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711575c6d0
end time
354 lines
10 KiB
Go
354 lines
10 KiB
Go
package service
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import (
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"context"
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"fmt"
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"os"
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"strconv"
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"strings"
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"time"
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"github.com/jmoiron/sqlx"
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"github.com/pkg/errors"
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log "github.com/sirupsen/logrus"
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batch2 "github.com/c9s/bbgo/pkg/exchange/batch"
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"github.com/c9s/bbgo/pkg/types"
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)
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type BacktestService struct {
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DB *sqlx.DB
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}
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func (s *BacktestService) SyncKLineByInterval(ctx context.Context, exchange types.Exchange, symbol string, interval types.Interval, startTime, endTime time.Time) error {
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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
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klineC, errC := batch.Query(ctx, symbol, interval, startTime, endTime)
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// var previousKLine types.KLine
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count := 0
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for klines := range klineC {
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if err := s.BatchInsert(klines); err != nil {
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return err
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}
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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 {
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return err
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}
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return nil
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}
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func (s *BacktestService) Verify(symbols []string, startTime time.Time, endTime time.Time, sourceExchange types.Exchange, verboseCnt int) (error, bool) {
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var corruptCnt = 0
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for _, symbol := range symbols {
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log.Infof("verifying backtesting data...")
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for interval := range types.SupportedIntervals {
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log.Infof("verifying %s %s kline data...", symbol, interval)
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klineC, errC := s.QueryKLinesCh(startTime, time.Now(), sourceExchange, []string{symbol}, []types.Interval{interval})
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var emptyKLine types.KLine
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var prevKLine types.KLine
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for k := range klineC {
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if verboseCnt > 1 {
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fmt.Fprint(os.Stderr, ".")
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}
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if prevKLine != emptyKLine {
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if prevKLine.StartTime.Unix() == k.StartTime.Unix() {
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s._deleteDuplicatedKLine(k)
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log.Errorf("found kline data duplicated at time: %s kline: %+v , deleted it", k.StartTime, k)
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} else if prevKLine.StartTime.Time().Add(interval.Duration()).Unix() != k.StartTime.Time().Unix() {
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corruptCnt++
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log.Errorf("found kline data corrupted at time: %s kline: %+v", k.StartTime, k)
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log.Errorf("between %d and %d",
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prevKLine.StartTime.Unix(),
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k.StartTime.Unix())
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}
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}
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prevKLine = k
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}
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if verboseCnt > 1 {
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fmt.Fprintln(os.Stderr)
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}
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if err := <-errC; err != nil {
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return err, true
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}
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}
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}
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log.Infof("backtest verification completed")
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if corruptCnt > 0 {
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log.Errorf("found %d corruptions", corruptCnt)
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} else {
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log.Infof("found %d corruptions", corruptCnt)
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}
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return nil, false
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}
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func (s *BacktestService) Sync(ctx context.Context, exchange types.Exchange, symbol string,
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startTime time.Time, endTime time.Time, interval types.Interval) error {
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return s.SyncKLineByInterval(ctx, exchange, symbol, interval, startTime, endTime)
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}
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func (s *BacktestService) QueryFirstKLine(ex types.ExchangeName, symbol string, interval types.Interval) (*types.KLine, error) {
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return s.QueryKLine(ex, symbol, interval, "ASC", 1)
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}
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// QueryLastKLine queries the last kline from the database
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func (s *BacktestService) QueryLastKLine(ex types.ExchangeName, symbol string, interval types.Interval) (*types.KLine, error) {
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return s.QueryKLine(ex, symbol, interval, "DESC", 1)
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}
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// QueryKLine queries the klines from the database
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func (s *BacktestService) QueryKLine(ex types.ExchangeName, symbol string, interval types.Interval, orderBy string, limit int) (*types.KLine, error) {
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log.Infof("querying last kline exchange = %s AND symbol = %s AND interval = %s", ex, symbol, interval)
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tableName := s._targetKlineTable(ex)
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// 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)
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rows, err := s.DB.NamedQuery(sql, map[string]interface{}{
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"exchange": ex.String(),
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"interval": interval,
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"symbol": symbol,
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})
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if err != nil {
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return nil, errors.Wrap(err, "query kline error")
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}
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if rows.Err() != nil {
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return nil, rows.Err()
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}
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defer rows.Close()
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if rows.Next() {
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var kline types.KLine
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err = rows.StructScan(&kline)
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return &kline, err
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}
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return nil, rows.Err()
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}
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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)
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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"
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sql = strings.ReplaceAll(sql, "binance_klines", tableName)
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rows, err := s.DB.NamedQuery(sql, map[string]interface{}{
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"start_time": startTime,
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"limit": limit,
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"symbol": symbol,
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"interval": interval,
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"exchange": exchange.String(),
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})
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if err != nil {
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return nil, err
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}
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return s.scanRows(rows)
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}
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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)
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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"
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sql = strings.ReplaceAll(sql, "binance_klines", tableName)
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sql = "SELECT t.* FROM (" + sql + ") AS t ORDER BY t.end_time ASC"
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rows, err := s.DB.NamedQuery(sql, map[string]interface{}{
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"limit": limit,
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"end_time": endTime,
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"symbol": symbol,
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"interval": interval,
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"exchange": exchange.String(),
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})
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if err != nil {
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return nil, err
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}
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return s.scanRows(rows)
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}
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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 {
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errC := make(chan error, 1)
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// avoid blocking
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go func() {
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errC <- errors.Errorf("symbols is empty when querying kline, plesae check your strategy setting. ")
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close(errC)
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}()
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return nil, errC
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}
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tableName := s._targetKlineTable(exchange.Name())
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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"
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sql = strings.ReplaceAll(sql, "binance_klines", tableName)
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sql, args, err := sqlx.Named(sql, map[string]interface{}{
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"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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})
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sql, args, err = sqlx.In(sql, args...)
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sql = s.DB.Rebind(sql)
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rows, err := s.DB.Queryx(sql, args...)
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if err != nil {
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log.WithError(err).Error("backtest query error")
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errC := make(chan error, 1)
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// avoid blocking
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go func() {
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errC <- err
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close(errC)
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}()
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return nil, errC
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}
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return s.scanRowsCh(rows)
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}
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// 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)
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go func() {
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defer close(errC)
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defer close(ch)
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defer rows.Close()
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for rows.Next() {
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var kline types.KLine
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if err := rows.StructScan(&kline); err != nil {
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errC <- err
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return
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}
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ch <- kline
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}
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if err := rows.Err(); err != nil {
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errC <- err
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return
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}
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}()
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return ch, errC
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}
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func (s *BacktestService) scanRows(rows *sqlx.Rows) (klines []types.KLine, err error) {
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for rows.Next() {
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var kline types.KLine
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if err := rows.StructScan(&kline); err != nil {
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return nil, err
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}
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klines = append(klines, kline)
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}
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return klines, rows.Err()
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}
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func (s *BacktestService) _targetKlineTable(exchangeName types.ExchangeName) string {
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switch exchangeName {
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case types.ExchangeBinance:
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return "binance_klines"
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case types.ExchangeFTX:
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return "ftx_klines"
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case types.ExchangeMax:
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return "max_klines"
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case types.ExchangeOKEx:
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return "okex_klines"
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default:
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return "klines"
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}
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}
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func (s *BacktestService) Insert(kline types.KLine) error {
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if len(kline.Exchange) == 0 {
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return errors.New("kline.Exchange field should not be empty")
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}
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tableName := s._targetKlineTable(kline.Exchange)
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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`)"+
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"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)
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_, err := s.DB.NamedExec(sql, kline)
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return err
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}
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// BatchInsert Note: all kline should be same exchange, or it will cause issue.
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func (s *BacktestService) BatchInsert(kline []types.KLine) error {
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if len(kline) == 0 {
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return nil
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}
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if len(kline[0].Exchange) == 0 {
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return errors.New("kline.Exchange field should not be empty")
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}
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tableName := s._targetKlineTable(kline[0].Exchange)
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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`)"+
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" 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)
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_, err := s.DB.NamedExec(sql, kline)
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return err
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}
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func (s *BacktestService) _deleteDuplicatedKLine(k types.KLine) error {
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if len(k.Exchange) == 0 {
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return errors.New("kline.Exchange field should not be empty")
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}
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tableName := s._targetKlineTable(k.Exchange)
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sql := fmt.Sprintf("delete from `%s` where gid = :gid ", tableName)
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_, err := s.DB.NamedExec(sql, k)
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return err
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}
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func (s *BacktestService) SyncExist(ctx context.Context, exchange types.Exchange, symbol string,
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fromTime time.Time, endTime time.Time, interval types.Interval) error {
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klineC, errC := s.QueryKLinesCh(fromTime, endTime, exchange, []string{symbol}, []types.Interval{interval})
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nowStartTime := fromTime
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for k := range klineC {
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if nowStartTime.Unix() < k.StartTime.Unix() {
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log.Infof("syncing %s interval %s syncing %s ~ %s ", symbol, interval, nowStartTime, k.EndTime)
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s.Sync(ctx, exchange, symbol, nowStartTime, k.EndTime.Time().Add(-1*interval.Duration()), interval)
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}
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nowStartTime = k.StartTime.Time().Add(interval.Duration())
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}
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s.Sync(ctx, exchange, symbol, nowStartTime, endTime, interval)
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if err := <-errC; err != nil {
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return err
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}
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return nil
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}
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