mirror of
https://github.com/d0zingcat/gocryptotrader.git
synced 2026-05-31 15:10:42 +00:00
* move limits, transition to key gen * rollout NewExchangePairAssetKey everywhere * test improvements * self-review fixes * ok, lets go * fix merge issue * slower value func,assertify,drop IsValidPairString * remove binance reference for backtesting test * Redundant nil checks removed due to redundancy * Update order_test.go * Move limits back into /exchanges/ * puts limits in a different box again * SHAZBERT SPECIAL SUGGESTIONS * Update gateio_wrapper.go * fixes all build issues * Many niteroos! * something has gone awry * bugfix * gk's everywhere nits * lint * extra lint * re-remove IsValidPairString * lint fix * standardise test * revert some bads * dupe rm * another revert 360 mcgee * un-in-revertify * Update exchange/order/limits/levels_test.go Co-authored-by: Adrian Gallagher <adrian.gallagher@thrasher.io> * fix * Update exchanges/binance/binance_test.go HERE'S HOPING GITHUB FORMATS THIS CORRECTLY! Co-authored-by: Gareth Kirwan <gbjkirwan@gmail.com> * update text * rn func, same line err gk4202000 --------- Co-authored-by: Adrian Gallagher <adrian.gallagher@thrasher.io> Co-authored-by: Gareth Kirwan <gbjkirwan@gmail.com>
334 lines
11 KiB
Go
334 lines
11 KiB
Go
package statistics
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import (
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"fmt"
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"time"
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"github.com/shopspring/decimal"
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"github.com/thrasher-corp/gocryptotrader/backtester/common"
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"github.com/thrasher-corp/gocryptotrader/backtester/eventhandlers/portfolio"
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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/eventtypes/fill"
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"github.com/thrasher-corp/gocryptotrader/backtester/eventtypes/kline"
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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/common/key"
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"github.com/thrasher-corp/gocryptotrader/currency"
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"github.com/thrasher-corp/gocryptotrader/encoding/json"
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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() error {
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if s == nil {
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return gctcommon.ErrNilPointer
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}
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s.StrategyName = ""
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s.StrategyDescription = ""
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s.StrategyNickname = ""
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s.StrategyGoal = ""
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s.StartDate = time.Time{}
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s.EndDate = time.Time{}
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s.CandleInterval = 0
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s.RiskFreeRate = decimal.Zero
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s.ExchangeAssetPairStatistics = make(map[key.ExchangeAssetPair]*CurrencyPairStatistic)
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s.CurrencyStatistics = nil
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s.TotalBuyOrders = 0
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s.TotalLongOrders = 0
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s.TotalShortOrders = 0
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s.TotalSellOrders = 0
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s.TotalOrders = 0
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s.BiggestDrawdown = nil
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s.BestStrategyResults = nil
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s.BestMarketMovement = nil
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s.WasAnyDataMissing = false
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s.FundingStatistics = nil
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s.FundManager = nil
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s.HasCollateral = false
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return nil
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}
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// SetEventForOffset sets up the big map for to store important data at each time interval
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func (s *Statistic) SetEventForOffset(ev common.Event) error {
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if ev == nil {
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return common.ErrNilEvent
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}
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if ev.GetBase() == nil {
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return fmt.Errorf("%w event base", common.ErrNilEvent)
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}
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e := ev.GetExchange()
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a := ev.GetAssetType()
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p := ev.Pair()
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if s.ExchangeAssetPairStatistics == nil {
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s.ExchangeAssetPairStatistics = make(map[key.ExchangeAssetPair]*CurrencyPairStatistic)
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}
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mapKey := key.NewExchangeAssetPair(e, a, p)
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stats, ok := s.ExchangeAssetPairStatistics[mapKey]
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if !ok {
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stats = &CurrencyPairStatistic{
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Exchange: e,
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Asset: a,
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Currency: p,
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UnderlyingPair: ev.GetUnderlyingPair(),
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}
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s.ExchangeAssetPairStatistics[mapKey] = stats
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}
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for i := range stats.Events {
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if stats.Events[i].Offset != ev.GetOffset() {
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continue
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}
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return applyEventAtOffset(ev, &stats.Events[i])
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}
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// add to events and then apply the supplied event to it
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stats.Events = append(stats.Events, DataAtOffset{
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Offset: ev.GetOffset(),
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Time: ev.GetTime(),
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})
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err := applyEventAtOffset(ev, &stats.Events[len(stats.Events)-1])
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if err != nil {
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return err
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}
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return nil
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}
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func applyEventAtOffset(ev common.Event, data *DataAtOffset) error {
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switch t := ev.(type) {
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case kline.Event:
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// using kline.Event as signal.Event also matches data.Event
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if data.DataEvent != nil && data.DataEvent != ev {
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return fmt.Errorf("kline event %w %v %v %v %v", ErrAlreadyProcessed, ev.GetExchange(), ev.GetAssetType(), ev.Pair(), ev.GetOffset())
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}
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data.DataEvent = t
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case signal.Event:
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if data.SignalEvent != nil {
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return fmt.Errorf("signal event %w %v %v %v %v", ErrAlreadyProcessed, ev.GetExchange(), ev.GetAssetType(), ev.Pair(), ev.GetOffset())
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}
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data.SignalEvent = t
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case order.Event:
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if data.OrderEvent != nil {
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return fmt.Errorf("order event %w %v %v %v %v", ErrAlreadyProcessed, ev.GetExchange(), ev.GetAssetType(), ev.Pair(), ev.GetOffset())
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}
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data.OrderEvent = t
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case fill.Event:
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if data.FillEvent != nil {
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return fmt.Errorf("fill event %w %v %v %v %v", ErrAlreadyProcessed, ev.GetExchange(), ev.GetAssetType(), ev.Pair(), ev.GetOffset())
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}
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data.FillEvent = t
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default:
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return fmt.Errorf("unknown event type received: %v", ev)
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}
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data.Time = ev.GetTime()
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data.ClosePrice = ev.GetClosePrice()
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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[key.NewExchangeAssetPair(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].Offset == h.Offset {
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lookup.Events[i].Holdings = *h
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return nil
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}
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}
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return fmt.Errorf("%v %v %v %w %v", h.Exchange, h.Asset, h.Pair, errNoDataAtOffset, h.Offset)
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}
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// AddPNLForTime stores PNL data for tracking purposes
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func (s *Statistic) AddPNLForTime(pnl *portfolio.PNLSummary) error {
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if pnl == nil {
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return fmt.Errorf("%w requires PNL", gctcommon.ErrNilPointer)
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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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lookup := s.ExchangeAssetPairStatistics[key.NewExchangeAssetPair(pnl.Exchange, pnl.Asset, pnl.Pair)]
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if lookup == nil {
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return fmt.Errorf("%w for %v %v %v to set pnl", errCurrencyStatisticsUnset, pnl.Exchange, pnl.Asset, pnl.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].Offset == pnl.Offset {
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lookup.Events[i].PNL = pnl
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lookup.Events[i].Holdings.BaseSize = pnl.Result.Exposure
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return nil
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}
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}
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return fmt.Errorf("%v %v %v %w %v", pnl.Exchange, pnl.Asset, pnl.Pair, errNoDataAtOffset, pnl.Offset)
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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 common.Event) error {
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if c == nil {
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return fmt.Errorf("%w compliance snapshot", common.ErrNilEvent)
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}
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if e == nil {
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return fmt.Errorf("%w fill event", 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[key.NewExchangeAssetPair(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].Offset == e.GetOffset() {
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lookup.Events[i].ComplianceSnapshot = c
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return nil
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}
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}
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return fmt.Errorf("%v %v %v %w %v", e.GetExchange(), e.GetAssetType(), e.Pair(), errNoDataAtOffset, e.GetOffset())
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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.Infoln(common.Statistics, "Calculating backtesting results")
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s.PrintAllEventsChronologically()
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currCount := 0
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finalResults := make([]FinalResultsHolder, 0, len(s.ExchangeAssetPairStatistics))
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var err error
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for mapKey, stats := range s.ExchangeAssetPairStatistics {
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currCount++
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last := stats.Events[len(stats.Events)-1]
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if last.PNL != nil {
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s.HasCollateral = true
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}
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err = stats.CalculateResults(s.RiskFreeRate)
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if err != nil {
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log.Errorln(common.Statistics, err)
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}
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stats.FinalHoldings = last.Holdings
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stats.InitialHoldings = stats.Events[0].Holdings
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if last.ComplianceSnapshot == nil {
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return errMissingSnapshots
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}
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stats.FinalOrders = *last.ComplianceSnapshot
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s.StartDate = stats.Events[0].Time
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s.EndDate = last.Time
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cp := currency.NewPair(mapKey.Base.Currency(), mapKey.Quote.Currency())
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err = stats.PrintResults(mapKey.Exchange, mapKey.Asset, cp, s.FundManager.IsUsingExchangeLevelFunding())
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if err != nil {
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return err
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}
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finalResults = append(finalResults, FinalResultsHolder{
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Exchange: mapKey.Exchange,
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Asset: mapKey.Asset,
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Pair: cp,
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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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if mapKey.Asset.IsFutures() {
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s.TotalLongOrders += stats.BuyOrders
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s.TotalShortOrders += stats.SellOrders
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} else {
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s.TotalBuyOrders += stats.BuyOrders
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s.TotalSellOrders += stats.SellOrders
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}
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s.TotalOrders += stats.TotalOrders
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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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s.FundingStatistics, err = CalculateFundingStatistics(s.FundManager, s.ExchangeAssetPairStatistics, s.RiskFreeRate, s.CandleInterval)
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if err != nil {
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return err
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}
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err = s.FundingStatistics.PrintResults(s.WasAnyDataMissing)
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if err != nil {
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return err
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}
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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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// GetBestMarketPerformer returns the best final market movement
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func (s *Statistic) GetBestMarketPerformer(results []FinalResultsHolder) *FinalResultsHolder {
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var result FinalResultsHolder
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for i := range results {
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if results[i].MarketMovement.GreaterThan(result.MarketMovement) || result.MarketMovement.IsZero() {
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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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// 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.GreaterThan(result.StrategyMovement) || result.StrategyMovement.IsZero() {
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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.GreaterThan(result.MaxDrawdown.DrawdownPercent) || result.MaxDrawdown.DrawdownPercent.IsZero() {
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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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func addEventOutputToTime(events []eventOutputHolder, t time.Time, message string) []eventOutputHolder {
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for i := range events {
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if events[i].Time.Equal(t) {
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events[i].Events = append(events[i].Events, message)
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return events
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}
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}
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events = append(events, eventOutputHolder{Time: t, Events: []string{message}})
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return events
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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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s.CurrencyStatistics = nil
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for _, stats := range s.ExchangeAssetPairStatistics {
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s.CurrencyStatistics = append(s.CurrencyStatistics, stats)
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}
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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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