/* * QUANTCONNECT.COM - Democratizing Finance, Empowering Individuals. * Lean Algorithmic Trading Engine v2.0. Copyright 2014 QuantConnect Corporation. * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable law or agreed to in writing, software * distributed under the License is distributed on an "AS IS" BASIS, * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. * See the License for the specific language governing permissions and * limitations under the License. */ using System; namespace QuantConnect.Indicators { /// /// Represents the Relative Strength Index (RSI) developed by K. Welles Wilder. /// You can optionally specified a different moving average type to be used in the computation /// public class RelativeStrengthIndex : Indicator, IIndicatorWarmUpPeriodProvider { private IndicatorDataPoint _previousInput; /// /// Gets the type of indicator used to compute AverageGain and AverageLoss /// public MovingAverageType MovingAverageType { get; } /// /// Gets the EMA for the down days /// public IndicatorBase AverageLoss { get; } /// /// Gets the indicator for average gain /// public IndicatorBase AverageGain { get; } /// /// Initializes a new instance of the RelativeStrengthIndex class with the specified name and period /// /// The period used for up and down days /// The type of moving average to be used for computing the average gain/loss values public RelativeStrengthIndex(int period, MovingAverageType movingAverageType = MovingAverageType.Wilders) : this($"RSI({period})", period, movingAverageType) { } /// /// Initializes a new instance of the RelativeStrengthIndex class with the specified name and period /// /// The name of this indicator /// The period used for up and down days /// The type of moving average to be used for computing the average gain/loss values public RelativeStrengthIndex(string name, int period, MovingAverageType movingAverageType = MovingAverageType.Wilders) : base(name) { MovingAverageType = movingAverageType; AverageGain = movingAverageType.AsIndicator(name + "Up", period); AverageLoss = movingAverageType.AsIndicator(name + "Down", period); WarmUpPeriod = period + 1; } /// /// Gets a flag indicating when this indicator is ready and fully initialized /// public override bool IsReady => AverageGain.IsReady && AverageLoss.IsReady; /// /// Required period, in data points, for the indicator to be ready and fully initialized. /// public int WarmUpPeriod { get; } /// /// Computes the next value of this indicator from the given state /// /// The input given to the indicator /// A new value for this indicator protected override decimal ComputeNextValue(IndicatorDataPoint input) { if (_previousInput != null && input.Value >= _previousInput.Value) { AverageGain.Update(input.EndTime, input.Value - _previousInput.Value); AverageLoss.Update(input.EndTime, 0m); } else if (_previousInput != null && input.Value < _previousInput.Value) { AverageGain.Update(input.EndTime, 0m); AverageLoss.Update(input.EndTime, _previousInput.Value - input.Value); } _previousInput = input; // make sure the difference averages are not negative // (can happen with some types of moving averages -- e.g. DEMA) var averageLoss = AverageLoss < 0 ? 0 : AverageLoss.Current.Value; var averageGain = AverageGain < 0 ? 0 : AverageGain.Current.Value; // Round AverageLoss to avoid computing RSI with very small numbers that lead to overflow exception on the division operation below if (Math.Round(averageLoss, 10) == 0m) { // all up days is 100 return 100m; } var rs = averageGain / averageLoss; return 100m - 100m / (1 + rs); } /// /// Resets this indicator to its initial state /// public override void Reset() { _previousInput = null; AverageGain.Reset(); AverageLoss.Reset(); base.Reset(); } } }