e73a3eb3db
These targets act as overrides and get sent into the execution model just the same as the ones emitted from the construction model.
233 lines
8.7 KiB
C#
233 lines
8.7 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 System;
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using System.Linq;
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using QuantConnect.Algorithm.Framework.Alphas;
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using QuantConnect.Algorithm.Framework.Alphas.Analysis;
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using QuantConnect.Algorithm.Framework.Alphas.Analysis.Providers;
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using QuantConnect.Algorithm.Framework.Execution;
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using QuantConnect.Algorithm.Framework.Portfolio;
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using QuantConnect.Algorithm.Framework.Risk;
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using QuantConnect.Algorithm.Framework.Selection;
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using QuantConnect.Data;
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using QuantConnect.Data.UniverseSelection;
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using QuantConnect.Securities;
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using QuantConnect.Util;
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namespace QuantConnect.Algorithm.Framework
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{
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/// <summary>
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/// Algorithm framework base class that enforces a modular approach to algorithm development
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/// </summary>
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public partial class QCAlgorithmFramework : QCAlgorithm
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{
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private readonly ISecurityValuesProvider _securityValuesProvider;
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/// <summary>
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/// Returns true since algorithms derived from this use the framework
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/// </summary>
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public override bool IsFrameworkAlgorithm => true;
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/// <summary>
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/// Gets or sets the portfolio selection model.
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/// </summary>
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public IPortfolioSelectionModel PortfolioSelection { get; set; }
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/// <summary>
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/// Gets or sets the alpha model
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/// </summary>
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public IAlphaModel Alpha { get; set; }
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/// <summary>
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/// Gets or sets the portoflio construction model
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/// </summary>
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public IPortfolioConstructionModel PortfolioConstruction { get; set; }
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/// <summary>
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/// Gets or sets the execution model
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/// </summary>
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public IExecutionModel Execution { get; set; }
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/// <summary>
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/// Gets or sets the risk management model
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/// </summary>
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public IRiskManagementModel RiskManagement { get; set; }
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/// <summary>
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/// Initializes a new instance of the <see cref="QCAlgorithmFramework"/> class
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/// </summary>
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public QCAlgorithmFramework()
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{
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_securityValuesProvider = new AlgorithmSecurityValuesProvider(this);
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// set model defaults
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Execution = new ImmediateExecutionModel();
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RiskManagement = new NullRiskManagementModel();
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}
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/// <summary>
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/// Called by setup handlers after Initialize and allows the algorithm a chance to organize
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/// the data gather in the Initialize method
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/// </summary>
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public override void PostInitialize()
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{
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CheckModels();
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foreach (var universe in PortfolioSelection.CreateUniverses(this))
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{
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AddUniverse(universe);
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}
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base.PostInitialize();
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}
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/// <summary>
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/// Used to send data updates to algorithm framework models
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/// </summary>
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/// <param name="slice">The current data slice</param>
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public sealed override void OnFrameworkData(Slice slice)
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{
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// generate, timestamp and emit insights
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var insights = Alpha.Update(this, slice)
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.Select(SetGeneratedAndClosedTimes)
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.ToList();
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if (insights.Count != 0)
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{
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// only fire insights generated event if we actually have insights
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OnInsightsGenerated(insights);
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}
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// construct portfolio targets from insights
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var targets = PortfolioConstruction.CreateTargets(this, insights);
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var riskTargetOverrides = RiskManagement.ManageRisk(this);
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// execute on the targets, overriding targets for symbols w/ risk targets
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Execution.Execute(this, riskTargetOverrides.Concat(targets).DistinctBy(pt => pt.Symbol));
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}
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/// <summary>
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/// Used to send security changes to algorithm framework models
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/// </summary>
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/// <param name="changes">Security additions/removals for this time step</param>
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public sealed override void OnFrameworkSecuritiesChanged(SecurityChanges changes)
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{
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Alpha.OnSecuritiesChanged(this, changes);
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PortfolioConstruction.OnSecuritiesChanged(this, changes);
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Execution.OnSecuritiesChanged(this, changes);
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RiskManagement.OnSecuritiesChanged(this, changes);
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}
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/// <summary>
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/// Sets the portfolio selection model
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/// </summary>
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/// <param name="portfolioSelection">Model defining universes for the algorithm</param>
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public void SetPortfolioSelection(IPortfolioSelectionModel portfolioSelection)
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{
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PortfolioSelection = portfolioSelection;
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}
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/// <summary>
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/// Sets the alpha model
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/// </summary>
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/// <param name="alpha">Model that generates alpha</param>
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public void SetAlpha(IAlphaModel alpha)
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{
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Alpha = alpha;
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}
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/// <summary>
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/// Sets the portfolio construction model
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/// </summary>
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/// <param name="portfolioConstruction">Model defining how to build a portoflio from insights</param>
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public void SetPortfolioConstruction(IPortfolioConstructionModel portfolioConstruction)
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{
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PortfolioConstruction = portfolioConstruction;
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}
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/// <summary>
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/// Sets the execution model
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/// </summary>
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/// <param name="execution">Model defining how to execute trades to reach a portfolio target</param>
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public void SetExecution(IExecutionModel execution)
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{
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Execution = execution;
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}
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/// <summary>
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/// Sets the risk management model
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/// </summary>
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/// <param name="riskManagement">Model defining </param>
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public void SetRiskManagement(IRiskManagementModel riskManagement)
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{
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RiskManagement = riskManagement;
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}
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private Insight SetGeneratedAndClosedTimes(Insight insight)
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{
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insight.GeneratedTimeUtc = UtcTime;
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insight.ReferenceValue = _securityValuesProvider.GetValues(insight.Symbol).Get(insight.Type);
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TimeSpan barSize;
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Security security;
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SecurityExchangeHours exchangeHours;
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if (Securities.TryGetValue(insight.Symbol, out security))
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{
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exchangeHours = security.Exchange.Hours;
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barSize = security.Resolution.ToTimeSpan();
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}
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else
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{
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barSize = insight.Period.ToHigherResolutionEquivalent(false).ToTimeSpan();
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exchangeHours = MarketHoursDatabase.GetExchangeHours(insight.Symbol.ID.Market, insight.Symbol, insight.Symbol.SecurityType);
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}
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var localStart = UtcTime.ConvertFromUtc(exchangeHours.TimeZone);
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barSize = QuantConnect.Time.Max(barSize, QuantConnect.Time.OneMinute);
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var barCount = (int) (insight.Period.Ticks / barSize.Ticks);
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insight.CloseTimeUtc = QuantConnect.Time.GetEndTimeForTradeBars(exchangeHours, localStart, barSize, barCount, false).ConvertToUtc(exchangeHours.TimeZone);
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return insight;
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}
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private void CheckModels()
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{
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if (PortfolioSelection == null)
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{
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throw new Exception("Framework algorithms must specify a portfolio selection model using the 'PortfolioSelection' property.");
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}
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if (Alpha == null)
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{
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throw new Exception("Framework algorithms must specify a alpha model using the 'Alpha' property.");
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}
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if (PortfolioConstruction == null)
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{
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throw new Exception("Framework algorithms must specify a portfolio construction model using the 'PortfolioConstruction' property");
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}
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if (Execution == null)
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{
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throw new Exception("Framework algorithms must specify an execution model using the 'Execution' property.");
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}
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if (RiskManagement == null)
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{
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throw new Exception("Framework algorithms must specify an risk management model using the 'RiskManagement' property.");
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}
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}
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}
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}
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