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440 lines
12 KiB
Go
440 lines
12 KiB
Go
/*
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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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package backtest
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import (
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"context"
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"fmt"
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"strconv"
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"sync"
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"time"
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"github.com/sirupsen/logrus"
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"github.com/pkg/errors"
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"github.com/c9s/bbgo/pkg/cache"
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"github.com/c9s/bbgo/pkg/bbgo"
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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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var log = logrus.WithField("cmd", "backtest")
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var ErrUnimplemented = errors.New("unimplemented method")
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var ErrNegativeQuantity = errors.New("order quantity can not be negative")
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var ErrZeroQuantity = errors.New("order quantity can not be zero")
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var ErrEmptyOrderType = errors.New("order type can not be empty string")
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type Exchange struct {
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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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currentTime time.Time
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account *types.Account
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config *bbgo.Backtest
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MarketDataStream types.StandardStreamEmitter
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trades map[string][]types.Trade
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tradesMutex sync.Mutex
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closedOrders map[string][]types.Order
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closedOrdersMutex sync.Mutex
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matchingBooks map[string]*SimplePriceMatching
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matchingBooksMutex sync.Mutex
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markets types.MarketMap
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Src *ExchangeDataSource
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}
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func NewExchange(
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sourceName types.ExchangeName, sourceExchange types.Exchange, srv *service.BacktestService, config *bbgo.Backtest,
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) (*Exchange, error) {
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ex := sourceExchange
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markets, err := cache.LoadExchangeMarketsWithCache(context.Background(), ex)
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if err != nil {
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return nil, err
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}
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startTime := config.StartTime.Time()
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configAccount := config.GetAccount(sourceName.String())
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account := &types.Account{
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MakerFeeRate: configAccount.MakerFeeRate,
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TakerFeeRate: configAccount.TakerFeeRate,
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AccountType: types.AccountTypeSpot,
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}
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balances := configAccount.Balances.BalanceMap()
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account.UpdateBalances(balances)
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e := &Exchange{
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sourceName: sourceName,
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publicExchange: ex,
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markets: markets,
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srv: srv,
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config: config,
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account: account,
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currentTime: startTime,
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closedOrders: make(map[string][]types.Order),
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trades: make(map[string][]types.Trade),
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}
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e.resetMatchingBooks()
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return e, nil
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}
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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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matching := &SimplePriceMatching{
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currentTime: e.currentTime,
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account: e.account,
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Market: market,
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closedOrders: make(map[uint64]types.Order),
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feeModeFunction: getFeeModeFunction(e.config.FeeMode),
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}
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e.matchingBooks[symbol] = matching
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}
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func (e *Exchange) NewStream() types.Stream {
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return &types.BacktestStream{
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StandardStreamEmitter: &types.StandardStream{},
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}
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}
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func (e *Exchange) QueryOrder(ctx context.Context, q types.OrderQuery) (*types.Order, error) {
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book := e.matchingBooks[q.Symbol]
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oid, err := strconv.ParseUint(q.OrderID, 10, 64)
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if err != nil {
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return nil, err
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}
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order, ok := book.getOrder(oid)
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if ok {
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return &order, nil
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}
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return nil, nil
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}
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func (e *Exchange) SubmitOrder(ctx context.Context, order types.SubmitOrder) (createdOrder *types.Order, err error) {
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symbol := order.Symbol
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matching, ok := e.matchingBook(symbol)
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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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if order.Price.Sign() < 0 {
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return nil, fmt.Errorf("order price can not be negative, %s given", order.Price.String())
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}
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if order.Quantity.Sign() < 0 {
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return nil, ErrNegativeQuantity
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}
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if order.Quantity.IsZero() {
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return nil, ErrZeroQuantity
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}
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if order.Type == "" {
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return nil, ErrEmptyOrderType
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}
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createdOrder, _, err = matching.PlaceOrder(order)
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if createdOrder != nil {
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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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e.addClosedOrder(*createdOrder)
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}
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}
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return createdOrder, err
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}
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func (e *Exchange) QueryOpenOrders(ctx context.Context, symbol string) (orders []types.Order, err error) {
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matching, ok := e.matchingBook(symbol)
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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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return append(matching.bidOrders, matching.askOrders...), nil
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}
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func (e *Exchange) QueryClosedOrders(
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ctx context.Context, symbol string, since, until time.Time, lastOrderID uint64,
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) (orders []types.Order, err error) {
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orders, ok := e.closedOrders[symbol]
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if !ok {
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return orders, fmt.Errorf("matching engine is not initialized for symbol %s", symbol)
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}
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return orders, nil
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}
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func (e *Exchange) CancelOrders(ctx context.Context, orders ...types.Order) error {
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for _, order := range orders {
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matching, ok := e.matchingBook(order.Symbol)
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if !ok {
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return fmt.Errorf("matching engine is not initialized for symbol %s", order.Symbol)
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}
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_, err := matching.CancelOrder(order)
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if err != nil {
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return err
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}
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}
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return nil
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}
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func (e *Exchange) QueryAccount(ctx context.Context) (*types.Account, error) {
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return e.account, nil
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}
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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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}
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func (e *Exchange) QueryKLines(
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ctx context.Context, symbol string, interval types.Interval, options types.KLineQueryOptions,
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) ([]types.KLine, error) {
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if options.EndTime != nil {
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return e.srv.QueryKLinesBackward(e.sourceName, symbol, interval, *options.EndTime, 1000)
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}
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if options.StartTime != nil {
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return e.srv.QueryKLinesForward(e.sourceName, symbol, interval, *options.StartTime, 1000)
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}
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return nil, errors.New("endTime or startTime can not be nil")
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}
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func (e *Exchange) QueryTrades(
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ctx context.Context, symbol string, options *types.TradeQueryOptions,
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) ([]types.Trade, error) {
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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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func (e *Exchange) QueryTicker(ctx context.Context, symbol string) (*types.Ticker, error) {
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matching, ok := e.matchingBook(symbol)
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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{
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Time: kline.EndTime.Time(),
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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.Sub(matching.Market.TickSize),
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Sell: kline.Close.Add(matching.Market.TickSize),
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}, nil
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}
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func (e *Exchange) QueryTickers(ctx context.Context, symbol ...string) (map[string]types.Ticker, error) {
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// Not using Tickers in back test (yet)
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return nil, ErrUnimplemented
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}
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func (e *Exchange) Name() types.ExchangeName {
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return e.publicExchange.Name()
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}
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func (e *Exchange) PlatformFeeCurrency() string {
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return e.publicExchange.PlatformFeeCurrency()
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}
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func (e *Exchange) QueryMarkets(ctx context.Context) (types.MarketMap, error) {
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return e.markets, nil
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}
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func (e *Exchange) QueryDepositHistory(
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ctx context.Context, asset string, since, until time.Time,
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) (allDeposits []types.Deposit, err error) {
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return nil, nil
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}
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func (e *Exchange) QueryWithdrawHistory(
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ctx context.Context, asset string, since, until time.Time,
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) (allWithdraws []types.Withdraw, err error) {
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return nil, nil
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}
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func (e *Exchange) matchingBook(symbol string) (*SimplePriceMatching, bool) {
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e.matchingBooksMutex.Lock()
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m, ok := e.matchingBooks[symbol]
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e.matchingBooksMutex.Unlock()
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return m, ok
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}
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func (e *Exchange) BindUserData(userDataStream types.StandardStreamEmitter) {
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userDataStream.OnTradeUpdate(func(trade types.Trade) {
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e.addTrade(trade)
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})
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e.matchingBooksMutex.Lock()
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for _, matching := range e.matchingBooks {
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matching.OnTradeUpdate(userDataStream.EmitTradeUpdate)
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matching.OnOrderUpdate(userDataStream.EmitOrderUpdate)
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matching.OnBalanceUpdate(userDataStream.EmitBalanceUpdate)
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}
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e.matchingBooksMutex.Unlock()
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}
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func (e *Exchange) SubscribeMarketData(
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startTime, endTime time.Time, requiredInterval types.Interval, extraIntervals ...types.Interval,
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) (chan types.KLine, error) {
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log.Infof("collecting backtest configurations...")
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loadedSymbols := map[string]struct{}{}
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loadedIntervals := map[types.Interval]struct{}{
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// 1m interval is required for the backtest matching engine
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requiredInterval: {},
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}
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for _, it := range extraIntervals {
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loadedIntervals[it] = struct{}{}
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}
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// collect subscriptions
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for _, sub := range e.MarketDataStream.GetSubscriptions() {
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loadedSymbols[sub.Symbol] = struct{}{}
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switch sub.Channel {
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case types.KLineChannel:
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loadedIntervals[sub.Options.Interval] = struct{}{}
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default:
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// Since Environment is not yet been injected at this point, no hard error
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log.Errorf("stream channel %s is not supported in backtest", sub.Channel)
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}
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}
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var symbols []string
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for symbol := range loadedSymbols {
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symbols = append(symbols, symbol)
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}
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var intervals []types.Interval
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for interval := range loadedIntervals {
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intervals = append(intervals, interval)
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}
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log.Infof("querying klines from database with exchange: %v symbols: %v and intervals: %v for back-testing", e.Name(), symbols, intervals)
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if len(symbols) == 0 {
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log.Warnf("empty symbols, will not query kline data from the database")
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c := make(chan types.KLine)
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close(c)
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return c, nil
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}
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klineC, errC := e.srv.QueryKLinesCh(startTime, endTime, e, symbols, intervals)
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go func() {
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if err := <-errC; err != nil {
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log.WithError(err).Error("backtest data feed error")
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}
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}()
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return klineC, nil
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}
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func (e *Exchange) ConsumeKLine(k types.KLine, requiredInterval types.Interval) {
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matching, ok := e.matchingBook(k.Symbol)
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if !ok {
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log.Errorf("matching book of %s is not initialized", k.Symbol)
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return
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}
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if matching.klineCache == nil {
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matching.klineCache = make(map[types.Interval]types.KLine)
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}
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requiredKline, ok := matching.klineCache[k.Interval]
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if ok { // pop out all the old
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if requiredKline.Interval != requiredInterval {
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panic(fmt.Sprintf("expect required kline interval %s, got interval %s", requiredInterval.String(), requiredKline.Interval.String()))
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}
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e.currentTime = requiredKline.EndTime.Time()
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// here we generate trades and order updates
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matching.processKLine(requiredKline)
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matching.nextKLine = &k
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for _, kline := range matching.klineCache {
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e.MarketDataStream.EmitKLineClosed(kline)
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for _, h := range e.Src.Callbacks {
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h(kline, e.Src)
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}
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}
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// reset the paramcache
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matching.klineCache = make(map[types.Interval]types.KLine)
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}
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matching.klineCache[k.Interval] = k
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}
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func (e *Exchange) CloseMarketData() error {
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if err := e.MarketDataStream.Close(); err != nil {
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log.WithError(err).Error("stream close error")
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return err
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}
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return nil
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}
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