mirror of
https://github.com/NoFxAiOS/nofx.git
synced 2026-07-11 06:46:59 +08:00
docs: add backtest and debate module technical documentation
This commit is contained in:
tinkle-community
622
docs/architecture/BACKTEST_MODULE.md
Normal file
622
docs/architecture/BACKTEST_MODULE.md
Normal file
@@ -0,0 +1,622 @@
|
||||
# NOFX 回测模块技术文档
|
||||
|
||||
## 概述
|
||||
|
||||
本文档详细描述 NOFX 回测模块的完整技术实现，包括配置、历史数据加载、模拟引擎、AI 决策、性能指标计算和结果存储。
|
||||
|
||||
---
|
||||
|
||||
## 完整回测流程图
|
||||
|
||||
```
|
||||
┌─────────────────────────────────────────────────────────────────┐
|
||||
│ 回测执行流程 │
|
||||
└─────────────────────────────────────────────────────────────────┘
|
||||
|
||||
1. API 请求: /backtest/start
|
||||
↓
|
||||
2. Manager.Start()
|
||||
├─ 验证配置
|
||||
├─ 解析 AI 模型
|
||||
├─ 创建 Runner 实例
|
||||
└─ 启动 runner.Start() (goroutine)
|
||||
↓
|
||||
3. Runner.Start() → Runner.loop()
|
||||
└─ 遍历每个决策时间点:
|
||||
├─ DataFeed.BuildMarketData() [构建市场数据]
|
||||
├─ 检查决策触发条件 [每 N 根 K 线]
|
||||
├─ buildDecisionContext() [构建决策上下文]
|
||||
├─ invokeAIWithRetry() [调用 AI + 缓存]
|
||||
├─ executeDecision() [执行交易]
|
||||
├─ checkLiquidation() [检查爆仓]
|
||||
├─ updateState() [更新状态]
|
||||
├─ appendEquityPoint() [记录权益]
|
||||
├─ appendTradeEvent() [记录交易]
|
||||
├─ maybeCheckpoint() [保存检查点]
|
||||
└─ persistMetrics() [持久化指标]
|
||||
↓
|
||||
4. 完成/失败
|
||||
├─ 计算最终指标
|
||||
├─ 持久化所有结果
|
||||
└─ 释放锁
|
||||
↓
|
||||
5. API 查询: /backtest/metrics, /backtest/equity, /backtest/trades
|
||||
└─ 加载并返回结果
|
||||
```
|
||||
|
||||
---
|
||||
|
||||
## 1. 回测配置 (Configuration)
|
||||
|
||||
**核心文件:** `backtest/config.go`
|
||||
|
||||
### 1.1 配置参数
|
||||
|
||||
| 参数 | 类型 | 默认值 | 说明 |
|
||||
|------|------|--------|------|
|
||||
| `RunID` | string | (必填) | 回测运行唯一标识 |
|
||||
| `UserID` | string | "default" | 用户 ID |
|
||||
| `Symbols` | []string | (必填) | 交易币种列表 |
|
||||
| `Timeframes` | []string | ["3m", "15m", "4h"] | K 线周期 |
|
||||
| `DecisionTimeframe` | string | Symbols[0] | 主决策周期 |
|
||||
| `DecisionCadenceNBars` | int | 20 | 每 N 根 K 线触发一次决策 |
|
||||
| `StartTS`, `EndTS` | int64 | (必填) | 回测时间范围 (Unix 时间戳) |
|
||||
| `InitialBalance` | float64 | 1000 | 初始资金 (USD) |
|
||||
| `FeeBps` | float64 | 5 | 手续费 (基点) |
|
||||
| `SlippageBps` | float64 | 2 | 滑点 (基点) |
|
||||
| `FillPolicy` | string | "next_open" | 成交策略 |
|
||||
| `PromptVariant` | string | "baseline" | AI 提示词变体 |
|
||||
| `CacheAI` | bool | false | 是否缓存 AI 决策 |
|
||||
| `Leverage` | LeverageConfig | BTC/ETH:5, Altcoin:5 | 杠杆设置 |
|
||||
|
||||
### 1.2 成交策略 (Fill Policy)
|
||||
|
||||
```go
|
||||
// backtest/config.go:163-179
|
||||
switch fillPolicy {
|
||||
case "next_open": // 下一根 K 线开盘价
|
||||
case "bar_vwap": // 当前 K 线 VWAP
|
||||
case "mid": // 当前 K 线 (High+Low)/2
|
||||
default: // Mark Price
|
||||
}
|
||||
```
|
||||
|
||||
### 1.3 配置示例
|
||||
|
||||
```go
|
||||
cfg := backtest.BacktestConfig{
|
||||
RunID: "bt_20231215_150405",
|
||||
Symbols: []string{"BTCUSDT", "ETHUSDT"},
|
||||
Timeframes: []string{"3m", "15m", "4h"},
|
||||
DecisionTimeframe: "3m",
|
||||
DecisionCadenceNBars: 20,
|
||||
StartTS: 1702566000,
|
||||
EndTS: 1702652400,
|
||||
InitialBalance: 10000,
|
||||
FeeBps: 5,
|
||||
SlippageBps: 2,
|
||||
FillPolicy: "next_open",
|
||||
}
|
||||
```
|
||||
|
||||
---
|
||||
|
||||
## 2. 历史数据加载 (Data Loading)
|
||||
|
||||
**核心文件:** `backtest/datafeed.go`
|
||||
|
||||
### 2.1 数据加载流程
|
||||
|
||||
```
|
||||
1. NewDataFeed() - 初始化
|
||||
↓
|
||||
2. loadAll() - 加载所有历史数据
|
||||
├─ 计算缓冲区 (StartTS 前 200 根 K 线)
|
||||
├─ 调用 market.GetKlinesRange() 获取数据
|
||||
├─ 存储到 symbolSeries map
|
||||
└─ 从主周期构建决策时间线
|
||||
↓
|
||||
3. BuildMarketData() - 构建市场数据快照
|
||||
├─ 切片 K 线数据到当前时间戳
|
||||
├─ 计算技术指标 (EMA, MACD, RSI, ATR)
|
||||
└─ 返回 market.Data 结构
|
||||
```
|
||||
|
||||
### 2.2 数据结构
|
||||
|
||||
```go
|
||||
// DataFeed 核心结构
|
||||
type DataFeed struct {
|
||||
decisionTimes []int64 // 决策时间点列表
|
||||
symbolSeries map[string]*symbolSeries // 按币种存储的数据
|
||||
}
|
||||
|
||||
// 单币种时间序列
|
||||
type symbolSeries struct {
|
||||
timeframes map[string]*timeframeSeries // 按周期存储
|
||||
}
|
||||
|
||||
// 单周期数据
|
||||
type timeframeSeries struct {
|
||||
klines []market.Kline // K 线数据
|
||||
closeTimes []int64 // 收盘时间索引
|
||||
}
|
||||
```
|
||||
|
||||
### 2.3 关键代码引用
|
||||
|
||||
- 数据获取: `backtest/datafeed.go:48-93`
|
||||
- 时间线生成: `backtest/datafeed.go:96-115`
|
||||
- 市场数据组装: `backtest/datafeed.go:141-171`
|
||||
|
||||
---
|
||||
|
||||
## 3. 模拟引擎 (Simulation Engine)
|
||||
|
||||
**核心文件:** `backtest/runner.go`
|
||||
|
||||
### 3.1 主循环
|
||||
|
||||
```go
|
||||
// backtest/runner.go:232-264
|
||||
func (r *Runner) loop() {
|
||||
for _, ts := range r.feed.DecisionTimes() {
|
||||
if r.isPaused() {
|
||||
break
|
||||
}
|
||||
r.stepOnce(ts)
|
||||
}
|
||||
}
|
||||
```
|
||||
|
||||
### 3.2 单步执行
|
||||
|
||||
```go
|
||||
// backtest/runner.go:266-471
|
||||
func (r *Runner) stepOnce(ts int64) {
|
||||
// 1. 获取当前 K 线时间戳
|
||||
// 2. 构建市场数据
|
||||
// 3. 检查决策触发条件 (每 N 根 K 线)
|
||||
// 4. 执行决策周期 (如果触发)
|
||||
// 5. 检查爆仓
|
||||
// 6. 更新状态并记录
|
||||
}
|
||||
```
|
||||
|
||||
### 3.3 状态管理
|
||||
|
||||
```go
|
||||
// backtest/types.go:31-47
|
||||
type BacktestState struct {
|
||||
BarIndex int // 当前 K 线索引
|
||||
Cash float64 // 可用余额
|
||||
Equity float64 // 总权益
|
||||
UnrealizedPnL float64 // 未实现盈亏
|
||||
RealizedPnL float64 // 已实现盈亏
|
||||
MaxEquity float64 // 最高权益
|
||||
MinEquity float64 // 最低权益
|
||||
MaxDrawdownPct float64 // 最大回撤
|
||||
Positions map[string]*position // 持仓
|
||||
}
|
||||
```
|
||||
|
||||
---
|
||||
|
||||
## 4. AI 决策 (AI Decision Making)
|
||||
|
||||
**核心文件:** `backtest/runner.go`
|
||||
|
||||
### 4.1 决策上下文构建
|
||||
|
||||
```go
|
||||
// backtest/runner.go:473-532
|
||||
func (r *Runner) buildDecisionContext() *decision.Context {
|
||||
return &decision.Context{
|
||||
CurrentTime: "2023-12-15 10:30:00 UTC",
|
||||
RuntimeMinutes: elapsed,
|
||||
CallCount: cycleNumber,
|
||||
Account: {
|
||||
TotalEquity, AvailableBalance, TotalPnL, MarginUsedPct
|
||||
},
|
||||
Positions: []PositionInfo{...},
|
||||
CandidateCoins: []string{symbols...},
|
||||
MarketDataMap: map[symbol]*market.Data{...},
|
||||
MultiTFMarket: map[symbol]map[timeframe]*market.Data{...},
|
||||
}
|
||||
}
|
||||
```
|
||||
|
||||
### 4.2 AI 调用
|
||||
|
||||
```go
|
||||
// backtest/runner.go:544-563
|
||||
func (r *Runner) invokeAIWithRetry() (*decision.FullDecision, error) {
|
||||
// 最多重试 3 次
|
||||
// 指数退避: 500ms, 1000ms, 1500ms
|
||||
// 使用 decision.GetFullDecisionWithStrategy() 统一提示词生成
|
||||
}
|
||||
```
|
||||
|
||||
### 4.3 AI 缓存
|
||||
|
||||
```go
|
||||
// backtest/aicache.go:127-168
|
||||
// 缓存键: SHA256(context payload)
|
||||
// 包含: variant, timestamp, account, positions, market data
|
||||
```
|
||||
|
||||
### 4.4 支持的 AI 模型
|
||||
|
||||
| 模型 | 客户端文件 |
|
||||
|------|-----------|
|
||||
| DeepSeek | `mcp/deepseek_client.go` |
|
||||
| Qwen | `mcp/qwen_client.go` |
|
||||
| Claude | `mcp/claude_client.go` |
|
||||
| Gemini | `mcp/gemini_client.go` |
|
||||
| Grok | `mcp/grok_client.go` |
|
||||
| OpenAI | `mcp/openai_client.go` |
|
||||
| Kimi | `mcp/kimi_client.go` |
|
||||
|
||||
---
|
||||
|
||||
## 5. 性能指标 (Performance Metrics)
|
||||
|
||||
**核心文件:** `backtest/metrics.go`
|
||||
|
||||
### 5.1 指标计算
|
||||
|
||||
| 指标 | 公式 | 代码位置 |
|
||||
|------|------|----------|
|
||||
| **总收益率** | (最终权益 - 初始资金) / 初始资金 × 100 | metrics.go:36-42 |
|
||||
| **最大回撤** | max((峰值 - 当前) / 峰值 × 100) | metrics.go:64-91 |
|
||||
| **夏普比率** | 平均收益 / 收益标准差 | metrics.go:94-138 |
|
||||
| **胜率** | 盈利交易数 / 总交易数 × 100 | metrics.go:180-181 |
|
||||
| **盈亏比** | 总盈利 / 总亏损 | metrics.go:189-193 |
|
||||
|
||||
### 5.2 交易统计
|
||||
|
||||
```go
|
||||
// backtest/metrics.go:141-225
|
||||
type TradeMetrics struct {
|
||||
TotalTrades int
|
||||
WinningTrades int
|
||||
LosingTrades int
|
||||
AvgWin float64
|
||||
AvgLoss float64
|
||||
BestSymbol string
|
||||
WorstSymbol string
|
||||
SymbolStats map[string]*SymbolStat
|
||||
}
|
||||
```
|
||||
|
||||
---
|
||||
|
||||
## 6. 权益曲线 (Equity Curve)
|
||||
|
||||
**核心文件:** `backtest/equity.go`
|
||||
|
||||
### 6.1 权益点结构
|
||||
|
||||
```json
|
||||
{
|
||||
"ts": 1702566000000,
|
||||
"equity": 10500.50,
|
||||
"available": 8000.00,
|
||||
"pnl": 500.50,
|
||||
"pnl_pct": 5.005,
|
||||
"dd_pct": 2.34,
|
||||
"cycle": 42
|
||||
}
|
||||
```
|
||||
|
||||
### 6.2 权益更新
|
||||
|
||||
```go
|
||||
// backtest/runner.go:829-872
|
||||
func (r *Runner) updateState() {
|
||||
// 1. 计算总权益: cash + margin + 未实现盈亏
|
||||
// 2. 追踪峰值 (MaxEquity)
|
||||
// 3. 追踪谷值 (MinEquity)
|
||||
// 4. 重新计算回撤: (MaxEquity - Equity) / MaxEquity × 100
|
||||
}
|
||||
```
|
||||
|
||||
### 6.3 数据重采样
|
||||
|
||||
```go
|
||||
// backtest/equity.go:10-50
|
||||
func ResampleEquity(points []EquityPoint, timeframe string) []EquityPoint {
|
||||
// 按时间周期分桶
|
||||
// 保留每个桶的最后一个点
|
||||
}
|
||||
```
|
||||
|
||||
---
|
||||
|
||||
## 7. 结果存储 (Result Storage)
|
||||
|
||||
**核心文件:** `backtest/storage.go`, `store/backtest.go`
|
||||
|
||||
### 7.1 文件存储结构
|
||||
|
||||
```
|
||||
backtests/
|
||||
├── <run_id>/
|
||||
│ ├── run.json # 运行元数据
|
||||
│ ├── checkpoint.json # 检查点 (用于恢复)
|
||||
│ ├── equity.jsonl # 权益曲线 (逐行 JSON)
|
||||
│ ├── trades.jsonl # 交易记录 (逐行 JSON)
|
||||
│ ├── metrics.json # 性能指标
|
||||
│ ├── progress.json # 进度信息
|
||||
│ ├── ai_cache.json # AI 决策缓存
|
||||
│ └── decision_logs/ # 决策日志
|
||||
│ ├── 0.json
|
||||
│ ├── 1.json
|
||||
│ └── ...
|
||||
```
|
||||
|
||||
### 7.2 数据库表结构
|
||||
|
||||
```sql
|
||||
-- 回测运行元数据
|
||||
CREATE TABLE backtest_runs (
|
||||
run_id TEXT PRIMARY KEY,
|
||||
user_id TEXT,
|
||||
config_json TEXT,
|
||||
state TEXT, -- pending, running, completed, failed
|
||||
processed_bars INTEGER,
|
||||
progress_pct REAL,
|
||||
equity_last REAL,
|
||||
max_drawdown_pct REAL,
|
||||
liquidated BOOLEAN,
|
||||
ai_provider TEXT,
|
||||
ai_model TEXT,
|
||||
created_at DATETIME,
|
||||
updated_at DATETIME
|
||||
);
|
||||
|
||||
-- 权益曲线
|
||||
CREATE TABLE backtest_equity (
|
||||
id INTEGER PRIMARY KEY,
|
||||
run_id TEXT,
|
||||
ts INTEGER,
|
||||
equity REAL,
|
||||
available REAL,
|
||||
pnl REAL,
|
||||
pnl_pct REAL,
|
||||
dd_pct REAL,
|
||||
cycle INTEGER
|
||||
);
|
||||
|
||||
-- 交易记录
|
||||
CREATE TABLE backtest_trades (
|
||||
id INTEGER PRIMARY KEY,
|
||||
run_id TEXT,
|
||||
ts INTEGER,
|
||||
symbol TEXT,
|
||||
action TEXT,
|
||||
side TEXT,
|
||||
qty REAL,
|
||||
price REAL,
|
||||
fee REAL,
|
||||
slippage REAL,
|
||||
realized_pnl REAL,
|
||||
leverage INTEGER,
|
||||
liquidation BOOLEAN
|
||||
);
|
||||
|
||||
-- 性能指标
|
||||
CREATE TABLE backtest_metrics (
|
||||
run_id TEXT PRIMARY KEY,
|
||||
payload BLOB,
|
||||
updated_at DATETIME
|
||||
);
|
||||
|
||||
-- 检查点 (暂停/恢复)
|
||||
CREATE TABLE backtest_checkpoints (
|
||||
run_id TEXT PRIMARY KEY,
|
||||
payload BLOB,
|
||||
updated_at DATETIME
|
||||
);
|
||||
```
|
||||
|
||||
---
|
||||
|
||||
## 8. API 接口
|
||||
|
||||
**核心文件:** `api/backtest.go`
|
||||
|
||||
### 8.1 接口列表
|
||||
|
||||
| 接口 | 方法 | 说明 |
|
||||
|------|------|------|
|
||||
| `/backtest/start` | POST | 开始回测 |
|
||||
| `/backtest/pause` | POST | 暂停回测 |
|
||||
| `/backtest/resume` | POST | 恢复回测 |
|
||||
| `/backtest/stop` | POST | 停止回测 |
|
||||
| `/backtest/status` | GET | 获取状态 |
|
||||
| `/backtest/runs` | GET | 列出所有回测 |
|
||||
| `/backtest/equity` | GET | 获取权益曲线 |
|
||||
| `/backtest/trades` | GET | 获取交易记录 |
|
||||
| `/backtest/metrics` | GET | 获取性能指标 |
|
||||
| `/backtest/trace` | GET | 获取决策日志 |
|
||||
| `/backtest/export` | GET | 导出 ZIP |
|
||||
| `/backtest/delete` | POST | 删除回测 |
|
||||
|
||||
### 8.2 请求示例
|
||||
|
||||
```bash
|
||||
# 开始回测
|
||||
POST /backtest/start
|
||||
{
|
||||
"config": {
|
||||
"run_id": "bt_20231215",
|
||||
"symbols": ["BTCUSDT", "ETHUSDT"],
|
||||
"timeframes": ["3m", "15m", "4h"],
|
||||
"start_ts": 1702566000,
|
||||
"end_ts": 1702652400,
|
||||
"initial_balance": 10000,
|
||||
"ai_model_id": "model_001"
|
||||
}
|
||||
}
|
||||
|
||||
# 获取权益曲线
|
||||
GET /backtest/equity?run_id=bt_20231215&tf=1h&limit=1000
|
||||
|
||||
# 获取指标
|
||||
GET /backtest/metrics?run_id=bt_20231215
|
||||
```
|
||||
|
||||
### 8.3 响应示例
|
||||
|
||||
```json
|
||||
// 状态响应
|
||||
{
|
||||
"run_id": "bt_20231215",
|
||||
"state": "running",
|
||||
"progress_pct": 45.5,
|
||||
"processed_bars": 1234,
|
||||
"equity": 10234.50,
|
||||
"unrealized_pnl": 234.50
|
||||
}
|
||||
|
||||
// 指标响应
|
||||
{
|
||||
"total_return_pct": 12.34,
|
||||
"max_drawdown_pct": 5.67,
|
||||
"sharpe_ratio": 1.89,
|
||||
"profit_factor": 2.34,
|
||||
"win_rate": 65.5,
|
||||
"trades": 123
|
||||
}
|
||||
```
|
||||
|
||||
---
|
||||
|
||||
## 9. 账户与持仓管理
|
||||
|
||||
**核心文件:** `backtest/account.go`
|
||||
|
||||
### 9.1 持仓结构
|
||||
|
||||
```go
|
||||
type position struct {
|
||||
Symbol string
|
||||
Side string // "long" 或 "short"
|
||||
Quantity float64
|
||||
EntryPrice float64
|
||||
Leverage int
|
||||
Margin float64 // 保证金
|
||||
Notional float64 // 名义价值
|
||||
LiquidationPrice float64 // 爆仓价格
|
||||
OpenTime int64
|
||||
}
|
||||
```
|
||||
|
||||
### 9.2 开仓逻辑
|
||||
|
||||
```go
|
||||
// backtest/account.go:61-104
|
||||
func (a *BacktestAccount) Open(symbol, side string, qty, price float64, leverage int) {
|
||||
// 1. 应用滑点
|
||||
// 2. 计算名义价值 (qty × price)
|
||||
// 3. 计算保证金 (notional / leverage)
|
||||
// 4. 扣除保证金 + 手续费
|
||||
// 5. 创建/加仓
|
||||
// 6. 计算爆仓价格
|
||||
}
|
||||
```
|
||||
|
||||
### 9.3 平仓逻辑
|
||||
|
||||
```go
|
||||
// backtest/account.go:106-140
|
||||
func (a *BacktestAccount) Close(symbol, side string, qty, price float64) {
|
||||
// 1. 验证持仓存在
|
||||
// 2. 应用滑点 (反向)
|
||||
// 3. 计算已实现盈亏
|
||||
// long: (exit - entry) × qty
|
||||
// short: (entry - exit) × qty
|
||||
// 4. 返还保证金 + 盈亏 - 手续费
|
||||
// 5. 更新/删除持仓
|
||||
}
|
||||
```
|
||||
|
||||
### 9.4 爆仓价格计算
|
||||
|
||||
```go
|
||||
// backtest/account.go:177-186
|
||||
func computeLiquidation(entry float64, leverage int, side string) float64 {
|
||||
if side == "long" {
|
||||
return entry * (1 - 1.0/float64(leverage)) // 做多: 下跌爆仓
|
||||
}
|
||||
return entry * (1 + 1.0/float64(leverage)) // 做空: 上涨爆仓
|
||||
}
|
||||
```
|
||||
|
||||
---
|
||||
|
||||
## 10. 检查点与恢复
|
||||
|
||||
**核心文件:** `backtest/runner.go`
|
||||
|
||||
### 10.1 检查点结构
|
||||
|
||||
```json
|
||||
{
|
||||
"bar_index": 1234,
|
||||
"bar_ts": 1702609200000,
|
||||
"cash": 8000.00,
|
||||
"equity": 10234.50,
|
||||
"max_equity": 10500.00,
|
||||
"max_drawdown_pct": 5.67,
|
||||
"positions": [...],
|
||||
"decision_cycle": 62,
|
||||
"liquidated": false
|
||||
}
|
||||
```
|
||||
|
||||
### 10.2 检查点触发
|
||||
|
||||
```go
|
||||
// backtest/runner.go:874-898
|
||||
func (r *Runner) maybeCheckpoint() {
|
||||
// 每 N 根 K 线保存
|
||||
// 或每 N 秒保存
|
||||
}
|
||||
```
|
||||
|
||||
### 10.3 恢复流程
|
||||
|
||||
```go
|
||||
func (r *Runner) RestoreFromCheckpoint() {
|
||||
// 1. 加载检查点
|
||||
// 2. 恢复账户状态
|
||||
// 3. 恢复 K 线索引 (从下一根继续)
|
||||
// 4. 恢复权益曲线、交易记录
|
||||
}
|
||||
```
|
||||
|
||||
---
|
||||
|
||||
## 核心文件索引
|
||||
|
||||
| 模块 | 文件 | 关键方法 |
|
||||
|------|------|----------|
|
||||
| **配置** | `backtest/config.go` | `BacktestConfig`, `Validate()` |
|
||||
| **数据加载** | `backtest/datafeed.go` | `NewDataFeed()`, `loadAll()`, `BuildMarketData()` |
|
||||
| **模拟引擎** | `backtest/runner.go` | `Start()`, `loop()`, `stepOnce()` |
|
||||
| **决策** | `backtest/runner.go` | `buildDecisionContext()`, `invokeAIWithRetry()` |
|
||||
| **执行** | `backtest/runner.go` | `executeDecision()` |
|
||||
| **账户** | `backtest/account.go` | `Open()`, `Close()`, `TotalEquity()` |
|
||||
| **指标** | `backtest/metrics.go` | `CalculateMetrics()` |
|
||||
| **权益** | `backtest/equity.go` | `ResampleEquity()`, `LimitEquityPoints()` |
|
||||
| **存储** | `backtest/storage.go` | `SaveCheckpoint()`, `appendEquityPoint()` |
|
||||
| **数据库** | `store/backtest.go` | 表结构和 CRUD 操作 |
|
||||
| **API** | `api/backtest.go` | HTTP 处理器 |
|
||||
| **AI 缓存** | `backtest/aicache.go` | `Get()`, `Put()`, `save()` |
|
||||
|
||||
---
|
||||
|
||||
**文档版本:** 1.0.0
|
||||
**最后更新:** 2025-01-15
|
||||
Reference in New Issue
Block a user