(db_name: str = "shared-traval-group-complex", community=False)
| 534 | |
| 535 | |
| 536 | def example_complex_shared_db(db_name: str = "shared-traval-group-complex", community=False): |
| 537 | # User 1: Alice explores structured memory for LLMs |
| 538 | run_user_session( |
| 539 | user_name="alice", |
| 540 | db_name=db_name, |
| 541 | topic_text="Alice studies structured memory and long-term memory optimization in LLMs.", |
| 542 | concept_texts=[ |
| 543 | "Short-term memory can be simulated using WorkingMemory blocks.", |
| 544 | "A structured memory graph improves retrieval precision for agents.", |
| 545 | ], |
| 546 | fact_texts=[ |
| 547 | "Embedding search is used to find semantically similar memory items.", |
| 548 | "User memories are stored as node-edge structures that support hierarchical reasoning.", |
| 549 | ], |
| 550 | community=community, |
| 551 | ) |
| 552 | |
| 553 | # User 2: Bob focuses on GNN-based reasoning |
| 554 | run_user_session( |
| 555 | user_name="bob", |
| 556 | db_name=db_name, |
| 557 | topic_text="Bob investigates how graph neural networks can support knowledge reasoning.", |
| 558 | concept_texts=[ |
| 559 | "GNNs can learn high-order relations among entities.", |
| 560 | "Attention mechanisms in graphs improve inference precision.", |
| 561 | ], |
| 562 | fact_texts=[ |
| 563 | "GAT outperforms GCN in graph classification tasks.", |
| 564 | "Multi-hop reasoning helps answer complex queries.", |
| 565 | ], |
| 566 | community=community, |
| 567 | ) |
| 568 | |
| 569 | |
| 570 | def example_complex_shared_db_search_filter(db): |
no test coverage detected