/* * 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 readonly Dictionary _trailingAbsoluteHoldingsState = 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) { _trailingAbsoluteHoldingsState.Remove(symbol); continue; } var position = security.Holdings.IsLong ? PositionSide.Long : PositionSide.Short; var absoluteHoldingsValue = security.Holdings.AbsoluteHoldingsValue; HoldingsState trailingAbsoluteHoldingsState; // Add newly invested security (if doesn't exist) or reset holdings state (if position changed) if (!_trailingAbsoluteHoldingsState.TryGetValue(symbol, out trailingAbsoluteHoldingsState) || position != trailingAbsoluteHoldingsState.Position) { _trailingAbsoluteHoldingsState[symbol] = trailingAbsoluteHoldingsState = new HoldingsState(position, security.Holdings.AbsoluteHoldingsCost); } var trailingAbsoluteHoldingsValue = trailingAbsoluteHoldingsState.AbsoluteHoldingsValue; // Check for new max (for long position) or min (for short position) absolute holdings value if ((position == PositionSide.Long && trailingAbsoluteHoldingsValue < absoluteHoldingsValue) || (position == PositionSide.Short && trailingAbsoluteHoldingsValue > absoluteHoldingsValue)) { trailingAbsoluteHoldingsState.AbsoluteHoldingsValue = absoluteHoldingsValue; continue; } var drawdown = Math.Abs((trailingAbsoluteHoldingsValue - absoluteHoldingsValue) / trailingAbsoluteHoldingsValue); if (_maximumDrawdownPercent < drawdown) { // Cancel insights algorithm.Insights.Cancel(new[] { symbol }); _trailingAbsoluteHoldingsState.Remove(symbol); // liquidate yield return new PortfolioTarget(symbol, 0); } } } /// /// Helper class used to store holdings state for the /// in /// private class HoldingsState { public PositionSide Position; public decimal AbsoluteHoldingsValue; public HoldingsState(PositionSide position, decimal absoluteHoldingsValue) { Position = position; AbsoluteHoldingsValue = absoluteHoldingsValue; } } } }