/* * 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; using System.Collections.Generic; using QuantConnect.Algorithm.Framework.Portfolio; namespace QuantConnect.Algorithm.Framework.Risk { /// /// Provides an implementation of that limits the maximum possible loss /// measured from the highest unrealized profit /// public class TrailingStopRiskManagementModel : RiskManagementModel { private readonly decimal _maximumDrawdownPercent; private Dictionary _trailingHighs = new Dictionary(); /// /// Initializes a new instance of the class /// /// The maximum percentage relative drawdown allowed for algorithm portfolio compared with the highest unrealized profit, defaults to 5% drawdown per security public TrailingStopRiskManagementModel(decimal maximumDrawdownPercent = 0.05m) { _maximumDrawdownPercent = -Math.Abs(maximumDrawdownPercent); } /// /// Manages the algorithm's risk at each time step /// /// The algorithm instance /// The current portfolio targets to be assessed for risk public override IEnumerable ManageRisk(QCAlgorithm algorithm, IPortfolioTarget[] targets) { foreach (var kvp in algorithm.Securities) { var symbol = kvp.Key; var security = kvp.Value; // Remove if not invested if (!security.Invested) { if (_trailingHighs.ContainsKey(symbol)) { _trailingHighs.Remove(symbol); } continue; } // Add newly invested securities if (!_trailingHighs.ContainsKey(symbol)) { _trailingHighs.Add(symbol, security.Holdings.AveragePrice); // Set to average holding cost continue; } // Check for new highs and update - set to tradebar high if (_trailingHighs[symbol] < security.High) { _trailingHighs[symbol] = security.High; continue; } // Check for securities past the drawdown limit var securityHigh = _trailingHighs[symbol]; var drawdown = (security.Low / securityHigh) - 1m; if (drawdown < _maximumDrawdownPercent) { // liquidate yield return new PortfolioTarget(security.Symbol, 0); } } } } }