Files
gocryptotrader/backtester/eventhandlers/statistics/currencystatistics.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

201 lines
6.8 KiB
Go

package statistics
import (
"fmt"
"github.com/shopspring/decimal"
"github.com/thrasher-corp/gocryptotrader/backtester/common"
gctcommon "github.com/thrasher-corp/gocryptotrader/common"
gctmath "github.com/thrasher-corp/gocryptotrader/common/math"
"github.com/thrasher-corp/gocryptotrader/exchanges/asset"
gctorder "github.com/thrasher-corp/gocryptotrader/exchanges/order"
)
// CalculateResults calculates all statistics for the exchange, asset, currency pair
func (c *CurrencyPairStatistic) CalculateResults(riskFreeRate decimal.Decimal) error {
var errs gctcommon.Errors
var err error
first := c.Events[0]
sep := fmt.Sprintf("%v %v %v |\t", first.DataEvent.GetExchange(), first.DataEvent.GetAssetType(), first.DataEvent.Pair())
firstPrice := first.ClosePrice
last := c.Events[len(c.Events)-1]
lastPrice := last.ClosePrice
for i := range last.Transactions.Orders {
switch last.Transactions.Orders[i].Order.Side {
case gctorder.Buy, gctorder.Bid:
c.BuyOrders++
case gctorder.Sell, gctorder.Ask:
c.SellOrders++
case gctorder.Long:
c.LongOrders++
case gctorder.Short:
c.ShortOrders++
}
}
for i := range c.Events {
price := c.Events[i].ClosePrice
if price.LessThan(c.LowestClosePrice.Value) || !c.LowestClosePrice.Set {
c.LowestClosePrice.Value = price
c.LowestClosePrice.Time = c.Events[i].Time
c.LowestClosePrice.Set = true
}
if price.GreaterThan(c.HighestClosePrice.Value) {
c.HighestClosePrice.Value = price
c.HighestClosePrice.Time = c.Events[i].Time
c.HighestClosePrice.Set = true
}
}
oneHundred := decimal.NewFromInt(100)
if !firstPrice.IsZero() {
c.MarketMovement = lastPrice.Sub(firstPrice).Div(firstPrice).Mul(oneHundred)
}
if first.Holdings.TotalValue.GreaterThan(decimal.Zero) {
c.StrategyMovement = last.Holdings.TotalValue.Sub(first.Holdings.TotalValue).Div(first.Holdings.TotalValue).Mul(oneHundred)
}
c.analysePNLGrowth()
err = c.calculateHighestCommittedFunds()
if err != nil {
return err
}
returnsPerCandle := make([]decimal.Decimal, len(c.Events))
benchmarkRates := make([]decimal.Decimal, len(c.Events))
allDataEvents := make([]common.DataEventHandler, len(c.Events))
for i := range c.Events {
returnsPerCandle[i] = c.Events[i].Holdings.ChangeInTotalValuePercent
allDataEvents[i] = c.Events[i].DataEvent
if i == 0 {
continue
}
if c.Events[i].SignalEvent != nil && c.Events[i].SignalEvent.GetDirection() == gctorder.MissingData {
c.ShowMissingDataWarning = true
}
if c.Events[i].ClosePrice.IsZero() || c.Events[i-1].ClosePrice.IsZero() {
// closing price for the current candle or previous candle is zero, use the previous
// benchmark rate to allow some consistency
c.ShowMissingDataWarning = true
benchmarkRates[i] = benchmarkRates[i-1]
continue
}
benchmarkRates[i] = c.Events[i].ClosePrice.Sub(
c.Events[i-1].ClosePrice).Div(
c.Events[i-1].ClosePrice)
}
// remove the first entry as its zero and impacts
// ratio calculations as no movement has been made
benchmarkRates = benchmarkRates[1:]
returnsPerCandle = returnsPerCandle[1:]
c.MaxDrawdown, err = CalculateBiggestEventDrawdown(allDataEvents)
if err != nil {
errs = append(errs, err)
}
interval := first.DataEvent.GetInterval()
intervalsPerYear := interval.IntervalsPerYear()
riskFreeRatePerCandle := riskFreeRate.Div(decimal.NewFromFloat(intervalsPerYear))
c.ArithmeticRatios, c.GeometricRatios, err = CalculateRatios(benchmarkRates, returnsPerCandle, riskFreeRatePerCandle, &c.MaxDrawdown, sep)
if err != nil {
return err
}
if !last.Holdings.QuoteInitialFunds.IsZero() {
var cagr decimal.Decimal
cagr, err = gctmath.DecimalCompoundAnnualGrowthRate(
last.Holdings.QuoteInitialFunds,
last.Holdings.TotalValue,
decimal.NewFromFloat(intervalsPerYear),
decimal.NewFromInt(int64(len(c.Events))),
)
if err != nil {
errs = append(errs, err)
}
c.CompoundAnnualGrowthRate = cagr
}
c.IsStrategyProfitable = last.Holdings.TotalValue.GreaterThan(first.Holdings.TotalValue)
c.DoesPerformanceBeatTheMarket = c.StrategyMovement.GreaterThan(c.MarketMovement)
c.TotalFees = last.Holdings.TotalFees.Round(8)
c.TotalValueLostToVolumeSizing = last.Holdings.TotalValueLostToVolumeSizing.Round(2)
c.TotalValueLost = last.Holdings.TotalValueLost.Round(2)
c.TotalValueLostToSlippage = last.Holdings.TotalValueLostToSlippage.Round(2)
c.TotalAssetValue = last.Holdings.BaseValue.Round(8)
if last.PNL != nil {
c.UnrealisedPNL = last.PNL.GetUnrealisedPNL().PNL
c.RealisedPNL = last.PNL.GetRealisedPNL().PNL
}
if len(errs) > 0 {
return errs
}
return nil
}
func (c *CurrencyPairStatistic) calculateHighestCommittedFunds() error {
switch {
case c.Asset == asset.Spot:
for i := range c.Events {
if c.Events[i].Holdings.CommittedFunds.GreaterThan(c.HighestCommittedFunds.Value) || !c.HighestCommittedFunds.Set {
c.HighestCommittedFunds.Value = c.Events[i].Holdings.CommittedFunds
c.HighestCommittedFunds.Time = c.Events[i].Time
c.HighestCommittedFunds.Set = true
}
}
case c.Asset.IsFutures():
for i := range c.Events {
valueAtTime := c.Events[i].Holdings.BaseSize.Mul(c.Events[i].ClosePrice)
if valueAtTime.GreaterThan(c.HighestCommittedFunds.Value) || !c.HighestCommittedFunds.Set {
c.HighestCommittedFunds.Value = valueAtTime
c.HighestCommittedFunds.Time = c.Events[i].Time
c.HighestCommittedFunds.Set = true
}
}
default:
return fmt.Errorf("%v %w", c.Asset, asset.ErrNotSupported)
}
return nil
}
func (c *CurrencyPairStatistic) analysePNLGrowth() {
if !c.Asset.IsFutures() {
return
}
var lowestUnrealised, highestUnrealised, lowestRealised, highestRealised ValueAtTime
for i := range c.Events {
if c.Events[i].PNL == nil {
continue
}
unrealised := c.Events[i].PNL.GetUnrealisedPNL()
realised := c.Events[i].PNL.GetRealisedPNL()
if unrealised.PNL.LessThan(lowestUnrealised.Value) ||
(!lowestUnrealised.Set && !unrealised.PNL.IsZero()) {
lowestUnrealised.Value = unrealised.PNL
lowestUnrealised.Time = unrealised.Time
lowestUnrealised.Set = true
}
if unrealised.PNL.GreaterThan(highestUnrealised.Value) ||
(!highestUnrealised.Set && !unrealised.PNL.IsZero()) {
highestUnrealised.Value = unrealised.PNL
highestUnrealised.Time = unrealised.Time
highestUnrealised.Set = true
}
if realised.PNL.LessThan(lowestRealised.Value) ||
(!lowestRealised.Set && !realised.PNL.IsZero()) {
lowestRealised.Value = realised.PNL
lowestRealised.Time = realised.Time
lowestRealised.Set = true
}
if realised.PNL.GreaterThan(highestRealised.Value) ||
(!highestRealised.Set && !realised.PNL.IsZero()) {
highestRealised.Value = realised.PNL
highestRealised.Time = realised.Time
highestRealised.Set = true
}
}
c.LowestRealisedPNL = lowestRealised
c.LowestUnrealisedPNL = lowestUnrealised
c.HighestUnrealisedPNL = highestUnrealised
c.HighestRealisedPNL = highestRealised
}