/* * 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 NUnit.Framework; using Python.Runtime; using QuantConnect.Algorithm.Framework.Alphas; using QuantConnect.Algorithm.Framework.Portfolio; using System; using System.Collections.Generic; using System.Linq; namespace QuantConnect.Tests.Algorithm.Framework.Portfolio { [TestFixture] public class InsightWeightingPortfolioConstructionModelTests : EqualWeightingPortfolioConstructionModelTests { private const double _weight = 0.01; public override double? Weight => _weight; [Test] [TestCase(Language.CSharp)] [TestCase(Language.Python)] public void WeightsProportionally(Language language) { SetPortfolioConstruction(language); // create two insights whose weights sums up to 2 var insights = new[] { GetInsight(Symbols.SPY, InsightDirection.Up, Algorithm.UtcTime, weight:1), GetInsight(Symbol.Create("IBM", SecurityType.Equity, Market.USA), InsightDirection.Up, Algorithm.UtcTime, weight:1) }; // they will each share, proportionally, the total portfolio value var amount = Algorithm.Portfolio.TotalPortfolioValue * (decimal)0.5; var expectedTargets = Algorithm.Securities.Where(pair => insights.Any(insight => pair.Key == insight.Symbol)) .Select(x => new PortfolioTarget(x.Key, (int)InsightDirection.Up * Math.Floor(amount * (1 - Algorithm.Settings.FreePortfolioValuePercentage) / x.Value.Price))); var actualTargets = Algorithm.PortfolioConstruction.CreateTargets(Algorithm, insights).ToList(); Assert.AreEqual(2, actualTargets.Count); AssertTargets(expectedTargets, actualTargets); } [Test] [TestCase(Language.CSharp)] [TestCase(Language.Python)] public void GeneratesNoTargetsForInsightsWithNoWeight(Language language) { SetPortfolioConstruction(language); var insights = new[] { GetInsight(Symbols.SPY, InsightDirection.Down, Algorithm.UtcTime, weight:null) }; var actualTargets = Algorithm.PortfolioConstruction.CreateTargets(Algorithm, insights).ToList(); Assert.AreEqual(0, actualTargets.Count); } [Test] [TestCase(Language.CSharp)] [TestCase(Language.Python)] public void GeneratesZeroTargetForZeroInsightWeight(Language language) { SetPortfolioConstruction(language); var insights = new[] { GetInsight(Symbols.SPY, InsightDirection.Down, Algorithm.UtcTime, weight:0) }; var actualTargets = Algorithm.PortfolioConstruction.CreateTargets(Algorithm, insights).ToList(); Assert.AreEqual(1, actualTargets.Count); AssertTargets(actualTargets, new[] {new PortfolioTarget(Symbols.SPY, 0)}); } public override IPortfolioConstructionModel GetPortfolioConstructionModel(Language language, dynamic paramenter = null) { if (language == Language.CSharp) { return new InsightWeightingPortfolioConstructionModel(paramenter); } using (Py.GIL()) { const string name = nameof(InsightWeightingPortfolioConstructionModel); var instance = Py.Import(name).GetAttr(name).Invoke(((object)paramenter).ToPython()); return new PortfolioConstructionModelPythonWrapper(instance); } } public override Insight GetInsight(Symbol symbol, InsightDirection direction, DateTime generatedTimeUtc, TimeSpan? period = null, double? weight = _weight) { period ??= TimeSpan.FromDays(1); var insight = Insight.Price(symbol, period.Value, direction, weight: weight); insight.GeneratedTimeUtc = generatedTimeUtc; insight.CloseTimeUtc = generatedTimeUtc.Add(period.Value); Algorithm.Insights.Add(insight); return insight; } public override List GetTargetsForSPY() { return new List { PortfolioTarget.Percent(Algorithm, Symbols.SPY, -_weight) }; } } }