2021-10-05 14:06:36 +00:00
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/*
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The backtest process
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The backtest engine loads the klines from the database into a kline-channel,
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there are multiple matching engine that matches the order sent from the strategy.
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for each kline, the backtest engine:
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1) load the kline, run matching logics to send out order update and trades to the user data stream.
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2) once the matching process for the kline is done, the kline will be pushed to the market data stream.
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3) go to 1 and load the next kline.
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There are 2 ways that a strategy could work with backtest engine:
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1. the strategy receives kline from the market data stream, and then it submits the order by the given market data to the backtest engine.
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backtest engine receives the order and then pushes the trade and order updates to the user data stream.
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the strategy receives the trade and update its position.
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2. the strategy places the orders when it starts. (like grid) the strategy then receives the order updates and then submit a new order
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by its order update message.
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We need to ensure that:
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1. if the strategy submits the order from the market data stream, since it's a separate goroutine, the strategy should block the backtest engine
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to process the trades before the next kline is published.
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*/
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2020-11-06 18:57:50 +00:00
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package backtest
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import (
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"context"
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2020-11-09 08:34:35 +00:00
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"fmt"
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2021-11-30 02:40:28 +00:00
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"sync"
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2020-11-06 18:57:50 +00:00
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"time"
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2022-01-24 16:24:12 +00:00
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"github.com/c9s/bbgo/pkg/cache"
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2020-11-06 18:57:50 +00:00
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"github.com/pkg/errors"
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2020-11-06 19:18:05 +00:00
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"github.com/c9s/bbgo/pkg/bbgo"
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2020-11-06 18:57:50 +00:00
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"github.com/c9s/bbgo/pkg/service"
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"github.com/c9s/bbgo/pkg/types"
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)
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2021-02-18 09:37:49 +00:00
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var ErrUnimplemented = errors.New("unimplemented method")
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2020-11-06 18:57:50 +00:00
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type Exchange struct {
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2020-11-10 11:06:20 +00:00
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sourceName types.ExchangeName
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publicExchange types.Exchange
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srv *service.BacktestService
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startTime, endTime time.Time
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2020-11-06 18:57:50 +00:00
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2020-11-06 19:18:05 +00:00
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account *types.Account
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2020-11-07 08:08:20 +00:00
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config *bbgo.Backtest
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2021-12-25 14:57:28 +00:00
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userDataStream, marketDataStream *Stream
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2020-11-07 11:57:36 +00:00
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2021-12-08 09:26:25 +00:00
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trades map[string][]types.Trade
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2021-12-05 16:38:36 +00:00
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tradesMutex sync.Mutex
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2021-12-08 09:26:25 +00:00
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closedOrders map[string][]types.Order
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2021-12-05 16:38:36 +00:00
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closedOrdersMutex sync.Mutex
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2021-12-08 09:26:25 +00:00
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matchingBooks map[string]*SimplePriceMatching
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2021-11-30 02:40:28 +00:00
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matchingBooksMutex sync.Mutex
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2021-12-08 09:26:25 +00:00
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markets types.MarketMap
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2020-11-06 18:57:50 +00:00
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}
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2021-12-25 15:24:42 +00:00
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func NewExchange(sourceName types.ExchangeName, sourceExchange types.Exchange, srv *service.BacktestService, config *bbgo.Backtest) (*Exchange, error) {
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ex := sourceExchange
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2020-11-06 19:18:05 +00:00
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2022-01-14 08:10:05 +00:00
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markets, err := cache.LoadExchangeMarketsWithCache(context.Background(), ex)
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2020-11-08 13:52:44 +00:00
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if err != nil {
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2021-12-08 15:30:58 +00:00
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return nil, err
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2020-11-08 13:52:44 +00:00
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}
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2022-01-24 16:24:12 +00:00
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var startTime, endTime time.Time
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startTime = config.StartTime.Time()
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if config.EndTime != nil {
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endTime = config.EndTime.Time()
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} else {
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endTime = time.Now()
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2020-11-10 11:06:20 +00:00
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}
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2022-05-03 04:18:40 +00:00
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configAccount, ok := config.Accounts[sourceName.String()]
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if !ok {
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// fallback to the legacy account syntax
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configAccount, ok = config.Account[sourceName.String()]
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if !ok {
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2022-05-03 08:46:38 +00:00
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return nil, fmt.Errorf("config backtest.accounts[%s] is not defined, please check your config file.", sourceName.String())
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2022-05-03 04:18:40 +00:00
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} else {
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log.Warnf("config backtest.account is deprecated, please use backtest.accounts instead.")
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}
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}
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2022-03-01 13:48:48 +00:00
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2020-11-06 19:18:05 +00:00
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account := &types.Account{
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2022-03-01 13:48:48 +00:00
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MakerFeeRate: configAccount.MakerFeeRate,
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TakerFeeRate: configAccount.TakerFeeRate,
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2021-12-25 15:24:42 +00:00
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AccountType: types.AccountTypeSpot,
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2020-11-06 19:18:05 +00:00
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}
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2020-11-10 06:18:04 +00:00
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2022-03-01 13:48:48 +00:00
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balances := configAccount.Balances.BalanceMap()
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2020-11-06 19:18:05 +00:00
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account.UpdateBalances(balances)
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2020-11-07 11:57:36 +00:00
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e := &Exchange{
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2020-11-08 04:13:34 +00:00
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sourceName: sourceName,
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2020-11-06 18:57:50 +00:00
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publicExchange: ex,
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2020-11-08 13:52:44 +00:00
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markets: markets,
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2020-11-06 18:57:50 +00:00
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srv: srv,
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2020-11-06 19:18:05 +00:00
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config: config,
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account: account,
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2020-11-06 18:57:50 +00:00
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startTime: startTime,
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2020-11-10 11:06:20 +00:00
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endTime: endTime,
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2020-11-07 11:57:36 +00:00
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closedOrders: make(map[string][]types.Order),
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2020-11-07 12:34:34 +00:00
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trades: make(map[string][]types.Trade),
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2020-11-06 18:57:50 +00:00
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}
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2020-11-07 11:57:36 +00:00
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2021-12-05 16:38:36 +00:00
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e.resetMatchingBooks()
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2021-12-08 15:30:58 +00:00
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return e, nil
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2020-11-06 18:57:50 +00:00
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}
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2021-12-05 16:38:36 +00:00
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func (e *Exchange) addTrade(trade types.Trade) {
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e.tradesMutex.Lock()
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e.trades[trade.Symbol] = append(e.trades[trade.Symbol], trade)
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e.tradesMutex.Unlock()
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}
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func (e *Exchange) addClosedOrder(order types.Order) {
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e.closedOrdersMutex.Lock()
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e.closedOrders[order.Symbol] = append(e.closedOrders[order.Symbol], order)
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e.closedOrdersMutex.Unlock()
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}
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func (e *Exchange) resetMatchingBooks() {
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e.matchingBooksMutex.Lock()
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e.matchingBooks = make(map[string]*SimplePriceMatching)
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for symbol, market := range e.markets {
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e._addMatchingBook(symbol, market)
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}
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e.matchingBooksMutex.Unlock()
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}
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func (e *Exchange) addMatchingBook(symbol string, market types.Market) {
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e.matchingBooksMutex.Lock()
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e._addMatchingBook(symbol, market)
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e.matchingBooksMutex.Unlock()
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}
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func (e *Exchange) _addMatchingBook(symbol string, market types.Market) {
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e.matchingBooks[symbol] = &SimplePriceMatching{
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2021-12-08 09:26:25 +00:00
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CurrentTime: e.startTime,
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Account: e.account,
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Market: market,
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2021-12-05 16:38:36 +00:00
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}
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}
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2020-11-06 18:57:50 +00:00
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func (e *Exchange) NewStream() types.Stream {
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2021-05-30 07:08:11 +00:00
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return &Stream{exchange: e}
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2020-11-06 18:57:50 +00:00
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}
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2022-01-29 19:05:19 +00:00
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func (e *Exchange) SubmitOrders(ctx context.Context, orders ...types.SubmitOrder) (createdOrders types.OrderSlice, err error) {
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2022-03-15 11:51:15 +00:00
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if e.userDataStream == nil {
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return createdOrders, fmt.Errorf("SubmitOrders should be called after userDataStream been initialized")
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}
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2020-11-07 11:57:36 +00:00
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for _, order := range orders {
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symbol := order.Symbol
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2021-11-30 02:40:28 +00:00
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matching, ok := e.matchingBook(symbol)
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2020-11-07 11:57:36 +00:00
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if !ok {
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2020-11-09 08:34:35 +00:00
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return nil, fmt.Errorf("matching engine is not initialized for symbol %s", symbol)
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2020-11-07 11:57:36 +00:00
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}
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2022-01-29 19:05:19 +00:00
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createdOrder, _, err := matching.PlaceOrder(order)
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2020-11-07 11:57:36 +00:00
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if err != nil {
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return nil, err
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}
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if createdOrder != nil {
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createdOrders = append(createdOrders, *createdOrder)
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// market order can be closed immediately.
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switch createdOrder.Status {
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case types.OrderStatusFilled, types.OrderStatusCanceled, types.OrderStatusRejected:
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2021-12-05 16:38:36 +00:00
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e.addClosedOrder(*createdOrder)
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2020-11-07 11:57:36 +00:00
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}
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2021-05-30 07:08:11 +00:00
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e.userDataStream.EmitOrderUpdate(*createdOrder)
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2020-11-07 11:57:36 +00:00
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}
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}
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return createdOrders, nil
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2020-11-06 18:57:50 +00:00
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}
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2022-01-29 19:05:19 +00:00
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func (e *Exchange) QueryOpenOrders(ctx context.Context, symbol string) (orders []types.Order, err error) {
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2021-11-30 02:40:28 +00:00
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matching, ok := e.matchingBook(symbol)
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2020-11-07 11:57:36 +00:00
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if !ok {
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2020-11-09 08:34:35 +00:00
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return nil, fmt.Errorf("matching engine is not initialized for symbol %s", symbol)
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2020-11-07 11:57:36 +00:00
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}
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return append(matching.bidOrders, matching.askOrders...), nil
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2020-11-06 18:57:50 +00:00
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}
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2022-01-29 19:05:19 +00:00
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func (e *Exchange) QueryClosedOrders(ctx context.Context, symbol string, since, until time.Time, lastOrderID uint64) (orders []types.Order, err error) {
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2020-11-07 11:57:36 +00:00
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orders, ok := e.closedOrders[symbol]
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if !ok {
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2020-11-09 08:34:35 +00:00
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return orders, fmt.Errorf("matching engine is not initialized for symbol %s", symbol)
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2020-11-07 11:57:36 +00:00
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}
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return orders, nil
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2020-11-06 18:57:50 +00:00
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}
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2022-01-29 19:05:19 +00:00
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func (e *Exchange) CancelOrders(ctx context.Context, orders ...types.Order) error {
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2022-03-15 11:51:15 +00:00
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if e.userDataStream == nil {
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return fmt.Errorf("CancelOrders should be called after userDataStream been initialized")
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}
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2020-11-07 11:57:36 +00:00
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for _, order := range orders {
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2021-11-30 02:40:28 +00:00
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matching, ok := e.matchingBook(order.Symbol)
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2020-11-07 11:57:36 +00:00
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if !ok {
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2020-11-09 08:34:35 +00:00
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return fmt.Errorf("matching engine is not initialized for symbol %s", order.Symbol)
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2020-11-07 11:57:36 +00:00
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}
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2020-11-08 05:07:20 +00:00
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canceledOrder, err := matching.CancelOrder(order)
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if err != nil {
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2020-11-07 11:57:36 +00:00
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return err
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}
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2020-11-08 05:07:20 +00:00
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2021-05-30 07:08:11 +00:00
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e.userDataStream.EmitOrderUpdate(canceledOrder)
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2020-11-07 11:57:36 +00:00
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}
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return nil
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2020-11-06 18:57:50 +00:00
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}
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2022-01-29 19:05:19 +00:00
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func (e *Exchange) QueryAccount(ctx context.Context) (*types.Account, error) {
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2020-11-06 19:18:05 +00:00
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return e.account, nil
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2020-11-06 18:57:50 +00:00
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}
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2020-11-06 19:18:05 +00:00
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func (e *Exchange) QueryAccountBalances(ctx context.Context) (types.BalanceMap, error) {
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return e.account.Balances(), nil
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2020-11-06 18:57:50 +00:00
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}
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2022-01-29 19:05:19 +00:00
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func (e *Exchange) QueryKLines(ctx context.Context, symbol string, interval types.Interval, options types.KLineQueryOptions) ([]types.KLine, error) {
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2020-11-08 04:13:34 +00:00
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if options.EndTime != nil {
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2021-05-07 16:57:12 +00:00
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return e.srv.QueryKLinesBackward(e.sourceName, symbol, interval, *options.EndTime, 1000)
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2020-11-08 04:13:34 +00:00
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}
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2021-05-07 16:45:24 +00:00
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2020-11-08 04:13:34 +00:00
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if options.StartTime != nil {
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2021-05-07 16:57:12 +00:00
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return e.srv.QueryKLinesForward(e.sourceName, symbol, interval, *options.StartTime, 1000)
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2020-11-08 04:13:34 +00:00
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}
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return nil, errors.New("endTime or startTime can not be nil")
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2020-11-06 18:57:50 +00:00
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}
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2022-01-29 19:05:19 +00:00
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func (e *Exchange) QueryTrades(ctx context.Context, symbol string, options *types.TradeQueryOptions) ([]types.Trade, error) {
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2020-11-06 18:57:50 +00:00
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// we don't need query trades for backtest
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return nil, nil
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}
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|
2022-01-29 19:05:19 +00:00
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func (e *Exchange) QueryTicker(ctx context.Context, symbol string) (*types.Ticker, error) {
|
2021-11-30 02:40:28 +00:00
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matching, ok := e.matchingBook(symbol)
|
2021-03-15 18:13:52 +00:00
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if !ok {
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return nil, fmt.Errorf("matching engine is not initialized for symbol %s", symbol)
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}
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kline := matching.LastKLine
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return &types.Ticker{
|
2021-12-15 05:04:01 +00:00
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Time: kline.EndTime.Time(),
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2021-03-15 18:13:52 +00:00
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Volume: kline.Volume,
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Last: kline.Close,
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Open: kline.Open,
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High: kline.High,
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Low: kline.Low,
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Buy: kline.Close,
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Sell: kline.Close,
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}, nil
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2021-02-18 09:37:49 +00:00
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}
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|
2022-01-29 19:05:19 +00:00
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func (e *Exchange) QueryTickers(ctx context.Context, symbol ...string) (map[string]types.Ticker, error) {
|
2021-02-06 18:39:43 +00:00
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// Not using Tickers in back test (yet)
|
2021-02-18 09:37:49 +00:00
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return nil, ErrUnimplemented
|
2021-02-06 18:39:43 +00:00
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}
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2022-01-29 19:05:19 +00:00
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func (e *Exchange) Name() types.ExchangeName {
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2020-11-06 18:57:50 +00:00
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return e.publicExchange.Name()
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|
}
|
|
|
|
|
2022-01-29 19:05:19 +00:00
|
|
|
func (e *Exchange) PlatformFeeCurrency() string {
|
2020-11-06 18:57:50 +00:00
|
|
|
return e.publicExchange.PlatformFeeCurrency()
|
|
|
|
}
|
|
|
|
|
2022-01-29 19:05:19 +00:00
|
|
|
func (e *Exchange) QueryMarkets(ctx context.Context) (types.MarketMap, error) {
|
2021-12-23 15:02:07 +00:00
|
|
|
return e.markets, nil
|
2020-11-06 18:57:50 +00:00
|
|
|
}
|
|
|
|
|
|
|
|
func (e Exchange) QueryDepositHistory(ctx context.Context, asset string, since, until time.Time) (allDeposits []types.Deposit, err error) {
|
|
|
|
return nil, nil
|
|
|
|
}
|
|
|
|
|
|
|
|
func (e Exchange) QueryWithdrawHistory(ctx context.Context, asset string, since, until time.Time) (allWithdraws []types.Withdraw, err error) {
|
|
|
|
return nil, nil
|
|
|
|
}
|
|
|
|
|
2021-12-08 09:26:25 +00:00
|
|
|
func (e *Exchange) matchingBook(symbol string) (*SimplePriceMatching, bool) {
|
2021-11-30 02:40:28 +00:00
|
|
|
e.matchingBooksMutex.Lock()
|
|
|
|
m, ok := e.matchingBooks[symbol]
|
|
|
|
e.matchingBooksMutex.Unlock()
|
|
|
|
return m, ok
|
|
|
|
}
|
|
|
|
|
2022-03-01 13:48:48 +00:00
|
|
|
func (e *Exchange) InitMarketData() {
|
2021-12-25 14:57:28 +00:00
|
|
|
e.userDataStream.OnTradeUpdate(func(trade types.Trade) {
|
|
|
|
e.addTrade(trade)
|
|
|
|
})
|
|
|
|
|
|
|
|
e.matchingBooksMutex.Lock()
|
|
|
|
for _, matching := range e.matchingBooks {
|
|
|
|
matching.OnTradeUpdate(e.userDataStream.EmitTradeUpdate)
|
|
|
|
matching.OnOrderUpdate(e.userDataStream.EmitOrderUpdate)
|
|
|
|
matching.OnBalanceUpdate(e.userDataStream.EmitBalanceUpdate)
|
|
|
|
}
|
|
|
|
e.matchingBooksMutex.Unlock()
|
2022-03-01 13:48:48 +00:00
|
|
|
}
|
|
|
|
|
2022-05-11 05:59:44 +00:00
|
|
|
func (e *Exchange) SubscribeMarketData(extraIntervals ...types.Interval) (chan types.KLine, error) {
|
2021-12-25 14:57:28 +00:00
|
|
|
log.Infof("collecting backtest configurations...")
|
|
|
|
|
|
|
|
loadedSymbols := map[string]struct{}{}
|
|
|
|
loadedIntervals := map[types.Interval]struct{}{
|
|
|
|
// 1m interval is required for the backtest matching engine
|
|
|
|
types.Interval1m: {},
|
|
|
|
}
|
2022-05-11 05:59:44 +00:00
|
|
|
|
|
|
|
for _, it := range extraIntervals {
|
|
|
|
loadedIntervals[it] = struct{}{}
|
|
|
|
}
|
|
|
|
|
2022-03-01 13:48:48 +00:00
|
|
|
for _, sub := range e.marketDataStream.Subscriptions {
|
2021-12-25 14:57:28 +00:00
|
|
|
loadedSymbols[sub.Symbol] = struct{}{}
|
|
|
|
|
|
|
|
switch sub.Channel {
|
|
|
|
case types.KLineChannel:
|
|
|
|
loadedIntervals[types.Interval(sub.Options.Interval)] = struct{}{}
|
|
|
|
|
|
|
|
default:
|
2022-03-01 13:48:48 +00:00
|
|
|
return nil, fmt.Errorf("stream channel %s is not supported in backtest", sub.Channel)
|
2021-12-25 14:57:28 +00:00
|
|
|
}
|
|
|
|
}
|
|
|
|
|
|
|
|
var symbols []string
|
|
|
|
for symbol := range loadedSymbols {
|
|
|
|
symbols = append(symbols, symbol)
|
|
|
|
}
|
|
|
|
|
|
|
|
var intervals []types.Interval
|
|
|
|
for interval := range loadedIntervals {
|
|
|
|
intervals = append(intervals, interval)
|
|
|
|
}
|
|
|
|
|
|
|
|
log.Infof("using symbols: %v and intervals: %v for back-testing", symbols, intervals)
|
|
|
|
log.Infof("querying klines from database...")
|
|
|
|
klineC, errC := e.srv.QueryKLinesCh(e.startTime, e.endTime, e, symbols, intervals)
|
2022-03-01 13:48:48 +00:00
|
|
|
go func() {
|
|
|
|
if err := <-errC; err != nil {
|
|
|
|
log.WithError(err).Error("backtest data feed error")
|
2021-12-25 14:57:28 +00:00
|
|
|
}
|
2022-03-01 13:48:48 +00:00
|
|
|
}()
|
|
|
|
return klineC, nil
|
|
|
|
}
|
2021-12-25 14:57:28 +00:00
|
|
|
|
2022-03-01 13:48:48 +00:00
|
|
|
func (e *Exchange) ConsumeKLine(k types.KLine) {
|
|
|
|
if k.Interval == types.Interval1m {
|
|
|
|
matching, ok := e.matchingBook(k.Symbol)
|
|
|
|
if !ok {
|
|
|
|
log.Errorf("matching book of %s is not initialized", k.Symbol)
|
|
|
|
return
|
|
|
|
}
|
2021-12-25 14:57:28 +00:00
|
|
|
|
2022-03-01 13:48:48 +00:00
|
|
|
// here we generate trades and order updates
|
|
|
|
matching.processKLine(k)
|
2021-12-25 14:57:28 +00:00
|
|
|
}
|
|
|
|
|
2022-03-01 13:48:48 +00:00
|
|
|
e.marketDataStream.EmitKLineClosed(k)
|
|
|
|
}
|
2021-12-25 14:57:28 +00:00
|
|
|
|
2022-03-01 13:48:48 +00:00
|
|
|
func (e *Exchange) CloseMarketData() error {
|
|
|
|
if err := e.marketDataStream.Close(); err != nil {
|
2021-12-25 14:57:28 +00:00
|
|
|
log.WithError(err).Error("stream close error")
|
|
|
|
return err
|
|
|
|
}
|
|
|
|
return nil
|
|
|
|
}
|