/* * 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 System.Linq; using Deedle; using Python.Runtime; using QuantConnect.Packets; using QuantConnect.Util; namespace QuantConnect.Report.ReportElements { internal sealed class DrawdownReportElement : ChartReportElement { private LiveResult _live; private BacktestResult _backtest; /// /// Create a new plot of the top N worst drawdown durations /// /// Name of the widget /// Location of injection /// Backtest result object /// Live result object public DrawdownReportElement(string name, string key, BacktestResult backtest, LiveResult live) { _live = live; _backtest = backtest; Name = name; Key = key; } /// /// Generate the top N drawdown plot using the python libraries. /// public override string Render() { var backtestPoints = ResultsUtil.EquityPoints(_backtest); var livePoints = ResultsUtil.EquityPoints(_live); var liveSeries = new Series(livePoints.Keys, livePoints.Values); var strategySeries = DrawdownCollection.NormalizeResults(_backtest, _live); var seriesUnderwaterPlot = DrawdownCollection.GetUnderwater(strategySeries).DropMissing(); var liveUnderwaterPlot = backtestPoints.Count == 0 ? seriesUnderwaterPlot : seriesUnderwaterPlot.After(backtestPoints.Last().Key); var drawdownCollection = DrawdownCollection.FromResult(_backtest, _live, periods: 5); var base64 = ""; using (Py.GIL()) { var backtestList = new PyList(); if (liveUnderwaterPlot.IsEmpty) { backtestList.Append(seriesUnderwaterPlot.Keys.ToList().ToPython()); backtestList.Append(seriesUnderwaterPlot.Values.ToList().ToPython()); } else { backtestList.Append(seriesUnderwaterPlot.Before(liveUnderwaterPlot.FirstKey()).Keys.ToList().ToPython()); backtestList.Append(seriesUnderwaterPlot.Before(liveUnderwaterPlot.FirstKey()).Values.ToList().ToPython()); } var liveList = new PyList(); liveList.Append(liveUnderwaterPlot.Keys.ToList().ToPython()); liveList.Append(liveUnderwaterPlot.Values.ToList().ToPython()); var worstList = new PyList(); var previousDrawdownPeriods = new List>(); foreach (var group in drawdownCollection.Drawdowns) { // Skip drawdown periods that are overlapping if (previousDrawdownPeriods.Where(kvp => (group.Start >= kvp.Key && group.Start <= kvp.Value) || (group.End >= kvp.Key && group.End <= kvp.Value)).Any()) { continue; } var worst = new PyDict(); worst.SetItem("Begin", group.Start.ToPython()); worst.SetItem("End", group.End.ToPython()); worst.SetItem("Total", group.PeakToTrough.ToPython()); worstList.Append(worst); previousDrawdownPeriods.Add(new KeyValuePair(group.Start, group.End)); } base64 = Charting.GetDrawdown(backtestList, liveList, worstList); } return base64; } } }