bbgo_origin/pkg/datasource/csvsource/csv_tick_decoder.go

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2023-11-02 17:03:16 +00:00
package csvsource
import (
"encoding/csv"
"strconv"
"time"
"github.com/c9s/bbgo/pkg/fixedpoint"
"github.com/c9s/bbgo/pkg/types"
)
// CSVTickDecoder is an extension point for CSVTickReader to support custom file formats.
type CSVTickDecoder func(record []string, index int) (*CsvTick, error)
// NewBinanceCSVTickReader creates a new CSVTickReader for Binance CSV files.
func NewBinanceCSVTickReader(csv *csv.Reader) *CSVTickReader {
return &CSVTickReader{
csv: csv,
decoder: BinanceCSVTickDecoder,
}
}
// BinanceCSVKLineDecoder decodes a CSV record from Binance into a CsvTick.
func BinanceCSVTickDecoder(row []string, _ int) (*CsvTick, error) {
if len(row) < 5 {
return nil, ErrNotEnoughColumns
}
// example csv row for some reason some properties are duplicated in their csv
// id, price, qty, base_qty, base_qty, time, is_buyer_maker, is_buyer_maker,
// 11782578,6.00000000,1.00000000,14974844,14974844,1698623884463,True
id, err := strconv.ParseUint(row[0], 10, 64)
if err != nil {
return nil, ErrInvalidIDFormat
}
price, err := fixedpoint.NewFromString(row[1])
if err != nil {
return nil, ErrInvalidPriceFormat
}
qty, err := fixedpoint.NewFromString(row[2])
if err != nil {
return nil, ErrInvalidVolumeFormat
}
baseQty, err := fixedpoint.NewFromString(row[3])
if err != nil {
return nil, ErrInvalidVolumeFormat
}
isBuyerMaker, err := strconv.ParseBool(row[6])
if err != nil {
return nil, err
}
// isBuyerMaker=false trade will qualify as BUY.
side := types.SideTypeBuy
if isBuyerMaker {
side = types.SideTypeSell
}
n, err := strconv.ParseFloat(row[5], 64)
if err != nil {
return nil, ErrInvalidTimeFormat
}
ts := time.Unix(int64(n), 0)
return &CsvTick{
TradeID: id,
Exchange: types.ExchangeBinance,
Side: side,
Size: qty,
Price: price,
IsBuyerMaker: isBuyerMaker,
HomeNotional: price.Mul(qty),
ForeignNotional: price.Mul(baseQty),
Timestamp: types.NewMillisecondTimestampFromInt(ts.UnixMilli()),
// Symbol: must be overwritten - info not in csv,
// TickDirection: would need to keep last tick in memory to compare tick direction,
}, nil
}
// NewBinanceCSVTickReader creates a new CSVTickReader for Bybit CSV files.
func NewBybitCSVTickReader(csv *csv.Reader) *CSVTickReader {
return &CSVTickReader{
csv: csv,
decoder: BybitCSVTickDecoder,
}
}
// BybitCSVTickDecoder decodes a CSV record from Bybit into a CsvTick.
func BybitCSVTickDecoder(row []string, index int) (*CsvTick, error) {
// example csv row
// timestamp,symbol,side,size,price,tickDirection,trdMatchID,grossValue,homeNotional,foreignNotional
// 1649054912,FXSUSDT,Buy,0.01,38.32,PlusTick,9c30abaf-80ae-5ebf-9850-58fe7ed4bac8,3.832e+07,0.01,0.3832
if len(row) < 9 {
return nil, ErrNotEnoughColumns
}
if index == 0 {
return nil, nil
}
side, err := types.StrToSideType(row[2])
if err != nil {
return nil, ErrInvalidOrderSideFormat
}
size, err := fixedpoint.NewFromString(row[3])
if err != nil {
return nil, ErrInvalidVolumeFormat
}
price, err := fixedpoint.NewFromString(row[4])
if err != nil {
return nil, ErrInvalidPriceFormat
}
hn, err := fixedpoint.NewFromString(row[8])
if err != nil {
return nil, ErrInvalidVolumeFormat
}
fn, err := fixedpoint.NewFromString(row[9])
if err != nil {
return nil, ErrInvalidVolumeFormat
}
n, err := strconv.ParseFloat(row[0], 64) // startTime eg 1696982287.4922
if err != nil {
return nil, ErrInvalidTimeFormat
}
ts := time.Unix(int64(n), 0)
return &CsvTick{
TradeID: uint64(index),
Symbol: row[1],
Exchange: types.ExchangeBybit,
Side: side,
Size: size,
Price: price,
HomeNotional: hn,
ForeignNotional: fn,
TickDirection: row[5], // todo does this seem promising to define for other exchanges too?
Timestamp: types.NewMillisecondTimestampFromInt(ts.UnixMilli()),
}, nil
}
// NewOKExCSVTickReader creates a new CSVTickReader for OKEx CSV files.
func NewOKExCSVTickReader(csv *csv.Reader) *CSVTickReader {
return &CSVTickReader{
csv: csv,
decoder: OKExCSVTickDecoder,
}
}
// OKExCSVKLineDecoder decodes a CSV record from OKEx into a CsvTick.
func OKExCSVTickDecoder(row []string, index int) (*CsvTick, error) {
if len(row) < 5 {
return nil, ErrNotEnoughColumns
}
if index == 0 {
return nil, nil
}
// example csv row for OKeX
// trade_id, side, size, price, created_time
// 134642, sell, 6.2638 6.507 1.69975E+12
id, err := strconv.ParseInt(row[0], 10, 64)
if err != nil {
return nil, ErrInvalidIDFormat
}
price, err := fixedpoint.NewFromString(row[3])
if err != nil {
return nil, ErrInvalidPriceFormat
}
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qty, err := fixedpoint.NewFromString(row[2])
if err != nil {
return nil, ErrInvalidVolumeFormat
}
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side := types.SideTypeBuy
isBuyerMaker := false
if row[1] == "sell" {
side = types.SideTypeSell
isBuyerMaker = true
}
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n, err := strconv.ParseFloat(row[4], 64) // startTime
if err != nil {
return nil, ErrInvalidTimeFormat
}
ts := time.UnixMilli(int64(n))
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return &CsvTick{
TradeID: uint64(id),
Exchange: types.ExchangeOKEx,
Side: side,
Size: qty,
Price: price,
IsBuyerMaker: isBuyerMaker,
HomeNotional: price.Mul(qty),
Timestamp: types.NewMillisecondTimestampFromInt(ts.UnixMilli()),
// ForeignNotional: // info not in csv
// Symbol: must be overwritten - info not in csv
// TickDirection: would need to keep last tick in memory to compare tick direction,
}, nil
}