/* * 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.Data; using QuantConnect.Data.UniverseSelection; using QuantConnect.Util; using QuantConnect.Interfaces; // ReSharper disable InvokeAsExtensionMethod -- .net 4.7.2 added ToHashSet and it looks like our version of mono has it as well causing ambiguity in the cloud namespace QuantConnect.Algorithm.CSharp { public class AddRemoveOptionUniverseRegressionAlgorithm : QCAlgorithm, IRegressionAlgorithmDefinition { private const string UnderlyingTicker = "GOOG"; private readonly Symbol Underlying = QuantConnect.Symbol.Create(UnderlyingTicker, SecurityType.Equity, Market.USA); private readonly Symbol OptionChainSymbol = QuantConnect.Symbol.Create(UnderlyingTicker, SecurityType.Option, Market.USA); private readonly HashSet _expectedSecurities = new HashSet(); private readonly HashSet _expectedData = new HashSet(); private readonly HashSet _expectedUniverses = new HashSet(); private bool _expectUniverseSubscription; private DateTime _universeSubscriptionTime; // order of expected contract additions as price moves private int _expectedContractIndex; private readonly List _expectedContracts = new List { SymbolRepresentation.ParseOptionTickerOSI("GOOG 151224P00750000"), SymbolRepresentation.ParseOptionTickerOSI("GOOG 151224P00752500"), SymbolRepresentation.ParseOptionTickerOSI("GOOG 151224P00755000") }; public override void Initialize() { SetStartDate(2015, 12, 24); SetEndDate(2015, 12, 24); var goog = AddEquity(UnderlyingTicker); // expect GOOG equity _expectedData.Add(goog.Symbol); _expectedSecurities.Add(goog.Symbol); // expect user defined universe holding GOOG equity _expectedUniverses.Add(UserDefinedUniverse.CreateSymbol(SecurityType.Equity, Market.USA)); } public override void OnData(Slice slice) { // verify expectations if (SubscriptionManager.Subscriptions.Count(x => x.Symbol == OptionChainSymbol) != (_expectUniverseSubscription ? 1 : 0)) { Log($"SubscriptionManager.Subscriptions: {string.Join(" -- ", SubscriptionManager.Subscriptions)}"); throw new RegressionTestException($"Unexpected {OptionChainSymbol} subscription presence"); } if (Time != _universeSubscriptionTime && !slice.ContainsKey(Underlying)) { // TODO : In fact, we're unable to properly detect whether or not we auto-added or it was manually added // this is because when we auto-add the underlying we don't mark it as an internal security like we do with other auto adds // so there's currently no good way to remove the underlying equity without invoking RemoveSecurity(underlying) manually // from the algorithm, otherwise we may remove it incorrectly. Now, we could track MORE state, but it would likely be a duplication // of the internal flag's purpose, so kicking this issue for now with a big fat note here about it :) to be considerd for any future // refactorings of how we manage subscription/security data and track various aspects about the security (thinking a flags enum with // things like manually added, auto added, internal, and any other boolean state we need to track against a single security) throw new RegressionTestException("The underlying equity data should NEVER be removed in this algorithm because it was manually added"); } if (_expectedSecurities.AreDifferent(Securities.Total.Select(x => x.Symbol).ToHashSet())) { var expected = string.Join(Environment.NewLine, _expectedSecurities.OrderBy(s => s.ToString())); var actual = string.Join(Environment.NewLine, Securities.Keys.OrderBy(s => s.ToString())); throw new RegressionTestException($"{Time}:: Detected differences in expected and actual securities{Environment.NewLine}Expected:{Environment.NewLine}{expected}{Environment.NewLine}Actual:{Environment.NewLine}{actual}"); } if (_expectedUniverses.AreDifferent(UniverseManager.Keys.ToHashSet())) { var expected = string.Join(Environment.NewLine, _expectedUniverses.OrderBy(s => s.ToString())); var actual = string.Join(Environment.NewLine, UniverseManager.Keys.OrderBy(s => s.ToString())); throw new RegressionTestException($"{Time}:: Detected differences in expected and actual universes{Environment.NewLine}Expected:{Environment.NewLine}{expected}{Environment.NewLine}Actual:{Environment.NewLine}{actual}"); } if (Time != _universeSubscriptionTime && _expectedData.AreDifferent(slice.Keys.ToHashSet())) { var expected = string.Join(Environment.NewLine, _expectedData.OrderBy(s => s.ToString())); var actual = string.Join(Environment.NewLine, slice.Keys.OrderBy(s => s.ToString())); throw new RegressionTestException($"{Time}:: Detected differences in expected and actual slice data keys{Environment.NewLine}Expected:{Environment.NewLine}{expected}{Environment.NewLine}Actual:{Environment.NewLine}{actual}"); } // 10AM add GOOG option chain if (Time.TimeOfDay.Hours == 10 && Time.TimeOfDay.Minutes == 0 && !_expectUniverseSubscription) { if (Securities.ContainsKey(OptionChainSymbol)) { throw new RegressionTestException("The option chain security should not have been added yet"); } var googOptionChain = AddOption(UnderlyingTicker); googOptionChain.SetFilter(u => { // we added the universe at 10, the universe selection data should not be from before if (u.LocalTime.Hour < 10) { throw new RegressionTestException($"Unexpected selection time {u.LocalTime}"); } // find first put above market price return u.IncludeWeeklys() .Strikes(+1, +3) .Expiration(TimeSpan.Zero, TimeSpan.FromDays(1)) .Contracts(c => c.Where(s => s.ID.OptionRight == OptionRight.Put)); }); _expectedSecurities.Add(OptionChainSymbol); _expectedUniverses.Add(OptionChainSymbol); _expectUniverseSubscription = true; _universeSubscriptionTime = Time; } // 11:30AM remove GOOG option chain if (Time.TimeOfDay.Hours == 11 && Time.TimeOfDay.Minutes == 30) { RemoveSecurity(OptionChainSymbol); // remove contracts from expected data _expectedData.RemoveWhere(s => _expectedContracts.Contains(s)); // remove option chain universe from expected universes _expectedUniverses.Remove(OptionChainSymbol); // OptionChainSymbol universe subscription should not be present _expectUniverseSubscription = false; } } public override void OnSecuritiesChanged(SecurityChanges changes) { if (changes.AddedSecurities.Any()) { foreach (var added in changes.AddedSecurities) { // any option security additions for this algorithm should match the expected contracts if (added.Symbol.SecurityType == SecurityType.Option) { var expectedContract = _expectedContracts[_expectedContractIndex]; if (added.Symbol != expectedContract) { throw new RegressionTestException($"Expected option contract {expectedContract.Value} to be added but received {added.Symbol}"); } _expectedContractIndex++; // purchase for regression statistics MarketOrder(added.Symbol, 1); } _expectedData.Add(added.Symbol); _expectedSecurities.Add(added.Symbol); } } // security removal happens exactly once in this algorithm when the option chain is removed // and all child subscriptions (option contracts) should be removed at the same time if (changes.RemovedSecurities.Any(x => x.Symbol.SecurityType == SecurityType.Option)) { // receive removed event next timestep at 11:31AM if (Time.TimeOfDay.Hours != 11 || Time.TimeOfDay.Minutes != 31) { throw new RegressionTestException($"Expected option contracts to be removed at 11:31AM, instead removed at: {Time}"); } if (changes.RemovedSecurities .Where(x => x.Symbol.SecurityType == SecurityType.Option) .ToHashSet(s => s.Symbol) .AreDifferent(_expectedContracts.ToHashSet())) { throw new RegressionTestException("Expected removed securities to equal expected contracts added"); } } if (Securities.ContainsKey(Underlying)) { Log($"{Time:o}:: PRICE:: {Securities[Underlying].Price} CHANGES:: {changes}"); } } /// /// 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 List Languages { get; } = new() { Language.CSharp }; /// /// Data Points count of all timeslices of algorithm /// public long DataPoints => 3502; /// /// Data Points count of the algorithm history /// public int AlgorithmHistoryDataPoints => 0; /// /// Final status of the algorithm /// public AlgorithmStatus AlgorithmStatus => AlgorithmStatus.Completed; /// /// This is used by the regression test system to indicate what the expected statistics are from running the algorithm /// public Dictionary ExpectedStatistics => new Dictionary { {"Total Orders", "6"}, {"Average Win", "0%"}, {"Average Loss", "0%"}, {"Compounding Annual Return", "0%"}, {"Drawdown", "0%"}, {"Expectancy", "0"}, {"Start Equity", "100000"}, {"End Equity", "98784"}, {"Net Profit", "0%"}, {"Sharpe Ratio", "0"}, {"Sortino Ratio", "0"}, {"Probabilistic Sharpe Ratio", "0%"}, {"Loss Rate", "0%"}, {"Win Rate", "0%"}, {"Profit-Loss Ratio", "0"}, {"Alpha", "0"}, {"Beta", "0"}, {"Annual Standard Deviation", "0"}, {"Annual Variance", "0"}, {"Information Ratio", "0"}, {"Tracking Error", "0"}, {"Treynor Ratio", "0"}, {"Total Fees", "$6.00"}, {"Estimated Strategy Capacity", "$4000.00"}, {"Lowest Capacity Asset", "GOOCV 305RBQ2BZBZT2|GOOCV VP83T1ZUHROL"}, {"Portfolio Turnover", "2.58%"}, {"Drawdown Recovery", "0"}, {"OrderListHash", "09f766c470a8bcf4bb6862da52bf25a7"} }; } }