package indicator import ( "time" "github.com/c9s/bbgo/pkg/datatype/floats" "github.com/c9s/bbgo/pkg/types" ) // vwap implements the volume weighted average price (VWAP) indicator: // // Volume Weighted Average Price (VWAP) Definition // - https://www.investopedia.com/terms/v/vwap.asp // // Volume-Weighted Average Price (VWAP) Explained // - https://academy.binance.com/en/articles/volume-weighted-average-price-vwap-explained // // The Volume Weighted Average Price (VWAP) is a technical analysis indicator that is used to measure the average price of a security // over a specified period of time, with the weighting factors determined by the volume of the security. It is calculated by taking the // sum of the product of the price and volume for each trade, and then dividing that sum by the total volume of the security over the // specified period of time. This resulting average is then plotted on the price chart as a line, which can be used to make predictions // about future price movements. The VWAP is typically more accurate than other simple moving averages, as it takes into account the // volume of the security, but may be less reliable in markets with low trading volume. //go:generate callbackgen -type VWAP type VWAP struct { types.SeriesBase types.IntervalWindow Values floats.Slice Prices floats.Slice Volumes floats.Slice WeightedSum float64 VolumeSum float64 EndTime time.Time UpdateCallbacks []func(value float64) } func (inc *VWAP) Update(price, volume float64) { if len(inc.Prices) == 0 { inc.SeriesBase.Series = inc } inc.Prices.Push(price) inc.Volumes.Push(volume) if inc.Window != 0 && len(inc.Prices) > inc.Window { popIndex := len(inc.Prices) - inc.Window - 1 inc.WeightedSum -= inc.Prices[popIndex] * inc.Volumes[popIndex] inc.VolumeSum -= inc.Volumes[popIndex] } inc.WeightedSum += price * volume inc.VolumeSum += volume vwap := inc.WeightedSum / inc.VolumeSum inc.Values.Push(vwap) } func (inc *VWAP) Last(i int) float64 { return inc.Values.Last(i) } func (inc *VWAP) Index(i int) float64 { return inc.Last(i) } func (inc *VWAP) Length() int { return len(inc.Values) } var _ types.SeriesExtend = &VWAP{} func (inc *VWAP) PushK(k types.KLine) { inc.Update(types.KLineTypicalPriceMapper(k), k.Volume.Float64()) } func (inc *VWAP) CalculateAndUpdate(allKLines []types.KLine) { for _, k := range allKLines { if inc.EndTime != zeroTime && !k.EndTime.After(inc.EndTime) { continue } inc.PushK(k) } inc.EmitUpdate(inc.Last(0)) inc.EndTime = allKLines[len(allKLines)-1].EndTime.Time() } func (inc *VWAP) handleKLineWindowUpdate(interval types.Interval, window types.KLineWindow) { if inc.Interval != interval { return } inc.CalculateAndUpdate(window) } func (inc *VWAP) Bind(updater KLineWindowUpdater) { updater.OnKLineWindowUpdate(inc.handleKLineWindowUpdate) } func calculateVWAP(klines []types.KLine, priceF types.KLineValueMapper, window int) float64 { vwap := VWAP{IntervalWindow: types.IntervalWindow{Window: window}} for _, k := range klines { vwap.Update(priceF(k), k.Volume.Float64()) } return vwap.Last(0) }