mirror of
https://github.com/d0zingcat/gocryptotrader.git
synced 2026-05-29 23:16:51 +00:00
* begins defining run management options * fleshes out concept * completes fund manager and RPC commands * coverage and improvements * adds coverage, and bad log concept * simplifies output at expense of races * removes run logging for now. tightens races. adds cov * Lints thine splints * Fixes stopping and clearing bugs * some niteroos * fix races
316 lines
10 KiB
Go
316 lines
10 KiB
Go
package statistics
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import (
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"encoding/json"
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"fmt"
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"time"
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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/order"
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"github.com/thrasher-corp/gocryptotrader/backtester/eventtypes/signal"
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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(ev common.DataEventHandler) error {
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if ev == nil {
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return common.ErrNilEvent
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}
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ex := ev.GetExchange()
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a := ev.GetAssetType()
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p := ev.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 = &CurrencyPairStatistic{
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Exchange: ev.GetExchange(),
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Asset: ev.GetAssetType(),
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Currency: ev.Pair(),
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UnderlyingPair: ev.GetUnderlyingPair(),
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}
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}
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for i := range lookup.Events {
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if lookup.Events[i].Offset == ev.GetOffset() {
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return ErrAlreadyProcessed
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}
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}
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lookup.Events = append(lookup.Events,
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DataAtOffset{
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DataEvent: ev,
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Offset: ev.GetOffset(),
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Time: ev.GetTime(),
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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]*CurrencyPairStatistic)
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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]*CurrencyPairStatistic)
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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]*CurrencyPairStatistic)
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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(ev common.EventHandler) error {
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if ev == 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 := ev.GetExchange()
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a := ev.GetAssetType()
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p := ev.Pair()
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offset := ev.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].Offset == offset {
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return applyEventAtOffset(ev, lookup, i)
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}
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}
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return fmt.Errorf("%w for event %v %v %v at offset %v", errNoRelevantStatsFound, exch, a, p, ev.GetOffset())
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}
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func applyEventAtOffset(ev common.EventHandler, lookup *CurrencyPairStatistic, i int) error {
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switch t := ev.(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", ev)
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}
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lookup.Events[i].Time = ev.GetTime()
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lookup.Events[i].ClosePrice = ev.GetClosePrice()
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lookup.Events[i].Offset = ev.GetOffset()
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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].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", common.ErrNilArguments)
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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[pnl.Exchange][pnl.Item][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.Item, 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.Item, 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 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].Offset == e.GetOffset() {
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lookup.Events[i].Transactions = 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.Info(common.Statistics, "Calculating backtesting results")
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s.PrintAllEventsChronologically()
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currCount := 0
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var finalResults []FinalResultsHolder
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var err error
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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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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.Error(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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stats.FinalOrders = last.Transactions
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s.StartDate = stats.Events[0].Time
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s.EndDate = last.Time
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stats.PrintResults(exchangeName, assetItem, pair, s.FundManager.IsUsingExchangeLevelFunding())
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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.TotalLongOrders += stats.LongOrders
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s.TotalShortOrders += stats.ShortOrders
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s.TotalBuyOrders += stats.BuyOrders
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s.TotalSellOrders += stats.SellOrders
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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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}
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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 _, exchangeMap := range s.ExchangeAssetPairStatistics {
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for _, assetMap := range exchangeMap {
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for _, stats := range assetMap {
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s.CurrencyStatistics = append(s.CurrencyStatistics, stats)
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}
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}
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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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