341 lines
11 KiB
C#
341 lines
11 KiB
C#
/*
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* QUANTCONNECT.COM - Democratizing Finance, Empowering Individuals.
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* Lean Algorithmic Trading Engine v2.0. Copyright 2014 QuantConnect Corporation.
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*
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* Licensed under the Apache License, Version 2.0 (the "License");
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* you may not use this file except in compliance with the License.
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* You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0
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*
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* Unless required by applicable law or agreed to in writing, software
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* distributed under the License is distributed on an "AS IS" BASIS,
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* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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* See the License for the specific language governing permissions and
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* limitations under the License.
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*/
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using QuantConnect.Data.Market;
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using System;
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using System.Collections;
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using System.Collections.Generic;
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using System.Linq;
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namespace QuantConnect.Indicators
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{
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/// <summary>
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/// The NewHighsNewLows is a New Highs / New Lows indicator that accepts IBaseDataBar data as its input.
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///
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/// This type is more of a shim/typedef to reduce the need to refer to things as NewHighsNewLows<IBaseDataBar>
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/// </summary>
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public class NewHighsNewLows : NewHighsNewLows<IBaseDataBar>
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{
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/// <summary>
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/// Initializes a new instance of the <see cref="NewHighsNewLows"/> class
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/// </summary>
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public NewHighsNewLows(string name, int period) : base(name, period)
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{
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}
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}
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/// <summary>
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/// The New Highs - New Lows indicator displays the daily difference or ratio between
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/// the number of assets reaching new highs and the number of stocks reaching new lows
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/// in defined time period.
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/// </summary>
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public abstract class NewHighsNewLows<T> : IndicatorBase<T>, IIndicatorWarmUpPeriodProvider
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where T : class, IBaseDataBar
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{
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private readonly TrackedAssets _trackedAssets;
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private readonly int _period;
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private DateTime? _currentPeriodTime;
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/// <summary>
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/// Difference between the number of assets reaching new highs and the number of assets
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/// reaching new lows in defined time period.
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/// </summary>
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public IndicatorBase<IBaseDataBar> Difference { get; }
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/// <summary>
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/// Ratio between the number of assets reaching new highs and the number of assets
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/// reaching new lows in defined time period.
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/// </summary>
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public IndicatorBase<IBaseDataBar> Ratio { get; }
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/// <summary>
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/// List of assets that reached new high
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/// </summary>
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protected ICollection<T> NewHighs { get; private set; } = [];
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/// <summary>
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/// List of assets that reached new high
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/// </summary>
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protected ICollection<T> NewLows { get; private set; } = [];
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/// <summary>
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/// Initializes a new instance of the <see cref="NewHighsNewLows{T}"/> class
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/// </summary>
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protected NewHighsNewLows(string name, int period) : base(name)
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{
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_period = period;
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_trackedAssets = new TrackedAssets(period);
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Difference = new FunctionalIndicator<IBaseDataBar>(
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$"{name}_Difference",
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(input) =>
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{
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return NewHighs.Count - NewLows.Count;
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},
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_ => IsReady);
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Ratio = new FunctionalIndicator<IBaseDataBar>(
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$"{name}_Ratio",
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(input) =>
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{
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return NewLows.Count == 0m ? NewHighs.Count : (decimal)NewHighs.Count / NewLows.Count;
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},
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_ => IsReady);
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}
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/// <summary>
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/// Add tracking asset issue
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/// </summary>
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/// <param name="asset">tracking asset issue</param>
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public virtual void Add(Symbol asset)
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{
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_trackedAssets.Add(asset);
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}
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/// <summary>
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/// Remove tracking asset issue
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/// </summary>
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/// <param name="asset">tracking asset issue</param>
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public virtual void Remove(Symbol asset)
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{
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_trackedAssets.Remove(asset);
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}
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/// <summary>
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/// Gets a flag indicating when this indicator is ready and fully initialized
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/// </summary>
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public override bool IsReady => HasSufficientPreviousDataForComputation();
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/// <summary>
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/// Resets this indicator to its initial state
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/// </summary>
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public override void Reset()
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{
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_trackedAssets.Reset();
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_currentPeriodTime = null;
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Difference.Reset();
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Ratio.Reset();
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base.Reset();
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}
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/// <summary>
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/// Required period, in data points, for the indicator to be ready and fully initialized.
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/// </summary>
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public int WarmUpPeriod => _period + 1;
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/// <summary>
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/// Computes the next value of this indicator from the given state
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/// </summary>
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/// <param name="input">The input given to the indicator</param>
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/// <returns>A new value for this indicator</returns>
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protected override decimal ComputeNextValue(T input)
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{
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NewHighs.Clear();
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NewLows.Clear();
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foreach (TrackedAsset asset in _trackedAssets)
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{
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if (asset.CurrentPeriodValue.High > asset.RollingPreviousHigh.Current.Value)
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{
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NewHighs.Add(asset.CurrentPeriodValue);
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}
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if (asset.CurrentPeriodValue.Low < asset.RollingPreviousLow.Current.Value)
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{
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NewLows.Add(asset.CurrentPeriodValue);
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}
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}
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Difference.Update(input);
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Ratio.Update(input);
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return Difference.Current.Value;
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}
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/// <summary>
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/// Computes the next value of this indicator from the given state
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/// </summary>
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/// <param name="input">The input given to the indicator</param>
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/// <returns>A new value for this indicator</returns>
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protected override IndicatorResult ValidateAndComputeNextValue(T input)
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{
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Enqueue(input);
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if (HasMissingCurrentPeriodValue() || !HasSufficientPreviousDataForComputation())
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{
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return new IndicatorResult(0, IndicatorStatus.ValueNotReady);
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}
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var vNext = ComputeNextValue(input);
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return new IndicatorResult(vNext);
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}
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private void Enqueue(T input)
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{
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TrackedAsset trackedAsset;
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// In case of unordered input
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if (input.EndTime == _currentPeriodTime)
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{
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// Update the previous values in rolling window
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if (_trackedAssets.TryGetAsset(input.Symbol, out trackedAsset))
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{
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UpdatePreviousValues(trackedAsset, input);
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}
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return;
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}
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// In case of new period
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if (input.Time > _currentPeriodTime)
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{
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foreach (TrackedAsset asset in _trackedAssets)
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{
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// We got new period and therefore we need to update
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// the previous value in rolling window so we can use them for calculation
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UpdatePreviousValues(asset, asset.CurrentPeriodValue);
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asset.CurrentPeriodValue = default;
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}
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_currentPeriodTime = input.Time;
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}
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if (_trackedAssets.TryGetAsset(input.Symbol, out trackedAsset)
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&& (!_currentPeriodTime.HasValue || input.Time == _currentPeriodTime))
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{
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trackedAsset.CurrentPeriodValue = input;
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if (!_currentPeriodTime.HasValue)
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{
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_currentPeriodTime = input.Time;
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}
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}
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}
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private bool HasMissingCurrentPeriodValue()
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{
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return _trackedAssets.Any(x => x.CurrentPeriodValue == null);
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}
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private bool HasSufficientPreviousDataForComputation()
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{
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return _trackedAssets.All(asset =>
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asset.RollingPreviousHigh.IsReady
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&& asset.RollingPreviousLow.IsReady);
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}
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private void UpdatePreviousValues(TrackedAsset asset, IBaseDataBar bar)
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{
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if (bar == null)
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{
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return;
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}
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asset.RollingPreviousHigh.Update(_currentPeriodTime.Value, bar.High);
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asset.RollingPreviousLow.Update(_currentPeriodTime.Value, bar.Low);
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}
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/// <summary>
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/// Assets tracked by NewHighsNewLows indicator
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/// </summary>
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private class TrackedAssets : IEnumerable<TrackedAsset>
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{
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private readonly int _period;
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private readonly IDictionary<SecurityIdentifier, TrackedAsset> _assets = new Dictionary<SecurityIdentifier, TrackedAsset>();
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public TrackedAssets(int period)
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{
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_period = period;
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}
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/// <summary>
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/// Add tracking asset issue
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/// </summary>
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/// <param name="asset">tracking asset issue</param>
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public void Add(Symbol asset)
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{
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if (!_assets.ContainsKey(asset.ID))
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{
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_assets.Add(asset.ID, new TrackedAsset(_period));
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}
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}
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/// <summary>
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/// Remove tracking asset issue
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/// </summary>
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/// <param name="asset">tracking asset issue</param>
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public void Remove(Symbol asset)
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{
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_assets.Remove(asset.ID);
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}
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/// <summary>
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/// Resets tracked assets to its initial state
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/// </summary>
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public void Reset()
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{
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foreach (TrackedAsset asset in this)
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{
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asset.Reset();
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}
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}
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public bool TryGetAsset(Symbol asset, out TrackedAsset trackedAsset)
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{
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return _assets.TryGetValue(asset.ID, out trackedAsset);
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}
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public IEnumerator<TrackedAsset> GetEnumerator()
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{
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return _assets.Values.GetEnumerator();
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}
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IEnumerator IEnumerable.GetEnumerator()
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{
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return GetEnumerator();
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}
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}
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/// <summary>
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/// Asset tracked by NewHighsNewLows indicator
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/// </summary>
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private class TrackedAsset
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{
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public T CurrentPeriodValue { get; set; }
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public Maximum RollingPreviousHigh { get; init; }
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public Minimum RollingPreviousLow { get; init; }
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public TrackedAsset(int period)
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{
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CurrentPeriodValue = default;
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RollingPreviousHigh = new Maximum(period);
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RollingPreviousLow = new Minimum(period);
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}
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/// <summary>
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/// Resets tracked asset to its initial state
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/// </summary>
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public void Reset()
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{
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CurrentPeriodValue = default;
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RollingPreviousHigh.Reset();
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RollingPreviousLow.Reset();
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}
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}
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}
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}
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