/* * 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 QuantConnect.Interfaces; using System.Collections.Generic; using QuantConnect.Data.UniverseSelection; using QuantConnect.Data.Custom.AlphaStreams; using QuantConnect.Algorithm.Framework.Alphas; using QuantConnect.Algorithm.Framework.Execution; using QuantConnect.Algorithm.Framework.Portfolio; using QuantConnect.Algorithm.Framework.Selection; namespace QuantConnect.Algorithm.CSharp { /// /// Example algorithm consuming an alpha streams portfolio state and trading based on it /// public class AlphaStreamsUniverseSelectionTemplateAlgorithm : QCAlgorithm, IRegressionAlgorithmDefinition { /// /// Initialise the data and resolution required, as well as the cash and start-end dates for your algorithm. All algorithms must initialized. /// public override void Initialize() { SetStartDate(2018, 04, 04); SetEndDate(2018, 04, 06); SetAlpha(new AlphaStreamAlphaModule()); SetExecution(new ImmediateExecutionModel()); Settings.MinimumOrderMarginPortfolioPercentage = 0.01m; SetPortfolioConstruction(new EqualWeightingAlphaStreamsPortfolioConstructionModel()); SetUniverseSelection(new ScheduledUniverseSelectionModel( DateRules.EveryDay(), TimeRules.Midnight, SelectAlphas, new UniverseSettings(UniverseSettings) { SubscriptionDataTypes = new List> {new(typeof(AlphaStreamsPortfolioState), TickType.Trade)}, FillForward = false, } )); } private IEnumerable SelectAlphas(DateTime dateTime) { Log($"SelectAlphas() {Time}"); foreach (var alphaId in new[] {"623b06b231eb1cc1aa3643a46", "9fc8ef73792331b11dbd5429a"}) { var alphaSymbol = new Symbol(SecurityIdentifier.GenerateBase(typeof(AlphaStreamsPortfolioState), alphaId, Market.USA), alphaId); yield return alphaSymbol; } } /// /// This is used by the regression test system to indicate if the open source Lean repository has the required data to run this algorithm. /// public bool CanRunLocally { get; } = true; /// /// This is used by the regression test system to indicate which languages this algorithm is written in. /// public Language[] Languages { get; } = { Language.CSharp }; /// /// Data Points count of all timeslices of algorithm /// public long DataPoints => 893; /// /// Data Points count of the algorithm history /// public int AlgorithmHistoryDataPoints => 2; /// /// This is used by the regression test system to indicate what the expected statistics are from running the algorithm /// public virtual Dictionary ExpectedStatistics => new Dictionary { {"Total Trades", "2"}, {"Average Win", "0%"}, {"Average Loss", "-0.12%"}, {"Compounding Annual Return", "-13.200%"}, {"Drawdown", "0.200%"}, {"Expectancy", "-1"}, {"Net Profit", "-0.116%"}, {"Sharpe Ratio", "0"}, {"Probabilistic Sharpe Ratio", "0%"}, {"Loss Rate", "100%"}, {"Win Rate", "0%"}, {"Profit-Loss Ratio", "0"}, {"Alpha", "0"}, {"Beta", "0"}, {"Annual Standard Deviation", "0"}, {"Annual Variance", "0"}, {"Information Ratio", "2.474"}, {"Tracking Error", "0.339"}, {"Treynor Ratio", "0"}, {"Total Fees", "$0.00"}, {"Estimated Strategy Capacity", "$83000.00"}, {"Lowest Capacity Asset", "BTCUSD XJ"}, {"Fitness Score", "0.011"}, {"Kelly Criterion Estimate", "0"}, {"Kelly Criterion Probability Value", "0"}, {"Sortino Ratio", "79228162514264337593543950335"}, {"Return Over Maximum Drawdown", "-113.513"}, {"Portfolio Turnover", "0.023"}, {"Total Insights Generated", "0"}, {"Total Insights Closed", "0"}, {"Total Insights Analysis Completed", "0"}, {"Long Insight Count", "0"}, {"Short Insight Count", "0"}, {"Long/Short Ratio", "100%"}, {"Estimated Monthly Alpha Value", "$0"}, {"Total Accumulated Estimated Alpha Value", "$0"}, {"Mean Population Estimated Insight Value", "$0"}, {"Mean Population Direction", "0%"}, {"Mean Population Magnitude", "0%"}, {"Rolling Averaged Population Direction", "0%"}, {"Rolling Averaged Population Magnitude", "0%"}, {"OrderListHash", "2b94bc50a74caebe06c075cdab1bc6da"} }; } }