quant-zero/dist/index.cjs

Node-Quant is a powerful Node.js package for developing and testing quantitative trading strategies in cryptocurrency markets, offering tools for backtesting and performance analysis.

"use strict";
var __create = Object.create;
var __defProp = Object.defineProperty;
var __getOwnPropDesc = Object.getOwnPropertyDescriptor;
var __getOwnPropNames = Object.getOwnPropertyNames;
var __getProtoOf = Object.getPrototypeOf;
var __hasOwnProp = Object.prototype.hasOwnProperty;
var __export = (target, all) => {
  for (var name in all)
    __defProp(target, name, { get: all[name], enumerable: true });
};
var __copyProps = (to, from, except, desc) => {
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        __defProp(to, key, { get: () => from[key], enumerable: !(desc = __getOwnPropDesc(from, key)) || desc.enumerable });
  }
  return to;
};
var __toESM = (mod, isNodeMode, target) => (target = mod != null ? __create(__getProtoOf(mod)) : {}, __copyProps(
  // If the importer is in node compatibility mode or this is not an ESM
  // file that has been converted to a CommonJS file using a Babel-
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  // "default" to the CommonJS "module.exports" for node compatibility.
  isNodeMode || !mod || !mod.__esModule ? __defProp(target, "default", { value: mod, enumerable: true }) : target,
  mod
));
var __toCommonJS = (mod) => __copyProps(__defProp({}, "__esModule", { value: true }), mod);

// src/index.ts
var index_exports = {};
__export(index_exports, {
  ChartingSystem: () => ChartingSystem,
  CryptoPair: () => CryptoPair,
  DataSourceType: () => DataSourceType,
  Indicator: () => Indicator,
  Indicators: () => indicators_exports,
  Logger: () => Logger,
  NumberReturnType: () => NumberReturnType,
  OrderType: () => OrderType,
  PositionType: () => PositionType,
  ReportManager: () => ReportManager,
  Strategy: () => Strategy,
  TRADE_KEY: () => TRADE_KEY,
  TimeFrame: () => TimeFrame,
  TimelineEvents: () => TimelineEvents,
  Trade: () => Trade,
  TradeManager: () => TradeManager,
  logger: () => logger
});
module.exports = __toCommonJS(index_exports);

// src/lib/ChartingSystem.ts
var ChartingSystem = class {
  transform(rawData) {
    return rawData;
  }
};

// src/lib/Indicator.ts
var import_events = require("events");

// src/types.ts
var CryptoPair = /* @__PURE__ */ ((CryptoPair2) => {
  CryptoPair2["BTCUSDT"] = "BTC/USDT";
  CryptoPair2["ETHUSDT"] = "ETH/USDT";
  CryptoPair2["SOLUSDT"] = "SOL/USDT";
  CryptoPair2["BNBUSDT"] = "BNB/USDT";
  CryptoPair2["LTCUSDT"] = "LTC/USDT";
  CryptoPair2["DOGEUSDT"] = "DOGE/USDT";
  return CryptoPair2;
})(CryptoPair || {});
var TimelineEvents = /* @__PURE__ */ ((TimelineEvents2) => {
  TimelineEvents2["PROVIDED"] = "provided";
  TimelineEvents2["FED"] = "fed";
  TimelineEvents2["GENERATED"] = "generated";
  return TimelineEvents2;
})(TimelineEvents || {});
var NumberReturnType = /* @__PURE__ */ ((NumberReturnType3) => {
  NumberReturnType3["RELATIVE"] = "relative";
  NumberReturnType3["FIXED"] = "fixed";
  return NumberReturnType3;
})(NumberReturnType || {});
var OrderType = /* @__PURE__ */ ((OrderType2) => {
  OrderType2["MARKET"] = "market";
  OrderType2["LIMIT"] = "limit";
  OrderType2["STOP"] = "stop";
  return OrderType2;
})(OrderType || {});
var PositionType = /* @__PURE__ */ ((PositionType3) => {
  PositionType3["LONG"] = "long";
  PositionType3["SHORT"] = "short";
  return PositionType3;
})(PositionType || {});
var TRADE_KEY = /* @__PURE__ */ ((TRADE_KEY2) => {
  TRADE_KEY2["ID"] = "id";
  TRADE_KEY2["isOpen"] = "isOpen";
  TRADE_KEY2["isClosed"] = "isClosed";
  TRADE_KEY2["PL"] = "PL";
  TRADE_KEY2["TP"] = "TP";
  TRADE_KEY2["SL"] = "SL";
  TRADE_KEY2["positionSize"] = "size";
  TRADE_KEY2["leverage"] = "leverage";
  TRADE_KEY2["drawdown"] = "drawdown";
  TRADE_KEY2["openPrice"] = "openPrice";
  TRADE_KEY2["closePrice"] = "closePrice";
  TRADE_KEY2["fee"] = "fee";
  TRADE_KEY2["pair"] = "pair";
  TRADE_KEY2["blockChainTrack"] = "blockChainTrack";
  TRADE_KEY2["orderType"] = "orderType";
  TRADE_KEY2["positionType"] = "positionType";
  TRADE_KEY2["timestamp"] = "timestamp";
  return TRADE_KEY2;
})(TRADE_KEY || {});
var DataSourceType = /* @__PURE__ */ ((DataSourceType2) => {
  DataSourceType2["PRICE"] = "price";
  DataSourceType2["FACTOR"] = "factor";
  return DataSourceType2;
})(DataSourceType || {});
var TimeFrame = /* @__PURE__ */ ((TimeFrame2) => {
  TimeFrame2["SECOND"] = "1s";
  TimeFrame2["MINUTE"] = "1m";
  TimeFrame2["TWO_MINUTES"] = "2m";
  TimeFrame2["THREE_MINUTES"] = "3m";
  TimeFrame2["FIVE_MINUTES"] = "5m";
  TimeFrame2["TEN_MINUTES"] = "10m";
  TimeFrame2["FIFTEEN_MINUTES"] = "15m";
  TimeFrame2["THIRTY_MINUTES"] = "30m";
  TimeFrame2["FORTY_FIVE_MINUTES"] = "45m";
  TimeFrame2["HOUR"] = "1h";
  TimeFrame2["TWO_HOURS"] = "2h";
  TimeFrame2["THREE_HOURS"] = "3h";
  TimeFrame2["FOUR_HOURS"] = "4h";
  TimeFrame2["DAY"] = "1d";
  TimeFrame2["WEEK"] = "1w";
  TimeFrame2["MONTH"] = "1M";
  return TimeFrame2;
})(TimeFrame || {});

// src/lib/Indicator.ts
var Indicator = class extends import_events.EventEmitter {
  data = [];
  name;
  key;
  description;
  constructor({ name, key, description }) {
    super();
    this.name = name;
    this.key = key;
    this.description = description;
  }
  // Provides the first sample of data if not already provided
  provide(data) {
    if (this.data.length === 0 && data.length > 0) {
      this.data = data;
      this.emit("provided" /* PROVIDED */, this.data);
    }
  }
  // Feeds new data in
  feed(data) {
    this.data.push(data);
    this.emit("fed" /* FED */, data);
  }
  // Generates the result
  generate() {
    return null;
  }
  clear() {
    this.data = [];
  }
  on(event, listener) {
    return super.on(event, listener);
  }
};

// src/lib/Logger.ts
var import_chalk = __toESM(require("chalk"), 1);
var Logger = class {
  success(payload) {
    console.log(import_chalk.default.green(payload));
  }
  debug(payload) {
    console.log(payload);
  }
  info(payload) {
    console.log(import_chalk.default.cyan(payload));
  }
  warn(payload) {
    console.log(import_chalk.default.yellow(payload));
  }
  error(payload) {
    console.log(import_chalk.default.red(payload));
  }
};
var logger = new Logger();

// src/lib/Strategy.ts
var import_fs2 = __toESM(require("fs"), 1);
var import_path2 = __toESM(require("path"), 1);

// src/utils/dataInstaller.ts
var import_fs = __toESM(require("fs"), 1);
var import_path = __toESM(require("path"), 1);

// src/exchange.ts
var import_ccxt = __toESM(require("ccxt"), 1);
var exchange = new import_ccxt.default.binance();
var exchange_default = exchange;

// src/utils/dataInstaller.ts
async function downloadPairData(pair, timeFrame, dataLength, dataFolderPath) {
  const fileName = `${pair.replace("/", "_")}_${dataLength}_${timeFrame}.json`;
  const filePath = import_path.default.join(dataFolderPath, fileName);
  if (import_fs.default.existsSync(filePath)) {
    console.log(
      `Data for ${pair} with length ${dataLength} already exists. Returning existing data.`
    );
    const existingData = import_fs.default.readFileSync(filePath, "utf-8");
    return { path: filePath, data: JSON.parse(existingData) };
  }
  console.log(`Installing ${dataLength} candles for ${pair}.`);
  const fetchedData = await exchange_default.fetchOHLCV(
    pair,
    timeFrame,
    void 0,
    dataLength,
    {
      paginate: true
    }
  );
  import_fs.default.writeFileSync(filePath, JSON.stringify(fetchedData, null, 2));
  return { path: filePath, data: fetchedData };
}

// src/utils/parseOHLCV.ts
var parseIntoRows = (data) => {
  const timestamps = [];
  const opens = [];
  const highs = [];
  const lows = [];
  const closes = [];
  const volumes = [];
  data.forEach((candle) => {
    timestamps.push(candle[0]);
    opens.push(candle[1]);
    highs.push(candle[2]);
    lows.push(candle[3]);
    closes.push(candle[4]);
    volumes.push(candle[5]);
  });
  return { timestamps, opens, highs, lows, closes, volumes };
};

// src/charting/CandleSticks.ts
var CandleSticks = class extends ChartingSystem {
  transform(rawData) {
    const { opens, highs, lows, closes, timestamps, volumes } = parseIntoRows(rawData);
    return {
      open: opens,
      high: highs,
      low: lows,
      close: closes,
      timestamp: timestamps,
      volume: volumes
    };
  }
};

// src/charting/HeikenAishi.ts
var import_technicalindicators = __toESM(require("technicalindicators"), 1);

// src/charting/Renko.ts
var import_technicalindicators2 = __toESM(require("technicalindicators"), 1);

// src/utils/generateId.ts
var import_crypto = __toESM(require("crypto"), 1);
var generateMD5Id = () => {
  const seed = Math.random().toString();
  return import_crypto.default.createHash("md5").update(seed).digest("hex");
};

// src/utils/maths/pl.ts
function calcPL(currentClose, openPrice, positionType) {
  return positionType === "long" /* LONG */ ? 100 * ((currentClose - openPrice) / openPrice) : 100 * ((openPrice - currentClose) / openPrice);
}

// src/lib/Trade.ts
var Trade = class {
  id;
  tradeData;
  constructor(options) {
    this.id = generateMD5Id();
    this.tradeData = /* @__PURE__ */ new Map([
      ["id" /* ID */, this.id],
      ["size" /* positionSize */, options.positionSize],
      ["leverage" /* leverage */, options.leverage],
      ["TP" /* TP */, options.TP],
      ["SL" /* SL */, options.SL],
      ["PL" /* PL */, 0],
      ["drawdown" /* drawdown */, 0],
      ["closePrice" /* closePrice */, void 0],
      ["openPrice" /* openPrice */, void 0],
      ["isClosed" /* isClosed */, false],
      ["fee" /* fee */, void 0],
      ["blockChainTrack" /* blockChainTrack */, void 0],
      ["timestamp" /* timestamp */, Date.now()],
      ["pair" /* pair */, options.pair],
      ["orderType" /* orderType */, options.orderType],
      ["positionType" /* positionType */, options.positionType],
      ["isOpen" /* isOpen */, options.open ?? false]
    ]);
  }
  open() {
    if (!this.tradeData.get("isClosed" /* isClosed */)) {
      this.tradeData.set("isOpen" /* isOpen */, true);
    }
  }
  close() {
    this.tradeData.set("isOpen" /* isOpen */, false);
  }
  updateTP(TP) {
    this.tradeData.set("TP" /* TP */, TP);
  }
  updateSL(SL) {
    this.tradeData.set("SL" /* SL */, SL);
  }
  getData() {
    return Object.fromEntries(this.tradeData);
  }
  onUpdate(update, updates) {
    if (this.tradeData.get("isClosed" /* isClosed */)) return;
    const currentClose = Number(update.at(4) ?? 0);
    if (!currentClose || currentClose === 0) return;
    const openPrice = this.tradeData.get("openPrice" /* openPrice */);
    const positionType = this.tradeData.get("positionType" /* positionType */);
    if (!openPrice) {
      this.tradeData.set("openPrice" /* openPrice */, currentClose);
      return;
    }
    const pl = calcPL(currentClose, openPrice, positionType);
    this.tradeData.set("PL" /* PL */, pl);
    this.tradeData.set("closePrice" /* closePrice */, currentClose);
    const currentDrawdown = this.tradeData.get("drawdown" /* drawdown */);
    if (pl < currentDrawdown) {
      this.tradeData.set("drawdown" /* drawdown */, pl);
    }
  }
  getFootprint() {
  }
};

// src/managers/TradeManager.ts
var TradeManager = class {
  trades = /* @__PURE__ */ new Map();
  strategy;
  constructor(strategy) {
    this.strategy = strategy;
  }
  onUpdate(update, updates) {
    for (const trade of this.trades.values()) {
      if (!trade.getData()["isClosed" /* isClosed */]) {
        trade.onUpdate(update, updates);
      }
    }
  }
  getTrade(id) {
    return this.trades.get(id) || null;
  }
  getTrades() {
    return Array.from(this.trades.values());
  }
  createTrade(options) {
    const trade = new Trade({
      orderType: options.orderType,
      pair: this.strategy.strategyOptions.pair,
      positionSize: options.size,
      positionType: options.positionType,
      leverage: options.leverage ?? 1,
      open: options.open ?? false,
      SL: options.riskOptions?.SL,
      TP: options.riskOptions?.TP,
      isLive: false
    });
    this.trades.set(trade.id, trade);
    return trade;
  }
  getTradeHistory() {
    const trades = this.getTrades();
    return trades.filter(async (trade) => {
      const tradeData = await trade.getData();
      return tradeData["isClosed" /* isClosed */];
    });
  }
  closeTrade(tradeId) {
    this.getTrade(tradeId)?.close();
  }
  clear() {
    this.trades = /* @__PURE__ */ new Map();
  }
};

// src/utils/maths/alpha.ts
function calcAlpha(r, rf = 0, beta, rm) {
  return r - rf - beta * (rm - rf);
}

// src/utils/maths/beta.ts
function calcBeta(covariance, variance) {
  return covariance / variance;
}

// src/utils/maths/covariance.ts
function calcCovariance(returns, marketReturn) {
  const meanReturn = returns.reduce((sum, r) => sum + r, 0) / returns.length;
  return returns.reduce(
    (cov, r) => cov + (r - meanReturn) * (marketReturn - meanReturn),
    0
  ) / returns.length;
}

// src/utils/maths/sharpeE.ts
function calcSharpeE(E, rp, rf = 0, sp) {
  return E * (rp - rf) / sp;
}

// src/utils/maths/variance.ts
function calcVariance(returns) {
  const meanReturn = returns.reduce((sum, r) => sum + r, 0) / returns.length;
  return returns.reduce((varSum, r) => varSum + Math.pow(r - meanReturn, 2), 0) / returns.length;
}

// src/utils/maths/standarddev.ts
function calcStddev(returns) {
  return Math.sqrt(calcVariance(returns));
}

// src/utils/getAvgMarketReturn.ts
async function getAvgMarketReturn(pair, timeFrame, dataLength) {
  const data = await exchange_default.fetchOHLCV(
    pair,
    timeFrame,
    void 0,
    dataLength,
    { paginate: true }
  );
  let totalReturn = 0;
  for (let i = 1; i < data.length; i++) {
    const prevCandle = data[i - 1];
    const currCandle = data[i];
    if (!prevCandle || !currCandle) continue;
    const prevClose = Number(prevCandle[4]);
    const currClose = Number(currCandle[4]);
    const returnPct = (currClose - prevClose) / prevClose * 100;
    totalReturn += returnPct;
  }
  return totalReturn / (data.length - 1);
}

// src/lib/Strategy.ts
var Strategy = class {
  name;
  data = [];
  strategyOptions;
  tradeManager;
  indicators = /* @__PURE__ */ new Map();
  pairDataPath = "";
  constructor(strategyOptions) {
    const {
      name,
      dataLength = 100,
      timeFrame = "1m" /* MINUTE */,
      chartType = new CandleSticks(),
      indicators = [],
      simulationOptions,
      pair
    } = strategyOptions;
    this.name = strategyOptions.name;
    this.strategyOptions = {
      name,
      dataLength,
      timeFrame,
      chartType,
      indicators,
      simulationOptions: simulationOptions ?? { pair },
      pair
    };
    this.tradeManager = new TradeManager(this);
  }
  async loadData() {
    const { pair, timeFrame, dataLength } = this.strategyOptions;
    const dataFolderPath = import_path2.default.join(process.cwd(), "data");
    if (!import_fs2.default.existsSync(dataFolderPath)) {
      import_fs2.default.mkdirSync(dataFolderPath);
    }
    const { path: pairDataPath, data } = await downloadPairData(
      pair,
      timeFrame,
      dataLength,
      dataFolderPath
    );
    this.pairDataPath = pairDataPath;
    this.data = data;
  }
  provideAllIndicators() {
    this.strategyOptions.indicators.forEach(
      (indicator) => indicator.provide(this.data)
    );
  }
  feedAllIndicators(data) {
    this.strategyOptions.indicators.forEach((indicator) => indicator.feed(data));
  }
  async backtest({}) {
    const results = {
      alpha: 0,
      beta: 0,
      maxDrawdown: 0,
      maxProfit: 0,
      percentageProfitable: 0,
      return: 0,
      profitFactor: 0,
      sharpeE: 0,
      tradeCount: 0,
      reportData: {
        data: [],
        trades: []
      }
    };
    await Promise.all([this.internalStart(), this.onStart(this.data)]);
    for (const update of this.data) {
      await Promise.all([
        this.internalUpdate(update, this.data),
        this.onUpdate(update, this.data)
      ]);
    }
    const tradeHistory = this.tradeManager.getTradeHistory();
    results.tradeCount = tradeHistory.length;
    results.reportData.trades = tradeHistory;
    if (tradeHistory.length === 0) {
      return results;
    }
    const returns = tradeHistory.map((trade) => {
      const { ["PL" /* PL */]: pl = 0, ["leverage" /* leverage */]: leverage = 1 } = trade.getData();
      return pl * leverage;
    });
    const totalPL = returns.reduce((sum, r) => sum + r, 0);
    const profitableTrades = returns.filter((r) => r > 0);
    const lossTrades = returns.filter((r) => r < 0);
    results.return = totalPL;
    results.percentageProfitable = profitableTrades.length / returns.length * 100;
    results.maxDrawdown = Math.min(...returns);
    results.maxProfit = Math.max(...returns);
    const grossProfit = profitableTrades.reduce((sum, r) => sum + r, 0);
    const grossLoss = Math.abs(lossTrades.reduce((sum, r) => sum + r, 0));
    results.profitFactor = grossLoss !== 0 ? grossProfit / grossLoss : grossProfit;
    const averageReturn = totalPL / returns.length;
    const riskFreeRate = 0;
    const marketReturn = await getAvgMarketReturn(
      this.strategyOptions.pair,
      "1M" /* MONTH */,
      60
      // 5 years * 12 months
    );
    const covariance = calcCovariance(returns, marketReturn) || 0;
    const variance = calcVariance(returns) || 0;
    const standardDeviation = calcStddev(returns);
    results.beta = calcBeta(covariance, variance);
    results.alpha = calcAlpha(
      averageReturn,
      riskFreeRate,
      results.beta,
      marketReturn
    );
    results.sharpeE = calcSharpeE(
      averageReturn,
      results.return,
      riskFreeRate,
      standardDeviation
    );
    results.reportData.data.push({
      name: `${this.strategyOptions.pair.replaceAll("/", "_")}_${this.strategyOptions.timeFrame}`,
      type: "price" /* PRICE */,
      data: this.data
    });
    this.indicators.forEach((indicatorData, indicatorKey) => {
      results.reportData.data.push({
        name: indicatorKey,
        type: "factor" /* FACTOR */,
        data: indicatorData
      });
    });
    return results;
  }
  internalStart() {
    this.strategyOptions.indicators.forEach((indicator) => {
      indicator.clear();
    });
  }
  async internalUpdate(update, updates) {
    this.feedAllIndicators(update);
    await Promise.all(
      this.strategyOptions.indicators.map(async (indicator) => {
        this.indicators.set(indicator.key, await indicator.generate());
      })
    );
    this.tradeManager.onUpdate(update, updates);
  }
  live() {
  }
  onStart(updates) {
  }
  onUpdate(update, updates) {
  }
};

// src/managers/Report/ReportManager.ts
var import_express = __toESM(require("express"), 1);
var import_path3 = __toESM(require("path"), 1);
var import_meta = {};
var ReportManager = class {
  app = (0, import_express.default)();
  PORT = 2555;
  viewsPath;
  constructor() {
    this.viewsPath = new URL("./", import_meta.url).pathname;
    this.initializeApp();
  }
  initializeApp() {
    this.app.use(import_express.default.json());
    this.app.set("views", this.viewsPath);
    this.app.use(import_express.default.static(this.viewsPath));
    this.app.listen(this.PORT, () => {
      console.log(`Report server listening on port ${this.PORT}`);
    });
  }
  generateReport(strategy, reportData) {
    const reportId = generateMD5Id();
    const { trades, data } = reportData;
    const reportRouter = import_express.default.Router();
    const priceData = data.filter((e) => e.type === "price" /* PRICE */);
    const factorData = data.filter((e) => e.type === "factor" /* FACTOR */);
    reportRouter.get("/price-data", (_, res) => {
      res.json(priceData);
    });
    reportRouter.get("/factor-data", (_, res) => {
      res.json(factorData);
    });
    reportRouter.get("/trade-data", (_, res) => {
      res.json(trades);
    });
    reportRouter.get("/", (_, res) => {
      const buildPath = import_path3.default.join(this.viewsPath, "performance/dist/index.html").replace("\\C", "C");
      res.sendFile(buildPath);
    });
    this.app.use(`/${reportId}`, reportRouter);
    console.log(
      `Report for ${strategy.name}: http://localhost:${this.PORT}/${reportId}`
    );
  }
};

// src/indicators/index.ts
var indicators_exports = {};
__export(indicators_exports, {
  ADX: () => ADX,
  ATR: () => ATR,
  BB: () => BB,
  EMA: () => EMA,
  ForceIndex: () => ForceIndex,
  IchimokuCloud: () => IchimokuCloud,
  MACD: () => MACD,
  RSI: () => RSI,
  SMA: () => SMA,
  StockRSI: () => StockRSI,
  VWAP: () => VWAP,
  VolumeProfile: () => VolumeProfile,
  WEMA: () => WEMA
});

// src/indicators/EMA.ts
var import_technicalindicators3 = __toESM(require("technicalindicators"), 1);
var EMA = class extends Indicator {
  period = 9;
  constructor(key, options) {
    super({
      name: "EMA",
      key,
      description: "Exponential Moving Average."
    });
    if (options.period) this.period = options.period;
  }
  generate() {
    const values = this.data.map((update) => update[4]).filter((value) => value !== void 0);
    const ema = import_technicalindicators3.default.EMA.calculate({
      period: this.period,
      values
    });
    return ema;
  }
};

// src/indicators/SMA.ts
var import_technicalindicators4 = __toESM(require("technicalindicators"), 1);
var SMA = class extends Indicator {
  period = 9;
  constructor(key, options) {
    super({
      name: "SMA",
      key,
      description: "Simple Moving Average."
    });
    if (options.period) this.period = options.period;
  }
  generate() {
    const values = this.data.map((update) => update[4]).filter((value) => value !== void 0);
    const sma = import_technicalindicators4.default.SMA.calculate({
      period: this.period,
      values
    });
    return sma;
  }
};

// src/indicators/ATR.ts
var import_technicalindicators5 = __toESM(require("technicalindicators"), 1);
var ATR = class extends Indicator {
  period = 14;
  constructor(key, options) {
    super({
      name: "ATR",
      key,
      description: "Average True Range."
    });
    if (options.period) this.period = options.period;
  }
  generate() {
    const { highs, lows, closes } = parseIntoRows(this.data);
    const atr = import_technicalindicators5.default.ATR.calculate({
      period: this.period,
      high: highs,
      low: lows,
      close: closes
    });
    return atr;
  }
};

// src/indicators/RSI.ts
var import_technicalindicators6 = __toESM(require("technicalindicators"), 1);
var RSI = class extends Indicator {
  period = 14;
  constructor(key, options) {
    super({
      name: "RSI",
      key,
      description: "Relative Strength Index."
    });
    if (options.period) this.period = options.period;
  }
  generate() {
    const values = this.data.map((update) => update[4]).filter((value) => value !== void 0);
    const rsi = import_technicalindicators6.default.RSI.calculate({
      period: this.period,
      values
    });
    return rsi;
  }
};

// src/indicators/MACD.ts
var import_technicalindicators7 = __toESM(require("technicalindicators"), 1);
var MACD = class extends Indicator {
  fastPeriod = 12;
  slowPeriod = 26;
  signalSmoothing = 9;
  MAType = "SMA";
  MAOscillatorType = "SMA";
  constructor(key, options) {
    super({
      name: "MACD",
      key,
      description: "Moving Average Convergence/Divergence."
    });
    if (options.fastPeriod) this.fastPeriod = options.fastPeriod;
    if (options.slowPeriod) this.slowPeriod = options.slowPeriod;
    if (options.signalSmoothing) this.signalSmoothing = options.signalSmoothing;
    if (options.MAOscillatorType)
      this.MAOscillatorType = options.MAOscillatorType;
    if (options.MAType) this.MAType = options.MAType;
  }
  generate() {
    const values = this.data.map((update) => update[4]).filter((value) => value !== void 0);
    const macd = import_technicalindicators7.default.MACD.calculate({
      fastPeriod: this.fastPeriod,
      slowPeriod: this.slowPeriod,
      SimpleMAOscillator: this.MAOscillatorType === "SMA" ? true : false,
      SimpleMASignal: this.MAType === "SMA" ? true : false,
      signalPeriod: this.signalSmoothing,
      values
    });
    return macd;
  }
};

// src/indicators/StochRSI.ts
var import_technicalindicators8 = __toESM(require("technicalindicators"), 1);
var StockRSI = class extends Indicator {
  dPeriod = 9;
  kPeriod = 12;
  rsiPeriod = 14;
  stochasticPeriod = 16;
  constructor(key, options) {
    super({
      name: "Bollinger Bands",
      key,
      description: "Boillinger Bands."
    });
    if (options.dPeriod) this.dPeriod = options.dPeriod;
    if (options.kPeriod) this.kPeriod = options.kPeriod;
    if (options.rsiPeriod) this.rsiPeriod = options.rsiPeriod;
    if (options.stochasticPeriod)
      this.stochasticPeriod = options.stochasticPeriod;
  }
  generate() {
    const values = this.data.map((update) => update[4]).filter((value) => value !== void 0);
    const stochRSI = import_technicalindicators8.default.StochasticRSI.calculate({
      values,
      dPeriod: this.dPeriod,
      kPeriod: this.kPeriod,
      rsiPeriod: this.rsiPeriod,
      stochasticPeriod: this.stochasticPeriod
    });
    return stochRSI;
  }
};

// src/indicators/BB.ts
var import_technicalindicators9 = __toESM(require("technicalindicators"), 1);
var BB = class extends Indicator {
  period = 9;
  stdDev = 1;
  constructor(key, options) {
    super({
      name: "Bollinger Bands",
      key,
      description: "Boillinger Bands."
    });
    if (options.period) this.period = options.period;
    if (options.stdDev) this.stdDev = options.stdDev;
  }
  generate() {
    const values = this.data.map((update) => update[4]).filter((value) => value !== void 0);
    const bb = import_technicalindicators9.default.BollingerBands.calculate({
      values,
      period: this.period,
      stdDev: this.stdDev
    });
    return bb;
  }
};

// src/indicators/IchimokuCloud.ts
var import_technicalindicators10 = __toESM(require("technicalindicators"), 1);
var IchimokuCloud = class extends Indicator {
  basePeriod = 9;
  conversionPeriod = 12;
  spanPeriod = 16;
  displacement = 21;
  constructor(key, options) {
    super({
      name: "Ichimoku Cloud",
      key,
      description: "Ichimoku Cloud."
    });
    if (options.basePeriod) this.basePeriod = options.basePeriod;
    if (options.conversionPeriod)
      this.conversionPeriod = options.conversionPeriod;
    if (options.spanPeriod) this.spanPeriod = options.spanPeriod;
    if (options.displacement) this.displacement = options.displacement;
  }
  generate() {
    const { highs, lows } = parseIntoRows(this.data);
    const ichimoku = import_technicalindicators10.default.IchimokuCloud.calculate({
      basePeriod: this.basePeriod,
      conversionPeriod: this.conversionPeriod,
      spanPeriod: this.spanPeriod,
      displacement: this.displacement,
      high: highs,
      low: lows
    });
    return ichimoku;
  }
};

// src/indicators/WEMA.ts
var import_technicalindicators11 = __toESM(require("technicalindicators"), 1);
var WEMA = class extends Indicator {
  period = 9;
  constructor(key, options) {
    super({
      name: "Weighted Exponential Moving Average",
      key,
      description: "Weighted Exponential Moving Average."
    });
    if (options.period) this.period = options.period;
  }
  generate() {
    const values = this.data.map((update) => update[4]).filter((value) => value !== void 0);
    const wema = import_technicalindicators11.default.WEMA.calculate({
      period: this.period,
      values
    });
    return wema;
  }
};

// src/indicators/ADX.ts
var import_technicalindicators12 = __toESM(require("technicalindicators"), 1);
var ADX = class extends Indicator {
  period = 9;
  constructor(key, options) {
    super({
      name: "ADX",
      key,
      description: "Trend Strength."
    });
    if (options.period) this.period = options.period;
  }
  generate() {
    const { closes, highs, lows } = parseIntoRows(this.data);
    const adx = import_technicalindicators12.default.ADX.calculate({
      period: this.period,
      close: closes,
      high: highs,
      low: lows
    });
    return adx;
  }
};

// src/indicators/VolumeProfile.ts
var import_technicalindicators13 = __toESM(require("technicalindicators"), 1);
var VolumeProfile = class extends Indicator {
  numberOfBars = 20;
  constructor(key, options) {
    super({
      name: "Volume Profile",
      key,
      description: "Volume Profile."
    });
    if (options.numberOfBars) this.numberOfBars = options.numberOfBars;
  }
  generate() {
    const { closes, highs, lows, opens, volumes } = parseIntoRows(this.data);
    const volumeProfile = import_technicalindicators13.default.VolumeProfile.calculate({
      close: closes,
      high: highs,
      low: lows,
      open: opens,
      volume: volumes,
      noOfBars: this.numberOfBars
    });
    return volumeProfile;
  }
};

// src/indicators/VWAP.ts
var import_technicalindicators14 = __toESM(require("technicalindicators"), 1);
var VWAP = class extends Indicator {
  constructor(key) {
    super({
      name: "VWAP",
      key,
      description: "Volume-weighted Average Price."
    });
  }
  generate() {
    const { closes, highs, lows, opens, timestamps, volumes } = parseIntoRows(
      this.data
    );
    const vwap = import_technicalindicators14.default.VWAP.calculate({
      close: closes,
      high: highs,
      low: lows,
      volume: volumes
    });
    return vwap;
  }
};

// src/indicators/ForceIndex.ts
var import_technicalindicators15 = __toESM(require("technicalindicators"), 1);
var ForceIndex = class extends Indicator {
  period = 9;
  constructor(key, options) {
    super({
      name: "ForceIndex",
      key,
      description: "Force Index."
    });
    if (options.period) this.period = options.period;
  }
  generate() {
    const { closes, volumes } = parseIntoRows(this.data);
    const forceIndex = import_technicalindicators15.default.ForceIndex.calculate({
      period: this.period,
      close: closes,
      volume: volumes
    });
    return forceIndex;
  }
};
// Annotate the CommonJS export names for ESM import in node:
0 && (module.exports = {
  ChartingSystem,
  CryptoPair,
  DataSourceType,
  Indicator,
  Indicators,
  Logger,
  NumberReturnType,
  OrderType,
  PositionType,
  ReportManager,
  Strategy,
  TRADE_KEY,
  TimeFrame,
  TimelineEvents,
  Trade,
  TradeManager,
  logger
});
//# sourceMappingURL=index.cjs.map