Store text into A-Mem memory system. This method follows the official A-Mem implementation: 1. Split text into chunks if needed 2. Pass each chunk directly to add_note() for analysis and evolution 3. No additional preprocessing is applied
(self, text: str, **kwargs)
| 247 | return truncated + "\n... [truncated]" |
| 248 | |
| 249 | def memorize(self, text: str, **kwargs) -> MemoryBuildResult: |
| 250 | """Store text into A-Mem memory system. |
| 251 | |
| 252 | This method follows the official A-Mem implementation: |
| 253 | 1. Split text into chunks if needed |
| 254 | 2. Pass each chunk directly to add_note() for analysis and evolution |
| 255 | 3. No additional preprocessing is applied |
| 256 | """ |
| 257 | context_id = self._get_context_id() |
| 258 | memory_system = self._get_memory_system(context_id) |
| 259 | |
| 260 | # Split text into chunks to avoid context length exceeded |
| 261 | chunks = self._split_text_into_chunks(text, self.amem_chunk_size_tokens) |
| 262 | logger.debug("Split input into %d chunks (chunk_size=%d tokens)", len(chunks), self.amem_chunk_size_tokens) |
| 263 | |
| 264 | note_ids = [] |
| 265 | memory_entries = [] |
| 266 | |
| 267 | for i, chunk in enumerate(chunks): |
| 268 | # Directly pass chunk to A-Mem add_note (following official implementation) |
| 269 | # A-Mem internally performs: content analysis, metadata extraction, evolution |
| 270 | note_id = memory_system.add_note(content=chunk) |
| 271 | note_ids.append(str(note_id)) |
| 272 | self._memory_chunks.append(chunk) |
| 273 | |
| 274 | memory_entries.append({ |
| 275 | "event": "ADD", |
| 276 | "memory": chunk[:400], |
| 277 | "id": str(note_id), |
| 278 | "chunk_index": i, |
| 279 | }) |
| 280 | logger.debug("Added chunk %d/%d to A-Mem, note_id=%s", i + 1, len(chunks), note_id) |
| 281 | |
| 282 | self._is_initialized = True |
| 283 | |
| 284 | return MemoryBuildResult( |
| 285 | success=True, |
| 286 | method="amem", |
| 287 | action="add_note", |
| 288 | input_content=text, |
| 289 | stored_content=text, |
| 290 | memory_entries=memory_entries, |
| 291 | all_passages=list(memory_entries), |
| 292 | chunk_count=len(self._memory_chunks), |
| 293 | extra={ |
| 294 | "context_id": context_id, |
| 295 | "retrieve_num": self.retrieve_num, |
| 296 | "chunks_created": len(chunks), |
| 297 | "note_ids": note_ids, |
| 298 | "inserted_count": len(note_ids), |
| 299 | }, |
| 300 | ) |
| 301 | |
| 302 | def query( |
| 303 | self, |
nothing calls this directly
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