转载需注明出处：，
指标（Indicator）由三大关键组件组成：1.实现你指标的类2.在ACAlgorithm基类中的Helper方法，用于简化对你指标实现的调用。3.测试方法用于测试指标的表现。为了实现一个指标，上述所有组件需要实现。下面的教程会带你浏览这些组件。我们将会使用 AroonOscillator作为案例。我们不会去介绍指标的基本概念。
1.实现你的指标（Implementing Your Indicator）你的指标类应该在工程根下的QuantConnect.Indicators项目下实现。它必须是一个单独的类，不能缩写，名如“AroonOscillator.cs”。第一步指标必须是下面指标基类的一个派生：Indicator – 如果你的指标只需要单个值（例如ExponontialMovingAverage），你就可以用Indicator作为基类。TradeBarIndicator – 如果你的指标需要用到TradeBars，那么你的指标必须是由TradeBarIndicator类扩展而来的。（例如AroonOscillator）。WindowIndicator<T> – 如果你的指标需要一个rolling window of data（数据的滚动窗口），那么你就要继承这个类。（例如Minimum）。所有的指标都必须实现下面四个组件，为了在Lean中正常运作。Constructor – 实现你的构造函数，用于接收和保存必要的指标配置信息。例如Aroon指标需要Aroon Up 和 Aroon Down值。IsReady – 它是一个Boolean值，用于指示算法是否有了充足的历史价格数据用于算出指标的值。Aroon只有当有了n个周期的样本数据后才能开始计算。ComputeNextValue()- 用提供的数据，计算和返回下一个指标的值。这里是你实现指标具体算法的地方。保持可扩展性Aroon作为案例是非常有代表性的，它有多个属性，Aroon-Up和Aroon-Down。这两个值在计算Aroon的时候都需要用到，但只有delta（up – down）会返回。这个例子中的dela叫做Aroon Percentage(比例)。许多指标会有一个主值（Primary value），多个属性，用于交易决策。为了处理这些情况-每个属性都应该作为子指标（sub-indicator）。你可以查看下AroonOscillator.cs的源码。Aroon创建了AroonUp，AroonDown指标作为属性。这使得你可以单独的使用这些子指标。例如下面的代码：var smaAroonUp = sma.Of( aroon.AroonUp )就直接用属性（子指标）。现在我们贴出AroonOscillator的代码：using QuantConnect.Data.Market;namespace QuantConnect.Indicators{/// <summary>/// The Aroon Oscillator is the difference between AroonUp and AroonDown. The value of this/// indicator fluctuats between -100 and +100. An upward trend bias is present when the oscillator/// is positive, and a negative trend bias is present when the oscillator is negative. AroonUp/Down/// values over 75 identify strong trends in their respective direction./// </summary>public class AroonOscillator : TradeBarIndicator{/// <summary>/// Gets the AroonUp indicator/// </summary>public IndicatorBase<IndicatorDataPoint> AroonUp { get; private set; }/// <summary>/// Gets the AroonDown indicator/// </summary>public IndicatorBase<IndicatorDataPoint> AroonDown { get; private set; }/// <summary>/// Gets a flag indicating when this indicator is ready and fully initialized/// </summary>public override bool IsReady{get { return AroonUp.IsReady && AroonDown.IsReady; }}/// <summary>/// Creates a new AroonOscillator from the specified up/down periods./// </summary>/// <param name="upPeriod">The lookback period to determine the highest high for the AroonDown</param>/// <param name="downPeriod">The lookback period to determine the lowest low for the AroonUp</param>public AroonOscillator(int upPeriod, int downPeriod): this(string.Format("AROON({0},{1})", upPeriod, downPeriod), upPeriod, downPeriod){}/// <summary>/// Creates a new AroonOscillator from the specified up/down periods./// </summary>/// <param name="name">The name of this indicator</param>/// <param name="upPeriod">The lookback period to determine the highest high for the AroonDown</param>/// <param name="downPeriod">The lookback period to determine the lowest low for the AroonUp</param>public AroonOscillator(string name, int upPeriod, int downPeriod): base(name){var max = new Maximum(name + "_Max", upPeriod + 1);AroonUp = new FunctionalIndicator<IndicatorDataPoint>(name + "_AroonUp",input => ComputeAroonUp(upPeriod, max, input),aroonUp => max.IsReady,() => max.Reset());var min = new Minimum(name + "_Min", downPeriod + 1);AroonDown = new FunctionalIndicator<IndicatorDataPoint>(name + "_AroonDown",input => ComputeAroonDown(downPeriod, min, input),aroonDown => min.IsReady,() => min.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(TradeBar input){AroonUp.Update(input.Time, input.High);AroonDown.Update(input.Time, input.Low);return AroonUp – AroonDown;}/// <summary>/// AroonUp = 100 * (period – {periods since max})/period/// </summary>/// <param name="upPeriod">The AroonUp period</param>/// <param name="max">A Maximum indicator used to compute periods since max</param>/// <param name="input">The next input data</param>/// <returns>The AroonUp value</returns>private static decimal ComputeAroonUp(int upPeriod, Maximum max, IndicatorDataPoint input){max.Update(input);return 100m * (upPeriod – max.PeriodsSinceMaximum) / upPeriod;}/// <summary>/// AroonDown = 100 * (period – {periods since min})/period/// </summary>/// <param name="downPeriod">The AroonDown period</param>/// <param name="min">A Minimum indicator used to compute periods since min</param>/// <param name="input">The next input data</param>/// <returns>The AroonDown value</returns>private static decimal ComputeAroonDown(int downPeriod, Minimum min, IndicatorDataPoint input){min.Update(input);return 100m * (downPeriod – min.PeriodsSinceMinimum) / downPeriod;}/// <summary>/// Resets this indicator and both sub-indicators (AroonUp and AroonDown)/// </summary>public override void Reset(){AroonUp.Reset();AroonDown.Reset();base.Reset();}}}2 在QCAlgorithm中安装Helper方法在你实现了indicator（指标）之后，i需要将它安装到基类中。指标可以手工的创建和更新，不过我们加你使用helper方法，这样后面使用起来会简单很多。在Aroon的案例中，实现是在AroonOscillator类，但它的helper方法是在QCAlgorithm中。这个helper方法—AROON—总是是大写的，总是返回一个指标实现类的实例对象。public AroonOscillator AROON(string symbol, int upPeriod, int downPeriod, Resolution? resolution = null) {var name = CreateIndicatorName(symbol, string.Format("AROON({0},{1})", upPeriod, downPeriod), resolution);var aroon = new AroonOscillator(name, upPeriod, downPeriod);RegisterIndicator(symbol, aroon, resolution);return aroon;}在helper方法中，你需要创建你指标的一个唯一的名字，，使用你指标实现类的构造函数去构造一个指标实例，将其注册（注册后意味着指标的值会随着symbol（指定证券）的价格数据变动而自动的变动）。3 创建测试方法3.1准备测试数据将准备好的测试数据放到QuantConnect.Tests\TestData目录下。3.2写测试类在QuantConnect.Tests\Indicators下面。可以拷贝已经有的进行改写。即使爬到最高的山上，一次也只能脚踏实地地迈一步。
