commit e3a721a05536104f09f23901fcfc409165412b3a Author: feie9456 Date: Fri Jun 27 09:18:00 2025 +0800 first commit diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..a547bf3 --- /dev/null +++ b/.gitignore @@ -0,0 +1,24 @@ +# Logs +logs +*.log +npm-debug.log* +yarn-debug.log* +yarn-error.log* +pnpm-debug.log* +lerna-debug.log* + +node_modules +dist +dist-ssr +*.local + +# Editor directories and files +.vscode/* +!.vscode/extensions.json +.idea +.DS_Store +*.suo +*.ntvs* +*.njsproj +*.sln +*.sw? diff --git a/.vscode/extensions.json b/.vscode/extensions.json new file mode 100644 index 0000000..a7cea0b --- /dev/null +++ b/.vscode/extensions.json @@ -0,0 +1,3 @@ +{ + "recommendations": ["Vue.volar"] +} diff --git a/README.md b/README.md new file mode 100644 index 0000000..af8349a --- /dev/null +++ b/README.md @@ -0,0 +1,119 @@ +# 比特币马丁格尔策略回测模拟器 + +一个基于 Vue 3 + TypeScript 开发的加密货币投资策略回测工具，专门用于模拟马丁格尔（Martingale）策略在比特币合约交易中的表现。 + +## 🚀 功能特色 + +- **实时K线图显示**：支持自定义时间周期的K线图展示 +- **马丁格尔策略模拟**：完整实现马丁格尔加仓策略算法 +- **合约交易支持**：支持3倍杠杆合约交易模拟 +- **风险管理**：包含强平机制和维持保证金计算 +- **详细数据统计**：总资产、收益率、完成周期、爆仓次数等指标 +- **历史数据导入**：支持CSV格式的历史价格数据导入 +- **收益对比图表**：策略收益vs基准收益的可视化对比 + +## 📊 策略参数 + +- **杠杆倍数**：3倍 +- **跌幅加仓**：价格下跌1.87%时加仓 +- **止盈目标**：单周期止盈3% +- **最大加仓**：最多6次加仓 +- **初始比例**：1/1.32 +- **资金管理**：单周期最大投入为账户余额的44% + +## 🛠 技术栈 + +- **前端框架**：Vue 3 (Composition API) +- **开发语言**：TypeScript +- **构建工具**：Vite +- **图表库**：ECharts +- **样式预处理**：SCSS +- **数据处理**：PapaParse (CSV解析) + +## 📦 安装与运行 + +### 环境要求 +- Node.js 18+ +- npm 或 yarn 或 bun + +### 安装依赖 +```bash +# 使用 npm +npm install + +# 使用 yarn +yarn install + +# 使用 bun +bun install +``` + +### 开发模式运行 +```bash +# 使用 npm +npm run dev + +# 使用 yarn +yarn dev + +# 使用 bun +bun run dev +``` + +### 构建生产版本 +```bash +# 使用 npm +npm run build + +# 使用 yarn +yarn build + +# 使用 bun +bun run build +``` + +## 📋 使用说明 + +1. **准备数据**：准备CSV格式的比特币历史价格数据，包含时间、开盘价、最高价、最低价、收盘价、成交量等字段 + +2. **上传文件**：在页面中点击"选择CSV文件"按钮，上传历史数据文件 + +3. **开始模拟**：文件上传后会自动开始回测模拟，实时显示交易过程 + +4. **查看结果**： + - 实时K线图显示价格走势和交易订单 + - 下方信息面板显示关键指标 + - 模拟完成后显示收益对比图表 + +5. **暂停/继续**：点击顶部标题可以暂停或继续模拟 + +## 📁 项目结构 + +``` +src/ +├── components/ # Vue组件 +│ ├── KLineChart.vue # K线图组件 +│ ├── CashChart.vue # 收益对比图组件 +│ └── ... +├── martingale.ts # 马丁格尔策略核心算法 +├── analysis.ts # 数据分析工具 +├── App.vue # 主应用组件 +├── main.ts # 应用入口 +└── style.css # 全局样式 +``` + +## ⚠️ 风险提示 + +- 本项目仅用于教育和研究目的，展示马丁格尔策略的运作机制 +- 不构成任何投资建议，实际交易存在重大风险 +- 马丁格尔策略在极端市场条件下可能导致重大损失 +- 参与加密货币交易时，请遵守当地法律法规 + +## 📊 数据指标说明 + +- **总资产**：当前账户总价值（现金+持仓市值） +- **总收益**：相对于初始资金的收益金额 +- **收益率**：收益占初始资金的百分比 +- **浮动收益**：当前持仓的未实现盈亏 +- **已完成周期**：完成止盈或强平的交易周期数 +- **已爆仓次数**：触发强平的次数 \ No newline at end of file diff --git a/bun.lock b/bun.lock new file mode 100644 index 0000000..fe8d349 --- /dev/null +++ b/bun.lock @@ -0,0 +1,279 @@ +{ + "lockfileVersion": 1, + "workspaces": { + "": { + "name": "btc-simulator", + "dependencies": { + "@types/papaparse": "^5.3.15", + "echarts": "^5.6.0", + "papaparse": 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+ + + diff --git a/package.json b/package.json new file mode 100644 index 0000000..0c54074 --- /dev/null +++ b/package.json @@ -0,0 +1,25 @@ +{ + "name": "btc-simulator", + "private": true, + "version": "0.0.0", + "type": "module", + "scripts": { + "dev": "vite", + "build": "vue-tsc -b && vite build", + "preview": "vite preview" + }, + "dependencies": { + "@types/papaparse": "^5.3.15", + "echarts": "^5.6.0", + "papaparse": "^5.5.2", + "vue": "^3.5.13" + }, + "devDependencies": { + "@vitejs/plugin-vue": "^5.2.1", + "@vue/tsconfig": "^0.7.0", + "sass-embedded": "^1.86.0", + "typescript": "~5.7.2", + "vite": "^6.2.0", + "vue-tsc": "^2.2.4" + } +} diff --git a/src/App.vue b/src/App.vue new file mode 100644 index 0000000..9458d9d --- /dev/null +++ b/src/App.vue @@ -0,0 +1,723 @@ + + + + + + + + \ No newline at end of file diff --git a/src/analysis.ts b/src/analysis.ts new file mode 100644 index 0000000..1f0be66 --- /dev/null +++ b/src/analysis.ts @@ -0,0 +1,80 @@ +/** + * 分析投资数据并计算关键指标 + * @param fundAmounts 资金量数组，每15分钟记录一次 + * @returns 投资分析结果 + */ +export function analyzeInvestment(fundAmounts: number[]): { + maxDrawdown: number; // 最大回撤 (百分比) + maxDrawdownPeriod: [number, number]; // 最大回撤区间 [开始索引, 结束索引] + volatility: number; // 波动率 (标准差) + averageReturn: number; // 平均收益率 (百分比) + cumulativeReturn: number; // 累计收益率 (百分比) + winRate: number; // 盈利率 (百分比) + sharpeRatio: number; // 夏普比率 (假设无风险利率为0) + } { + if (fundAmounts.length < 2) { + throw new Error("需要至少两个数据点来计算投资指标"); + } + + // 计算每个时间点的收益率 + const returns: number[] = []; + for (let i = 1; i < fundAmounts.length; i++) { + const returnRate = (fundAmounts[i] - fundAmounts[i - 1]) / fundAmounts[i - 1]; + returns.push(returnRate); + } + + // 计算最大回撤 + let maxDrawdown = 0; + let peak = fundAmounts[0]; + let maxDrawdownStartIndex = 0; + let maxDrawdownEndIndex = 0; + let currentPeakIndex = 0; + + for (let i = 1; i < fundAmounts.length; i++) { + if (fundAmounts[i] > peak) { + peak = fundAmounts[i]; + currentPeakIndex = i; + } + + const drawdown = (peak - fundAmounts[i]) / peak; + + if (drawdown > maxDrawdown) { + maxDrawdown = drawdown; + maxDrawdownStartIndex = currentPeakIndex; + maxDrawdownEndIndex = i; + } + } + + // 计算波动率 (收益率的标准差) + const avgReturn = returns.reduce((sum, r) => sum + r, 0) / returns.length; + const variance = returns.reduce((sum, r) => sum + Math.pow(r - avgReturn, 2), 0) / returns.length; + const volatility = Math.sqrt(variance); + + // 计算累计收益率 + const cumulativeReturn = (fundAmounts[fundAmounts.length - 1] - fundAmounts[0]) / fundAmounts[0]; + + // 计算盈利率 (正收益率的比例) + const winCount = returns.filter(r => r > 0).length; + const winRate = (winCount / returns.length) * 100; + + // 计算夏普比率 (假设无风险利率为5%) + const riskFreeRate = 0.05; // 无风险利率5% + const annualizedReturn = avgReturn * (250 * 16) - riskFreeRate; // 调整为年化收益率减去无风险利率 + const annualizedVolatility = volatility * Math.sqrt(250 * 16); + const sharpeRatio = annualizedVolatility === 0 ? 0 : annualizedReturn / annualizedVolatility; + + return { + maxDrawdown: maxDrawdown * 100, // 转换为百分比 + maxDrawdownPeriod: [maxDrawdownStartIndex, maxDrawdownEndIndex], + volatility: volatility * 100, // 转换为百分比 + averageReturn: avgReturn * 100, // 转换为百分比 + cumulativeReturn: cumulativeReturn * 100, // 转换为百分比 + winRate, + sharpeRatio + }; + } + + // 使用示例: + // const fundAmounts = [10000, 8844.4, 9200, 9100, 9500, 9300, 9200, 8800, 9000, 9400]; + // const analysis = analyzeInvestment(fundAmounts); + // console.log(analysis); \ No newline at end of file diff --git a/src/assets/btc20230419112752.webp b/src/assets/btc20230419112752.webp new file mode 100644 index 0000000..05dff6f Binary files /dev/null and b/src/assets/btc20230419112752.webp differ diff --git a/src/assets/vue.svg b/src/assets/vue.svg new file mode 100644 index 0000000..770e9d3 --- /dev/null +++ b/src/assets/vue.svg @@ -0,0 +1 @@ + \ No newline at end of file diff --git a/src/components/CashChart.vue b/src/components/CashChart.vue new file mode 100644 index 0000000..fe2054d --- /dev/null +++ b/src/components/CashChart.vue @@ -0,0 +1,715 @@ + + + + + \ No newline at end of file diff --git a/src/components/KLineChart.vue b/src/components/KLineChart.vue new file mode 100644 index 0000000..744cd6f --- /dev/null +++ b/src/components/KLineChart.vue @@ -0,0 +1,600 @@ + + + + + + + \ No newline at end of file diff --git a/src/components/KLineChartDS.vue b/src/components/KLineChartDS.vue new file mode 100644 index 0000000..8134d30 --- /dev/null +++ b/src/components/KLineChartDS.vue @@ -0,0 +1,336 @@ + + + + + \ No newline at end of file diff --git a/src/components/KlineChartGM.vue b/src/components/KlineChartGM.vue new file mode 100644 index 0000000..aa433eb --- /dev/null +++ b/src/components/KlineChartGM.vue @@ -0,0 +1,454 @@ + + + + + \ No newline at end of file diff --git a/src/main.ts b/src/main.ts new file mode 100644 index 0000000..2425c0f --- /dev/null +++ b/src/main.ts @@ -0,0 +1,5 @@ +import { createApp } from 'vue' +import './style.css' +import App from './App.vue' + +createApp(App).mount('#app') diff --git a/src/martingale.ts b/src/martingale.ts new file mode 100644 index 0000000..b95a89c --- /dev/null +++ b/src/martingale.ts @@ -0,0 +1,217 @@ +/** + * 持仓信息接口 + */ +export interface Position { + price: number; // 买入价格 + amount: number; // 买入数量 + investment: number; // 投资金额(USDT) +} + +/** + * 马丁格尔策略状态接口 + */ +export interface MartingaleState { + positions: Position[]; // 当前持仓列表 +} + +/** + * 马丁格尔策略参数接口 + */ +export interface MartingaleOption { + dropPercentage: number; // 跌多少加仓(例如1.87) + takeProfitPercentage: number; // 单周期止盈目标(例如4.00) + maxOrders: number; // 最大加仓次数 + initialRatio: number; // 初始加仓比例(例如0.94) + priceMultiplier: number; // 加仓价差倍数(例如1.00) + amountMultiplier: number; // 加仓金额倍数(例如1.05) + maxInvestment?: number; // 潜在最大投入(开启新周期时需要) + currentPrice: number; // 当前市场价格 + leverage?: number; // 可选杠杆倍数(例如3倍杠杆) + maintenanceMargin?: number; // 维持保证金率(例如0.05表示5%) +} + +/** + * 挂单线接口 + */ +export interface OrderLine { + type: 'BUY' | 'SELL' | 'LIQUIDATION'; // 订单类型 + price: number; // 价格 + amount: number; // 数量 + investment?: number; // 投资金额(仅BUY订单) + description: string; // 订单描述 +} + +/** + * 计算初始投资金额和所有订单的总投资额 + * @param option 策略参数 + * @returns [初始投资金额, 总投资额] + */ +function calculateInitialInvestment(option: MartingaleOption): number { + const maxOrders = option.maxOrders; + const initialRatio = option.initialRatio; + const amountMultiplier = option.amountMultiplier; + const maxInvestment = option.maxInvestment || 0; + + // 计算总投资系数 + let totalFactor = 1; // 初始订单的系数 + let currentFactor = initialRatio; // 第一次加仓的系数 + + for (let i = 1; i < maxOrders; i++) { + totalFactor += currentFactor; + currentFactor *= amountMultiplier; + } + + // 根据最大投资计算初始投资 + return maxInvestment / totalFactor; +} + +/** + * 计算强平价格 + * @param positions 当前持仓列表 + * @param leverage 杠杆倍数 + * @param maintenanceMargin 维持保证金率 + * @returns 强平价格 + */ +function calculateLiquidationPrice( + positions: Position[], + leverage: number, + maintenanceMargin: number +): number { + // 计算总投资金额和总购买数量 + let totalInvestment = 0; + let totalAmount = 0; + + for (const position of positions) { + totalInvestment += position.investment; + totalAmount += position.amount; + } + + // 计算平均入场价格（考虑杠杆） + // 由于position.amount是使用杠杆后的数量，我们需要乘以杠杆来得到真实的平均价格 + const averageEntryPrice = (totalInvestment / totalAmount) * leverage; + + // 计算强平价格 + // 强平价格 = 平均入场价格 * (1 - (1 - 维持保证金率) / 杠杆) + const liquidationPrice = averageEntryPrice * (1 - (1 - maintenanceMargin) / leverage); + + return liquidationPrice; +} + +/** + * 模拟马丁格尔策略 + * @param currentState 当前持仓状态，为空则表示开启新周期 + * @param option 策略参数 + * @returns 挂单线数组 + */ +export function simulateMartingale( + currentState: MartingaleState | null, + option: MartingaleOption +): OrderLine[] { + const orderLines: OrderLine[] = []; + const leverage = option.leverage || 1; // 默认不使用杠杆 + const maintenanceMargin = option.maintenanceMargin || 0.05; // 默认维持保证金率5% + + // 如果currentState为空或没有持仓，开始新的交易周期 + if (!currentState || currentState.positions.length === 0) { + // 确保有最大投资金额 + if (!option.maxInvestment) { + throw new Error("开启新周期需要提供潜在最大投入金额"); + } + + // 计算初始投资金额 + const initialInvestment = calculateInitialInvestment(option); + const initialAmount = (initialInvestment * leverage) / option.currentPrice; // 考虑杠杆 + + // 添加初始买入订单到挂单线 + orderLines.push({ + type: 'BUY', + price: option.currentPrice, + amount: initialAmount, + investment: initialInvestment, + description: `初始投资 (潜在最大投入的${((initialInvestment / option.maxInvestment!) * 100).toFixed(2)}%)${leverage > 1 ? ` [${leverage}倍杠杆]` : ''}` + }); + return orderLines; + } + + // 计算平均成本 + let totalInvestment = 0; + let totalAmount = 0; + + for (const position of currentState.positions) { + totalInvestment += position.investment; + totalAmount += position.amount; + } + + const averageCost = totalInvestment / totalAmount * (leverage ?? 1); + + // 计算止盈价格 + const takeProfitPrice = averageCost * (1 + option.takeProfitPercentage / 100); + + // 添加止盈(卖出)订单到挂单线 + orderLines.push({ + type: 'SELL', + price: takeProfitPrice, + amount: totalAmount, + description: `止盈点: 平均成本(${averageCost.toFixed(2)})上涨${option.takeProfitPercentage.toFixed(2)}%` + }); + + // 如果使用杠杆，添加强平线 + if (leverage > 1 && currentState.positions.length !== 0) { + const liquidationPrice = calculateLiquidationPrice( + currentState.positions, + leverage, + maintenanceMargin + ); + orderLines.push({ + type: 'LIQUIDATION', + price: liquidationPrice, + amount: totalAmount, + description: `强平价: ${liquidationPrice.toFixed(2)} [${leverage}倍杠杆, 维持保证金率${(maintenanceMargin * 100).toFixed(2)}%]` + }); + } + + // 如果未达到最大加仓次数，添加更多买入订单 + if (currentState.positions.length < option.maxOrders) { + let lastBuyPrice = currentState.positions[currentState.positions.length - 1].price; + let lastInvestment = currentState.positions[currentState.positions.length - 1].investment; + + // 计算下一次投资金额 + let nextInvestment = lastInvestment; + if (currentState.positions.length === 1) { + // 第一次加仓使用initialRatio + nextInvestment = lastInvestment * option.initialRatio; + } else { + // 后续加仓使用amountMultiplier + nextInvestment = lastInvestment * option.amountMultiplier; + } + + // 为每个潜在的未来买入订单 + for (let i = currentState.positions.length; i < option.maxOrders; i++) { + // 计算此次买入的价格下跌百分比 + const orderIndex = i - currentState.positions.length; + const nextDropPercentage = option.dropPercentage * Math.pow(option.priceMultiplier, orderIndex); + + // 计算下一个买入价格 + const nextBuyPrice = lastBuyPrice * (1 - nextDropPercentage / 100); + + // 计算下一个买入数量，考虑杠杆 + const nextBuyAmount = (nextInvestment * leverage) / nextBuyPrice; + + // 添加到挂单线 + orderLines.push({ + type: 'BUY', + price: nextBuyPrice, + amount: nextBuyAmount, + investment: nextInvestment, + description: `加仓#${i} (比上次价格下跌${nextDropPercentage.toFixed(2)}%)${leverage > 1 ? ` [${leverage}倍杠杆]` : ''}` + }); + + // 更新下一次迭代的变量 + lastBuyPrice = nextBuyPrice; + lastInvestment = nextInvestment; + nextInvestment = nextInvestment * option.amountMultiplier; + } + } + + return orderLines; +} \ No newline at end of file diff --git a/src/style.css b/src/style.css new file mode 100644 index 0000000..b2738f4 --- /dev/null +++ b/src/style.css @@ -0,0 +1,8 @@ +body{ + margin: 0; + font-family: "PingFang SC"; +} + +*{ + box-sizing: border-box; +} diff --git a/src/vite-env.d.ts b/src/vite-env.d.ts new file mode 100644 index 0000000..11f02fe --- /dev/null +++ b/src/vite-env.d.ts @@ -0,0 +1 @@ +/// diff --git a/tsconfig.app.json b/tsconfig.app.json new file mode 100644 index 0000000..7fb078c --- /dev/null +++ b/tsconfig.app.json @@ -0,0 +1,14 @@ +{ + "extends": "@vue/tsconfig/tsconfig.dom.json", + "compilerOptions": { + "tsBuildInfoFile": "./node_modules/.tmp/tsconfig.app.tsbuildinfo", + + /* Linting */ + "strict": true, + "noUnusedLocals": true, + "noUnusedParameters": true, + "noFallthroughCasesInSwitch": true, + "noUncheckedSideEffectImports": true + }, + "include": ["src/**/*.ts", "src/**/*.tsx", "src/**/*.vue"] +} diff --git a/tsconfig.json b/tsconfig.json new file mode 100644 index 0000000..1ffef60 --- /dev/null +++ b/tsconfig.json @@ -0,0 +1,7 @@ +{ + "files": [], + "references": [ + { "path": "./tsconfig.app.json" }, + { "path": "./tsconfig.node.json" } + ] +} diff --git a/tsconfig.node.json b/tsconfig.node.json new file mode 100644 index 0000000..db0becc --- /dev/null +++ b/tsconfig.node.json @@ -0,0 +1,24 @@ +{ + "compilerOptions": { + "tsBuildInfoFile": "./node_modules/.tmp/tsconfig.node.tsbuildinfo", + "target": "ES2022", + "lib": ["ES2023"], + "module": "ESNext", + "skipLibCheck": true, + + /* Bundler mode */ + "moduleResolution": "bundler", + "allowImportingTsExtensions": true, + "isolatedModules": true, + "moduleDetection": "force", + "noEmit": true, + + /* Linting */ + "strict": true, + "noUnusedLocals": true, + "noUnusedParameters": true, + "noFallthroughCasesInSwitch": true, + "noUncheckedSideEffectImports": true + }, + "include": ["vite.config.ts"] +} diff --git a/vite.config.ts b/vite.config.ts new file mode 100644 index 0000000..bbcf80c --- /dev/null +++ b/vite.config.ts @@ -0,0 +1,7 @@ +import { defineConfig } from 'vite' +import vue from '@vitejs/plugin-vue' + +// https://vite.dev/config/ +export default defineConfig({ + plugins: [vue()], +})