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Empyrical Risk Metrics

核心功能为计算投资组合的年化收益率、夏普比率等5项风险指标,支持滚动窗口统计与NaN数据处理,适配多市场数据。典型用于回测、因子研究场景,也可配置部署Sphinx文档。使用时需提供市场、数据源、策略类型等参数,依赖Doramagic生态及Python3.12+环境。

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热度 48.41
最近更新 2026-05-11 17:45:14
分类:数据依赖:代码执行 / 第三方 API / 读写文件应用场景:财务 / 数据处理 / 报告撰写 / backtesting ...

安装技能

复制下面的话术发给你的 Agent,它会通过 secure-skills 检索并安装该技能。

执行命令安装此 skill: npx secure-skills-cli add empyrical-risk-metrics
Metadata
name
empyrical-risk-metrics
description
计算投资组合风险指标,包括年化收益率、夏普比率、索提诺比率、最大回撤和卡玛比率,支持滚动窗口统计和 NaN 数据处理,适用于多市场数据。。
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-107","compiled_at":"2026-04-22T13:00:51.147425+00:00","capability_markets":"multi-market","capability_activities":"backtesting, factor-research","sop_version":"crystal-compilation-v6.1"}

投资风险指标 (empyrical-risk-metrics)

计算投资组合风险指标,包括年化收益率、夏普比率、索提诺比率、最大回撤和卡玛比率,支持滚动窗口统计和 NaN 数据处理,适用于多市场数据。

Pipeline

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

Top Use Cases (3 total)

Sphinx Documentation Build Configuration (UC-101)

Configuring Sphinx to automatically generate API documentation from docstrings and source code comments for the empyrical library Triggers: sphinx configuration, documentation build, autodoc setup

Documentation Deployment Automation (UC-102)

Automating the process of cleaning, building, and deploying Sphinx documentation to a hosting platform for the empyrical project Triggers: documentation deployment, automated deployment, CI/CD documentation

Advanced Sphinx Documentation Source Setup (UC-103)

Configuring advanced Sphinx extensions including autodoc filtering, numpydoc integration, and markdown support for comprehensive documentation generat Triggers: sphinx extensions, numpydoc, autodoc filtering

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

Top Anti-Patterns (25 total)

  • AP-ZVT-183: 除权因子为 inf/NaN 时直接参与乘法导致复权静默失败
  • AP-ZVT-179: 第三方数据接口超限后异常被吞噬,数据静默缺失
  • AP-ZVT-183B: HFQ(后复权)与 QFQ(前复权)K 线表使用错误导致因子计算漂移

All 25 anti-patterns: references/ANTI_PATTERNS.md

Evidence Quality Notice

[QUALITY NOTICE] This crystal was compiled from blueprint finance-bp-107. Evidence verify ratio = 45.3% and audit fail total = 21. 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 V6+ 全量权威 (source-of-truth) 有行为/决策争议时必读
references/ANTI_PATTERNS.md 25 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-107 blueprint at 2026-04-22T13:00:51.147425+00:00. See human_summary.md for non-technical overview.