gocryptotrader/backtester/engine/setup.go

package engine

import (
	"context"
	"errors"
	"fmt"
	"path/filepath"
	"runtime"
	"strings"
	"sync"

	"github.com/shopspring/decimal"
	"github.com/thrasher-corp/gocryptotrader/backtester/common"
	"github.com/thrasher-corp/gocryptotrader/backtester/config"
	"github.com/thrasher-corp/gocryptotrader/backtester/data"
	"github.com/thrasher-corp/gocryptotrader/backtester/data/kline"
	"github.com/thrasher-corp/gocryptotrader/backtester/data/kline/api"
	"github.com/thrasher-corp/gocryptotrader/backtester/data/kline/csv"
	"github.com/thrasher-corp/gocryptotrader/backtester/data/kline/database"
	"github.com/thrasher-corp/gocryptotrader/backtester/eventhandlers/eventholder"
	"github.com/thrasher-corp/gocryptotrader/backtester/eventhandlers/exchange"
	"github.com/thrasher-corp/gocryptotrader/backtester/eventhandlers/exchange/slippage"
	"github.com/thrasher-corp/gocryptotrader/backtester/eventhandlers/portfolio"
	"github.com/thrasher-corp/gocryptotrader/backtester/eventhandlers/portfolio/holdings"
	"github.com/thrasher-corp/gocryptotrader/backtester/eventhandlers/portfolio/risk"
	"github.com/thrasher-corp/gocryptotrader/backtester/eventhandlers/portfolio/size"
	"github.com/thrasher-corp/gocryptotrader/backtester/eventhandlers/statistics"
	"github.com/thrasher-corp/gocryptotrader/backtester/eventhandlers/strategies"
	"github.com/thrasher-corp/gocryptotrader/backtester/eventhandlers/strategies/base"
	"github.com/thrasher-corp/gocryptotrader/backtester/funding"
	"github.com/thrasher-corp/gocryptotrader/backtester/funding/trackingcurrencies"
	"github.com/thrasher-corp/gocryptotrader/backtester/report"
	gctcommon "github.com/thrasher-corp/gocryptotrader/common"
	"github.com/thrasher-corp/gocryptotrader/common/key"
	gctconfig "github.com/thrasher-corp/gocryptotrader/config"
	"github.com/thrasher-corp/gocryptotrader/currency"
	gctdatabase "github.com/thrasher-corp/gocryptotrader/database"
	"github.com/thrasher-corp/gocryptotrader/engine"
	"github.com/thrasher-corp/gocryptotrader/exchange/order/limits"
	gctexchange "github.com/thrasher-corp/gocryptotrader/exchanges"
	"github.com/thrasher-corp/gocryptotrader/exchanges/asset"
	"github.com/thrasher-corp/gocryptotrader/exchanges/currencystate"
	gctkline "github.com/thrasher-corp/gocryptotrader/exchanges/kline"
	"github.com/thrasher-corp/gocryptotrader/log"
)

// NewBacktester returns a new BackTest instance
func NewBacktester() (*BackTest, error) {
	bt := &BackTest{
		shutdown:                 make(chan struct{}),
		DataHolder:               &data.HandlerHolder{},
		EventQueue:               &eventholder.Holder{},
		hasProcessedDataAtOffset: make(map[int64]bool),
	}
	err := bt.SetupMetaData()
	if err != nil {
		return nil, err
	}
	bt.exchangeManager = engine.NewExchangeManager()

	return bt, nil
}

// SetupFromConfig takes a strategy config and configures a backtester variable to run
func (bt *BackTest) SetupFromConfig(cfg *config.Config, templatePath, output string, verbose bool) error {
	var err error
	defer func() {
		if err != nil {
			log.Errorf(common.Backtester, "Could not setup backtester %v: %v", cfg.Nickname, err)
		}
	}()
	log.Infoln(common.Setup, "Loading config...")
	if cfg == nil {
		return errNilConfig
	}
	if cfg.DataSettings.Interval < gctkline.FifteenSecond {
		return fmt.Errorf("%w %v min interval size of %v", gctkline.ErrInvalidInterval, cfg.DataSettings.Interval, gctkline.FifteenSecond)
	}
	if cfg.DataSettings.DatabaseData != nil {
		bt.databaseManager, err = engine.SetupDatabaseConnectionManager(&cfg.DataSettings.DatabaseData.Config)
		if err != nil {
			return err
		}
	}

	bt.verbose = verbose
	bt.DataHolder = data.NewHandlerHolder()
	reports := &report.Data{
		Config:       cfg,
		TemplatePath: templatePath,
		OutputPath:   output,
	}
	bt.Reports = reports
	buyRule := exchange.MinMax{
		MinimumSize:  cfg.PortfolioSettings.BuySide.MinimumSize,
		MaximumSize:  cfg.PortfolioSettings.BuySide.MaximumSize,
		MaximumTotal: cfg.PortfolioSettings.BuySide.MaximumTotal,
	}
	sellRule := exchange.MinMax{
		MinimumSize:  cfg.PortfolioSettings.SellSide.MinimumSize,
		MaximumSize:  cfg.PortfolioSettings.SellSide.MaximumSize,
		MaximumTotal: cfg.PortfolioSettings.SellSide.MaximumTotal,
	}
	sizeManager := &size.Size{
		BuySide:  buyRule,
		SellSide: sellRule,
	}

	funds, err := funding.SetupFundingManager(
		bt.exchangeManager,
		cfg.FundingSettings.UseExchangeLevelFunding,
		cfg.StrategySettings.DisableUSDTracking,
		bt.verbose,
	)
	if err != nil {
		return err
	}

	if cfg.FundingSettings.UseExchangeLevelFunding && (cfg.DataSettings.LiveData == nil || !cfg.DataSettings.LiveData.RealOrders) {
		for i := range cfg.FundingSettings.ExchangeLevelFunding {
			a := cfg.FundingSettings.ExchangeLevelFunding[i].Asset
			cq := cfg.FundingSettings.ExchangeLevelFunding[i].Currency
			var item *funding.Item
			item, err = funding.CreateItem(cfg.FundingSettings.ExchangeLevelFunding[i].ExchangeName,
				a,
				cq,
				cfg.FundingSettings.ExchangeLevelFunding[i].InitialFunds,
				cfg.FundingSettings.ExchangeLevelFunding[i].TransferFee)
			if err != nil {
				return err
			}
			err = funds.AddItem(item)
			if err != nil {
				return err
			}
		}
	}
	for i := range cfg.CurrencySettings {
		var exch gctexchange.IBotExchange
		exch, err = bt.exchangeManager.GetExchangeByName(cfg.CurrencySettings[i].ExchangeName)
		if err != nil {
			if errors.Is(err, engine.ErrExchangeNotFound) {
				exch, err = bt.exchangeManager.NewExchangeByName(cfg.CurrencySettings[i].ExchangeName)
				if err != nil {
					return err
				}

				var dc *gctconfig.Exchange
				dc, err = gctexchange.GetDefaultConfig(context.TODO(), exch)
				if err != nil {
					return err
				}

				exchBase := exch.GetBase()
				exchBase.Verbose = cfg.DataSettings.VerboseExchangeRequests

				err = exch.Setup(dc)
				if err != nil {
					return err
				}
				err = exch.UpdateTradablePairs(context.TODO())
				if err != nil {
					return err
				}
				if cfg.DataSettings.LiveData != nil && cfg.DataSettings.LiveData.RealOrders {
					exchBase.States = currencystate.NewCurrencyStates()
				}
				if cfg.CurrencySettings[i].CanUseExchangeLimits || (cfg.DataSettings.LiveData != nil && cfg.DataSettings.LiveData.RealOrders) {
					err = exch.UpdateOrderExecutionLimits(context.TODO(), cfg.CurrencySettings[i].Asset)
					if err != nil && !errors.Is(err, gctcommon.ErrNotYetImplemented) {
						return err
					}
				}
				err = bt.exchangeManager.Add(exch)
				if err != nil {
					return err
				}
			} else {
				return err
			}
		}

		exchBase := exch.GetBase()
		exchangeAsset, ok := exchBase.CurrencyPairs.Pairs[cfg.CurrencySettings[i].Asset]
		if !ok {
			return fmt.Errorf("%v %v %w", cfg.CurrencySettings[i].ExchangeName, cfg.CurrencySettings[i].Asset, asset.ErrNotSupported)
		}
		exchangeAsset.AssetEnabled = true
		cp := currency.NewPair(cfg.CurrencySettings[i].Base, cfg.CurrencySettings[i].Quote).Format(*exchangeAsset.RequestFormat)
		exchangeAsset.Available = exchangeAsset.Available.Add(cp)
		exchangeAsset.Enabled = exchangeAsset.Enabled.Add(cp)
		exchBase.Verbose = verbose
		exchBase.CurrencyPairs.Pairs[cfg.CurrencySettings[i].Asset] = exchangeAsset
	}

	portfolioRisk := &risk.Risk{
		CurrencySettings: make(map[key.ExchangeAssetPair]*risk.CurrencySettings),
	}

	bt.Funding = funds
	var trackFuturesPositions bool
	if cfg.DataSettings.LiveData != nil {
		trackFuturesPositions = cfg.DataSettings.LiveData.RealOrders
		err = bt.SetupLiveDataHandler(cfg.DataSettings.LiveData.NewEventTimeout, cfg.DataSettings.LiveData.DataCheckTimer, cfg.DataSettings.LiveData.RealOrders, verbose)
		if err != nil {
			return err
		}
	}

	bt.orderManager, err = engine.SetupOrderManager(bt.exchangeManager, &engine.CommunicationManager{}, &sync.WaitGroup{}, &gctconfig.OrderManager{
		Verbose:                       verbose,
		ActivelyTrackFuturesPositions: trackFuturesPositions,
		RespectOrderHistoryLimits:     true,
	})
	if err != nil {
		return err
	}

	err = bt.orderManager.Start()
	if err != nil {
		return err
	}

	for i := range cfg.CurrencySettings {
		a := cfg.CurrencySettings[i].Asset
		if !a.IsValid() {
			return fmt.Errorf(
				"%w for %v %v %v-%v. Err %v",
				asset.ErrNotSupported,
				cfg.CurrencySettings[i].ExchangeName,
				cfg.CurrencySettings[i].Asset,
				cfg.CurrencySettings[i].Base,
				cfg.CurrencySettings[i].Quote,
				err)
		}
		if portfolioRisk.CurrencySettings == nil {
			portfolioRisk.CurrencySettings = make(map[key.ExchangeAssetPair]*risk.CurrencySettings)
		}

		var curr currency.Pair
		var b, q currency.Code
		b = cfg.CurrencySettings[i].Base
		q = cfg.CurrencySettings[i].Quote
		curr = currency.NewPair(b, q).Format(currency.EMPTYFORMAT)
		var exch gctexchange.IBotExchange
		exch, err = bt.exchangeManager.GetExchangeByName(cfg.CurrencySettings[i].ExchangeName)
		if err != nil {
			return err
		}
		if cfg.DataSettings.LiveData != nil && cfg.DataSettings.LiveData.RealOrders {
			exchBase := exch.GetBase()
			err = setExchangeCredentials(cfg, exchBase)
			if err != nil {
				return err
			}
		}
		portSet := &risk.CurrencySettings{
			MaximumHoldingRatio: cfg.CurrencySettings[i].MaximumHoldingsRatio,
		}
		if cfg.CurrencySettings[i].FuturesDetails != nil {
			portSet.MaximumOrdersWithLeverageRatio = cfg.CurrencySettings[i].FuturesDetails.Leverage.MaximumOrdersWithLeverageRatio
			portSet.MaxLeverageRate = cfg.CurrencySettings[i].FuturesDetails.Leverage.MaximumOrderLeverageRate
		}
		portfolioRisk.CurrencySettings[key.NewExchangeAssetPair(cfg.CurrencySettings[i].ExchangeName, a, curr)] = portSet
		if cfg.CurrencySettings[i].MakerFee != nil &&
			cfg.CurrencySettings[i].TakerFee != nil &&
			cfg.CurrencySettings[i].MakerFee.GreaterThan(*cfg.CurrencySettings[i].TakerFee) {
			log.Warnf(common.Setup, "Maker fee '%v' should not exceed taker fee '%v'. Please review config",
				cfg.CurrencySettings[i].MakerFee,
				cfg.CurrencySettings[i].TakerFee)
		}

		var baseItem, quoteItem, futureItem *funding.Item
		switch {
		case cfg.FundingSettings.UseExchangeLevelFunding:
			switch {
			case a == asset.Spot:
				// add any remaining currency items that have no funding data in the strategy config
				baseItem, err = funding.CreateItem(cfg.CurrencySettings[i].ExchangeName,
					a,
					b,
					decimal.Zero,
					decimal.Zero)
				if err != nil {
					return err
				}
				quoteItem, err = funding.CreateItem(cfg.CurrencySettings[i].ExchangeName,
					a,
					q,
					decimal.Zero,
					decimal.Zero)
				if err != nil {
					return err
				}
				err = funds.AddItem(baseItem)
				if err != nil && !errors.Is(err, funding.ErrAlreadyExists) {
					return err
				}
				err = funds.AddItem(quoteItem)
				if err != nil && !errors.Is(err, funding.ErrAlreadyExists) {
					return err
				}
			case a.IsFutures():
				// setup contract items
				c := funding.CreateFuturesCurrencyCode(b, q)
				futureItem, err = funding.CreateItem(cfg.CurrencySettings[i].ExchangeName,
					a,
					c,
					decimal.Zero,
					decimal.Zero)
				if err != nil {
					return err
				}

				var collateralCurrency currency.Code
				collateralCurrency, _, err = exch.GetCollateralCurrencyForContract(a, currency.NewPair(b, q))
				if err != nil {
					return err
				}

				err = funds.LinkCollateralCurrency(futureItem, collateralCurrency)
				if err != nil {
					return err
				}
				err = funds.AddItem(futureItem)
				if err != nil {
					return err
				}
			default:
				return fmt.Errorf("%w: %q", asset.ErrNotSupported, a)
			}
		default:
			var bFunds, qFunds decimal.Decimal
			if cfg.CurrencySettings[i].SpotDetails != nil {
				if cfg.CurrencySettings[i].SpotDetails.InitialBaseFunds != nil {
					bFunds = *cfg.CurrencySettings[i].SpotDetails.InitialBaseFunds
				}
				if cfg.CurrencySettings[i].SpotDetails.InitialQuoteFunds != nil {
					qFunds = *cfg.CurrencySettings[i].SpotDetails.InitialQuoteFunds
				}
			}
			baseItem, err = funding.CreateItem(
				cfg.CurrencySettings[i].ExchangeName,
				a,
				curr.Base,
				bFunds,
				decimal.Zero)
			if err != nil {
				return err
			}
			quoteItem, err = funding.CreateItem(
				cfg.CurrencySettings[i].ExchangeName,
				a,
				curr.Quote,
				qFunds,
				decimal.Zero)
			if err != nil {
				return err
			}
			var pair *funding.SpotPair
			pair, err = funding.CreatePair(baseItem, quoteItem)
			if err != nil {
				return err
			}
			err = funds.AddPair(pair)
			if err != nil {
				return err
			}
		}
	}

	var p *portfolio.Portfolio
	p, err = portfolio.Setup(sizeManager, portfolioRisk, cfg.StatisticSettings.RiskFreeRate)
	if err != nil {
		return err
	}

	bt.Strategy, err = strategies.LoadStrategyByName(cfg.StrategySettings.Name, cfg.StrategySettings.SimultaneousSignalProcessing)
	if err != nil {
		return err
	}
	bt.MetaData.Strategy = bt.Strategy.Name()
	bt.Strategy.SetDefaults()

	if cfg.StrategySettings.CustomSettings != nil {
		err = bt.Strategy.SetCustomSettings(cfg.StrategySettings.CustomSettings)
		if err != nil && !errors.Is(err, base.ErrCustomSettingsUnsupported) {
			return err
		}
	}
	stats := &statistics.Statistic{
		StrategyName:                bt.Strategy.Name(),
		StrategyNickname:            cfg.Nickname,
		StrategyDescription:         bt.Strategy.Description(),
		StrategyGoal:                cfg.Goal,
		ExchangeAssetPairStatistics: make(map[key.ExchangeAssetPair]*statistics.CurrencyPairStatistic),
		RiskFreeRate:                cfg.StatisticSettings.RiskFreeRate,
		CandleInterval:              cfg.DataSettings.Interval,
		FundManager:                 bt.Funding,
	}
	bt.Statistic = stats
	reports.Statistics = stats

	if !cfg.StrategySettings.DisableUSDTracking {
		var trackingPairs []trackingcurrencies.TrackingPair
		for i := range cfg.CurrencySettings {
			trackingPairs = append(trackingPairs, trackingcurrencies.TrackingPair{
				Exchange: cfg.CurrencySettings[i].ExchangeName,
				Asset:    cfg.CurrencySettings[i].Asset,
				Base:     cfg.CurrencySettings[i].Base,
				Quote:    cfg.CurrencySettings[i].Quote,
			})
		}
		trackingPairs, err = trackingcurrencies.CreateUSDTrackingPairs(trackingPairs, bt.exchangeManager)
		if err != nil {
			return err
		}
	trackingPairCheck:
		for i := range trackingPairs {
			for j := range cfg.CurrencySettings {
				if cfg.CurrencySettings[j].ExchangeName == trackingPairs[i].Exchange &&
					cfg.CurrencySettings[j].Asset == trackingPairs[i].Asset &&
					cfg.CurrencySettings[j].Base.Equal(trackingPairs[i].Base) &&
					cfg.CurrencySettings[j].Quote.Equal(trackingPairs[i].Quote) {
					continue trackingPairCheck
				}
			}
			cfg.CurrencySettings = append(cfg.CurrencySettings, config.CurrencySettings{
				ExchangeName:    trackingPairs[i].Exchange,
				Asset:           trackingPairs[i].Asset,
				Base:            trackingPairs[i].Base,
				Quote:           trackingPairs[i].Quote,
				USDTrackingPair: true,
			})
			// ensure new tracking pairs are enabled
			var exch gctexchange.IBotExchange
			exch, err = bt.exchangeManager.GetExchangeByName(trackingPairs[i].Exchange)
			if err != nil {
				return err
			}
			exchBase := exch.GetBase()
			exchangeAsset := exchBase.CurrencyPairs.Pairs[trackingPairs[i].Asset] // no ok as handled earlier
			exchangeAsset.Enabled = exchangeAsset.Enabled.Add(currency.NewPair(trackingPairs[i].Base, trackingPairs[i].Quote))
		}
	}

	e, err := bt.setupExchangeSettings(cfg)
	if err != nil {
		return err
	}

	bt.Exchange = e
	for i := range e.CurrencySettings {
		err = p.SetCurrencySettingsMap(&e.CurrencySettings[i])
		if err != nil {
			return err
		}
	}
	bt.Portfolio = p
	hasFunding := false
	fundingItems, err := funds.GetAllFunding()
	if err != nil {
		return err
	}
	for i := range fundingItems {
		if fundingItems[i].InitialFunds.IsPositive() {
			hasFunding = true
			break
		}
	}
	if !hasFunding && (cfg.DataSettings.LiveData == nil || !cfg.DataSettings.LiveData.RealOrders) {
		return holdings.ErrInitialFundsZero
	}

	cfg.PrintSetting()

	return nil
}

func (bt *BackTest) setupExchangeSettings(cfg *config.Config) (*exchange.Exchange, error) {
	log.Infoln(common.Setup, "Setting exchange settings...")

	resp := &exchange.Exchange{}
	for i := range cfg.CurrencySettings {
		exch, pair, a, err := bt.loadExchangePairAssetBase(
			cfg.CurrencySettings[i].ExchangeName,
			cfg.CurrencySettings[i].Base,
			cfg.CurrencySettings[i].Quote,
			cfg.CurrencySettings[i].Asset)
		if err != nil {
			return nil, err
		}

		exchangeName := strings.ToLower(exch.GetName())
		klineData, err := bt.loadData(cfg, exch, pair, a, cfg.CurrencySettings[i].USDTrackingPair)
		if err != nil {
			return nil, err
		}
		if bt.LiveDataHandler == nil {
			err = bt.Funding.AddUSDTrackingData(klineData)
			if err != nil &&
				!errors.Is(err, trackingcurrencies.ErrCurrencyDoesNotContainUSD) &&
				!errors.Is(err, funding.ErrUSDTrackingDisabled) {
				return nil, err
			}

			if cfg.CurrencySettings[i].USDTrackingPair {
				continue
			}

			err = bt.DataHolder.SetDataForCurrency(exchangeName, a, pair, klineData)
			if err != nil {
				return nil, err
			}
		}
		var makerFee, takerFee decimal.Decimal
		if cfg.CurrencySettings[i].MakerFee != nil && cfg.CurrencySettings[i].MakerFee.GreaterThan(decimal.Zero) {
			makerFee = *cfg.CurrencySettings[i].MakerFee
		}
		if cfg.CurrencySettings[i].TakerFee != nil && cfg.CurrencySettings[i].TakerFee.GreaterThan(decimal.Zero) {
			takerFee = *cfg.CurrencySettings[i].TakerFee
		}
		if cfg.CurrencySettings[i].TakerFee == nil || cfg.CurrencySettings[i].MakerFee == nil {
			var apiMakerFee, apiTakerFee decimal.Decimal
			apiMakerFee, apiTakerFee, err = getFees(context.TODO(), exch, pair)
			if err != nil {
				log.Errorf(common.Setup, "Could not retrieve fees for %v. %v", exch.GetName(), err)
			}
			if cfg.CurrencySettings[i].MakerFee == nil {
				makerFee = apiMakerFee
				cfg.CurrencySettings[i].MakerFee = &makerFee
				cfg.CurrencySettings[i].UsingExchangeMakerFee = true
			}
			if cfg.CurrencySettings[i].TakerFee == nil {
				takerFee = apiTakerFee
				cfg.CurrencySettings[i].TakerFee = &takerFee
				cfg.CurrencySettings[i].UsingExchangeTakerFee = true
			}
		}

		if cfg.CurrencySettings[i].MaximumSlippagePercent.LessThan(decimal.Zero) {
			log.Warnf(common.Setup, "Invalid maximum slippage percent '%v'. Slippage percent is defined as a number, eg '100.00', defaulting to '%v'",
				cfg.CurrencySettings[i].MaximumSlippagePercent,
				slippage.DefaultMaximumSlippagePercent)
			cfg.CurrencySettings[i].MaximumSlippagePercent = slippage.DefaultMaximumSlippagePercent
		}
		if cfg.CurrencySettings[i].MaximumSlippagePercent.IsZero() {
			cfg.CurrencySettings[i].MaximumSlippagePercent = slippage.DefaultMaximumSlippagePercent
		}
		if cfg.CurrencySettings[i].MinimumSlippagePercent.LessThan(decimal.Zero) {
			log.Warnf(common.Setup, "Invalid minimum slippage percent '%v'. Slippage percent is defined as a number, eg '80.00', defaulting to '%v'",
				cfg.CurrencySettings[i].MinimumSlippagePercent,
				slippage.DefaultMinimumSlippagePercent)
			cfg.CurrencySettings[i].MinimumSlippagePercent = slippage.DefaultMinimumSlippagePercent
		}
		if cfg.CurrencySettings[i].MinimumSlippagePercent.IsZero() {
			cfg.CurrencySettings[i].MinimumSlippagePercent = slippage.DefaultMinimumSlippagePercent
		}
		if cfg.CurrencySettings[i].MaximumSlippagePercent.LessThan(cfg.CurrencySettings[i].MinimumSlippagePercent) {
			cfg.CurrencySettings[i].MaximumSlippagePercent = slippage.DefaultMaximumSlippagePercent
		}

		realOrders := false
		if cfg.DataSettings.LiveData != nil {
			realOrders = cfg.DataSettings.LiveData.RealOrders
			bt.MetaData.LiveTesting = true
			bt.MetaData.RealOrders = realOrders
			bt.MetaData.ClosePositionsOnStop = cfg.DataSettings.LiveData.ClosePositionsOnStop
		}

		buyRule := exchange.MinMax{
			MinimumSize:  cfg.CurrencySettings[i].BuySide.MinimumSize,
			MaximumSize:  cfg.CurrencySettings[i].BuySide.MaximumSize,
			MaximumTotal: cfg.CurrencySettings[i].BuySide.MaximumTotal,
		}
		sellRule := exchange.MinMax{
			MinimumSize:  cfg.CurrencySettings[i].SellSide.MinimumSize,
			MaximumSize:  cfg.CurrencySettings[i].SellSide.MaximumSize,
			MaximumTotal: cfg.CurrencySettings[i].SellSide.MaximumTotal,
		}

		l, err := exch.GetOrderExecutionLimits(a, pair)
		if err != nil && !errors.Is(err, limits.ErrOrderLimitNotFound) {
			return resp, err
		}

		if l != (limits.MinMaxLevel{}) {
			if !cfg.CurrencySettings[i].CanUseExchangeLimits {
				if realOrders {
					log.Warnf(common.Setup, "Exchange %s order execution limits enabled for %s %s due to using real orders",
						cfg.CurrencySettings[i].ExchangeName,
						pair,
						a)
					cfg.CurrencySettings[i].CanUseExchangeLimits = true
				} else {
					log.Warnf(common.Setup, "Exchange %s order execution limits supported but disabled for %s %s, live results may differ",
						cfg.CurrencySettings[i].ExchangeName,
						pair,
						a)
					cfg.CurrencySettings[i].ShowExchangeOrderLimitWarning = true
				}
			}
		}
		var lev exchange.Leverage
		if cfg.CurrencySettings[i].FuturesDetails != nil {
			lev = exchange.Leverage{
				CanUseLeverage:                 cfg.CurrencySettings[i].FuturesDetails.Leverage.CanUseLeverage,
				MaximumLeverageRate:            cfg.CurrencySettings[i].FuturesDetails.Leverage.MaximumOrderLeverageRate,
				MaximumOrdersWithLeverageRatio: cfg.CurrencySettings[i].FuturesDetails.Leverage.MaximumOrdersWithLeverageRatio,
			}
		}
		resp.CurrencySettings = append(resp.CurrencySettings, exchange.Settings{
			Exchange:                  exch,
			MinimumSlippageRate:       cfg.CurrencySettings[i].MinimumSlippagePercent,
			MaximumSlippageRate:       cfg.CurrencySettings[i].MaximumSlippagePercent,
			Pair:                      pair,
			Asset:                     a,
			MakerFee:                  makerFee,
			TakerFee:                  takerFee,
			UseRealOrders:             realOrders,
			BuySide:                   buyRule,
			SellSide:                  sellRule,
			Leverage:                  lev,
			Limits:                    l,
			SkipCandleVolumeFitting:   cfg.CurrencySettings[i].SkipCandleVolumeFitting,
			CanUseExchangeLimits:      cfg.CurrencySettings[i].CanUseExchangeLimits,
			UseExchangePNLCalculation: cfg.CurrencySettings[i].UseExchangePNLCalculation,
		})
	}

	return resp, nil
}

func (bt *BackTest) loadExchangePairAssetBase(exchName string, baseCode, quoteCode currency.Code, a asset.Item) (gctexchange.IBotExchange, currency.Pair, asset.Item, error) {
	e, err := bt.exchangeManager.GetExchangeByName(exchName)
	if err != nil {
		return nil, currency.EMPTYPAIR, asset.Empty, err
	}

	var cp, fPair currency.Pair
	cp = currency.NewPair(baseCode, quoteCode)

	exchangeBase := e.GetBase()
	fPair, err = exchangeBase.FormatExchangeCurrency(cp, a)
	if err != nil {
		return nil, currency.EMPTYPAIR, asset.Empty, err
	}
	return e, fPair, a, nil
}

// getFees will return an exchange's fee rate from GCT's wrapper function
func getFees(ctx context.Context, exch gctexchange.IBotExchange, fPair currency.Pair) (makerFee, takerFee decimal.Decimal, err error) {
	if exch == nil {
		return decimal.Zero, decimal.Zero, fmt.Errorf("exchange %w", gctcommon.ErrNilPointer)
	}
	if fPair.IsEmpty() {
		return decimal.Zero, decimal.Zero, currency.ErrCurrencyPairEmpty
	}
	fTakerFee, err := exch.GetFeeByType(ctx,
		&gctexchange.FeeBuilder{
			FeeType:       gctexchange.OfflineTradeFee,
			Pair:          fPair,
			IsMaker:       false,
			PurchasePrice: 1,
			Amount:        1,
		})
	if err != nil {
		return decimal.Zero, decimal.Zero, err
	}

	fMakerFee, err := exch.GetFeeByType(ctx,
		&gctexchange.FeeBuilder{
			FeeType:       gctexchange.OfflineTradeFee,
			Pair:          fPair,
			IsMaker:       true,
			PurchasePrice: 1,
			Amount:        1,
		})
	if err != nil {
		return decimal.Zero, decimal.Zero, err
	}

	return decimal.NewFromFloat(fMakerFee), decimal.NewFromFloat(fTakerFee), nil
}

// loadData will create kline data from the sources defined in start config files. It can exist from databases, csv or API endpoints
// it can also be generated from trade data which will be converted into kline data
func (bt *BackTest) loadData(cfg *config.Config, exch gctexchange.IBotExchange, fPair currency.Pair, a asset.Item, isUSDTrackingPair bool) (*kline.DataFromKline, error) {
	if exch == nil {
		return nil, engine.ErrExchangeNotFound
	}
	b := exch.GetBase()
	if cfg.DataSettings.DatabaseData == nil &&
		cfg.DataSettings.LiveData == nil &&
		cfg.DataSettings.APIData == nil &&
		cfg.DataSettings.CSVData == nil {
		return nil, errNoDataSource
	}
	if (cfg.DataSettings.APIData != nil && cfg.DataSettings.DatabaseData != nil) ||
		(cfg.DataSettings.APIData != nil && cfg.DataSettings.LiveData != nil) ||
		(cfg.DataSettings.APIData != nil && cfg.DataSettings.CSVData != nil) ||
		(cfg.DataSettings.DatabaseData != nil && cfg.DataSettings.LiveData != nil) ||
		(cfg.DataSettings.CSVData != nil && cfg.DataSettings.LiveData != nil) ||
		(cfg.DataSettings.CSVData != nil && cfg.DataSettings.DatabaseData != nil) {
		return nil, errAmbiguousDataSource
	}

	dataType, err := common.DataTypeToInt(cfg.DataSettings.DataType)
	if err != nil {
		return nil, err
	}

	log.Infof(common.Setup, "Loading data for %v %v %v...\n", exch.GetName(), a, fPair)
	resp := kline.NewDataFromKline()
	underlyingPair := currency.EMPTYPAIR
	if a.IsFutures() {
		// returning the collateral currency along with using the
		// fPair base creates a pair that links the futures contract to
		// its underlyingPair pair
		// eg BTCUSDT-PERP on Binance has a collateral currency of USDT
		// taking the BTC base and USDT as quote, allows linking
		// BTC-USDT and BTCUSDT-PERP
		var curr currency.Code
		curr, _, err = exch.GetCollateralCurrencyForContract(a, fPair)
		if err != nil {
			return resp, err
		}
		underlyingPair = currency.NewPair(fPair.Base, curr)
	}

	switch {
	case cfg.DataSettings.CSVData != nil:
		if cfg.DataSettings.Interval <= 0 {
			return nil, errIntervalUnset
		}
		resp, err = csv.LoadData(
			dataType,
			cfg.DataSettings.CSVData.FullPath,
			strings.ToLower(exch.GetName()),
			cfg.DataSettings.Interval.Duration(),
			fPair,
			a,
			isUSDTrackingPair)
		if err != nil {
			return nil, fmt.Errorf("%v. Please check your GoCryptoTrader configuration", err)
		}
		resp.Item.RemoveDuplicates()
		resp.Item.SortCandlesByTimestamp(false)
		resp.RangeHolder, err = gctkline.CalculateCandleDateRanges(
			resp.Item.Candles[0].Time,
			resp.Item.Candles[len(resp.Item.Candles)-1].Time.Add(cfg.DataSettings.Interval.Duration()),
			cfg.DataSettings.Interval,
			0,
		)
		if err != nil {
			return nil, err
		}
		err = resp.RangeHolder.SetHasDataFromCandles(resp.Item.Candles)
		if err != nil {
			return nil, err
		}
		summary := resp.RangeHolder.DataSummary(false)
		if len(summary) > 0 {
			log.Warnf(common.Setup, "%v", summary)
		}
	case cfg.DataSettings.DatabaseData != nil:
		if cfg.DataSettings.DatabaseData.InclusiveEndDate {
			cfg.DataSettings.DatabaseData.EndDate = cfg.DataSettings.DatabaseData.EndDate.Add(cfg.DataSettings.Interval.Duration())
		}
		if cfg.DataSettings.DatabaseData.Path == "" {
			cfg.DataSettings.DatabaseData.Path = filepath.Join(gctcommon.GetDefaultDataDir(runtime.GOOS), "database")
		}
		gctdatabase.DB.DataPath = cfg.DataSettings.DatabaseData.Path
		err = gctdatabase.DB.SetConfig(&cfg.DataSettings.DatabaseData.Config)
		if err != nil {
			return nil, err
		}
		err = bt.databaseManager.Start(&sync.WaitGroup{})
		if err != nil {
			return nil, err
		}
		defer func() {
			stopErr := bt.databaseManager.Stop()
			if stopErr != nil {
				log.Errorln(common.Setup, stopErr)
			}
		}()
		resp, err = loadDatabaseData(cfg, exch.GetName(), fPair, a, dataType, isUSDTrackingPair)
		if err != nil {
			return nil, fmt.Errorf("unable to retrieve data from GoCryptoTrader database. Error: %v. Please ensure the database is setup correctly and has data before use", err)
		}

		resp.Item.RemoveDuplicates()
		resp.Item.SortCandlesByTimestamp(false)
		resp.RangeHolder, err = gctkline.CalculateCandleDateRanges(
			cfg.DataSettings.DatabaseData.StartDate,
			cfg.DataSettings.DatabaseData.EndDate,
			cfg.DataSettings.Interval,
			0,
		)
		if err != nil {
			return nil, err
		}
		err = resp.RangeHolder.SetHasDataFromCandles(resp.Item.Candles)
		if err != nil {
			return nil, err
		}

		summary := resp.RangeHolder.DataSummary(false)
		if len(summary) > 0 {
			log.Warnf(common.Setup, "%v", summary)
		}
	case cfg.DataSettings.APIData != nil:
		if cfg.DataSettings.APIData.InclusiveEndDate {
			cfg.DataSettings.APIData.EndDate = cfg.DataSettings.APIData.EndDate.Add(cfg.DataSettings.Interval.Duration())
		}

		limit, err := b.Features.Enabled.Kline.GetIntervalResultLimit(cfg.DataSettings.Interval)
		if err != nil {
			return nil, err
		}

		resp, err = loadAPIData(cfg, exch, fPair, a, limit, dataType)
		if err != nil {
			return resp, err
		}
	case cfg.DataSettings.LiveData != nil:
		if !b.Features.Enabled.Kline.Intervals.ExchangeSupported(cfg.DataSettings.Interval) {
			return nil, fmt.Errorf("%w don't trade live on custom candle interval of %v",
				gctkline.ErrCannotConstructInterval,
				cfg.DataSettings.Interval)
		}
		err = bt.exchangeManager.Add(exch)
		if err != nil && !errors.Is(err, engine.ErrExchangeAlreadyLoaded) {
			return nil, err
		}
		err = bt.LiveDataHandler.AppendDataSource(&liveDataSourceSetup{
			exchange:                  exch,
			interval:                  cfg.DataSettings.Interval,
			asset:                     a,
			pair:                      fPair,
			underlyingPair:            underlyingPair,
			dataType:                  dataType,
			dataRequestRetryTolerance: cfg.DataSettings.LiveData.DataRequestRetryTolerance,
			dataRequestRetryWaitTime:  cfg.DataSettings.LiveData.DataRequestRetryWaitTime,
			verboseExchangeRequest:    cfg.DataSettings.VerboseExchangeRequests,
		})
		return nil, err
	}
	if resp == nil {
		return nil, errors.New("processing error, response returned nil")
	}

	resp.Item.UnderlyingPair = underlyingPair
	err = resp.Load()
	if err != nil {
		return nil, err
	}
	err = bt.Reports.SetKlineData(resp.Item)
	if err != nil {
		return nil, err
	}
	return resp, nil
}

func loadDatabaseData(cfg *config.Config, name string, fPair currency.Pair, a asset.Item, dataType int64, isUSDTrackingPair bool) (*kline.DataFromKline, error) {
	if cfg == nil || cfg.DataSettings.DatabaseData == nil {
		return nil, errors.New("nil config data received")
	}
	if cfg.DataSettings.Interval <= 0 {
		return nil, errIntervalUnset
	}

	return database.LoadData(
		cfg.DataSettings.DatabaseData.StartDate,
		cfg.DataSettings.DatabaseData.EndDate,
		cfg.DataSettings.Interval.Duration(),
		strings.ToLower(name),
		dataType,
		fPair,
		a,
		isUSDTrackingPair)
}

func loadAPIData(cfg *config.Config, exch gctexchange.IBotExchange, fPair currency.Pair, a asset.Item, resultLimit uint64, dataType int64) (*kline.DataFromKline, error) {
	if cfg.DataSettings.Interval <= 0 {
		return nil, errIntervalUnset
	}

	dates, err := gctkline.CalculateCandleDateRanges(
		cfg.DataSettings.APIData.StartDate,
		cfg.DataSettings.APIData.EndDate,
		cfg.DataSettings.Interval,
		resultLimit)
	if err != nil {
		return nil, err
	}

	candles, err := api.LoadData(context.TODO(),
		dataType,
		dates.Start.Time,
		dates.End.Time,
		cfg.DataSettings.Interval.Duration(),
		exch,
		fPair,
		a)
	if err != nil {
		return nil, fmt.Errorf("%v. Please check your GoCryptoTrader configuration", err)
	}

	err = dates.SetHasDataFromCandles(candles.Candles)
	if err != nil {
		return nil, err
	}

	summary := dates.DataSummary(false)
	if len(summary) > 0 {
		log.Warnf(common.Setup, "%v", summary)
	}
	return &kline.DataFromKline{
		Base:        &data.Base{},
		Item:        candles,
		RangeHolder: dates,
	}, nil
}

func setExchangeCredentials(cfg *config.Config, exch *gctexchange.Base) error {
	if cfg == nil || exch == nil || cfg.DataSettings.LiveData == nil {
		return gctcommon.ErrNilPointer
	}
	if !cfg.DataSettings.LiveData.RealOrders {
		return nil
	}
	if cfg.DataSettings.Interval <= 0 {
		return errIntervalUnset
	}
	if len(cfg.DataSettings.LiveData.ExchangeCredentials) == 0 {
		return errNoCredsNoLive
	}
	name := strings.ToLower(exch.Name)
	for i := range cfg.DataSettings.LiveData.ExchangeCredentials {
		if !strings.EqualFold(cfg.DataSettings.LiveData.ExchangeCredentials[i].Exchange, name) ||
			cfg.DataSettings.LiveData.ExchangeCredentials[i].Keys.IsEmpty() {
			return fmt.Errorf("%v %w, please review your live, real order config", exch.GetName(), gctexchange.ErrCredentialsAreEmpty)
		}
		exch.API.AuthenticatedSupport = true
		exch.API.AuthenticatedWebsocketSupport = true
		exch.SetCredentials(
			cfg.DataSettings.LiveData.ExchangeCredentials[i].Keys.Key,
			cfg.DataSettings.LiveData.ExchangeCredentials[i].Keys.Secret,
			cfg.DataSettings.LiveData.ExchangeCredentials[i].Keys.ClientID,
			cfg.DataSettings.LiveData.ExchangeCredentials[i].Keys.SubAccount,
			cfg.DataSettings.LiveData.ExchangeCredentials[i].Keys.PEMKey,
			cfg.DataSettings.LiveData.ExchangeCredentials[i].Keys.OneTimePassword,
		)
		_, err := exch.GetCredentials(context.TODO())
		if err != nil {
			return err
		}
	}

	return nil
}

// NewBacktesterFromConfigs creates a new backtester based on config settings
func NewBacktesterFromConfigs(strategyCfg *config.Config, backtesterCfg *config.BacktesterConfig) (*BackTest, error) {
	if strategyCfg == nil {
		return nil, fmt.Errorf("%w strategy config", gctcommon.ErrNilPointer)
	}
	if backtesterCfg == nil {
		return nil, fmt.Errorf("%w backtester config", gctcommon.ErrNilPointer)
	}
	if err := strategyCfg.Validate(); err != nil {
		return nil, err
	}
	bt, err := NewBacktester()
	if err != nil {
		return nil, err
	}
	err = bt.SetupFromConfig(strategyCfg, backtesterCfg.Report.TemplatePath, backtesterCfg.Report.OutputPath, backtesterCfg.Verbose)
	if err != nil {
		return nil, err
	}
	err = bt.SetupMetaData()
	if err != nil {
		return nil, err
	}
	return bt, nil
}