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analysis.go
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analysis.go
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package techan
import (
"fmt"
"io"
"time"
"github.com/sdcoffey/big"
)
// Analysis is an interface that describes a methodology for taking a TradingRecord as input,
// and giving back some float value that describes it's performance with respect to that methodology.
type Analysis interface {
Analyze(*TradingRecord) float64
}
// TotalProfitAnalysis analyzes the trading record for total profit.
type TotalProfitAnalysis struct{}
// Analyze analyzes the trading record for total profit.
func (tps TotalProfitAnalysis) Analyze(record *TradingRecord) float64 {
totalProfit := big.NewDecimal(0)
for _, trade := range record.Trades {
if trade.IsClosed() {
costBasis := trade.CostBasis()
exitValue := trade.ExitValue()
if trade.IsLong() {
totalProfit = totalProfit.Add(exitValue.Sub(costBasis))
} else if trade.IsShort() {
totalProfit = totalProfit.Sub(exitValue.Sub(costBasis))
}
}
}
return totalProfit.Float()
}
// PercentGainAnalysis analyzes the trading record for the percentage profit gained relative to start
type PercentGainAnalysis struct{}
// Analyze analyzes the trading record for the percentage profit gained relative to start
func (pga PercentGainAnalysis) Analyze(record *TradingRecord) float64 {
if len(record.Trades) > 0 && record.Trades[0].IsClosed() {
return (record.Trades[len(record.Trades)-1].ExitValue().Div(record.Trades[0].CostBasis())).Sub(big.NewDecimal(1)).Float()
}
return 0
}
// NumTradesAnalysis analyzes the trading record for the number of trades executed
type NumTradesAnalysis string
// Analyze analyzes the trading record for the number of trades executed
func (nta NumTradesAnalysis) Analyze(record *TradingRecord) float64 {
return float64(len(record.Trades))
}
// LogTradesAnalysis is a wrapper around an io.Writer, which logs every trade executed to that writer
type LogTradesAnalysis struct {
io.Writer
}
// Analyze logs trades to provided io.Writer
func (lta LogTradesAnalysis) Analyze(record *TradingRecord) float64 {
logOrder := func(trade *Position) {
fmt.Fprintln(lta.Writer, fmt.Sprintf("%s - enter with buy %s (%s @ $%s)", trade.EntranceOrder().ExecutionTime.UTC().Format(time.RFC822), trade.EntranceOrder().Security, trade.EntranceOrder().Amount, trade.EntranceOrder().Price))
fmt.Fprintln(lta.Writer, fmt.Sprintf("%s - exit with sell %s (%s @ $%s)", trade.ExitOrder().ExecutionTime.UTC().Format(time.RFC822), trade.ExitOrder().Security, trade.ExitOrder().Amount, trade.ExitOrder().Price))
profit := trade.ExitValue().Sub(trade.CostBasis())
fmt.Fprintln(lta.Writer, fmt.Sprintf("Profit: $%s", profit))
}
for _, trade := range record.Trades {
if trade.IsClosed() {
logOrder(trade)
}
}
return 0.0
}
// PeriodProfitAnalysis analyzes the trading record for the average profit based on the time period provided.
// i.e., if the trading record spans a year of trading, and PeriodProfitAnalysis wraps one month, Analyze will return
// the total profit for the whole time period divided by 12.
type PeriodProfitAnalysis struct {
Period time.Duration
}
// Analyze returns the average profit for the trading record based on the given duration
func (ppa PeriodProfitAnalysis) Analyze(record *TradingRecord) float64 {
var tp TotalProfitAnalysis
totalProfit := tp.Analyze(record)
periods := record.Trades[len(record.Trades)-1].ExitOrder().ExecutionTime.Sub(record.Trades[0].EntranceOrder().ExecutionTime) / ppa.Period
return totalProfit / float64(periods)
}
// ProfitableTradesAnalysis analyzes the trading record for the number of profitable trades
type ProfitableTradesAnalysis struct{}
// Analyze returns the number of profitable trades in a trading record
func (pta ProfitableTradesAnalysis) Analyze(record *TradingRecord) float64 {
var profitableTrades int
for _, trade := range record.Trades {
costBasis := trade.EntranceOrder().Amount.Mul(trade.EntranceOrder().Price)
sellPrice := trade.ExitOrder().Amount.Mul(trade.ExitOrder().Price)
if sellPrice.GT(costBasis) {
profitableTrades++
}
}
return float64(profitableTrades)
}
// AverageProfitAnalysis returns the average profit for the trading record. Average profit is represented as the total
// profit divided by the number of trades executed.
type AverageProfitAnalysis struct{}
// Analyze returns the average profit of the trading record
func (apa AverageProfitAnalysis) Analyze(record *TradingRecord) float64 {
var tp TotalProfitAnalysis
totalProft := tp.Analyze(record)
return totalProft / float64(len(record.Trades))
}
// BuyAndHoldAnalysis returns the profit based on a hypothetical where a purchase order was made on the first period available
// and held until the date on the last trade of the trading record. It's useful for comparing the performance of your strategy
// against a simple long position.
type BuyAndHoldAnalysis struct {
TimeSeries *TimeSeries
StartingMoney float64
}
// Analyze returns the profit based on a simple buy and hold strategy
func (baha BuyAndHoldAnalysis) Analyze(record *TradingRecord) float64 {
if len(record.Trades) == 0 {
return 0
}
openOrder := Order{
Side: BUY,
Amount: big.NewDecimal(baha.StartingMoney).Div(baha.TimeSeries.Candles[0].ClosePrice),
Price: baha.TimeSeries.Candles[0].ClosePrice,
}
closeOrder := Order{
Side: SELL,
Amount: openOrder.Amount,
Price: baha.TimeSeries.Candles[len(baha.TimeSeries.Candles)-1].ClosePrice,
}
pos := NewPosition(openOrder)
pos.Exit(closeOrder)
return pos.ExitValue().Sub(pos.CostBasis()).Float()
}