autotrader/trader.go

262 lines
7.4 KiB
Go

package autotrader
import (
"fmt"
"log"
"os"
"strconv"
"strings"
"time"
"github.com/go-co-op/gocron"
)
// Trader acts as the primary interface to the broker and strategy. To the strategy, it provides all the information
// about the current state of the market and the portfolio. To the broker, it provides the orders to be executed and
// requests for the current state of the portfolio.
type Trader struct {
Broker Broker
Strategy Strategy
Symbol string
Frequency string
CandlesToKeep int
Log *log.Logger
EOF bool
data *IndexedFrame[UnixTime]
sched *gocron.Scheduler
stats *TraderStats
}
func (t *Trader) Data() *IndexedFrame[UnixTime] {
return t.data
}
type TradeStat struct {
Price float64 // Price is the price at which the trade was executed. If Exit is true, this is the exit price. Otherwise, this is the entry price.
Units float64 // Units is the signed number of units bought or sold.
Exit bool // Exit is true if the trade was to exit a previous position.
}
// Financial performance reporting and statistics.
type TraderStats struct {
Dated *Frame
returnsThisCandle float64
tradesThisCandle []TradeStat
}
func (t *Trader) Stats() *TraderStats {
return t.stats
}
// Run starts the trader. This is a blocking call.
func (t *Trader) Run() {
t.sched = gocron.NewScheduler(time.UTC)
capitalizedFreq := strings.ToUpper(t.Frequency)
if strings.HasPrefix(capitalizedFreq, "S") {
seconds, err := strconv.Atoi(t.Frequency[1:])
if err != nil {
panic(err)
}
t.sched.Every(seconds).Seconds()
} else if strings.HasPrefix(capitalizedFreq, "M") {
minutes, err := strconv.Atoi(t.Frequency[1:])
if err != nil {
panic(err)
}
t.sched.Every(minutes).Minutes()
} else if strings.HasPrefix(capitalizedFreq, "H") {
hours, err := strconv.Atoi(t.Frequency[1:])
if err != nil {
panic(err)
}
t.sched.Every(hours).Hours()
} else {
switch capitalizedFreq {
case "D":
t.sched.Every(1).Day()
case "W":
t.sched.Every(1).Day()
case "M":
t.sched.Every(1).Day()
default:
panic(fmt.Sprintf("invalid frequency: %s", t.Frequency))
}
}
t.sched.Do(t.Tick) // Set the function to be run when the interval repeats.
t.Init()
t.sched.StartBlocking()
}
func (t *Trader) Init() {
t.Strategy.Init(t)
t.stats.Dated = NewFrame(
NewSeries("Date"),
NewSeries("Equity"),
NewSeries("Profit"),
NewSeries("Drawdown"),
NewSeries("Returns"),
NewSeries("Trades"), // []float64 representing the number of units traded positive for buy, negative for sell.
)
t.stats.tradesThisCandle = make([]TradeStat, 0, 2)
t.Broker.SignalConnect(OrderFulfilled, t, func(a ...any) {
order := a[0].(Order)
tradeStat := TradeStat{order.Position().EntryPrice(), order.Units(), false}
t.stats.tradesThisCandle = append(t.stats.tradesThisCandle, tradeStat)
})
t.Broker.SignalConnect("PositionClosed", t, func(args ...any) {
position := args[0].(Position)
tradeStat := TradeStat{position.ClosePrice(), position.Units(), true}
t.stats.tradesThisCandle = append(t.stats.tradesThisCandle, tradeStat)
t.stats.returnsThisCandle += position.PL()
})
}
// Tick updates the current state of the market and runs the strategy.
func (t *Trader) Tick() {
t.fetchData() // Fetch the latest candlesticks from the broker.
t.Strategy.Next(t) // Run the strategy.
// Update the stats.
err := t.stats.Dated.PushValues(map[string]any{
"Date": t.data.Date(-1).Time(),
"Equity": t.Broker.NAV(),
"Profit": t.Broker.PL(),
"Drawdown": func() float64 {
var bal float64
if t.stats.Dated.Len() > 0 {
bal = t.stats.Dated.Float("Equity", 0) // Take starting balance
} else {
bal = t.Broker.NAV() // Take current balance for first value
}
return Max(bal-t.Broker.NAV(), 0)
}(),
"Returns": func() any {
if t.stats.returnsThisCandle != 0 {
return t.stats.returnsThisCandle
} else {
return nil
}
}(),
"Trades": func() any {
if len(t.stats.tradesThisCandle) == 0 {
return nil
}
trades := make([]TradeStat, len(t.stats.tradesThisCandle))
copy(trades, t.stats.tradesThisCandle)
t.stats.tradesThisCandle = t.stats.tradesThisCandle[:0]
return trades
}(),
})
if err != nil {
log.Printf("error pushing values to stats dataframe: %v\n", err.Error())
}
t.stats.returnsThisCandle = 0
}
func (t *Trader) fetchData() {
var err error
t.data, err = t.Broker.Candles(t.Symbol, t.Frequency, t.CandlesToKeep)
if err == ErrEOF {
t.EOF = true
t.Log.Println("End of data")
if t.sched != nil && t.sched.IsRunning() {
t.sched.Clear()
}
} else if err != nil {
panic(err) // TODO: implement safe shutdown procedure
}
}
func (t *Trader) Order(orderType OrderType, units, price, stopLoss, takeProfit float64) (Order, error) {
var priceStr string
if orderType != Market { // Price is ignored on market orders.
priceStr = fmt.Sprintf(" @ $%.2f", price)
} else {
priceStr = fmt.Sprintf(" @ ~$%.2f", t.Broker.Price(t.Symbol, units > 0))
}
t.Log.Printf("%v %v units%v, stopLoss: %v, takeProfit: %v", orderType, units, priceStr, stopLoss, takeProfit)
order, err := t.Broker.Order(orderType, t.Symbol, units, price, stopLoss, takeProfit)
if err != nil {
return order, err
}
// NOTE: Trade stats get added by handling an event by the broker
return order, nil
}
// Buy creates a buy market order. Units must be greater than zero or ErrInvalidUnits is returned.
func (t *Trader) Buy(units, stopLoss, takeProfit float64) (Order, error) {
if units <= 0 {
return nil, ErrInvalidUnits
}
return t.Order(Market, units, 0, stopLoss, takeProfit)
}
// Sell creates a sell market order. Units must be greater than zero or ErrInvalidUnits is returned.
func (t *Trader) Sell(units, stopLoss, takeProfit float64) (Order, error) {
if units <= 0 {
return nil, ErrInvalidUnits
}
return t.Order(Market, -units, 0, stopLoss, takeProfit)
}
func (t *Trader) CloseOrdersAndPositions() {
for _, order := range t.Broker.OpenOrders() {
if order.Symbol() == t.Symbol {
t.Log.Printf("Cancelling order: %v units", order.Units())
order.Cancel()
}
}
for _, position := range t.Broker.OpenPositions() {
if position.Symbol() == t.Symbol {
t.Log.Printf("Closing position: %v units, $%.2f PL, ($%.2f -> $%.2f)", position.Units(), position.PL(), position.EntryPrice(), position.ClosePrice())
position.Close() // Event gets handled in the Init function
}
}
}
func (t *Trader) IsLong() bool {
positions := t.Broker.OpenPositions()
if len(positions) < 1 {
return false
} else if len(positions) > 1 {
panic("cannot call IsLong with hedging enabled")
}
return positions[0].Units() > 0
}
func (t *Trader) IsShort() bool {
positions := t.Broker.OpenPositions()
if len(positions) < 1 {
return false
} else if len(positions) > 1 {
panic("cannot call IsShort with hedging enabled")
}
return positions[0].Units() < 0
}
type TraderConfig struct {
Broker Broker
Strategy Strategy
Symbol string
Frequency string
CandlesToKeep int
}
// NewTrader initializes a new Trader which can be used for live trading or backtesting.
func NewTrader(config TraderConfig) *Trader {
logger := log.New(os.Stdout, "autotrader: ", log.LstdFlags|log.Lshortfile)
return &Trader{
Broker: config.Broker,
Strategy: config.Strategy,
Symbol: config.Symbol,
Frequency: config.Frequency,
CandlesToKeep: config.CandlesToKeep,
Log: logger,
stats: &TraderStats{},
}
}