Finance Kg Embedding

SKILL.md

---
name: finance-kg-embedding
description: |-
  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。
license: Proprietary. See LICENSE.txt in project root.
compatibility: Designed for Doramagic-host ecosystem (Claude Code / openclaw / Cursor). Requires Python 3.12+ with uv package manager.
metadata:
  version: "v6.1"
  blueprint_id: "finance-bp-080"
  compiled_at: "2026-04-22T13:00:31.071227+00:00"
  capability_markets: "global"
  capability_activities: "macro-data"
  sop_version: "crystal-compilation-v6.1"
---
# 金融知识图谱嵌入 (finance-kg-embedding)

> 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。

## Pipeline

`data_collection -> data_storage -> factor_computation -> target_selection -> trading_execution -> visualization`

## Top Use Cases (5 total)

### KGTransformer Model Training Pipeline (`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

### Dynamic Knowledge Graph Model Training (`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

### Early Stopping Training Utility (`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](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)`

## What I'll Ask You

- Target market: A-share (default), HK, or crypto? (US stocks in ZVT are half-baked — stockus_nasdaq_AAPL exists but coverage is thin)
- Data source / provider: eastmoney (free, no account), joinquant (account+paid), baostock (free, good history), akshare, or qmt (broker)?
- Strategy type: MACD golden-cross, MA crossover, volume breakout, fundamental screen, or custom factor?
- Time range: start_timestamp and end_timestamp for backtest period
- Target entity IDs: specific stocks (stock_sh_600000) or index components (SZ1000)?

## Semantic Locks (Fatal)

| 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](references/LOCKS.md)

## Top Anti-Patterns (14 total)

- **`AP-MACRO-DATA-001`**: SEC EDGAR Rate Limit Violation
- **`AP-MACRO-DATA-002`**: Temporal Knowledge Graph Look-Ahead Bias
- **`AP-MACRO-DATA-003`**: Technical Indicator Look-Ahead Bias via Missing Shift

All 14 anti-patterns: [references/ANTI_PATTERNS.md](references/ANTI_PATTERNS.md)

## Evidence Quality Notice

> [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).

## Reference Files

| File | Contents | When to Load |
|---|---|---|
| [references/seed.yaml](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](references/ANTI_PATTERNS.md) | 14 条跨项目反模式 | 开始实现前 |
| [references/WISDOM.md](references/WISDOM.md) | 跨项目精华借鉴 | 架构决策时 |
| [references/CONSTRAINTS.md](references/CONSTRAINTS.md) | domain + fatal 约束 | 规则冲突时 |
| [references/USE_CASES.md](references/USE_CASES.md) | 全量 KUC-* 业务场景 | 需要完整示例时 |
| [references/LOCKS.md](references/LOCKS.md) | SL-* + preconditions + hints | 生成回测/交易代码前 |
| [references/COMPONENTS.md](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](human_summary.md) for non-technical overview.*