chore: import upstream snapshot with attribution
This commit is contained in:
@@ -0,0 +1,130 @@
|
||||
/*
|
||||
* 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.
|
||||
*/
|
||||
|
||||
namespace QuantConnect.Indicators
|
||||
{
|
||||
/// <summary>
|
||||
/// Represents the traditional exponential moving average indicator (EMA).
|
||||
/// When the indicator is ready, the first value of the EMA is equivalent to the simple moving average.
|
||||
/// After the first EMA value, the EMA value is a function of the previous EMA value.
|
||||
/// Therefore, depending on the number of samples
|
||||
/// you feed into the indicator, it can provide different EMA values for a single
|
||||
/// security and lookback period. To make the indicator values consistent
|
||||
/// across time, warm up the indicator with all the trailing security price history.
|
||||
/// </summary>
|
||||
public class ExponentialMovingAverage : Indicator, IIndicatorWarmUpPeriodProvider
|
||||
{
|
||||
private readonly decimal _k;
|
||||
private readonly int _period;
|
||||
|
||||
private readonly SimpleMovingAverage _initialValueSMA;
|
||||
|
||||
/// <summary>
|
||||
/// Required period, in data points, for the indicator to be ready and fully initialized.
|
||||
/// </summary>
|
||||
public int WarmUpPeriod => _period;
|
||||
|
||||
/// <summary>
|
||||
/// Initializes a new instance of the ExponentialMovingAverage class with the specified name and period
|
||||
/// </summary>
|
||||
/// <param name="name">The name of this indicator</param>
|
||||
/// <param name="period">The period of the EMA</param>
|
||||
public ExponentialMovingAverage(string name, int period)
|
||||
: this(name, period, SmoothingFactorDefault(period))
|
||||
{
|
||||
}
|
||||
|
||||
/// <summary>
|
||||
/// Initializes a new instance of the ExponentialMovingAverage class with the specified name and period
|
||||
/// </summary>
|
||||
/// <param name="name">The name of this indicator</param>
|
||||
/// <param name="period">The period of the EMA</param>
|
||||
/// <param name="smoothingFactor">The percentage of data from the previous value to be carried into the next value</param>
|
||||
public ExponentialMovingAverage(string name, int period, decimal smoothingFactor)
|
||||
: base(name)
|
||||
{
|
||||
_period = period;
|
||||
_k = smoothingFactor;
|
||||
_initialValueSMA = new SimpleMovingAverage(period);
|
||||
}
|
||||
|
||||
/// <summary>
|
||||
/// Initializes a new instance of the ExponentialMovingAverage class with the default name and period
|
||||
/// </summary>
|
||||
/// <param name="period">The period of the EMA</param>
|
||||
public ExponentialMovingAverage(int period)
|
||||
: this($"EMA({period})", period)
|
||||
{
|
||||
}
|
||||
|
||||
/// <summary>
|
||||
/// Initializes a new instance of the ExponentialMovingAverage class with the default name and period
|
||||
/// </summary>
|
||||
/// <param name="period">The period of the EMA</param>
|
||||
/// <param name="smoothingFactor">The percentage of data from the previous value to be carried into the next value</param>
|
||||
public ExponentialMovingAverage(int period, decimal smoothingFactor)
|
||||
: this($"EMA({period},{smoothingFactor})", period, smoothingFactor)
|
||||
{
|
||||
}
|
||||
|
||||
/// <summary>
|
||||
/// Calculates the default smoothing factor for an ExponentialMovingAverage indicator
|
||||
/// </summary>
|
||||
/// <param name="period">The period of the EMA</param>
|
||||
/// <returns>The default smoothing factor</returns>
|
||||
public static decimal SmoothingFactorDefault(int period) => 2.0m / (1 + period);
|
||||
|
||||
/// <summary>
|
||||
/// Gets a flag indicating when this indicator is ready and fully initialized
|
||||
/// </summary>
|
||||
public override bool IsReady => Samples >= _period;
|
||||
|
||||
/// <summary>
|
||||
/// Resets this indicator to its initial state
|
||||
/// </summary>
|
||||
public override void Reset()
|
||||
{
|
||||
base.Reset();
|
||||
_initialValueSMA.Reset();
|
||||
}
|
||||
|
||||
/// <summary>
|
||||
/// Computes the next value of this indicator from the given state
|
||||
/// </summary>
|
||||
/// <param name="input">The input given to the indicator</param>
|
||||
/// <returns>A new value for this indicator</returns>
|
||||
protected override decimal ComputeNextValue(IndicatorDataPoint input)
|
||||
{
|
||||
// we need to compute the initial value for the EMA, which is the SMA of the first N samples
|
||||
if (Samples <= _period)
|
||||
{
|
||||
_initialValueSMA.Update(input);
|
||||
}
|
||||
|
||||
if (!IsReady)
|
||||
{
|
||||
return 0;
|
||||
}
|
||||
|
||||
if (Samples == _period)
|
||||
{
|
||||
// first value is the SMA of the first period
|
||||
return _initialValueSMA.Current.Value;
|
||||
}
|
||||
|
||||
return input.Value * _k + Current.Value * (1 - _k);
|
||||
}
|
||||
}
|
||||
}
|
||||
Reference in New Issue
Block a user