chore: import upstream snapshot with attribution
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/*
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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.Collections.Generic;
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using System.Linq;
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using Python.Runtime;
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using QuantConnect.Algorithm.Framework.Portfolio;
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using QuantConnect.Data.UniverseSelection;
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using QuantConnect.Util;
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namespace QuantConnect.Algorithm.Framework.Risk
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{
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/// <summary>
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/// Provides an implementation of <see cref="IRiskManagementModel"/> that combines multiple risk
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/// models into a single risk management model and properly sets each insights 'SourceModel' property.
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/// </summary>
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public class CompositeRiskManagementModel : RiskManagementModel
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{
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private readonly List<IRiskManagementModel> _riskManagementModels = new List<IRiskManagementModel>();
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/// <summary>
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/// Initializes a new instance of the <see cref="CompositeRiskManagementModel"/> class
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/// </summary>
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/// <param name="riskManagementModels">The individual risk management models defining this composite model</param>
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public CompositeRiskManagementModel(params IRiskManagementModel[] riskManagementModels)
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{
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if (riskManagementModels.IsNullOrEmpty())
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{
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throw new ArgumentException("Must specify at least 1 risk management model for the CompositeRiskManagementModel");
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}
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_riskManagementModels.AddRange(riskManagementModels);
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}
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/// <summary>
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/// Initializes a new instance of the <see cref="CompositeRiskManagementModel"/> class
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/// </summary>
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/// <param name="riskManagementModels">The individual risk management models defining this composite model</param>
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public CompositeRiskManagementModel(IEnumerable<IRiskManagementModel> riskManagementModels)
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{
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foreach (var riskManagementModel in riskManagementModels)
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{
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AddRiskManagement(riskManagementModel);
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}
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if (_riskManagementModels.IsNullOrEmpty())
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{
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throw new ArgumentException("Must specify at least 1 risk management model for the CompositeRiskManagementModel");
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}
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}
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/// <summary>
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/// Initializes a new instance of the <see cref="CompositeRiskManagementModel"/> class
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/// </summary>
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/// <param name="riskManagementModels">The individual risk management models defining this composite model</param>
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public CompositeRiskManagementModel(params PyObject[] riskManagementModels)
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{
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if (riskManagementModels.IsNullOrEmpty())
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{
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throw new ArgumentException("Must specify at least 1 risk management model for the CompositeRiskManagementModel");
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}
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foreach (var pyRiskManagementModel in riskManagementModels)
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{
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AddRiskManagement(pyRiskManagementModel);
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}
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}
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/// <summary>
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/// Manages the algorithm's risk at each time step.
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/// This method patches this call through the each of the wrapped models.
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/// </summary>
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/// <param name="algorithm">The algorithm instance</param>
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/// <param name="targets">The current portfolio targets to be assessed for risk</param>
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/// <returns>The new portfolio targets</returns>
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public override IEnumerable<IPortfolioTarget> ManageRisk(QCAlgorithm algorithm, IPortfolioTarget[] targets)
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{
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foreach (var model in _riskManagementModels)
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{
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// take into account the possibility of ManageRisk returning nothing
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var riskAdjusted = model.ManageRisk(algorithm, targets);
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// produce a distinct set of new targets giving preference to newer targets
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targets = riskAdjusted.Concat(targets).DistinctBy(t => t.Symbol).ToArray();
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}
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return targets;
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}
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/// <summary>
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/// Event fired each time the we add/remove securities from the data feed.
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/// This method patches this call through the each of the wrapped models.
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/// </summary>
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/// <param name="algorithm">The algorithm instance that experienced the change in securities</param>
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/// <param name="changes">The security additions and removals from the algorithm</param>
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public override void OnSecuritiesChanged(QCAlgorithm algorithm, SecurityChanges changes)
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{
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foreach (var model in _riskManagementModels)
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{
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model.OnSecuritiesChanged(algorithm, changes);
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}
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}
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/// <summary>
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/// Adds a new <see cref="IRiskManagementModel"/> instance
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/// </summary>
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/// <param name="riskManagementModel">The risk management model to add</param>
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public void AddRiskManagement(IRiskManagementModel riskManagementModel)
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{
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_riskManagementModels.Add(riskManagementModel);
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}
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/// <summary>
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/// Adds a new <see cref="IRiskManagementModel"/> instance
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/// </summary>
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/// <param name="pyRiskManagementModel">The risk management model to add</param>
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public void AddRiskManagement(PyObject pyRiskManagementModel)
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{
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var riskManagementModel = PythonUtil.CreateInstanceOrWrapper<IRiskManagementModel>(
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pyRiskManagementModel,
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py => new RiskManagementModelPythonWrapper(py)
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);
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_riskManagementModels.Add(riskManagementModel);
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}
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}
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}
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