Documentation ¶
Index ¶
Constants ¶
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Variables ¶
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var BacktestCmd = &cobra.Command{ Use: "backtest", Short: "backtest your strategies", SilenceUsage: true, RunE: func(cmd *cobra.Command, args []string) error { verboseCnt, err := cmd.Flags().GetCount("verbose") if err != nil { return err } if viper.GetBool("debug") { verboseCnt = 2 } configFile, err := cmd.Flags().GetString("config") if err != nil { return err } if len(configFile) == 0 { return errors.New("--config option is required") } wantBaseAssetBaseline, err := cmd.Flags().GetBool("base-asset-baseline") if err != nil { return err } wantSync, err := cmd.Flags().GetBool("sync") if err != nil { return err } force, err := cmd.Flags().GetBool("force") if err != nil { return err } outputDirectory, err := cmd.Flags().GetString("output") if err != nil { return err } jsonOutputEnabled := len(outputDirectory) > 0 syncOnly, err := cmd.Flags().GetBool("sync-only") if err != nil { return err } syncFromDateStr, err := cmd.Flags().GetString("sync-from") if err != nil { return err } shouldVerify, err := cmd.Flags().GetBool("verify") if err != nil { return err } exchangeNameStr, err := cmd.Flags().GetString("exchange") if err != nil { return err } userConfig, err := bbgo.Load(configFile, true) if err != nil { return err } if verboseCnt == 2 { log.SetLevel(log.DebugLevel) } else if verboseCnt > 0 { log.SetLevel(log.InfoLevel) } else { log.SetLevel(log.ErrorLevel) } if exchangeNameStr == "" { exchangeNameStr = userConfig.Backtest.Session } var sourceExchange types.Exchange var exchangeName types.ExchangeName for key, session := range userConfig.Sessions { if exchangeNameStr == key { publicExchange, err := cmdutil.NewExchangePublic(session.ExchangeName) if err != nil { return err } sourceExchange = publicExchange exchangeName = session.ExchangeName } } if sourceExchange == nil { exchangeName, err = types.ValidExchangeName(exchangeNameStr) if err != nil { return err } sourceExchange, err = cmdutil.NewExchangePublic(exchangeName) if err != nil { return err } } ctx, cancel := context.WithCancel(context.Background()) defer cancel() if userConfig.Backtest == nil { return errors.New("backtest config is not defined") } now := time.Now() if len(userConfig.Backtest.StartTime) == 0 { userConfig.Backtest.StartTime = now.AddDate(0, -6, 0).Format("2006-01-02") } if len(userConfig.Backtest.EndTime) == 0 { userConfig.Backtest.EndTime = now.Format("2006-01-02") } if len(userConfig.CrossExchangeStrategies) > 0 { log.Warnf("backtest does not support CrossExchangeStrategy, strategies won't be added.") } startTime, err := userConfig.Backtest.ParseStartTime() if err != nil { return err } log.Infof("starting backtest with startTime %s", startTime.Format(time.ANSIC)) environ := bbgo.NewEnvironment() if err := BootstrapBacktestEnvironment(ctx, environ, userConfig); err != nil { return err } if environ.DatabaseService == nil { return errors.New("database service is not enabled, please check your environment variables DB_DRIVER and DB_DSN") } backtestService := &service.BacktestService{DB: environ.DatabaseService.DB} environ.BacktestService = backtestService if wantSync { var syncFromTime time.Time if len(syncFromDateStr) > 0 { syncFromTime, err = time.Parse(types.DateFormat, syncFromDateStr) if err != nil { return err } if syncFromTime.After(startTime) { return fmt.Errorf("sync-from time %s can not be latter than the backtest start time %s", syncFromTime, startTime) } } else { syncFromTime = startTime.AddDate(0, -1, 0) log.Infof("adjusted sync start time %s to %s for backward market data", startTime, syncFromTime) } log.Info("starting synchronization...") for _, symbol := range userConfig.Backtest.Symbols { exCustom, ok := sourceExchange.(types.CustomIntervalProvider) var supportIntervals map[types.Interval]int if ok { supportIntervals = exCustom.SupportedInterval() } else { supportIntervals = types.SupportedIntervals } for interval := range supportIntervals { firstKLine, err := backtestService.QueryFirstKLine(sourceExchange.Name(), symbol, interval) if err != nil { return errors.Wrapf(err, "failed to query backtest kline") } if firstKLine != nil { if err := backtestService.SyncExist(ctx, sourceExchange, symbol, syncFromTime, time.Now(), interval); err != nil { return err } } else { if err := backtestService.Sync(ctx, sourceExchange, symbol, syncFromTime, time.Now(), interval); err != nil { return err } } } } log.Info("synchronization done") if shouldVerify { err2, done := backtestService.Verify(userConfig.Backtest.Symbols, startTime, time.Now(), sourceExchange, verboseCnt) if done { return err2 } } if syncOnly { return nil } } if userConfig.Backtest.RecordTrades { log.Warn("!!! Trade recording is enabled for back-testing !!!") log.Warn("!!! To run back-testing, you should use an isolated database for storing back-testing trades !!!") log.Warn("!!! The trade record in the current database WILL ALL BE DELETED BEFORE THIS BACK-TESTING !!!") if !force { if !confirmation("Are you sure to continue?") { return nil } } if err := environ.TradeService.DeleteAll(); err != nil { return err } } if userConfig.Backtest == nil { return errors.New("backtest config can not be nil") } backtestExchange, err := backtest.NewExchange(exchangeName, sourceExchange, backtestService, userConfig.Backtest) if err != nil { return errors.Wrap(err, "failed to create backtest exchange") } environ.SetStartTime(startTime) environ.AddExchange(exchangeNameStr, backtestExchange) if err := environ.Init(ctx); err != nil { return err } trader := bbgo.NewTrader(environ) if verboseCnt == 0 { trader.DisableLogging() } if err := trader.Configure(userConfig); err != nil { return err } if err := trader.Run(ctx); err != nil { return err } backtestExchange.FeedMarketData() log.Infof("shutting down trader...") shutdownCtx, cancel := context.WithDeadline(ctx, time.Now().Add(10*time.Second)) trader.Graceful.Shutdown(shutdownCtx) cancel() log.SetLevel(log.InfoLevel) for _, session := range environ.Sessions() { for symbol, trades := range session.Trades { market, ok := session.Market(symbol) if !ok { return fmt.Errorf("market not found: %s", symbol) } calculator := &pnl.AverageCostCalculator{ TradingFeeCurrency: backtestExchange.PlatformFeeCurrency(), Market: market, } startPrice, ok := session.StartPrice(symbol) if !ok { return fmt.Errorf("start price not found: %s", symbol) } lastPrice, ok := session.LastPrice(symbol) if !ok { return fmt.Errorf("last price not found: %s", symbol) } log.Infof("%s PROFIT AND LOSS REPORT", symbol) log.Infof("===============================================") report := calculator.Calculate(symbol, trades.Trades, lastPrice) report.Print() initBalances := userConfig.Backtest.Account.Balances.BalanceMap() finalBalances := session.Account.Balances() log.Infof("INITIAL BALANCES:") initBalances.Print() log.Infof("FINAL BALANCES:") finalBalances.Print() if jsonOutputEnabled { result := struct { Symbol string `json:"symbol,omitempty"` LastPrice float64 `json:"lastPrice,omitempty"` StartPrice float64 `json:"startPrice,omitempty"` PnLReport *pnl.AverageCostPnlReport `json:"pnlReport,omitempty"` InitialBalances types.BalanceMap `json:"initialBalances,omitempty"` FinalBalances types.BalanceMap `json:"finalBalances,omitempty"` }{ Symbol: symbol, LastPrice: lastPrice, StartPrice: startPrice, PnLReport: report, InitialBalances: initBalances, FinalBalances: finalBalances, } jsonOutput, err := json.MarshalIndent(&result, "", " ") if err != nil { return err } if err := ioutil.WriteFile(filepath.Join(outputDirectory, symbol+".json"), jsonOutput, 0644); err != nil { return err } } if wantBaseAssetBaseline { initBaseAsset := inBaseAsset(initBalances, market, startPrice) finalBaseAsset := inBaseAsset(finalBalances, market, lastPrice) log.Infof("INITIAL ASSET ~= %s %s (1 %s = %f)", market.FormatQuantity(initBaseAsset), market.BaseCurrency, market.BaseCurrency, startPrice) log.Infof("FINAL ASSET ~= %s %s (1 %s = %f)", market.FormatQuantity(finalBaseAsset), market.BaseCurrency, market.BaseCurrency, lastPrice) log.Infof("%s BASE ASSET PERFORMANCE: %.2f%% (= (%.2f - %.2f) / %.2f)", market.BaseCurrency, (finalBaseAsset-initBaseAsset)/initBaseAsset*100.0, finalBaseAsset, initBaseAsset, initBaseAsset) log.Infof("%s PERFORMANCE: %.2f%% (= (%.2f - %.2f) / %.2f)", market.BaseCurrency, (lastPrice-startPrice)/startPrice*100.0, lastPrice, startPrice, startPrice) } } } return nil }, }
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var BuildCmd = &cobra.Command{ Use: "build", Short: "build cross-platform binary", SilenceUsage: true, RunE: func(cmd *cobra.Command, args []string) error { ctx, cancel := context.WithCancel(context.Background()) defer cancel() configFile, err := cmd.Flags().GetString("config") if err != nil { return err } if len(configFile) == 0 { return errors.New("--config option is required") } userConfig, err := bbgo.LoadBuildConfig(configFile) if err != nil { return err } if userConfig.Build == nil { return errors.New("build config is not defined") } for _, target := range userConfig.Build.Targets { log.Infof("building %s ...", target.Name) binary, err := bbgo.BuildTarget(ctx, userConfig, target) if err != nil { return err } log.Infof("build succeeded: %s", binary) } return nil }, }
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var PnLCmd = &cobra.Command{ Use: "pnl", Short: "pnl calculator", SilenceUsage: true, RunE: func(cmd *cobra.Command, args []string) error { ctx := context.Background() configFile, err := cmd.Flags().GetString("config") if err != nil { return err } if len(configFile) == 0 { return errors.New("--config option is required") } if _, err := os.Stat(configFile); os.IsNotExist(err) { return err } userConfig, err := bbgo.Load(configFile, false) if err != nil { return err } sessionName, err := cmd.Flags().GetString("session") if err != nil { return err } symbol, err := cmd.Flags().GetString("symbol") if err != nil { return err } if len(symbol) == 0 { return errors.New("--symbol [SYMBOL] is required") } limit, err := cmd.Flags().GetInt("limit") if err != nil { return err } environ := bbgo.NewEnvironment() if err := environ.ConfigureDatabase(ctx); err != nil { return err } if err := environ.ConfigureExchangeSessions(userConfig); err != nil { return err } session, ok := environ.Session(sessionName) if !ok { return fmt.Errorf("session %s not found", sessionName) } if err := environ.SyncSession(ctx, session); err != nil { return err } exchange := session.Exchange market, ok := session.Market(symbol) if !ok { return fmt.Errorf("market config %s not found", symbol) } since := time.Now().AddDate(-1, 0, 0) until := time.Now() includeTransfer, err := cmd.Flags().GetBool("include-transfer") if err != nil { return err } if includeTransfer { transferService, ok := exchange.(types.ExchangeTransferService) if !ok { return fmt.Errorf("session exchange %s does not implement transfer service", sessionName) } deposits, err := transferService.QueryDepositHistory(ctx, market.BaseCurrency, since, until) if err != nil { return err } _ = deposits withdrawals, err := transferService.QueryWithdrawHistory(ctx, market.BaseCurrency, since, until) if err != nil { return err } _ = withdrawals backtestService := &service.BacktestService{DB: environ.DatabaseService.DB} if err := backtestService.SyncKLineByInterval(ctx, exchange, symbol, types.Interval1d, since, until); err != nil { return err } } var trades []types.Trade tradingFeeCurrency := exchange.PlatformFeeCurrency() if strings.HasPrefix(symbol, tradingFeeCurrency) { log.Infof("loading all trading fee currency related trades: %s", symbol) trades, err = environ.TradeService.QueryForTradingFeeCurrency(exchange.Name(), symbol, tradingFeeCurrency) } else { trades, err = environ.TradeService.Query(service.QueryTradesOptions{ Exchange: exchange.Name(), Symbol: symbol, Limit: limit, }) } if err != nil { return err } log.Infof("%d trades loaded", len(trades)) stockManager := &accounting.StockDistribution{ Symbol: symbol, TradingFeeCurrency: tradingFeeCurrency, } checkpoints, err := stockManager.AddTrades(trades) if err != nil { return err } log.Infof("found checkpoints: %+v", checkpoints) log.Infof("stock: %f", stockManager.Stocks.Quantity()) tickers, err := exchange.QueryTickers(ctx, symbol) if err != nil { return err } currentTick, ok := tickers[symbol] if !ok { return errors.New("no ticker data for current price") } currentPrice := currentTick.Last calculator := &pnl.AverageCostCalculator{ TradingFeeCurrency: tradingFeeCurrency, } report := calculator.Calculate(symbol, trades, currentPrice) report.Print() return nil }, }
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var RootCmd = &cobra.Command{ Use: "bbgo", Short: "bbgo is a crypto trading bot", SilenceUsage: true, PersistentPreRunE: func(cmd *cobra.Command, args []string) error { disableDotEnv, err := cmd.Flags().GetBool("no-dotenv") if err != nil { return err } if !disableDotEnv { dotenvFile, err := cmd.Flags().GetString("dotenv") if err != nil { return err } if _, err := os.Stat(dotenvFile); err == nil { if err := godotenv.Load(dotenvFile); err != nil { return errors.Wrap(err, "error loading dotenv file") } } } if viper.GetBool("debug") { log.Infof("debug mode is enabled") log.SetLevel(log.DebugLevel) } if viper.GetBool("metrics") { http.Handle("/metrics", promhttp.Handler()) go func() { port := viper.GetString("metrics-port") log.Infof("starting metrics server at :%s", port) err := http.ListenAndServe(":"+port, nil) if err != nil { log.WithError(err).Errorf("metrics server error") } }() } configFile, err := cmd.Flags().GetString("config") if err != nil { return errors.Wrapf(err, "failed to get the config flag") } if len(configFile) > 0 { if _, err := os.Stat(configFile); err == nil { userConfig, err = bbgo.Load(configFile, false) if err != nil { return errors.Wrapf(err, "can not load config file: %s", configFile) } } else if os.IsNotExist(err) { userConfig = &bbgo.Config{} } else { return errors.Wrapf(err, "config file load error: %s", configFile) } } return nil }, RunE: func(cmd *cobra.Command, args []string) error { return nil }, }
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var RunCmd = &cobra.Command{ Use: "run", Short: "run strategies from config file", SilenceUsage: true, RunE: run, }
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var SyncCmd = &cobra.Command{ Use: "sync", Short: "sync trades, orders", SilenceUsage: true, RunE: func(cmd *cobra.Command, args []string) error { ctx := context.Background() configFile, err := cmd.Flags().GetString("config") if err != nil { return err } if len(configFile) == 0 { return errors.New("--config option is required") } if _, err := os.Stat(configFile); os.IsNotExist(err) { return err } userConfig, err := bbgo.Load(configFile, false) if err != nil { return err } since, err := cmd.Flags().GetString("since") if err != nil { return err } environ := bbgo.NewEnvironment() if err := environ.ConfigureDatabase(ctx); err != nil { return err } if err := environ.ConfigureExchangeSessions(userConfig); err != nil { return err } var ( // default sync start time startTime = time.Now().AddDate(-1, 0, 0) ) if len(since) > 0 { startTime, err = time.ParseInLocation("2006-01-02", since, time.Local) if err != nil { return err } } sessionName, err := cmd.Flags().GetString("session") if err != nil { return err } symbol, err := cmd.Flags().GetString("symbol") if err != nil { return err } environ.SetSyncStartTime(startTime) var defaultSymbols []string if len(symbol) > 0 { defaultSymbols = []string{symbol} } var selectedSessions []string if len(sessionName) > 0 { selectedSessions = []string{sessionName} } sessions := environ.SelectSessions(selectedSessions...) for _, session := range sessions { if err := environ.SyncSession(ctx, session, defaultSymbols...); err != nil { return err } log.Infof("exchange session %s synchronization done", session.Name) } return nil }, }
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var TransferHistoryCmd = &cobra.Command{ Use: "transfer-history", Short: "show transfer history", SilenceUsage: true, RunE: func(cmd *cobra.Command, args []string) error { ctx := context.Background() configFile, err := cmd.Flags().GetString("config") if err != nil { return err } userConfig, err := bbgo.Load(configFile, false) if err != nil { return err } environ := bbgo.NewEnvironment() if err := BootstrapEnvironment(ctx, environ, userConfig); err != nil { return err } sessionName, err := cmd.Flags().GetString("session") if err != nil { return err } asset, err := cmd.Flags().GetString("asset") if err != nil { return err } session, ok := environ.Session(sessionName) if !ok { return fmt.Errorf("session %s not found", sessionName) } // default var now = time.Now() var since = now.AddDate(-1, 0, 0) var until = now sinceStr, err := cmd.Flags().GetString("since") if err != nil { return err } if len(sinceStr) > 0 { loc, err := time.LoadLocation("Asia/Taipei") if err != nil { return err } since, err = time.ParseInLocation("2006-01-02", sinceStr, loc) if err != nil { return err } } var records timeSlice exchange, ok := session.Exchange.(types.ExchangeTransferService) if !ok { return fmt.Errorf("exchange session %s does not implement transfer service", sessionName) } deposits, err := exchange.QueryDepositHistory(ctx, asset, since, until) if err != nil { return err } for _, d := range deposits { records = append(records, timeRecord{ Record: d, Time: d.EffectiveTime(), }) } withdraws, err := exchange.QueryWithdrawHistory(ctx, asset, since, until) if err != nil { return err } for _, w := range withdraws { records = append(records, timeRecord{ Record: w, Time: w.EffectiveTime(), }) } sort.Sort(records) for _, record := range records { switch record := record.Record.(type) { case types.Deposit: logrus.Infof("%s: <--- DEPOSIT %f %s [%s]", record.Time, record.Amount, record.Asset, record.Status) case types.Withdraw: logrus.Infof("%s: ---> WITHDRAW %f %s [%s]", record.ApplyTime, record.Amount, record.Asset, record.Status) default: logrus.Infof("unknown record: %+v", record) } } stats := calBaselineStats(asset, deposits, withdraws) for asset, quantity := range stats.TotalDeposit { logrus.Infof("total %s deposit: %f", asset, quantity) } for asset, quantity := range stats.TotalWithdraw { logrus.Infof("total %s withdraw: %f", asset, quantity) } for asset, quantity := range stats.BaselineBalance { logrus.Infof("baseline %s balance: %f", asset, quantity) } return nil }, }
Functions ¶
func BootstrapBacktestEnvironment ¶ added in v1.15.5
func BootstrapEnvironment ¶ added in v1.11.0
Types ¶
Source Files ¶
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