mirror of
https://github.com/d0zingcat/gocryptotrader.git
synced 2026-05-31 15:10:42 +00:00
* Fixes sell bug. Updates docs. Adds test * Doc fixes * reorder and lint * Lint again! * Minor improvement to ensure theoretical upsized orders don't exceed portfolio limits * Fixes test error * %vamoose! * Fixes defaulting to int
330 lines
12 KiB
Go
330 lines
12 KiB
Go
package statistics
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import (
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"encoding/json"
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"fmt"
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"github.com/thrasher-corp/gocryptotrader/backtester/common"
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"github.com/thrasher-corp/gocryptotrader/backtester/eventhandlers/portfolio/compliance"
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"github.com/thrasher-corp/gocryptotrader/backtester/eventhandlers/portfolio/holdings"
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"github.com/thrasher-corp/gocryptotrader/backtester/eventhandlers/statistics/currencystatistics"
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"github.com/thrasher-corp/gocryptotrader/backtester/eventtypes/fill"
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"github.com/thrasher-corp/gocryptotrader/backtester/eventtypes/order"
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"github.com/thrasher-corp/gocryptotrader/backtester/eventtypes/signal"
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gctcommon "github.com/thrasher-corp/gocryptotrader/common"
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"github.com/thrasher-corp/gocryptotrader/currency"
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"github.com/thrasher-corp/gocryptotrader/exchanges/asset"
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"github.com/thrasher-corp/gocryptotrader/log"
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)
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// Reset returns the struct to defaults
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func (s *Statistic) Reset() {
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*s = Statistic{}
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}
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// SetupEventForTime sets up the big map for to store important data at each time interval
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func (s *Statistic) SetupEventForTime(e common.DataEventHandler) error {
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if e == nil {
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return common.ErrNilEvent
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}
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ex := e.GetExchange()
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a := e.GetAssetType()
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p := e.Pair()
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s.setupMap(ex, a)
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lookup := s.ExchangeAssetPairStatistics[ex][a][p]
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if lookup == nil {
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lookup = ¤cystatistics.CurrencyStatistic{}
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}
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lookup.Events = append(lookup.Events,
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currencystatistics.EventStore{
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DataEvent: e,
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},
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)
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s.ExchangeAssetPairStatistics[ex][a][p] = lookup
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return nil
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}
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func (s *Statistic) setupMap(ex string, a asset.Item) {
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if s.ExchangeAssetPairStatistics == nil {
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s.ExchangeAssetPairStatistics = make(map[string]map[asset.Item]map[currency.Pair]*currencystatistics.CurrencyStatistic)
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}
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if s.ExchangeAssetPairStatistics[ex] == nil {
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s.ExchangeAssetPairStatistics[ex] = make(map[asset.Item]map[currency.Pair]*currencystatistics.CurrencyStatistic)
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}
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if s.ExchangeAssetPairStatistics[ex][a] == nil {
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s.ExchangeAssetPairStatistics[ex][a] = make(map[currency.Pair]*currencystatistics.CurrencyStatistic)
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}
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}
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// SetEventForOffset sets the event for the time period in the event
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func (s *Statistic) SetEventForOffset(e common.EventHandler) error {
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if e == nil {
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return common.ErrNilEvent
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}
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if s.ExchangeAssetPairStatistics == nil {
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return errExchangeAssetPairStatsUnset
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}
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exch := e.GetExchange()
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a := e.GetAssetType()
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p := e.Pair()
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offset := e.GetOffset()
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lookup := s.ExchangeAssetPairStatistics[exch][a][p]
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if lookup == nil {
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return fmt.Errorf("%w for %v %v %v to set signal event", errCurrencyStatisticsUnset, exch, a, p)
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}
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for i := len(lookup.Events) - 1; i >= 0; i-- {
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if lookup.Events[i].DataEvent.GetOffset() == offset {
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return applyEventAtOffset(e, lookup, i)
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}
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}
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return nil
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}
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func applyEventAtOffset(e common.EventHandler, lookup *currencystatistics.CurrencyStatistic, i int) error {
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switch t := e.(type) {
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case common.DataEventHandler:
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lookup.Events[i].DataEvent = t
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case signal.Event:
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lookup.Events[i].SignalEvent = t
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case order.Event:
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lookup.Events[i].OrderEvent = t
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case fill.Event:
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lookup.Events[i].FillEvent = t
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default:
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return fmt.Errorf("unknown event type received: %v", e)
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}
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return nil
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}
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// AddHoldingsForTime adds all holdings to the statistics at the time period
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func (s *Statistic) AddHoldingsForTime(h *holdings.Holding) error {
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if s.ExchangeAssetPairStatistics == nil {
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return errExchangeAssetPairStatsUnset
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}
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lookup := s.ExchangeAssetPairStatistics[h.Exchange][h.Asset][h.Pair]
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if lookup == nil {
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return fmt.Errorf("%w for %v %v %v to set holding event", errCurrencyStatisticsUnset, h.Exchange, h.Asset, h.Pair)
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}
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for i := len(lookup.Events) - 1; i >= 0; i-- {
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if lookup.Events[i].DataEvent.GetOffset() == h.Offset {
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lookup.Events[i].Holdings = *h
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break
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}
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}
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return nil
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}
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// AddComplianceSnapshotForTime adds the compliance snapshot to the statistics at the time period
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func (s *Statistic) AddComplianceSnapshotForTime(c compliance.Snapshot, e fill.Event) error {
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if e == nil {
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return common.ErrNilEvent
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}
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if s.ExchangeAssetPairStatistics == nil {
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return errExchangeAssetPairStatsUnset
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}
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exch := e.GetExchange()
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a := e.GetAssetType()
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p := e.Pair()
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lookup := s.ExchangeAssetPairStatistics[exch][a][p]
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if lookup == nil {
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return fmt.Errorf("%w for %v %v %v to set compliance snapshot", errCurrencyStatisticsUnset, exch, a, p)
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}
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for i := len(lookup.Events) - 1; i >= 0; i-- {
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if lookup.Events[i].DataEvent.GetOffset() == e.GetOffset() {
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lookup.Events[i].Transactions = c
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break
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}
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}
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return nil
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}
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// CalculateAllResults calculates the statistics of all exchange asset pair holdings,
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// orders, ratios and drawdowns
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func (s *Statistic) CalculateAllResults() error {
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log.Info(log.BackTester, "calculating backtesting results")
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s.PrintAllEvents()
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currCount := 0
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var finalResults []FinalResultsHolder
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for exchangeName, exchangeMap := range s.ExchangeAssetPairStatistics {
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for assetItem, assetMap := range exchangeMap {
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for pair, stats := range assetMap {
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currCount++
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err := stats.CalculateResults()
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if err != nil {
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return err
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}
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stats.PrintResults(exchangeName, assetItem, pair)
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last := stats.Events[len(stats.Events)-1]
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stats.FinalHoldings = last.Holdings
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stats.FinalOrders = last.Transactions
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s.AllStats = append(s.AllStats, *stats)
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finalResults = append(finalResults, FinalResultsHolder{
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Exchange: exchangeName,
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Asset: assetItem,
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Pair: pair,
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MaxDrawdown: stats.MaxDrawdown,
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MarketMovement: stats.MarketMovement,
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StrategyMovement: stats.StrategyMovement,
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})
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s.TotalBuyOrders += stats.BuyOrders
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s.TotalSellOrders += stats.SellOrders
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if stats.ShowMissingDataWarning {
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s.WasAnyDataMissing = true
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}
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}
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}
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}
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s.TotalOrders = s.TotalBuyOrders + s.TotalSellOrders
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if currCount > 1 {
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s.BiggestDrawdown = s.GetTheBiggestDrawdownAcrossCurrencies(finalResults)
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s.BestMarketMovement = s.GetBestMarketPerformer(finalResults)
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s.BestStrategyResults = s.GetBestStrategyPerformer(finalResults)
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s.PrintTotalResults()
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}
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return nil
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}
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// PrintTotalResults outputs all results to the CMD
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func (s *Statistic) PrintTotalResults() {
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log.Info(log.BackTester, "------------------Strategy-----------------------------------")
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log.Infof(log.BackTester, "Strategy Name: %v", s.StrategyName)
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log.Infof(log.BackTester, "Strategy Nickname: %v", s.StrategyNickname)
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log.Infof(log.BackTester, "Strategy Goal: %v\n\n", s.StrategyGoal)
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log.Info(log.BackTester, "------------------Total Results------------------------------")
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log.Info(log.BackTester, "------------------Orders----------------------------------")
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log.Infof(log.BackTester, "Total buy orders: %v", s.TotalBuyOrders)
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log.Infof(log.BackTester, "Total sell orders: %v", s.TotalSellOrders)
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log.Infof(log.BackTester, "Total orders: %v\n\n", s.TotalOrders)
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if s.BiggestDrawdown != nil {
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log.Info(log.BackTester, "------------------Biggest Drawdown------------------------")
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log.Infof(log.BackTester, "Exchange: %v Asset: %v Currency: %v", s.BiggestDrawdown.Exchange, s.BiggestDrawdown.Asset, s.BiggestDrawdown.Pair)
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log.Infof(log.BackTester, "Highest Price: $%.2f", s.BiggestDrawdown.MaxDrawdown.Highest.Price)
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log.Infof(log.BackTester, "Highest Price Time: %v", s.BiggestDrawdown.MaxDrawdown.Highest.Time)
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log.Infof(log.BackTester, "Lowest Price: $%.2f", s.BiggestDrawdown.MaxDrawdown.Lowest.Price)
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log.Infof(log.BackTester, "Lowest Price Time: %v", s.BiggestDrawdown.MaxDrawdown.Lowest.Time)
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log.Infof(log.BackTester, "Calculated Drawdown: %.2f%%", s.BiggestDrawdown.MaxDrawdown.DrawdownPercent)
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log.Infof(log.BackTester, "Difference: $%.2f", s.BiggestDrawdown.MaxDrawdown.Highest.Price-s.BiggestDrawdown.MaxDrawdown.Lowest.Price)
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log.Infof(log.BackTester, "Drawdown length: %v\n\n", s.BiggestDrawdown.MaxDrawdown.IntervalDuration)
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}
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if s.BestMarketMovement != nil && s.BestStrategyResults != nil {
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log.Info(log.BackTester, "------------------Orders----------------------------------")
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log.Infof(log.BackTester, "Best performing market movement: %v %v %v %f%%", s.BestMarketMovement.Exchange, s.BestMarketMovement.Asset, s.BestMarketMovement.Pair, s.BestMarketMovement.MarketMovement)
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log.Infof(log.BackTester, "Best performing strategy movement: %v %v %v %f%%\n\n", s.BestStrategyResults.Exchange, s.BestStrategyResults.Asset, s.BestStrategyResults.Pair, s.BestStrategyResults.StrategyMovement)
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}
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}
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// GetBestMarketPerformer returns the best final market movement
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func (s *Statistic) GetBestMarketPerformer(results []FinalResultsHolder) *FinalResultsHolder {
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result := &FinalResultsHolder{}
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for i := range results {
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if results[i].MarketMovement > result.MarketMovement || result.MarketMovement == 0 {
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result = &results[i]
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break
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}
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}
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return result
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}
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// GetBestStrategyPerformer returns the best performing strategy result
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func (s *Statistic) GetBestStrategyPerformer(results []FinalResultsHolder) *FinalResultsHolder {
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result := &FinalResultsHolder{}
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for i := range results {
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if results[i].StrategyMovement > result.StrategyMovement || result.StrategyMovement == 0 {
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result = &results[i]
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}
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}
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return result
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}
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// GetTheBiggestDrawdownAcrossCurrencies returns the biggest drawdown across all currencies in a backtesting run
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func (s *Statistic) GetTheBiggestDrawdownAcrossCurrencies(results []FinalResultsHolder) *FinalResultsHolder {
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result := &FinalResultsHolder{}
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for i := range results {
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if results[i].MaxDrawdown.DrawdownPercent > result.MaxDrawdown.DrawdownPercent || result.MaxDrawdown.DrawdownPercent == 0 {
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result = &results[i]
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}
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}
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return result
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}
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// PrintAllEvents outputs all event details in the CMD
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func (s *Statistic) PrintAllEvents() {
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log.Info(log.BackTester, "------------------Events-------------------------------------")
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var errs gctcommon.Errors
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for e, x := range s.ExchangeAssetPairStatistics {
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for a, y := range x {
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for p, c := range y {
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for i := range c.Events {
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switch {
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case c.Events[i].FillEvent != nil:
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direction := c.Events[i].FillEvent.GetDirection()
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if direction == common.CouldNotBuy ||
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direction == common.CouldNotSell ||
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direction == common.DoNothing ||
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direction == common.MissingData ||
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direction == "" {
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log.Infof(log.BackTester, "%v | Price: $%f - Direction: %v - Reason: %s",
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c.Events[i].FillEvent.GetTime().Format(gctcommon.SimpleTimeFormat),
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c.Events[i].FillEvent.GetClosePrice(),
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c.Events[i].FillEvent.GetDirection(),
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c.Events[i].FillEvent.GetReason())
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} else {
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log.Infof(log.BackTester, "%v | Price: $%f - Amount: %f - Fee: $%f - Total: $%f - Direction %v - Reason: %s",
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c.Events[i].FillEvent.GetTime().Format(gctcommon.SimpleTimeFormat),
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c.Events[i].FillEvent.GetPurchasePrice(),
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c.Events[i].FillEvent.GetAmount(),
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c.Events[i].FillEvent.GetExchangeFee(),
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c.Events[i].FillEvent.GetTotal(),
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c.Events[i].FillEvent.GetDirection(),
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c.Events[i].FillEvent.GetReason(),
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)
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}
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case c.Events[i].SignalEvent != nil:
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log.Infof(log.BackTester, "%v | Price: $%f - Reason: %v",
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c.Events[i].SignalEvent.GetTime().Format(gctcommon.SimpleTimeFormat),
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c.Events[i].SignalEvent.GetPrice(),
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c.Events[i].SignalEvent.GetReason())
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case c.Events[i].DataEvent != nil:
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log.Infof(log.BackTester, "%v | Price: $%f - Reason: %v",
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c.Events[i].DataEvent.GetTime().Format(gctcommon.SimpleTimeFormat),
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c.Events[i].DataEvent.ClosePrice(),
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c.Events[i].DataEvent.GetReason())
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default:
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errs = append(errs, fmt.Errorf("%v %v %v unexpected data received %+v", e, a, p, c.Events[i]))
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}
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}
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}
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}
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}
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if len(errs) > 0 {
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log.Info(log.BackTester, "------------------Errors-------------------------------------")
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for i := range errs {
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log.Info(log.BackTester, errs[i].Error())
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}
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}
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}
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// SetStrategyName sets the name for statistical identification
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func (s *Statistic) SetStrategyName(name string) {
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s.StrategyName = name
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}
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// Serialise outputs the Statistic struct in json
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func (s *Statistic) Serialise() (string, error) {
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resp, err := json.MarshalIndent(s, "", " ")
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if err != nil {
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return "", err
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}
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return string(resp), nil
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}
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