> 训练动态知识图谱嵌入模型，学习时序实体关系表示，支持链接预测和时间预测任务。
data_collection -> data_storage -> factor_computation -> target_selection -> trading_execution -> visualization
UC-101)Training a knowledge graph-based transformer model for temporal/dynamic knowledge graph embedding tasks to learn entity and relation representations o
Triggers: training, knowledge graph, KGTransformer
UC-102)Training dynamic knowledge graph models to learn temporal entity and relation embeddings for link prediction and event time prediction tasks
Triggers: knowledge graph, dynamic graph, temporal modeling
UC-103)Preventing overfitting during model training by automatically stopping training when validation performance stops improving, with checkpoint managemen
Triggers: early stopping, overfitting prevention, model training
For all 5 use cases, see references/USE_CASES.md.
Execute trigger: When user intent matches intent_router.uc_entries[].positive_terms AND user uses action verb (run/execute/跑/执行/backtest/fetch/collect)
| ID | Rule | On Violation |
|---|---|---|
| --- | --- | --- |
SL-01 | Execute sell orders before buy orders in every trading cycle | halt |
SL-02 | Trading signals MUST use next-bar execution (no look-ahead) | halt |
SL-03 | Entity IDs MUST follow format entity_type_exchange_code | halt |
SL-04 | DataFrame index MUST be MultiIndex (entity_id, timestamp) | halt |
SL-05 | TradingSignal MUST have EXACTLY ONE of: position_pct, order_money, order_amount | halt |
SL-06 | filter_result column semantics: True=BUY, False=SELL, None/NaN=NO ACTION | halt |
SL-07 | Transformer MUST run BEFORE Accumulator in factor pipeline | halt |
SL-08 | MACD parameters locked: fast=12, slow=26, signal=9 | halt |
Full lock definitions: references/LOCKS.md
AP-MACRO-DATA-001: SEC EDGAR Rate Limit ViolationAP-MACRO-DATA-002: Temporal Knowledge Graph Look-Ahead BiasAP-MACRO-DATA-003: Technical Indicator Look-Ahead Bias via Missing ShiftAll 14 anti-patterns: references/ANTI_PATTERNS.md
> [QUALITY NOTICE] This crystal was compiled from blueprint finance-bp-080. Evidence verify ratio = 19.0% and audit fail total = 15. Generated results may have uncaptured requirement gaps. Verify critical decisions against source files (LATEST.yaml / LATEST.jsonl).
| File | Contents | When to Load |
|---|---|---|
| --- | --- | --- |
| references/seed.yaml | V6+ 全量权威 (source-of-truth) | 有行为/决策争议时必读 |
| references/ANTI_PATTERNS.md | 14 条跨项目反模式 | 开始实现前 |
| references/WISDOM.md | 跨项目精华借鉴 | 架构决策时 |
| references/CONSTRAINTS.md | domain + fatal 约束 | 规则冲突时 |
| references/USE_CASES.md | 全量 KUC-* 业务场景 | 需要完整示例时 |
| references/LOCKS.md | SL-* + preconditions + hints | 生成回测/交易代码前 |
| references/COMPONENTS.md | AST 组件地图（按 module 拆分） | 查 API 时 |
Compiled by Doramagic crystal-compilation-v6.1 from finance-bp-080 blueprint at 2026-04-22T13:00:31.071227+00:00.
See human_summary.md for non-technical overview.
共 1 个版本