| 275 | |
| 276 | |
| 277 | class SupermemoryClient: |
| 278 | def __init__(self): |
| 279 | from supermemory import Supermemory |
| 280 | |
| 281 | self.client = Supermemory(api_key=os.getenv("SUPERMEMORY_API_KEY")) |
| 282 | |
| 283 | def add(self, messages, user_id): |
| 284 | content = "\n".join( |
| 285 | [f"{msg['chat_time']} {msg['role']}: {msg['content']}" for msg in messages] |
| 286 | ) |
| 287 | max_retries = 5 |
| 288 | for attempt in range(max_retries): |
| 289 | try: |
| 290 | self.client.memories.add(content=content, container_tag=user_id) |
| 291 | break |
| 292 | except Exception as e: |
| 293 | if attempt < max_retries - 1: |
| 294 | time.sleep(2**attempt) |
| 295 | else: |
| 296 | raise e |
| 297 | |
| 298 | def search(self, query, user_id, top_k): |
| 299 | max_retries = 10 |
| 300 | for attempt in range(max_retries): |
| 301 | try: |
| 302 | results = self.client.search.memories( |
| 303 | q=query, |
| 304 | container_tag=user_id, |
| 305 | threshold=0, |
| 306 | rerank=True, |
| 307 | rewrite_query=True, |
| 308 | limit=top_k, |
| 309 | ) |
| 310 | context = "\n\n".join([r.memory for r in results.results]) |
| 311 | return context |
| 312 | except Exception as e: |
| 313 | if attempt < max_retries - 1: |
| 314 | time.sleep(2**attempt) |
| 315 | else: |
| 316 | raise e |
| 317 | |
| 318 | |
| 319 | class MemuClient: |
no outgoing calls
no test coverage detected