/*
* 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.Interfaces;
namespace QuantConnect.Algorithm.CSharp
{
///
/// Regression algorithm which reproduces GH issue #5079, where option chain universes would sometimes not get removed from the
/// UniverseManager causing new universes not to get added
///
public class OptionChainUniverseRemovalRegressionAlgorithm : QCAlgorithm, IRegressionAlgorithmDefinition
{
// initialize our changes to nothing
private SecurityChanges _changes = SecurityChanges.None;
private int _optionCount;
private Symbol _lastEquityAdded;
private Symbol _aapl;
private int _onSecuritiesChangedCallCount;
public override void Initialize()
{
_aapl = QuantConnect.Symbol.Create("AAPL", SecurityType.Equity, Market.USA);
UniverseSettings.Resolution = Resolution.Minute;
SetStartDate(2014, 06, 06);
SetEndDate(2014, 06, 10);
var toggle = true;
var selectionUniverse = AddUniverse(enumerable =>
{
if (toggle)
{
toggle = false;
return new []{ _aapl };
}
toggle = true;
return Enumerable.Empty();
});
AddUniverseOptions(selectionUniverse, universe =>
{
if (universe.Underlying == null)
{
throw new RegressionTestException("Underlying data point is null! This shouldn't happen, each OptionChainUniverse handles and should provide this");
}
return universe.IncludeWeeklys()
.BackMonth() // back month so that they don't get removed because of being delisted
.Contracts(contracts => contracts.Take(5));
});
}
public override void OnData(Slice slice)
{
// if we have no changes, do nothing
if (_changes == SecurityChanges.None ||
_changes.AddedSecurities.Any(security => security.Price == 0))
{
return;
}
Debug(GetStatusLog());
foreach (var security in _changes.AddedSecurities)
{
if (!security.Symbol.HasUnderlying)
{
_lastEquityAdded = security.Symbol;
}
else
{
// options added should all match prev added security
if (security.Symbol.Underlying != _lastEquityAdded)
{
throw new RegressionTestException($"Unexpected symbol added {security.Symbol}");
}
_optionCount++;
}
}
_changes = SecurityChanges.None;
}
public override void OnSecuritiesChanged(SecurityChanges changes)
{
Debug($"{GetStatusLog()}. CHANGES {changes}");
_onSecuritiesChangedCallCount++;
if (Time.Day == 6)
{
if (Time.Hour != 0)
{
throw new RegressionTestException($"Unexpected SecurityChanges time: {Time} {changes}");
}
if (changes.RemovedSecurities.Count != 0)
{
throw new RegressionTestException($"Unexpected removals: {changes}");
}
if (_onSecuritiesChangedCallCount == 1)
{
// first we expect the equity to get Added
if (changes.AddedSecurities.Count != 1 || changes.AddedSecurities[0].Symbol != _aapl)
{
throw new RegressionTestException($"Unexpected SecurityChanges: {changes}");
}
}
else
{
// later we expect the options to be Added
if (changes.AddedSecurities.Count != 5 || changes.AddedSecurities.Any(security => security.Symbol.SecurityType != SecurityType.Option))
{
throw new RegressionTestException($"Unexpected SecurityChanges: {changes}");
}
}
}
// We expect the equity to get Removed
else if (Time.Day == 7)
{
if (Time.Hour != 0)
{
throw new RegressionTestException($"Unexpected SecurityChanges time: {Time} {changes}");
}
// Options can be selected/deselected on this day, but the equity should be removed
if (changes.RemovedSecurities.Count == 0 || !changes.RemovedSecurities.Any(x => x.Symbol == _aapl))
{
throw new RegressionTestException($"Unexpected SecurityChanges: {changes}");
}
}
// We expect the options to get Removed, happens in the next loop after removing the equity
else if (Time.Day == 9)
{
if (Time.Hour != 0)
{
throw new RegressionTestException($"Unexpected SecurityChanges time: {Time} {changes}");
}
// later we expect the options to be Removed
if (changes.RemovedSecurities.Count != 6
// the removal of the raw underlying subscription from the option chain universe
|| changes.RemovedSecurities.Single(security => security.Symbol.SecurityType != SecurityType.Option).Symbol != _aapl
// the removal of the 5 option contracts
|| changes.RemovedSecurities.Count(security => security.Symbol.SecurityType == SecurityType.Option) != 5)
{
throw new RegressionTestException($"Unexpected SecurityChanges: {changes}");
}
}
_changes += changes;
}
public override void OnEndOfAlgorithm()
{
if (_optionCount == 0)
{
throw new RegressionTestException("Option universe chain did not add any option!");
}
if (UniverseManager.Any(pair => pair.Value.DisposeRequested))
{
throw new RegressionTestException("There shouldn't be any disposed universe, they should be removed and replaced by new universes");
}
}
private string GetStatusLog()
{
Plot("Status", "UniverseCount", UniverseManager.Count);
Plot("Status", "SubscriptionCount", SubscriptionManager.Subscriptions.Count());
Plot("Status", "ActiveSymbolsCount", UniverseManager.ActiveSecurities.Count);
return $"{Time} | UniverseCount {UniverseManager.Count}. " +
$"SubscriptionCount {SubscriptionManager.Subscriptions.Count()}. " +
$"ActiveSymbols {string.Join(",", UniverseManager.ActiveSecurities.Keys)}";
}
///
/// 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 => 17966;
///
/// 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", "0"},
{"Average Win", "0%"},
{"Average Loss", "0%"},
{"Compounding Annual Return", "0%"},
{"Drawdown", "0%"},
{"Expectancy", "0"},
{"Start Equity", "100000"},
{"End Equity", "100000"},
{"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", "-9.522"},
{"Tracking Error", "0.006"},
{"Treynor Ratio", "0"},
{"Total Fees", "$0.00"},
{"Estimated Strategy Capacity", "$0"},
{"Lowest Capacity Asset", ""},
{"Portfolio Turnover", "0%"},
{"Drawdown Recovery", "0"},
{"OrderListHash", "d41d8cd98f00b204e9800998ecf8427e"}
};
}
}