/*
* 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
{
///
/// The Augen Price Spike indicator is an indicator that measures price
/// changes in terms of standard deviations. In the book, The
/// Volatility Edge in Options Trading, Jeff Augen describes a
/// method for tracking absolute price changes in terms of recent
/// volatility, using the standard deviation.
///
/// length = x
/// closes = closeArray
/// closes1 = closeArray shifted right by 1
/// closes2 = closeArray shifted right by 2
/// closeLog = np.log(np.divide(closes1, closes2))
/// SDev = np.std(closeLog)
/// m = SDev * closes1[-1]
/// spike = (closes[-1]-closes1[-1])/m
/// return spike
///
/// Augen Price Spike from TradingView
/// https://www.tradingview.com/script/fC7Pn2X2-Price-Spike-Jeff-Augen/
///
///
public class AugenPriceSpike : Indicator, IIndicatorWarmUpPeriodProvider
{
private readonly StandardDeviation _standardDeviation;
private readonly RollingWindow _rollingData;
///
/// Initializes a new instance of the AugenPriceSpike class using the specified period
///
/// The period over which to perform to computation
public AugenPriceSpike(int period = 3)
: this($"APS({period})", period)
{
}
///
/// Creates a new AugenPriceSpike indicator with the specified period
///
/// The name of this indicator
/// The period of this indicator
public AugenPriceSpike(string name, int period)
: base(name)
{
if (period < 3)
{
throw new ArgumentException("AugenPriceSpike Indicator must have a period of at least 3", nameof(period));
}
_standardDeviation = new StandardDeviation(period);
_rollingData = new RollingWindow(3);
WarmUpPeriod = period + 2;
}
///
/// Gets a flag indicating when the indicator is ready and fully initialized
///
public override bool IsReady => _rollingData.IsReady && _standardDeviation.IsReady;
///
/// Required period, in data points, for the indicator to be ready and fully initialized.
///
public int WarmUpPeriod { get; }
///
/// Computes the next value for this indicator from the given state.
///
/// The input value to this indicator on this time step
/// A a value for this indicator
protected override decimal ComputeNextValue(IndicatorDataPoint input)
{
_rollingData.Add(input.Value);
if (_rollingData.Count < 3) { return 0m; }
var previousPoint = _rollingData[1];
var previousPoint2 = _rollingData[2];
var logPoint = 0.0;
// Ensure the logarithm operation is valid, as log(0) is undefined, and avoid division by zero.
if (previousPoint != 0 && previousPoint2 != 0)
{
logPoint = Math.Log((double)previousPoint / (double)previousPoint2);
}
_standardDeviation.Update(input.EndTime, (decimal)logPoint);
if (!_rollingData.IsReady) { return 0m; }
if (!_standardDeviation.IsReady) { return 0m; }
var m = _standardDeviation.Current.Value * previousPoint;
if (m == 0) { return 0; }
var spikeValue = (input.Value - previousPoint) / m;
return spikeValue;
}
///
/// Resets this indicator to its initial state
///
public override void Reset()
{
_standardDeviation.Reset();
_rollingData.Reset();
base.Reset();
}
}
}