package cmd import ( "bufio" "context" "encoding/json" "fmt" "io/ioutil" "os" "path/filepath" "strings" "time" "github.com/fatih/color" "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/fixedpoint" "github.com/c9s/bbgo/pkg/service" "github.com/c9s/bbgo/pkg/types" ) type BackTestReport struct { Symbol string `json:"symbol,omitempty"` LastPrice fixedpoint.Value `json:"lastPrice,omitempty"` StartPrice fixedpoint.Value `json:"startPrice,omitempty"` PnLReport *pnl.AverageCostPnlReport `json:"pnlReport,omitempty"` InitialBalances types.BalanceMap `json:"initialBalances,omitempty"` FinalBalances types.BalanceMap `json:"finalBalances,omitempty"` } 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().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") RootCmd.AddCommand(BacktestCmd) } 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 } 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") } acceptAllSessions := false var whitelistedSessions map[string]struct{} if len(userConfig.Backtest.Sessions) == 0 { acceptAllSessions = true } else { for _, name := range userConfig.Backtest.Sessions { _, err := types.ValidExchangeName(name) if err != nil { return err } whitelistedSessions[name] = struct{}{} } } sourceExchanges := make(map[string]types.Exchange) for key, session := range userConfig.Sessions { ok := acceptAllSessions if !ok { _, ok = whitelistedSessions[key] } if ok { publicExchange, err := cmdutil.NewExchangePublic(session.ExchangeName) if err != nil { return err } sourceExchanges[key] = publicExchange } } 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 } _ = endTime 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 // 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.Info("starting synchronization...") 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 } } } } } log.Info("synchronization done") for _, sourceExchange := range sourceExchanges { 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 } } 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, 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 } type KChanEx struct { KChan chan types.KLine Exchange *backtest.Exchange } for _, session := range environ.Sessions() { backtestExchange := session.Exchange.(*backtest.Exchange) backtestExchange.InitMarketData() } var klineChans []KChanEx for _, session := range environ.Sessions() { exchange := session.Exchange.(*backtest.Exchange) c, err := exchange.GetMarketData() if err != nil { return err } klineChans = append(klineChans, KChanEx{KChan: c, Exchange: exchange}) } for { count := len(klineChans) for _, kchanex := range klineChans { kLine, more := <-kchanex.KChan if more { kchanex.Exchange.ConsumeKLine(kLine) } else { if err := kchanex.Exchange.CloseMarketData(); err != nil { return err } count-- } } if count == 0 { break } } log.Infof("shutting down trader...") shutdownCtx, cancel := context.WithDeadline(ctx, time.Now().Add(10*time.Second)) trader.Graceful.Shutdown(shutdownCtx) cancel() // put the logger back to print the pnl log.SetLevel(log.InfoLevel) for _, session := range environ.Sessions() { backtestExchange := session.Exchange.(*backtest.Exchange) 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", 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() initBalances := userConfig.Backtest.Account[exchangeName].Balances.BalanceMap() finalBalances := session.Account.Balances() log.Infof("INITIAL BALANCES:") initBalances.Print() log.Infof("FINAL BALANCES:") finalBalances.Print() if jsonOutputEnabled { result := BackTestReport{ 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 } } initQuoteAsset := inQuoteAsset(initBalances, market, startPrice) finalQuoteAsset := inQuoteAsset(finalBalances, market, lastPrice) log.Infof("INITIAL ASSET IN %s ~= %s %s (1 %s = %v)", market.QuoteCurrency, market.FormatQuantity(initQuoteAsset), market.QuoteCurrency, market.BaseCurrency, startPrice) log.Infof("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 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 } } }