Files
gocryptotrader/backtester/engine/backtest.go
Scott f929b4d51e backtester: Futures handling & FTX Cash and Carry example strategy (#930)
* implements futures functions and GRPC functions on new branch

* lint and test fixes

* Fix uneven split pnl. Adds collateral weight test. docs. New clear func

* Test protection if someone has zero collateral

* Uses string instead of double for accuracy

* Fixes old code panic

* context, match, docs

* Addresses Shazniterinos, var names, expanded tests

* Returns subaccount name, provides USD values when offlinecalc

* Fixes oopsie

* Fixes cool bug which allowed made up subaccount results

* Subaccount override on FTX, subaccount results for collateral

* Strenghten collateral account info checks. Improve FTX test

* English is my first language

* Fixes oopsies

* Adds some conceptual futures order details to track PNL

* Initial design of future order processing in the backtester

* Introduces futures concept for collateral and spot/futures config diffs

* Fixes most tests

* Simple designs for collateral funding pair concept

* Expands interface use so much it hurts

* Implements more collateral interfaces

* Adds liquidation, adds strategy, struggles with Binance

* Attempts at getting FTX to work

* Adds calculatePNL as a wrapper function and adds an `IsFutures` asset check

* Successfully loads backtester with collateral currency

* Fails to really get much going for supporting futures

* Merges master changes

* Fleshes out how FTX processes collateral

* Further FTX collateral workings

* hooks up more ftx collateral and pnl calculations

* more funcs to flesh out handling

* Adds more links, just can't fit the pieces together :(

* Greatly expands futures order processing

* Fleshes out position tracker to also handle asset and exchange +testing

* RM linkedOrderID. rn positioncontroller, unexport

* Successfully tracks futures order positions

* Fails to calculate PNL

* Calculates pnl from orders accurately with exception to flipping orders

* Calculates PNL from orders

* Adds another controller layer to make it ez from orderstore

* Backtester now compiles. Adds test coverage

* labels things add scaling collateral test

* Calculates pnl in line with fees

* Mostly accurate PNL, with exception to appending with diff prices

* Adds locks, adds rpc function

* grpc implementations

* Gracefully handles rpc function

* beautiful tests!

* rejiggles tests to polish

* Finishes FTX testing, adds comments

* Exposes collateral calculations to rpc

* Adds commands and testing for rpcserver.go functions

* Increase testing and fix up backtester code

* Returns cool changes to original branch

* end of day fixes

* Fixing some tests

* Fixing tests 🎉

* Fixes all the tests

* Splits the backtester setup and running into different files

* Merge, minor fixes

* Messing with some strategy updates

* Failed understanding at collateral usage

* Begins the creation of cash and carry strategy

* Adds underlying pair, adds filldependentevent for futures

* Completes fill prerequsite event implementation. Can't short though

* Some bug fixes

* investigating funds

* CAN NOW CREATE A SHORT ORDER

* Minor change in short size

* Fixes for unrealised PNL & collateral rendering

* Fixes lint and tests

* Adds some verbosity

* Updates to pnl calc

* Tracks pnl for short orders, minor update to strategy

* Close and open event based on conditions

* Adds pnl data for currency statistics

* Working through PNL calculation automatically. Now panics

* Adds tracking, is blocked from design

* Work to flesh out closing a position

* vain attempts at tracking zeroing out bugs

* woww, super fun new subloggers 🎉

* Begins attempt at automatically handling contracts and collateral based on direction

* Merge master + fixes

* Investigating issues with pnl and holdings

* Minor pnl fixes

* Fixes future position sizing, needs contract sizing

* Can render pnl results, focussing on funding statistics

* tracking candles for futures, but why not btc

* Improves funding statistics

* Colours and stats

* Fixes collateral and snapshot bugs

* Completes test

* Fixes totals bug

* Fix double buy, expand stats, fixes usd totals, introduce interface

* Begins report formatting and calculations

* Appends pnl to receiving curr. Fixes map[time]. accurate USD

* Improves report output rendering

* PNL stats in report. New tests for futures

* Fixes existing tests before adding new coverage

* Test coverage

* Completes portfolio coverage

* Increase coverage exchange, portfolio. fix size bug. NEW CHART

* WHAT IS GOING ON WITH PNL

* Fixes PNL calculation. Adds ability to skip om futures tracking

* minor commit before merge

* Adds basic liquidation to backtester

* Changes liquidation to order based

* Liquidationnnnnn

* Further fleshes out liquidations

* Completes liquidations in a honorable manner. Adds AppendReasonf

* Beginnings of spot futures gap chart. Needs to link currencies to render difference

* Removes fake liquidation. Adds cool new chart

* Fixes somet tests,allows for zero fee value v nil distinction,New tests

* Some annoying test fixes that took too long

* portfolio coverage

* holding coverage, privatisation funding

* Testwork

* boring tests

* engine coverage

* More backtesting coverage

* Funding, strategy, report test coverage

* Completes coverage of report package

* Documentation, fixes some assumptions on asset errors

* Changes before master merge

* Lint and Tests

* defaults to non-coloured rendering

* Chart rendering

* Fixes surprise non-local-lints

* Niterinos to the extremeos

* Fixes merge problems

* The linter splintered across the glinting plinths

* Many nits addressed. Now sells spot position on final candle

* Adds forgotten coverage

* Adds ability to size futures contracts to match spot positions.

* fixes order sell sizing

* Adds tests to sizing. Fixes charting issue

* clint splintered the linters with flint

* Improves stats, stat rendering

* minifix

* Fixes tests and fee bug

* Merge fixeroos

* Microfixes

* Updates orderPNL on first Correctly utilises fees. Adds committed funds

* New base funcs. New order summary

* Fun test updates

* Fix logo colouring

* Fixes niteroonies

* Fix report

* BAD COMMIT

* Fixes funding issues.Updates default fee rates.Combines cashcarry case

* doc regen

* Now returns err

* Fixes sizing bug issue introduced in PR

* Fixes fun fee/total US value bug

* Fix chart bug. Show log charts with disclaimer

* sellside fee

* fixes fee and slippage view

* Fixed slippage price issue

* Fixes calculation and removes rendering

* Fixes stats and some rendering

* Merge fix

* Fixes merge issues

* go mod tidy, lint updates

* New linter attempt

* Version bump in appveyor and makefile

* Regex filename, config fixes, template h2 fixes

* Removes bad stats.

* neatens config builder. Moves filename generator

* Fixes issue where linter wants to fix my spelling

* Fixes pointers and starts
2022-06-30 15:43:41 +10:00

474 lines
15 KiB
Go

package engine
import (
"errors"
"fmt"
"github.com/thrasher-corp/gocryptotrader/backtester/common"
"github.com/thrasher-corp/gocryptotrader/backtester/data"
"github.com/thrasher-corp/gocryptotrader/backtester/eventhandlers/eventholder"
"github.com/thrasher-corp/gocryptotrader/backtester/eventhandlers/exchange"
"github.com/thrasher-corp/gocryptotrader/backtester/eventhandlers/portfolio"
"github.com/thrasher-corp/gocryptotrader/backtester/eventhandlers/portfolio/compliance"
"github.com/thrasher-corp/gocryptotrader/backtester/eventhandlers/portfolio/holdings"
"github.com/thrasher-corp/gocryptotrader/backtester/eventhandlers/statistics"
"github.com/thrasher-corp/gocryptotrader/backtester/eventhandlers/strategies/base"
"github.com/thrasher-corp/gocryptotrader/backtester/eventtypes/fill"
"github.com/thrasher-corp/gocryptotrader/backtester/eventtypes/order"
"github.com/thrasher-corp/gocryptotrader/backtester/eventtypes/signal"
"github.com/thrasher-corp/gocryptotrader/backtester/funding"
"github.com/thrasher-corp/gocryptotrader/currency"
gctexchange "github.com/thrasher-corp/gocryptotrader/exchanges"
"github.com/thrasher-corp/gocryptotrader/exchanges/asset"
gctorder "github.com/thrasher-corp/gocryptotrader/exchanges/order"
"github.com/thrasher-corp/gocryptotrader/log"
)
// New returns a new BackTest instance
func New() *BackTest {
return &BackTest{
shutdown: make(chan struct{}),
Datas: &data.HandlerPerCurrency{},
EventQueue: &eventholder.Holder{},
}
}
// Reset BackTest values to default
func (bt *BackTest) Reset() {
bt.EventQueue.Reset()
bt.Datas.Reset()
bt.Portfolio.Reset()
bt.Statistic.Reset()
bt.Exchange.Reset()
bt.Funding.Reset()
bt.exchangeManager = nil
bt.orderManager = nil
bt.databaseManager = nil
}
// Run will iterate over loaded data events
// save them and then handle the event based on its type
func (bt *BackTest) Run() {
log.Info(common.Backtester, "running backtester against pre-defined data")
dataLoadingIssue:
for ev := bt.EventQueue.NextEvent(); ; ev = bt.EventQueue.NextEvent() {
if ev == nil {
dataHandlerMap := bt.Datas.GetAllData()
var hasProcessedData bool
for exchangeName, exchangeMap := range dataHandlerMap {
for assetItem, assetMap := range exchangeMap {
for currencyPair, dataHandler := range assetMap {
d := dataHandler.Next()
if d == nil {
if !bt.hasHandledEvent {
log.Errorf(common.Backtester, "Unable to perform `Next` for %v %v %v", exchangeName, assetItem, currencyPair)
}
break dataLoadingIssue
}
if bt.Strategy.UsingSimultaneousProcessing() && hasProcessedData {
// only append one event, as simultaneous processing
// will retrieve all relevant events to process under
// processSimultaneousDataEvents()
continue
}
bt.EventQueue.AppendEvent(d)
hasProcessedData = true
}
}
}
} else {
err := bt.handleEvent(ev)
if err != nil {
log.Error(common.Backtester, err)
}
}
if !bt.hasHandledEvent {
bt.hasHandledEvent = true
}
}
}
// handleEvent is the main processor of data for the backtester
// after data has been loaded and Run has appended a data event to the queue,
// handle event will process events and add further events to the queue if they
// are required
func (bt *BackTest) handleEvent(ev common.EventHandler) error {
if ev == nil {
return fmt.Errorf("cannot handle event %w", errNilData)
}
funds, err := bt.Funding.GetFundingForEvent(ev)
if err != nil {
return err
}
if bt.Funding.HasFutures() {
err = bt.Funding.UpdateCollateral(ev)
if err != nil {
return err
}
}
switch eType := ev.(type) {
case common.DataEventHandler:
if bt.Strategy.UsingSimultaneousProcessing() {
err = bt.processSimultaneousDataEvents()
} else {
err = bt.processSingleDataEvent(eType, funds.FundReleaser())
}
case signal.Event:
err = bt.processSignalEvent(eType, funds.FundReserver())
case order.Event:
err = bt.processOrderEvent(eType, funds.FundReleaser())
case fill.Event:
err = bt.processFillEvent(eType, funds.FundReleaser())
default:
return fmt.Errorf("handleEvent %w %T received, could not process",
errUnhandledDatatype,
ev)
}
if err != nil {
return err
}
bt.Funding.CreateSnapshot(ev.GetTime())
return nil
}
// processSingleDataEvent will pass the event to the strategy and determine how it should be handled
func (bt *BackTest) processSingleDataEvent(ev common.DataEventHandler, funds funding.IFundReleaser) error {
err := bt.updateStatsForDataEvent(ev, funds)
if err != nil {
return err
}
d, err := bt.Datas.GetDataForCurrency(ev)
if err != nil {
return err
}
s, err := bt.Strategy.OnSignal(d, bt.Funding, bt.Portfolio)
if err != nil {
if errors.Is(err, base.ErrTooMuchBadData) {
// too much bad data is a severe error and backtesting must cease
return err
}
log.Errorf(common.Backtester, "OnSignal %v", err)
return nil
}
err = bt.Statistic.SetEventForOffset(s)
if err != nil {
log.Errorf(common.Backtester, "SetEventForOffset %v", err)
}
bt.EventQueue.AppendEvent(s)
return nil
}
// processSimultaneousDataEvents determines what signal events are generated and appended
// to the event queue. It will pass all currency events to the strategy to determine what
// currencies to act upon
func (bt *BackTest) processSimultaneousDataEvents() error {
var dataEvents []data.Handler
dataHandlerMap := bt.Datas.GetAllData()
for _, exchangeMap := range dataHandlerMap {
for _, assetMap := range exchangeMap {
for _, dataHandler := range assetMap {
latestData := dataHandler.Latest()
funds, err := bt.Funding.GetFundingForEvent(latestData)
if err != nil {
return err
}
err = bt.updateStatsForDataEvent(latestData, funds.FundReleaser())
if err != nil {
switch {
case errors.Is(err, statistics.ErrAlreadyProcessed):
continue
case errors.Is(err, gctorder.ErrPositionLiquidated):
return nil
default:
log.Error(common.Backtester, err)
}
}
dataEvents = append(dataEvents, dataHandler)
}
}
}
signals, err := bt.Strategy.OnSimultaneousSignals(dataEvents, bt.Funding, bt.Portfolio)
if err != nil {
if errors.Is(err, base.ErrTooMuchBadData) {
// too much bad data is a severe error and backtesting must cease
return err
}
log.Errorf(common.Backtester, "OnSimultaneousSignals %v", err)
return nil
}
for i := range signals {
err = bt.Statistic.SetEventForOffset(signals[i])
if err != nil {
log.Errorf(common.Backtester, "SetEventForOffset %v %v %v %v", signals[i].GetExchange(), signals[i].GetAssetType(), signals[i].Pair(), err)
}
bt.EventQueue.AppendEvent(signals[i])
}
return nil
}
// updateStatsForDataEvent makes various systems aware of price movements from
// data events
func (bt *BackTest) updateStatsForDataEvent(ev common.DataEventHandler, funds funding.IFundReleaser) error {
if ev == nil {
return common.ErrNilEvent
}
if funds == nil {
return fmt.Errorf("%v %v %v %w missing fund releaser", ev.GetExchange(), ev.GetAssetType(), ev.Pair(), common.ErrNilArguments)
}
// update statistics with the latest price
err := bt.Statistic.SetupEventForTime(ev)
if err != nil {
if errors.Is(err, statistics.ErrAlreadyProcessed) {
return err
}
log.Errorf(common.Backtester, "SetupEventForTime %v", err)
}
// update portfolio manager with the latest price
err = bt.Portfolio.UpdateHoldings(ev, funds)
if err != nil {
log.Errorf(common.Backtester, "UpdateHoldings %v", err)
}
if ev.GetAssetType().IsFutures() {
var cr funding.ICollateralReleaser
cr, err = funds.CollateralReleaser()
if err != nil {
return err
}
err = bt.Portfolio.UpdatePNL(ev, ev.GetClosePrice())
if err != nil {
if errors.Is(err, gctorder.ErrPositionsNotLoadedForPair) {
// if there is no position yet, there's nothing to update
return nil
}
if !errors.Is(err, gctorder.ErrPositionLiquidated) {
return fmt.Errorf("UpdatePNL %v", err)
}
}
var pnl *portfolio.PNLSummary
pnl, err = bt.Portfolio.GetLatestPNLForEvent(ev)
if err != nil {
return err
}
if pnl.Result.IsLiquidated {
return nil
}
err = bt.Portfolio.CheckLiquidationStatus(ev, cr, pnl)
if err != nil {
if errors.Is(err, gctorder.ErrPositionLiquidated) {
liquidErr := bt.triggerLiquidationsForExchange(ev, pnl)
if liquidErr != nil {
return liquidErr
}
}
return err
}
return bt.Statistic.AddPNLForTime(pnl)
}
return nil
}
func (bt *BackTest) triggerLiquidationsForExchange(ev common.DataEventHandler, pnl *portfolio.PNLSummary) error {
if ev == nil {
return common.ErrNilEvent
}
if pnl == nil {
return fmt.Errorf("%w pnl summary", common.ErrNilArguments)
}
orders, err := bt.Portfolio.CreateLiquidationOrdersForExchange(ev, bt.Funding)
if err != nil {
return err
}
for i := range orders {
// these orders are raising events for event offsets
// which may not have been processed yet
// this will create and store stats for each order
// then liquidate it at the funding level
var datas data.Handler
datas, err = bt.Datas.GetDataForCurrency(orders[i])
if err != nil {
return err
}
latest := datas.Latest()
err = bt.Statistic.SetupEventForTime(latest)
if err != nil && !errors.Is(err, statistics.ErrAlreadyProcessed) {
return err
}
bt.EventQueue.AppendEvent(orders[i])
err = bt.Statistic.SetEventForOffset(orders[i])
if err != nil {
log.Errorf(common.Backtester, "SetupEventForTime %v %v %v %v", ev.GetExchange(), ev.GetAssetType(), ev.Pair(), err)
}
bt.Funding.Liquidate(orders[i])
}
pnl.Result.IsLiquidated = true
pnl.Result.Status = gctorder.Liquidated
return bt.Statistic.AddPNLForTime(pnl)
}
// processSignalEvent receives an event from the strategy for processing under the portfolio
func (bt *BackTest) processSignalEvent(ev signal.Event, funds funding.IFundReserver) error {
if ev == nil {
return common.ErrNilEvent
}
if funds == nil {
return fmt.Errorf("%w funds", common.ErrNilArguments)
}
cs, err := bt.Exchange.GetCurrencySettings(ev.GetExchange(), ev.GetAssetType(), ev.Pair())
if err != nil {
log.Errorf(common.Backtester, "GetCurrencySettings %v %v %v %v", ev.GetExchange(), ev.GetAssetType(), ev.Pair(), err)
return fmt.Errorf("GetCurrencySettings %v %v %v %v", ev.GetExchange(), ev.GetAssetType(), ev.Pair(), err)
}
var o *order.Order
o, err = bt.Portfolio.OnSignal(ev, &cs, funds)
if err != nil {
log.Errorf(common.Backtester, "OnSignal %v %v %v %v", ev.GetExchange(), ev.GetAssetType(), ev.Pair(), err)
return fmt.Errorf("OnSignal %v %v %v %v", ev.GetExchange(), ev.GetAssetType(), ev.Pair(), err)
}
err = bt.Statistic.SetEventForOffset(o)
if err != nil {
return fmt.Errorf("SetEventForOffset %v %v %v %v", ev.GetExchange(), ev.GetAssetType(), ev.Pair(), err)
}
bt.EventQueue.AppendEvent(o)
return nil
}
func (bt *BackTest) processOrderEvent(ev order.Event, funds funding.IFundReleaser) error {
if ev == nil {
return common.ErrNilEvent
}
if funds == nil {
return fmt.Errorf("%w funds", common.ErrNilArguments)
}
d, err := bt.Datas.GetDataForCurrency(ev)
if err != nil {
return err
}
f, err := bt.Exchange.ExecuteOrder(ev, d, bt.orderManager, funds)
if err != nil {
if f == nil {
log.Errorf(common.Backtester, "ExecuteOrder fill event should always be returned, please fix, %v", err)
return fmt.Errorf("ExecuteOrder fill event should always be returned, please fix, %v", err)
}
if !errors.Is(err, exchange.ErrCannotTransact) {
log.Errorf(common.Backtester, "ExecuteOrder %v %v %v %v", f.GetExchange(), f.GetAssetType(), f.Pair(), err)
}
}
err = bt.Statistic.SetEventForOffset(f)
if err != nil {
log.Errorf(common.Backtester, "SetEventForOffset %v %v %v %v", ev.GetExchange(), ev.GetAssetType(), ev.Pair(), err)
}
bt.EventQueue.AppendEvent(f)
return nil
}
func (bt *BackTest) processFillEvent(ev fill.Event, funds funding.IFundReleaser) error {
t, err := bt.Portfolio.OnFill(ev, funds)
if err != nil {
return fmt.Errorf("OnFill %v %v %v %v", ev.GetExchange(), ev.GetAssetType(), ev.Pair(), err)
}
err = bt.Statistic.SetEventForOffset(t)
if err != nil {
log.Errorf(common.Backtester, "SetEventForOffset %v %v %v %v", ev.GetExchange(), ev.GetAssetType(), ev.Pair(), err)
}
var holding *holdings.Holding
holding, err = bt.Portfolio.ViewHoldingAtTimePeriod(ev)
if err != nil {
log.Error(common.Backtester, err)
}
if holding == nil {
log.Error(common.Backtester, "ViewHoldingAtTimePeriod why is holdings nil?")
} else {
err = bt.Statistic.AddHoldingsForTime(holding)
if err != nil {
log.Errorf(common.Backtester, "AddHoldingsForTime %v %v %v %v", ev.GetExchange(), ev.GetAssetType(), ev.Pair(), err)
}
}
var cp *compliance.Manager
cp, err = bt.Portfolio.GetComplianceManager(ev.GetExchange(), ev.GetAssetType(), ev.Pair())
if err != nil {
log.Errorf(common.Backtester, "GetComplianceManager %v %v %v %v", ev.GetExchange(), ev.GetAssetType(), ev.Pair(), err)
}
snap := cp.GetLatestSnapshot()
err = bt.Statistic.AddComplianceSnapshotForTime(snap, ev)
if err != nil {
log.Errorf(common.Backtester, "AddComplianceSnapshotForTime %v %v %v %v", ev.GetExchange(), ev.GetAssetType(), ev.Pair(), err)
}
fde := ev.GetFillDependentEvent()
if fde != nil && !fde.IsNil() {
// some events can only be triggered on a successful fill event
fde.SetOffset(ev.GetOffset())
err = bt.Statistic.SetEventForOffset(fde)
if err != nil {
log.Errorf(common.Backtester, "SetEventForOffset %v %v %v %v", fde.GetExchange(), fde.GetAssetType(), fde.Pair(), err)
}
od := ev.GetOrder()
if fde.MatchOrderAmount() && od != nil {
fde.SetAmount(ev.GetAmount())
}
fde.AppendReasonf("raising event after %v %v %v fill", ev.GetExchange(), ev.GetAssetType(), ev.Pair())
bt.EventQueue.AppendEvent(fde)
}
if ev.GetAssetType().IsFutures() {
return bt.processFuturesFillEvent(ev, funds)
}
return nil
}
func (bt *BackTest) processFuturesFillEvent(ev fill.Event, funds funding.IFundReleaser) error {
if ev.GetOrder() != nil {
pnl, err := bt.Portfolio.TrackFuturesOrder(ev, funds)
if err != nil && !errors.Is(err, gctorder.ErrSubmissionIsNil) {
return fmt.Errorf("TrackFuturesOrder %v %v %v %v", ev.GetExchange(), ev.GetAssetType(), ev.Pair(), err)
}
var exch gctexchange.IBotExchange
exch, err = bt.exchangeManager.GetExchangeByName(ev.GetExchange())
if err != nil {
return fmt.Errorf("GetExchangeByName %v %v %v %v", ev.GetExchange(), ev.GetAssetType(), ev.Pair(), err)
}
rPNL := pnl.GetRealisedPNL()
if !rPNL.PNL.IsZero() {
var receivingCurrency currency.Code
var receivingAsset asset.Item
receivingCurrency, receivingAsset, err = exch.GetCurrencyForRealisedPNL(ev.GetAssetType(), ev.Pair())
if err != nil {
return fmt.Errorf("GetCurrencyForRealisedPNL %v %v %v %v", ev.GetExchange(), ev.GetAssetType(), ev.Pair(), err)
}
err = bt.Funding.RealisePNL(ev.GetExchange(), receivingAsset, receivingCurrency, rPNL.PNL)
if err != nil {
return fmt.Errorf("RealisePNL %v %v %v %v", ev.GetExchange(), ev.GetAssetType(), ev.Pair(), err)
}
}
err = bt.Statistic.AddPNLForTime(pnl)
if err != nil {
log.Errorf(common.Backtester, "AddHoldingsForTime %v %v %v %v", ev.GetExchange(), ev.GetAssetType(), ev.Pair(), err)
}
}
err := bt.Funding.UpdateCollateral(ev)
if err != nil {
return fmt.Errorf("UpdateCollateral %v %v %v %v", ev.GetExchange(), ev.GetAssetType(), ev.Pair(), err)
}
return nil
}
// Stop shuts down the live data loop
func (bt *BackTest) Stop() {
close(bt.shutdown)
}