bbgo_origin/pkg/service/backtest.go

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package service
import (
"context"
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"fmt"
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"os"
"strconv"
"strings"
"time"
"github.com/jmoiron/sqlx"
"github.com/pkg/errors"
log "github.com/sirupsen/logrus"
batch2 "github.com/c9s/bbgo/pkg/exchange/batch"
"github.com/c9s/bbgo/pkg/types"
)
type BacktestService struct {
DB *sqlx.DB
}
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func (s *BacktestService) SyncKLineByInterval(ctx context.Context, exchange types.Exchange, symbol string, interval types.Interval, startTime, endTime time.Time) error {
log.Infof("synchronizing lastKLine for interval %s from exchange %s", interval, exchange.Name())
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batch := &batch2.KLineBatchQuery{Exchange: exchange}
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// should use channel here
klineC, errC := batch.Query(ctx, symbol, interval, startTime, endTime)
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// var previousKLine types.KLine
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count := 0
for klines := range klineC {
if err := s.BatchInsert(klines); err != nil {
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return err
}
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count += len(klines)
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}
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log.Infof("found %s kline %s data count: %d", symbol, interval.String(), count)
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if err := <-errC; err != nil {
return err
}
return nil
}
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func (s *BacktestService) Verify(symbols []string, startTime time.Time, endTime time.Time, sourceExchange types.Exchange, verboseCnt int) (error, bool) {
var corruptCnt = 0
for _, symbol := range symbols {
log.Infof("verifying backtesting data...")
for interval := range types.SupportedIntervals {
log.Infof("verifying %s %s kline data...", symbol, interval)
klineC, errC := s.QueryKLinesCh(startTime, time.Now(), sourceExchange, []string{symbol}, []types.Interval{interval})
var emptyKLine types.KLine
var prevKLine types.KLine
for k := range klineC {
if verboseCnt > 1 {
fmt.Fprint(os.Stderr, ".")
}
if prevKLine != emptyKLine {
if prevKLine.StartTime.Unix() == k.StartTime.Unix() {
s._deleteDuplicatedKLine(k)
log.Errorf("found kline data duplicated at time: %s kline: %+v , deleted it", k.StartTime, k)
} else if prevKLine.StartTime.Time().Add(interval.Duration()).Unix() != k.StartTime.Time().Unix() {
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corruptCnt++
log.Errorf("found kline data corrupted at time: %s kline: %+v", k.StartTime, k)
log.Errorf("between %d and %d",
prevKLine.StartTime.Unix(),
k.StartTime.Unix())
}
}
prevKLine = k
}
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if verboseCnt > 1 {
fmt.Fprintln(os.Stderr)
}
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if err := <-errC; err != nil {
return err, true
}
}
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}
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log.Infof("backtest verification completed")
if corruptCnt > 0 {
log.Errorf("found %d corruptions", corruptCnt)
} else {
log.Infof("found %d corruptions", corruptCnt)
}
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return nil, false
}
func (s *BacktestService) Sync(ctx context.Context, exchange types.Exchange, symbol string,
startTime time.Time, endTime time.Time, interval types.Interval) error {
return s.SyncKLineByInterval(ctx, exchange, symbol, interval, startTime, endTime)
}
func (s *BacktestService) QueryFirstKLine(ex types.ExchangeName, symbol string, interval types.Interval) (*types.KLine, error) {
return s.QueryKLine(ex, symbol, interval, "ASC", 1)
}
// QueryLastKLine queries the last kline from the database
func (s *BacktestService) QueryLastKLine(ex types.ExchangeName, symbol string, interval types.Interval) (*types.KLine, error) {
return s.QueryKLine(ex, symbol, interval, "DESC", 1)
}
// QueryKLine queries the klines from the database
func (s *BacktestService) QueryKLine(ex types.ExchangeName, symbol string, interval types.Interval, orderBy string, limit int) (*types.KLine, error) {
log.Infof("querying last kline exchange = %s AND symbol = %s AND interval = %s", ex, symbol, interval)
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tableName := s._targetKlineTable(ex)
// make the SQL syntax IDE friendly, so that it can analyze it.
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sql := fmt.Sprintf("SELECT * FROM `%s` WHERE `symbol` = :symbol AND `interval` = :interval and exchange = :exchange ORDER BY end_time "+orderBy+" LIMIT "+strconv.Itoa(limit), tableName)
rows, err := s.DB.NamedQuery(sql, map[string]interface{}{
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"exchange": ex.String(),
"interval": interval,
"symbol": symbol,
})
if err != nil {
return nil, errors.Wrap(err, "query kline error")
}
if rows.Err() != nil {
return nil, rows.Err()
}
defer rows.Close()
if rows.Next() {
var kline types.KLine
err = rows.StructScan(&kline)
return &kline, err
}
return nil, rows.Err()
}
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func (s *BacktestService) QueryKLinesForward(exchange types.ExchangeName, symbol string, interval types.Interval, startTime time.Time, limit int) ([]types.KLine, error) {
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tableName := s._targetKlineTable(exchange)
sql := "SELECT * FROM `binance_klines` WHERE `end_time` >= :start_time AND `symbol` = :symbol AND `interval` = :interval and exchange = :exchange ORDER BY end_time ASC LIMIT :limit"
sql = strings.ReplaceAll(sql, "binance_klines", tableName)
rows, err := s.DB.NamedQuery(sql, map[string]interface{}{
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"start_time": startTime,
"limit": limit,
"symbol": symbol,
"interval": interval,
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"exchange": exchange.String(),
})
if err != nil {
return nil, err
}
return s.scanRows(rows)
}
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func (s *BacktestService) QueryKLinesBackward(exchange types.ExchangeName, symbol string, interval types.Interval, endTime time.Time, limit int) ([]types.KLine, error) {
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tableName := s._targetKlineTable(exchange)
sql := "SELECT * FROM `binance_klines` WHERE `end_time` <= :end_time and exchange = :exchange AND `symbol` = :symbol AND `interval` = :interval ORDER BY end_time DESC LIMIT :limit"
sql = strings.ReplaceAll(sql, "binance_klines", tableName)
sql = "SELECT t.* FROM (" + sql + ") AS t ORDER BY t.end_time ASC"
rows, err := s.DB.NamedQuery(sql, map[string]interface{}{
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"limit": limit,
"end_time": endTime,
"symbol": symbol,
"interval": interval,
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"exchange": exchange.String(),
})
if err != nil {
return nil, err
}
return s.scanRows(rows)
}
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func (s *BacktestService) QueryKLinesCh(since, until time.Time, exchange types.Exchange, symbols []string, intervals []types.Interval) (chan types.KLine, chan error) {
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if len(symbols) == 0 {
errC := make(chan error, 1)
// avoid blocking
go func() {
errC <- errors.Errorf("symbols is empty when querying kline, plesae check your strategy setting. ")
close(errC)
}()
return nil, errC
}
tableName := s._targetKlineTable(exchange.Name())
sql := "SELECT * FROM `binance_klines` WHERE `end_time` BETWEEN :since AND :until AND `symbol` IN (:symbols) AND `interval` IN (:intervals) and exchange = :exchange ORDER BY end_time ASC"
sql = strings.ReplaceAll(sql, "binance_klines", tableName)
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sql, args, err := sqlx.Named(sql, map[string]interface{}{
"since": since,
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"until": until,
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"symbols": symbols,
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"intervals": types.IntervalSlice(intervals),
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"exchange": exchange.Name().String(),
})
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sql, args, err = sqlx.In(sql, args...)
sql = s.DB.Rebind(sql)
rows, err := s.DB.Queryx(sql, args...)
if err != nil {
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log.WithError(err).Error("backtest query error")
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errC := make(chan error, 1)
// avoid blocking
go func() {
errC <- err
close(errC)
}()
return nil, errC
}
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return s.scanRowsCh(rows)
}
// scanRowsCh scan rows into channel
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func (s *BacktestService) scanRowsCh(rows *sqlx.Rows) (chan types.KLine, chan error) {
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ch := make(chan types.KLine, 500)
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errC := make(chan error, 1)
go func() {
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defer close(errC)
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defer close(ch)
defer rows.Close()
for rows.Next() {
var kline types.KLine
if err := rows.StructScan(&kline); err != nil {
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errC <- err
return
}
ch <- kline
}
if err := rows.Err(); err != nil {
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errC <- err
return
}
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}()
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return ch, errC
}
func (s *BacktestService) scanRows(rows *sqlx.Rows) (klines []types.KLine, err error) {
for rows.Next() {
var kline types.KLine
if err := rows.StructScan(&kline); err != nil {
return nil, err
}
klines = append(klines, kline)
}
return klines, rows.Err()
}
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func (s *BacktestService) _targetKlineTable(exchangeName types.ExchangeName) string {
switch exchangeName {
case types.ExchangeBinance:
return "binance_klines"
case types.ExchangeFTX:
return "ftx_klines"
case types.ExchangeMax:
return "max_klines"
case types.ExchangeOKEx:
return "okex_klines"
default:
return "klines"
}
}
func (s *BacktestService) Insert(kline types.KLine) error {
if len(kline.Exchange) == 0 {
return errors.New("kline.Exchange field should not be empty")
}
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tableName := s._targetKlineTable(kline.Exchange)
sql := fmt.Sprintf("INSERT INTO `%s` (`exchange`, `start_time`, `end_time`, `symbol`, `interval`, `open`, `high`, `low`, `close`, `closed`, `volume`, `quote_volume`, `taker_buy_base_volume`, `taker_buy_quote_volume`)"+
"VALUES (:exchange, :start_time, :end_time, :symbol, :interval, :open, :high, :low, :close, :closed, :volume, :quote_volume, :taker_buy_base_volume, :taker_buy_quote_volume)", tableName)
_, err := s.DB.NamedExec(sql, kline)
return err
}
// BatchInsert Note: all kline should be same exchange, or it will cause issue.
func (s *BacktestService) BatchInsert(kline []types.KLine) error {
if len(kline) == 0 {
return nil
}
if len(kline[0].Exchange) == 0 {
return errors.New("kline.Exchange field should not be empty")
}
tableName := s._targetKlineTable(kline[0].Exchange)
sql := fmt.Sprintf("INSERT INTO `%s` (`exchange`, `start_time`, `end_time`, `symbol`, `interval`, `open`, `high`, `low`, `close`, `closed`, `volume`, `quote_volume`, `taker_buy_base_volume`, `taker_buy_quote_volume`)"+
" values (:exchange, :start_time, :end_time, :symbol, :interval, :open, :high, :low, :close, :closed, :volume, :quote_volume, :taker_buy_base_volume, :taker_buy_quote_volume); ", tableName)
_, err := s.DB.NamedExec(sql, kline)
return err
}
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func (s *BacktestService) _deleteDuplicatedKLine(k types.KLine) error {
if len(k.Exchange) == 0 {
return errors.New("kline.Exchange field should not be empty")
}
tableName := s._targetKlineTable(k.Exchange)
sql := fmt.Sprintf("delete from `%s` where gid = :gid ", tableName)
_, err := s.DB.NamedExec(sql, k)
return err
}
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func (s *BacktestService) SyncExist(ctx context.Context, exchange types.Exchange, symbol string,
fromTime time.Time, endTime time.Time, interval types.Interval) error {
klineC, errC := s.QueryKLinesCh(fromTime, endTime, exchange, []string{symbol}, []types.Interval{interval})
nowStartTime := fromTime
for k := range klineC {
if nowStartTime.Unix() < k.StartTime.Unix() {
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log.Infof("syncing %s interval %s syncing %s ~ %s ", symbol, interval, nowStartTime, k.EndTime)
s.Sync(ctx, exchange, symbol, nowStartTime, k.EndTime.Time().Add(-1*interval.Duration()), interval)
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}
nowStartTime = k.StartTime.Time().Add(interval.Duration())
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}
s.Sync(ctx, exchange, symbol, nowStartTime, endTime, interval)
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if err := <-errC; err != nil {
return err
}
return nil
}