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quantconnect--lean/Engine/DataFeeds/BacktestingChainProvider.cs
T
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

166 lines
7.1 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 QuantConnect.Util;
using QuantConnect.Logging;
using QuantConnect.Interfaces;
using QuantConnect.Securities;
using System.Collections.Generic;
using System.Linq;
using QuantConnect.Data.UniverseSelection;
using QuantConnect.Data;
namespace QuantConnect.Lean.Engine.DataFeeds
{
/// <summary>
/// Base backtesting cache provider which will source symbols from local zip files
/// </summary>
public abstract class BacktestingChainProvider
{
// see https://github.com/QuantConnect/Lean/issues/6384
private static readonly TickType[] DataTypes = new[] { TickType.Quote, TickType.OpenInterest, TickType.Trade };
private static readonly Resolution[] Resolutions = new[] { Resolution.Minute, Resolution.Hour, Resolution.Daily };
private bool _loggedPreviousTradableDate;
/// <summary>
/// The data cache instance to use
/// </summary>
protected IDataCacheProvider DataCacheProvider { get; }
/// <summary>
/// Creates a new instance
/// </summary>
protected BacktestingChainProvider(IDataCacheProvider dataCacheProvider)
{
DataCacheProvider = dataCacheProvider;
}
/// <summary>
/// Get the contract symbols associated with the given canonical symbol and date
/// </summary>
/// <param name="canonicalSymbol">The canonical symbol</param>
/// <param name="date">The date to search for</param>
protected IEnumerable<Symbol> GetSymbols(Symbol canonicalSymbol, DateTime date)
{
// TODO: This will be removed when all chains (including Futures and FOPs) are file-based instead of zip-entry based
if (canonicalSymbol.SecurityType == SecurityType.Option || canonicalSymbol.SecurityType == SecurityType.IndexOption)
{
return GetOptionSymbols(canonicalSymbol, date);
}
IEnumerable<string> entries = null;
var usedResolution = Resolution.Minute;
foreach (var resolution in Resolutions)
{
usedResolution = resolution;
entries = GetZipEntries(canonicalSymbol, date, usedResolution);
if (entries != null)
{
break;
}
}
if (entries == null)
{
var mhdb = MarketHoursDatabase.FromDataFolder();
if (mhdb.TryGetEntry(canonicalSymbol.ID.Market, canonicalSymbol, canonicalSymbol.SecurityType, out var entry) && !entry.ExchangeHours.IsDateOpen(date))
{
if (!_loggedPreviousTradableDate)
{
_loggedPreviousTradableDate = true;
Log.Trace($"BacktestingCacheProvider.GetSymbols(): {date} is not a tradable date for {canonicalSymbol}. When requesting contracts" +
$" for non tradable dates, will return contracts of previous tradable date.");
}
// be user friendly, will return contracts from the previous tradable date
return GetSymbols(canonicalSymbol, Time.GetStartTimeForTradeBars(entry.ExchangeHours, date, Time.OneDay, 1, false, entry.DataTimeZone, dailyPreciseEndTime: false));
}
if (Log.DebuggingEnabled)
{
Log.Debug($"BacktestingCacheProvider.GetSymbols(): found no source of contracts for {canonicalSymbol} for date {date.ToString(DateFormat.EightCharacter)} for any tick type");
}
return Enumerable.Empty<Symbol>();
}
// generate and return the contract symbol for each zip entry
return entries
.Select(zipEntryName => LeanData.ReadSymbolFromZipEntry(canonicalSymbol, usedResolution, zipEntryName))
.Where(symbol => !IsContractExpired(symbol, date));
}
private IEnumerable<Symbol> GetOptionSymbols(Symbol canonicalSymbol, DateTime date)
{
IHistoryProvider historyProvider = Composer.Instance.GetPart<IHistoryProvider>();
var marketHoursDataBase = MarketHoursDatabase.FromDataFolder();
var marketHoursEntry = marketHoursDataBase.GetEntry(canonicalSymbol.ID.Market, canonicalSymbol, canonicalSymbol.SecurityType);
date = date.Date;
var previousTradingDate = Time.GetStartTimeForTradeBars(marketHoursEntry.ExchangeHours, date, Time.OneDay, 1,
extendedMarketHours: false, marketHoursEntry.DataTimeZone);
var request = new HistoryRequest(
previousTradingDate,
date.AddDays(1),
typeof(OptionUniverse),
canonicalSymbol,
Resolution.Daily,
marketHoursEntry.ExchangeHours,
marketHoursEntry.DataTimeZone,
Resolution.Daily,
false,
false,
DataNormalizationMode.Raw,
TickType.Quote);
var history = historyProvider.GetHistory(new[] { request }, marketHoursEntry.DataTimeZone).ToList();
if (history == null || history.Count == 0)
{
return Enumerable.Empty<Symbol>();
}
return history.GetUniverseData().SelectMany(x => x.Values.Single().Where(x => x.Symbol.SecurityType.IsOption())).Select(x => x.Symbol);
}
/// <summary>
/// Helper method to determine if a contract is expired for the requested date
/// </summary>
protected static bool IsContractExpired(Symbol symbol, DateTime date)
{
return symbol.ID.Date.Date < date.Date;
}
private IEnumerable<string> GetZipEntries(Symbol canonicalSymbol, DateTime date, Resolution resolution)
{
foreach (var tickType in DataTypes)
{
// build the zip file name and fetch it with our provider
var zipFileName = LeanData.GenerateZipFilePath(Globals.DataFolder, canonicalSymbol, date, resolution, tickType);
try
{
return DataCacheProvider.GetZipEntries(zipFileName);
}
catch
{
// the cache provider will throw if the file isn't available TODO: it's api should be more like TryGetZipEntries
}
}
return null;
}
}
}