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 Deedle;
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using Python.Runtime;
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using QuantConnect.Orders;
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using QuantConnect.Packets;
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namespace QuantConnect.Report.ReportElements
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{
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internal sealed class ExposureReportElement : ChartReportElement
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{
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private LiveResult _live;
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private BacktestResult _backtest;
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private List<PointInTimePortfolio> _backtestPortfolios;
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private List<PointInTimePortfolio> _livePortfolios;
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/// <summary>
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/// Create a new plot of the exposure
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/// </summary>
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/// <param name="name">Name of the widget</param>
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/// <param name="key">Location of injection</param>
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/// <param name="backtest">Backtest result object</param>
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/// <param name="live">Live result object</param>
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/// <param name="backtestPortfolios">Backtest point in time portfolios</param>
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/// <param name="livePortfolios">Live point in time portfolios</param>
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public ExposureReportElement(
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string name,
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string key,
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BacktestResult backtest,
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LiveResult live,
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List<PointInTimePortfolio> backtestPortfolios,
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List<PointInTimePortfolio> livePortfolios)
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{
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_backtest = backtest;
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_backtestPortfolios = backtestPortfolios;
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_live = live;
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_livePortfolios = livePortfolios;
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Name = name;
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Key = key;
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}
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/// <summary>
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/// Generate the exposure plot using the python libraries.
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/// </summary>
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public override string Render()
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{
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var longBacktestFrame = Metrics.Exposure(_backtestPortfolios, OrderDirection.Buy);
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var shortBacktestFrame = Metrics.Exposure(_backtestPortfolios, OrderDirection.Sell);
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var longLiveFrame = Metrics.Exposure(_livePortfolios, OrderDirection.Buy);
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var shortLiveFrame = Metrics.Exposure(_livePortfolios, OrderDirection.Sell);
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var backtestFrame = longBacktestFrame.Join(shortBacktestFrame)
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.FillMissing(Direction.Forward)
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.FillMissing(0.0);
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var liveFrame = longLiveFrame.Join(shortLiveFrame)
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.FillMissing(Direction.Forward)
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.FillMissing(0.0);
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longBacktestFrame = Frame.CreateEmpty<DateTime, Tuple<SecurityType, OrderDirection>>();
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shortBacktestFrame = Frame.CreateEmpty<DateTime, Tuple<SecurityType, OrderDirection>>();
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longLiveFrame = Frame.CreateEmpty<DateTime, Tuple<SecurityType, OrderDirection>>();
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shortLiveFrame = Frame.CreateEmpty<DateTime, Tuple<SecurityType, OrderDirection>>();
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foreach (var key in backtestFrame.ColumnKeys)
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{
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longBacktestFrame[key] = backtestFrame[key].SelectValues(x => x < 0 ? 0 : x);
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shortBacktestFrame[key] = backtestFrame[key].SelectValues(x => x > 0 ? 0 : x);
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}
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foreach (var key in liveFrame.ColumnKeys)
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{
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longLiveFrame[key] = liveFrame[key].SelectValues(x => x < 0 ? 0 : x);
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shortLiveFrame[key] = liveFrame[key].SelectValues(x => x > 0 ? 0 : x);
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}
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longBacktestFrame = longBacktestFrame.DropSparseColumnsAll();
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shortBacktestFrame = shortBacktestFrame.DropSparseColumnsAll();
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longLiveFrame = longLiveFrame.DropSparseColumnsAll();
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shortLiveFrame = shortLiveFrame.DropSparseColumnsAll();
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var base64 = "";
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using (Py.GIL())
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{
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var time = backtestFrame.RowKeys.ToList().ToPython();
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var longSecurities = longBacktestFrame.ColumnKeys.Select(x => x.Item1.ToStringInvariant()).ToList().ToPython();
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var shortSecurities = shortBacktestFrame.ColumnKeys.Select(x => x.Item1.ToStringInvariant()).ToList().ToPython();
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var longData = longBacktestFrame.ColumnKeys.Select(x => longBacktestFrame[x].Values.ToList().ToPython()).ToPython();
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var shortData = shortBacktestFrame.ColumnKeys.Select(x => shortBacktestFrame[x].Values.ToList().ToPython()).ToPython();
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var liveTime = liveFrame.RowKeys.ToList().ToPython();
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var liveLongSecurities = longLiveFrame.ColumnKeys.Select(x => x.Item1.ToStringInvariant()).ToList().ToPython();
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var liveShortSecurities = shortLiveFrame.ColumnKeys.Select(x => x.Item1.ToStringInvariant()).ToList().ToPython();
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var liveLongData = longLiveFrame.ColumnKeys.Select(x => longLiveFrame[x].Values.ToList().ToPython()).ToPython();
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var liveShortData = shortLiveFrame.ColumnKeys.Select(x => shortLiveFrame[x].Values.ToList().ToPython()).ToPython();
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base64 = Charting.GetExposure(
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time,
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longSecurities,
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shortSecurities,
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longData,
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shortData,
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liveTime,
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liveLongSecurities,
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liveShortSecurities,
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liveLongData,
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liveShortData
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);
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}
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return base64;
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}
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}
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}
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