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quantconnect--lean/Algorithm.CSharp/OptionChainUniverseRemovalRegressionAlgorithm.cs
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Jhonathan Abreu e29bb2c5e0
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File-based options universe (#8212)
* Initial options universe with greeks implementation

* Options universe improvements

* Address peer review

* File based options universe fixes and improvements.

- Adjust OptionUniverse start-end times and period.
- Adapt unit tests and some algorithms to pass with new options universe selection.

* Updated options regression algorithms stats for new universe data

* Updated options regression algorithms stats for new universe data

* Updated options regression algorithms stats for new universe data

* Updated options regression algorithms stats for new universe data

* Updated options regression algorithms stats for new universe data

* Option chain provider with new options universe

* Allow canonical option history requests

* Address peer review

* Address peer review

* Fix symbols parsing in OptionUniverse

* Fix universe selection subscriptions start time to not include extended market hours

* Minor changes

* Minor changes

* Peer recommended changes and fixes

* Update regression algorithm stats

* Update regression algorithms stats and minor fixes

* Fix option chain provider history request

* Round option indicators values

* Added option universe csv header property

* Update regression algorithms stats

* Update regression algorithms stats

* Data fixes and regression algos stats update

* Unit test fixes

* Minor changes

* Option chain handling in live trading data feed

* Minor changes

* Added processed data provider

* Fix thread-safety violation in Slice class

* Minor change

* Update options filter universe API to use OptionUniverse data

Add new filter methods for greeks, IV and open interest

* Option filter universe api updates

* Add OptionUniverse history regression algorithms

* Add regression algorithms for new options filter universe api methods

* Added options greeks data and updated regression algorithms

* Address peer review

* Address peer review

* Add more assertions to new options filter api regression algorithms

* Minor performance improvement.

Reduce greeks binomial model steps to 140

* Minor tests updates

* Greeks numerical models performance improvements

* Greeks numerical models performance improvements

* Revert array pool change for option pricing numerical models

* Update default dividend yield provider depending on option type

* [TEST]

* Add helper method con calculate time till expiration

* Use double in price option numerical models

* Implied volatility calculation improvements

- Adjust root finding method accuracy as a factor of the option price
- Use BSM to get a first guess

* Cleanup

* Some regression algorithms and unit tests cleanup

* Regression tests updates after rebasing from master

* Add universe files

* Self review and cleanup

* Minor regression tests updates after rebase

* Fix: set data time zone to same as exchange tz for options universes

* Minor change

* Minor change

* Fix for live trading options universe selection

* Keep underlying when aggregating collections in BaseDataCollectionAggregatorEnumerator

* Update index options regression algorithms stats

* Minor change

* Address peer review

* Memory usage improvements

* Minor build fix

* Minor changes and test fixes

* Cache symbols in OptionUniverse

* Cleanup

* Fix index option creation in OptionUniverse

* Use cached underlying SID when parsing from string

* Abstract symbols cache to BaseDataCollection

* Return actual underlying symbol when mapping decomposing ICO ticker

* Address peer review

* Minor performance improvements reduce garbage

* Limit Symbols and SIDs cache size to help with memory usage

* Minor fix in symbols and sid cache cleanup

* Build fix

* Lazily parse greeks on individual access

* Cleanup and tests

* Address peer review

* Minor greeks fix

---------

Co-authored-by: Martin Molinero <martin.molinero1@gmail.com>
2024-09-09 12:39:31 -03:00

254 lines
10 KiB
C#

/*
* 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
{
/// <summary>
/// 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
/// </summary>
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<Symbol>();
});
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)}";
}
/// <summary>
/// This is used by the regression test system to indicate if the open source Lean repository has the required data to run this algorithm.
/// </summary>
public bool CanRunLocally { get; } = true;
/// <summary>
/// This is used by the regression test system to indicate which languages this algorithm is written in.
/// </summary>
public List<Language> Languages { get; } = new() { Language.CSharp };
/// <summary>
/// Data Points count of all timeslices of algorithm
/// </summary>
public long DataPoints => 17966;
/// <summary>
/// Data Points count of the algorithm history
/// </summary>
public int AlgorithmHistoryDataPoints => 0;
/// <summary>
/// Final status of the algorithm
/// </summary>
public AlgorithmStatus AlgorithmStatus => AlgorithmStatus.Completed;
/// <summary>
/// This is used by the regression test system to indicate what the expected statistics are from running the algorithm
/// </summary>
public Dictionary<string, string> ExpectedStatistics => new Dictionary<string, string>
{
{"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%"},
{"OrderListHash", "d41d8cd98f00b204e9800998ecf8427e"}
};
}
}