| 56 | self.enable_graph = enable_graph |
| 57 | |
| 58 | def add(self, messages, user_id, timestamp, batch_size=2): |
| 59 | max_retries = 5 |
| 60 | for i in range(0, len(messages), batch_size): |
| 61 | batch_messages = messages[i : i + batch_size] |
| 62 | for attempt in range(max_retries): |
| 63 | try: |
| 64 | if self.enable_graph: |
| 65 | self.client.add( |
| 66 | messages=batch_messages, |
| 67 | timestamp=timestamp, |
| 68 | user_id=user_id, |
| 69 | enable_graph=True, |
| 70 | ) |
| 71 | else: |
| 72 | self.client.add( |
| 73 | messages=batch_messages, |
| 74 | timestamp=timestamp, |
| 75 | user_id=user_id, |
| 76 | ) |
| 77 | break |
| 78 | except Exception as e: |
| 79 | if attempt < max_retries - 1: |
| 80 | time.sleep(2**attempt) |
| 81 | else: |
| 82 | raise e |
| 83 | |
| 84 | def search(self, query, user_id, top_k): |
| 85 | res = self.client.search( |