/* * 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 QuantConnect.Algorithm.Framework.Alphas; using QuantConnect.Algorithm.Framework.Execution; using QuantConnect.Algorithm.Framework.Portfolio; using QuantConnect.Algorithm.Framework.Selection; using QuantConnect.Data; using QuantConnect.Data.Fundamental; using QuantConnect.Data.UniverseSelection; using QuantConnect.Interfaces; using QuantConnect.Securities; namespace QuantConnect.Algorithm.CSharp { public class TachyonDynamicGearbox : QCAlgorithm { private int numberOfSymbols; private int numberOfSymbolsFine; private Queue queue; private int dequeueSize; public override void Initialize() { SetStartDate(2020, 9, 1); SetEndDate(2020, 9, 2); SetCash(100000); numberOfSymbols = 2000; numberOfSymbolsFine = 1000; SetUniverseSelection(new FineFundamentalUniverseSelectionModel(CoarseSelectionFunction, FineSelectionFunction)); SetPortfolioConstruction(new EqualWeightingPortfolioConstructionModel()); SetExecution(new ImmediateExecutionModel()); queue = new Queue(); dequeueSize = 100; AddEquity("SPY", Resolution.Minute); Schedule.On(DateRules.EveryDay("SPY"), TimeRules.At(0, 0), FillQueue); Schedule.On(DateRules.EveryDay("SPY"), TimeRules.Every(TimeSpan.FromMinutes(60)), TakeFromQueue); } public IEnumerable CoarseSelectionFunction(IEnumerable coarse) { var sortedByDollarVolume = coarse .Where(x => x.HasFundamentalData) .OrderByDescending(x => x.DollarVolume); return sortedByDollarVolume.Take(numberOfSymbols).Select(x => x.Symbol); } public IEnumerable FineSelectionFunction(IEnumerable fine) { var sortedByPeRatio = fine.OrderByDescending(x => x.ValuationRatios.PERatio); var topFine = sortedByPeRatio.Take(numberOfSymbolsFine); return topFine.Select(x => x.Symbol); } private void FillQueue() { var securities = ActiveSecurities.Values.Where(x => x.Fundamentals != null); // Fill queue with symbols sorted by PE ratio (decreasing order) queue.Clear(); var sortedByPERatio = securities.OrderByDescending(x => x.Fundamentals.ValuationRatios.PERatio); foreach (Security security in sortedByPERatio) queue.Enqueue(security.Symbol); } private void TakeFromQueue() { List symbols = new List(); for (int i = 0; i < Math.Min(dequeueSize, queue.Count); i++) symbols.Add(queue.Dequeue()); History(symbols, 10, Resolution.Daily); Log("Symbols at " + Time + ": " + string.Join(", ", symbols.Select(x => x.ToString()))); } } }