package cmd import ( "bufio" "context" "encoding/csv" "encoding/json" "fmt" "io/ioutil" "os" "path/filepath" "strings" "syscall" "time" "github.com/fatih/color" "github.com/google/uuid" "github.com/pkg/errors" log "github.com/sirupsen/logrus" "github.com/spf13/cobra" "github.com/spf13/viper" "github.com/c9s/bbgo/pkg/accounting/pnl" "github.com/c9s/bbgo/pkg/backtest" "github.com/c9s/bbgo/pkg/bbgo" "github.com/c9s/bbgo/pkg/cmd/cmdutil" "github.com/c9s/bbgo/pkg/service" "github.com/c9s/bbgo/pkg/types" ) func init() { BacktestCmd.Flags().Bool("sync", false, "sync backtest data") BacktestCmd.Flags().Bool("sync-only", false, "sync backtest data only, do not run backtest") BacktestCmd.Flags().String("sync-from", "", "sync backtest data from the given time, which will override the time range in the backtest config") BacktestCmd.Flags().String("sync-exchange", "", "specify only one exchange to sync backtest data") BacktestCmd.Flags().String("session", "", "specify only one exchange session to run backtest") BacktestCmd.Flags().Bool("verify", false, "verify the kline back-test data") BacktestCmd.Flags().Bool("base-asset-baseline", false, "use base asset performance as the competitive baseline performance") BacktestCmd.Flags().CountP("verbose", "v", "verbose level") BacktestCmd.Flags().String("config", "config/bbgo.yaml", "strategy config file") BacktestCmd.Flags().Bool("force", false, "force execution without confirm") BacktestCmd.Flags().String("output", "", "the report output directory") BacktestCmd.Flags().Bool("subdir", false, "generate report in the sub-directory of the output directory") RootCmd.AddCommand(BacktestCmd) } var BacktestCmd = &cobra.Command{ Use: "backtest", Short: "run backtest with 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 } syncExchangeName, err := cmd.Flags().GetString("sync-exchange") if err != nil { return err } sessionName, err := cmd.Flags().GetString("session") 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 } generatingReport := len(outputDirectory) > 0 reportFileInSubDir, err := cmd.Flags().GetBool("subdir") if err != nil { return err } 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 } 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 { // default mode, disable strategy logging and order executor logging log.SetLevel(log.ErrorLevel) } if userConfig.Backtest == nil { return errors.New("backtest config is not defined") } ctx, cancel := context.WithCancel(context.Background()) defer cancel() var now = time.Now() var startTime, endTime time.Time startTime = userConfig.Backtest.StartTime.Time() // set default start time to the past 6 months // userConfig.Backtest.StartTime = now.AddDate(0, -6, 0).Format("2006-01-02") if userConfig.Backtest.EndTime != nil { endTime = userConfig.Backtest.EndTime.Time() } else { endTime = now } 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 len(sessionName) > 0 { userConfig.Backtest.Sessions = []string{sessionName} } else if len(syncExchangeName) > 0 { userConfig.Backtest.Sessions = []string{syncExchangeName} } else if len(userConfig.Backtest.Sessions) == 0 { log.Infof("backtest.sessions is not defined, using all supported exchanges: %v", types.SupportedExchanges) for _, exName := range types.SupportedExchanges { userConfig.Backtest.Sessions = append(userConfig.Backtest.Sessions, exName.String()) } } var sourceExchanges = make(map[types.ExchangeName]types.Exchange) for _, name := range userConfig.Backtest.Sessions { exName, err := types.ValidExchangeName(name) if err != nil { return err } publicExchange, err := cmdutil.NewExchangePublic(exName) if err != nil { return err } sourceExchanges[exName] = publicExchange } if wantSync { var syncFromTime time.Time // override the sync from time if the option is given 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 { // we need at least 1 month backward data for EMA and last prices syncFromTime = startTime.AddDate(0, -1, 0) log.Infof("adjusted sync start time %s to %s for backward market data", startTime, syncFromTime) } log.Infof("starting synchronization: %v", userConfig.Backtest.Symbols) if err := sync(ctx, userConfig, backtestService, sourceExchanges, syncFromTime); err != nil { return err } log.Info("synchronization done") if shouldVerify { err := verify(userConfig, backtestService, sourceExchanges, startTime, verboseCnt) if err != nil { return err } } 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 } } environ.SetStartTime(startTime) // exchangeNameStr is the session name. for name, sourceExchange := range sourceExchanges { backtestExchange, err := backtest.NewExchange(sourceExchange.Name(), sourceExchange, backtestService, userConfig.Backtest) if err != nil { return errors.Wrap(err, "failed to create backtest exchange") } environ.AddExchange(name.String(), 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 } exchangeSources, err := toExchangeSources(environ.Sessions()) if err != nil { return err } // back-test session report name var backtestSessionName = backtest.FormatSessionName( userConfig.Backtest.Sessions, userConfig.Backtest.Symbols, userConfig.Backtest.StartTime.Time(), userConfig.Backtest.EndTime.Time(), ) var kLineHandlers []func(k types.KLine, exSource *backtest.ExchangeDataSource) var manifests backtest.Manifests if generatingReport { reportDir := outputDirectory if reportFileInSubDir { reportDir = filepath.Join(reportDir, backtestSessionName) reportDir = filepath.Join(reportDir, uuid.NewString()) } kLineDataDir := filepath.Join(reportDir, "klines") if err := safeMkdirAll(kLineDataDir); err != nil { return err } stateRecorder := backtest.NewStateRecorder(reportDir) err = trader.IterateStrategies(func(st bbgo.StrategyID) error { return stateRecorder.Scan(st.(backtest.Instance)) }) manifests = stateRecorder.Manifests() if err != nil { return err } // state snapshot kLineHandlers = append(kLineHandlers, func(k types.KLine, _ *backtest.ExchangeDataSource) { // snapshot per 1m if k.Interval == types.Interval1m && k.Closed { if _, err := stateRecorder.Snapshot(); err != nil { log.WithError(err).Errorf("state record failed to snapshot the strategy state") } } }) dumper := backtest.NewKLineDumper(kLineDataDir) defer func() { _ = dumper.Close() }() defer func() { if err := dumper.Close(); err != nil { log.WithError(err).Errorf("kline dumper can not close files") } }() kLineHandlers = append(kLineHandlers, func(k types.KLine, _ *backtest.ExchangeDataSource) { if err := dumper.Record(k); err != nil { log.WithError(err).Errorf("can not write kline to file") } }) // equity curve recording -- record per 1h kline equityCurveFile, err := os.Create(filepath.Join(reportDir, "equity_curve.csv")) if err != nil { return err } defer func() { _ = equityCurveFile.Close() }() equityCurveCsv := csv.NewWriter(equityCurveFile) _ = equityCurveCsv.Write([]string{ "time", "in_usd", }) defer equityCurveCsv.Flush() kLineHandlers = append(kLineHandlers, func(k types.KLine, exSource *backtest.ExchangeDataSource) { if k.Interval != types.Interval1h { return } balances, err := exSource.Exchange.QueryAccountBalances(ctx) if err != nil { log.WithError(err).Errorf("query back-test account balance error") } else { assets := balances.Assets(exSource.Session.AllLastPrices(), k.EndTime.Time()) _ = equityCurveCsv.Write([]string{ k.EndTime.Time().Format(time.RFC1123), assets.InUSD().String(), }) } }) // equity curve recording -- record per 1h kline ordersFile, err := os.Create(filepath.Join(reportDir, "orders.csv")) if err != nil { return err } defer func() { _ = ordersFile.Close() }() ordersCsv := csv.NewWriter(ordersFile) _ = ordersCsv.Write(types.Order{}.CsvHeader()) defer ordersCsv.Flush() for _, exSource := range exchangeSources { exSource.Session.UserDataStream.OnOrderUpdate(func(order types.Order) { if order.Status == types.OrderStatusFilled { for _, record := range order.CsvRecords() { _ = ordersCsv.Write(record) } } }) } } runCtx, cancelRun := context.WithCancel(ctx) go func() { defer cancelRun() // Optimize back-test speed for single exchange source var numOfExchangeSources = len(exchangeSources) if numOfExchangeSources == 1 { exSource := exchangeSources[0] for k := range exSource.C { exSource.Exchange.ConsumeKLine(k) for _, h := range kLineHandlers { h(k, &exSource) } } if err := exSource.Exchange.CloseMarketData(); err != nil { log.WithError(err).Errorf("close market data error") } return } RunMultiExchangeData: for { for _, exK := range exchangeSources { k, more := <-exK.C if !more { if err := exK.Exchange.CloseMarketData(); err != nil { log.WithError(err).Errorf("close market data error") return } break RunMultiExchangeData } exK.Exchange.ConsumeKLine(k) for _, h := range kLineHandlers { h(k, &exK) } } } }() cmdutil.WaitForSignal(runCtx, syscall.SIGINT, syscall.SIGTERM) log.Infof("shutting down trader...") shutdownCtx, cancelShutdown := context.WithDeadline(runCtx, time.Now().Add(10*time.Second)) trader.Graceful.Shutdown(shutdownCtx) cancelShutdown() // put the logger back to print the pnl log.SetLevel(log.InfoLevel) color.Green("BACK-TEST REPORT") color.Green("===============================================\n") color.Green("START TIME: %s\n", startTime.Format(time.RFC1123)) color.Green("END TIME: %s\n", endTime.Format(time.RFC1123)) // aggregate total balances initTotalBalances := types.BalanceMap{} finalTotalBalances := types.BalanceMap{} sessionNames := []string{} for _, session := range environ.Sessions() { sessionNames = append(sessionNames, session.Name) accountConfig := userConfig.Backtest.GetAccount(session.Name) initBalances := accountConfig.Balances.BalanceMap() initTotalBalances = initTotalBalances.Add(initBalances) finalBalances := session.GetAccount().Balances() finalTotalBalances = finalTotalBalances.Add(finalBalances) } color.Green("INITIAL TOTAL BALANCE: %v\n", initTotalBalances) color.Green("FINAL TOTAL BALANCE: %v\n", finalTotalBalances) summaryReport := &backtest.SummaryReport{ StartTime: startTime, EndTime: endTime, Sessions: sessionNames, InitialTotalBalances: initTotalBalances, FinalTotalBalances: finalTotalBalances, } _ = summaryReport for _, session := range environ.Sessions() { backtestExchange, ok := session.Exchange.(*backtest.Exchange) if !ok { return fmt.Errorf("unexpected error, exchange instance is not a backtest exchange") } // per symbol report exchangeName := session.Exchange.Name().String() for symbol, trades := range session.Trades { market, ok := session.Market(symbol) if !ok { return fmt.Errorf("market not found: %s, %s", symbol, exchangeName) } calculator := &pnl.AverageCostCalculator{ TradingFeeCurrency: backtestExchange.PlatformFeeCurrency(), Market: market, } startPrice, ok := session.StartPrice(symbol) if !ok { return fmt.Errorf("start price not found: %s, %s. run --sync first", symbol, exchangeName) } lastPrice, ok := session.LastPrice(symbol) if !ok { return fmt.Errorf("last price not found: %s, %s", symbol, exchangeName) } color.Green("%s %s PROFIT AND LOSS REPORT", strings.ToUpper(exchangeName), symbol) color.Green("===============================================") report := calculator.Calculate(symbol, trades.Trades, lastPrice) report.Print() accountConfig := userConfig.Backtest.GetAccount(exchangeName) initBalances := accountConfig.Balances.BalanceMap() finalBalances := session.GetAccount().Balances() if generatingReport { result := backtest.SessionSymbolReport{ StartTime: startTime, EndTime: endTime, Symbol: symbol, LastPrice: lastPrice, StartPrice: startPrice, PnLReport: report, InitialBalances: initBalances, FinalBalances: finalBalances, Manifests: manifests, } if err := writeJsonFile(filepath.Join(outputDirectory, symbol+".json"), &result); err != nil { return err } } initQuoteAsset := inQuoteAsset(initBalances, market, startPrice) finalQuoteAsset := inQuoteAsset(finalBalances, market, lastPrice) color.Green("INITIAL ASSET IN %s ~= %s %s (1 %s = %v)", market.QuoteCurrency, market.FormatQuantity(initQuoteAsset), market.QuoteCurrency, market.BaseCurrency, startPrice) color.Green("FINAL ASSET IN %s ~= %s %s (1 %s = %v)", market.QuoteCurrency, market.FormatQuantity(finalQuoteAsset), market.QuoteCurrency, market.BaseCurrency, lastPrice) if report.Profit.Sign() > 0 { color.Green("REALIZED PROFIT: +%v %s", report.Profit, market.QuoteCurrency) } else { color.Red("REALIZED PROFIT: %v %s", report.Profit, market.QuoteCurrency) } if report.UnrealizedProfit.Sign() > 0 { color.Green("UNREALIZED PROFIT: +%v %s", report.UnrealizedProfit, market.QuoteCurrency) } else { color.Red("UNREALIZED PROFIT: %v %s", report.UnrealizedProfit, market.QuoteCurrency) } if finalQuoteAsset.Compare(initQuoteAsset) > 0 { color.Green("ASSET INCREASED: +%v %s (+%s)", finalQuoteAsset.Sub(initQuoteAsset), market.QuoteCurrency, finalQuoteAsset.Sub(initQuoteAsset).Div(initQuoteAsset).FormatPercentage(2)) } else { color.Red("ASSET DECREASED: %v %s (%s)", finalQuoteAsset.Sub(initQuoteAsset), market.QuoteCurrency, finalQuoteAsset.Sub(initQuoteAsset).Div(initQuoteAsset).FormatPercentage(2)) } if wantBaseAssetBaseline { // initBaseAsset := inBaseAsset(initBalances, market, startPrice) // finalBaseAsset := inBaseAsset(finalBalances, market, lastPrice) // log.Infof("INITIAL ASSET IN %s ~= %s %s (1 %s = %f)", market.BaseCurrency, market.FormatQuantity(initBaseAsset), market.BaseCurrency, market.BaseCurrency, startPrice) // log.Infof("FINAL ASSET IN %s ~= %s %s (1 %s = %f)", market.BaseCurrency, market.FormatQuantity(finalBaseAsset), market.BaseCurrency, market.BaseCurrency, lastPrice) if lastPrice.Compare(startPrice) > 0 { color.Green("%s BASE ASSET PERFORMANCE: +%s (= (%s - %s) / %s)", market.BaseCurrency, lastPrice.Sub(startPrice).Div(startPrice).FormatPercentage(2), lastPrice.FormatString(2), startPrice.FormatString(2), startPrice.FormatString(2)) } else { color.Red("%s BASE ASSET PERFORMANCE: %s (= (%s - %s) / %s)", market.BaseCurrency, lastPrice.Sub(startPrice).Div(startPrice).FormatPercentage(2), lastPrice.FormatString(2), startPrice.FormatString(2), startPrice.FormatString(2)) } } } } return nil }, } func verify(userConfig *bbgo.Config, backtestService *service.BacktestService, sourceExchanges map[types.ExchangeName]types.Exchange, startTime time.Time, verboseCnt int) error { for _, sourceExchange := range sourceExchanges { err := backtestService.Verify(userConfig.Backtest.Symbols, startTime, time.Now(), sourceExchange, verboseCnt) if err != nil { return err } } return nil } func confirmation(s string) bool { reader := bufio.NewReader(os.Stdin) for { fmt.Printf("%s [y/N]: ", s) response, err := reader.ReadString('\n') if err != nil { log.Fatal(err) } response = strings.ToLower(strings.TrimSpace(response)) if response == "y" || response == "yes" { return true } else if response == "n" || response == "no" { return false } else { return false } } } func writeJsonFile(p string, obj interface{}) error { out, err := json.MarshalIndent(obj, "", " ") if err != nil { return err } return ioutil.WriteFile(p, out, 0644) } func safeMkdirAll(p string) error { st, err := os.Stat(p) if err == nil { if !st.IsDir() { return fmt.Errorf("path %s is not a directory", p) } return nil } if os.IsNotExist(err) { return os.MkdirAll(p, 0755) } return nil } func toExchangeSources(sessions map[string]*bbgo.ExchangeSession) (exchangeSources []backtest.ExchangeDataSource, err error) { for _, session := range sessions { exchange := session.Exchange.(*backtest.Exchange) exchange.InitMarketData() c, err := exchange.SubscribeMarketData(types.Interval1h, types.Interval1d) if err != nil { return exchangeSources, err } sessionCopy := session exchangeSources = append(exchangeSources, backtest.ExchangeDataSource{ C: c, Exchange: exchange, Session: sessionCopy, }) } return exchangeSources, nil } func sync(ctx context.Context, userConfig *bbgo.Config, backtestService *service.BacktestService, sourceExchanges map[types.ExchangeName]types.Exchange, syncFromTime time.Time) error { for _, symbol := range userConfig.Backtest.Symbols { for _, sourceExchange := range sourceExchanges { exCustom, ok := sourceExchange.(types.CustomIntervalProvider) var supportIntervals map[types.Interval]int if ok { supportIntervals = exCustom.SupportedInterval() } else { supportIntervals = types.SupportedIntervals } for interval := range supportIntervals { // if err := s.SyncKLineByInterval(ctx, exchange, symbol, interval, startTime, endTime); err != nil { // return err // } firstKLine, err := backtestService.QueryFirstKLine(sourceExchange.Name(), symbol, interval) if err != nil { return errors.Wrapf(err, "failed to query backtest kline") } // if we don't have klines before the start time endpoint, the back-test will fail. // because the last price will be missing. 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 } } } } } return nil }