 17 | +from memos.log import get_logger |
| 18 | + |
| 19 | + |
| 20 | +# Load environment variables |
| 21 | +load_dotenv() |
| 22 | + |
| 23 | +logger = get_logger(__name__) |
| 24 | + |
| 25 | + |
| 26 | +def test_add_memories( |
| 27 | + messages: list[dict[str, str]], |
| 28 | + user_id: str, |
| 29 | + mem_cube_id: str, |
| 30 | + session_id: str = "default_session", |
| 31 | +) -> list[str]: |
| 32 | + """ |
| 33 | + Test adding memories to the system. |
| 34 | +
|
| 35 | + Args: |
| 36 | + messages: List of message dictionaries with 'role' and 'content' |
| 37 | + user_id: User identifier |
| 38 | + mem_cube_id: Memory cube identifier |
| 39 | + session_id: Session identifier |
| 40 | +
|
| 41 | + Returns: |
| 42 | + List of memory IDs that were added |
| 43 | + """ |
| 44 | + logger.info(f"Testing add memories for user: {user_id}, mem_cube: {mem_cube_id}") |
| 45 | + |
| 46 | + # Create NaiveMemCube using server_router function |
| 47 | + naive_mem_cube = _create_naive_mem_cube() |
| 48 | + |
| 49 | + # Extract memories from messages using server_router's mem_reader |
| 50 | + memories = mem_reader.get_memory( |
| 51 | + [messages], |
| 52 | + type="chat", |
| 53 | + info={ |
| 54 | + "user_id": user_id, |
| 55 | + "session_id": session_id, |
| 56 | + }, |
| 57 | + ) |
| 58 | + |
| 59 | + # Flatten memory list |
| 60 | + flattened_memories = [mm for m in memories for mm in m] |
| 61 | + |
| 62 | + # Add memories to the system |
| 63 | + mem_id_list: list[str] = naive_mem_cube.text_mem.add( |
| 64 | + flattened_memories, |
| 65 | + user_name=mem_cube_id, |
| 66 | + ) |
| 67 | + |
| 68 | + logger.info(f"Added {len(mem_id_list)} memories: {mem_id_list}") |
| 69 | + |
| 70 | + # Print details of added memories |
| 71 | + for memory_id, memory in zip(mem_id_list, flattened_memories, strict=False): |
| 72 | + logger.info(f" - ID: {memory_id}") |
| 73 | + logger.info(f" Memory: {memory.memory}") |
| 74 | + logger.info(f" Type: {memory.metadata.memory_type}") |
| 75 | + |
| 76 | + return mem_id_list |
| 77 | + |
| 78 | + |
| 79 | +def test_search_memories( |
| 80 | + query: str, |
| 81 | + user_id: str, |
| 82 | + mem_cube_id: str, |
| 83 | + session_id: str = "default_session", |
| 84 | + top_k: int = 5, |
| 85 | + mode: str = "fast", |
| 86 | + internet_search: bool = False, |
| 87 | + moscube: bool = False, |
| 88 | + chat_history: list | None = None, |
| 89 | +) -> list[Any]: |
| 90 | + """ |
| 91 | + Test searching memories from the system. |
| 92 | +
|
| 93 | + Args: |
| 94 | + query: Search query text |
| 95 | + user_id: User identifier |
| 96 | + mem_cube_id: Memory cube identifier |
| 97 | + session_id: Session identifier |
| 98 | + top_k: Number of top results to return |
| 99 | + mode: Search mode |
| 100 | + internet_search: Whether to enable internet search |
| 101 | + moscube: Whether to enable moscube search |
| 102 | + chat_history: Chat history for context |
| 103 | +
|
| 104 | + Returns: |
| 105 | + List of search results |
| 106 | + """ |
| 107 | + |
| 108 | + # Create NaiveMemCube using server_router function |
| 109 | + naive_mem_cube = _create_naive_mem_cube() |
| 110 | + |
| 111 | + # Prepare search filter |
| 112 | + search_filter = {"session_id": session_id} if session_id != "default_session" else None |
| 113 | + |
| 114 | + search_results = naive_mem_cube.text_mem.search( |
| 115 | + query=query, |
| 116 | + user_name=mem_cube_id, |
| 117 | + top_k=top_k, |
| 118 | + mode=mode, |
| 119 | + manual_close_internet=not internet_search, |
| 120 | + moscube=moscube, |
| 121 | + search_filter=search_filter, |
| 122 | + info={ |
| 123 | + "user_id": user_id, |
| 124 | + "session_id": session_id, |
| 125 | + "chat_history": chat_history or [], |
| 126 | + }, |
| 127 | + ) |
| 128 | + |
| 129 | + # Print search results |
| 130 | + for idx, result in enumerate(search_results, 1): |
| 131 | + logger.info(f"\n Result {idx}:") |
| 132 | + logger.info(f" ID: {result.id}") |
| 133 | + logger.info(f" Memory: {result.memory}") |
| 134 | + logger.info(f" Score: {getattr(result, 'score', 'N/A')}") |
| 135 | + logger.info(f" Type: {result.metadata.memory_type}") |
| 136 | + |
| 137 | + return search_results |
| 138 | + |
| 139 | + |
| 140 | +def main(): |
| 141 | + # Test parameters |
| 142 | + user_id = "test_user_123" |
| 143 | + mem_cube_id = "test_cube_123" |
| 144 | + session_id = "test_session_001" |
| 145 | + |
| 146 | + test_messages = [ |
| 147 | + {"role": "user", "content": "Where should I go for Christmas?"}, |
| 148 | + { |
| 149 | + "role": "assistant", |
| 150 | + "content": "There are many places to visit during Christmas, such as the Bund and Disneyland in Shanghai.", |
| 151 | + }, |
| 152 | + {"role": "user", "content": "What about New Year's Eve?"}, |
| 153 | + { |
| 154 | + "role": "assistant", |
| 155 | + "content": "For New Year's Eve, you could visit Times Square in New York or watch fireworks at the Sydney Opera House.", |
| 156 | + }, |
| 157 | + ] |
| 158 | + |
| 159 | + memory_ids = test_add_memories( |
| 160 | + messages=test_messages, user_id=user_id, mem_cube_id=mem_cube_id, session_id=session_id |
| 161 | + ) |
| 162 | + |
| 163 | + logger.info(f"\nSuccessfully added {len(memory_ids)} memories!") |
| 164 | + |
| 165 | + search_queries = [ |
| 166 | + "How to enjoy Christmas?", |
| 167 | + "Where to celebrate New Year?", |
| 168 | + "What are good places to visit during holidays?", |
| 169 | + ] |
| 170 | + |
| 171 | + for query in search_queries: |
| 172 | + logger.info("\n" + "-" * 80) |
| 173 | + results = test_search_memories(query=query, user_id=user_id, mem_cube_id=mem_cube_id) |
| 174 | + print(f"Query: '{query}' returned {len(results)} results") |
| 175 | + |
| 176 | + |
| 177 | +if __name__ == "__main__": |
| 178 | + main() |
0 commit comments