7bb143b215
* Calculate both raw and adjuasted prices for backtesting * disable second price factoring * move and reuse method * test coverage for new methods * reuse scaling method * reuse subscriptionData.Create method * removed unused code * regression test * switch to aapl * fix regression test output * more asserts * fix comments - reduce shortcuts and abbrevation * more comments * merge parameters * reduce number of getting price factors * fix tests * fix tests * fix regression tests * calculate TotalReturn on demand * include TotalReturn calculations * perf tuning * more unit tests for SubscriptionData.Create * simplify things - store and return only raw and precalculated data * fix regression tests; change it back * factor equals 1 for Raw data * small changes * follow code style * implement backward compatibility
217 lines
9.5 KiB
C#
217 lines
9.5 KiB
C#
/*
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* QUANTCONNECT.COM - Democratizing Finance, Empowering Individuals.
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* Lean Algorithmic Trading Engine v2.0. Copyright 2014 QuantConnect Corporation.
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*
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* Licensed under the Apache License, Version 2.0 (the "License");
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* you may not use this file except in compliance with the License.
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* You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0
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*
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* Unless required by applicable law or agreed to in writing, software
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* distributed under the License is distributed on an "AS IS" BASIS,
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* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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* See the License for the specific language governing permissions and
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* limitations under the License.
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*
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*/
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using System.Collections.Generic;
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using System.Linq;
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using System.Threading;
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using QuantConnect.Data;
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using QuantConnect.Data.Market;
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using QuantConnect.Data.UniverseSelection;
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using QuantConnect.Interfaces;
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using QuantConnect.Lean.Engine.DataFeeds.Enumerators;
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using QuantConnect.Lean.Engine.DataFeeds.Enumerators.Factories;
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using QuantConnect.Lean.Engine.Results;
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using QuantConnect.Logging;
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using QuantConnect.Packets;
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using QuantConnect.Securities;
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using QuantConnect.Util;
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namespace QuantConnect.Lean.Engine.DataFeeds
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{
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/// <summary>
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/// Historical datafeed stream reader for processing files on a local disk.
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/// </summary>
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/// <remarks>Filesystem datafeeds are incredibly fast</remarks>
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public class FileSystemDataFeed : IDataFeed
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{
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private IAlgorithm _algorithm;
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private ITimeProvider _timeProvider;
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private IResultHandler _resultHandler;
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private IMapFileProvider _mapFileProvider;
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private IFactorFileProvider _factorFileProvider;
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private IDataProvider _dataProvider;
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private SubscriptionCollection _subscriptions;
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private CancellationTokenSource _cancellationTokenSource = new CancellationTokenSource();
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private SubscriptionDataReaderSubscriptionEnumeratorFactory _subscriptionFactory;
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/// <summary>
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/// Flag indicating the hander thread is completely finished and ready to dispose.
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/// </summary>
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public bool IsActive { get; private set; }
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/// <summary>
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/// Initializes the data feed for the specified job and algorithm
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/// </summary>
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public void Initialize(IAlgorithm algorithm,
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AlgorithmNodePacket job,
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IResultHandler resultHandler,
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IMapFileProvider mapFileProvider,
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IFactorFileProvider factorFileProvider,
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IDataProvider dataProvider,
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IDataFeedSubscriptionManager subscriptionManager,
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IDataFeedTimeProvider dataFeedTimeProvider,
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IDataChannelProvider dataChannelProvider)
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{
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_algorithm = algorithm;
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_resultHandler = resultHandler;
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_mapFileProvider = mapFileProvider;
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_factorFileProvider = factorFileProvider;
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_dataProvider = dataProvider;
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_timeProvider = dataFeedTimeProvider.FrontierTimeProvider;
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_subscriptions = subscriptionManager.DataFeedSubscriptions;
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_cancellationTokenSource = new CancellationTokenSource();
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_subscriptionFactory = new SubscriptionDataReaderSubscriptionEnumeratorFactory(
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_resultHandler,
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_mapFileProvider,
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_factorFileProvider,
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_dataProvider,
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includeAuxiliaryData: true,
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enablePriceScaling: false);
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IsActive = true;
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}
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private Subscription CreateDataSubscription(SubscriptionRequest request)
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{
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// ReSharper disable once PossibleMultipleEnumeration
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if (!request.TradableDays.Any())
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{
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_algorithm.Error(
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$"No data loaded for {request.Security.Symbol} because there were no tradeable dates for this security."
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);
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return null;
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}
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// ReSharper disable once PossibleMultipleEnumeration
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var enumerator = _subscriptionFactory.CreateEnumerator(request, _dataProvider);
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enumerator = ConfigureEnumerator(request, false, enumerator);
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return SubscriptionUtils.CreateAndScheduleWorker(request, enumerator, _factorFileProvider, true);
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}
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/// <summary>
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/// Creates a new subscription to provide data for the specified security.
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/// </summary>
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/// <param name="request">Defines the subscription to be added, including start/end times the universe and security</param>
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/// <returns>The created <see cref="Subscription"/> if successful, null otherwise</returns>
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public Subscription CreateSubscription(SubscriptionRequest request)
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{
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return request.IsUniverseSubscription
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? CreateUniverseSubscription(request)
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: CreateDataSubscription(request);
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}
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/// <summary>
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/// Removes the subscription from the data feed, if it exists
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/// </summary>
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/// <param name="subscription">The subscription to remove</param>
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public void RemoveSubscription(Subscription subscription)
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{
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}
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/// <summary>
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/// Adds a new subscription for universe selection
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/// </summary>
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/// <param name="request">The subscription request</param>
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private Subscription CreateUniverseSubscription(SubscriptionRequest request)
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{
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ISubscriptionEnumeratorFactory factory = _subscriptionFactory;
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if (request.Universe is ITimeTriggeredUniverse)
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{
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factory = new TimeTriggeredUniverseSubscriptionEnumeratorFactory(request.Universe as ITimeTriggeredUniverse,
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MarketHoursDatabase.FromDataFolder(),
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_timeProvider);
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if (request.Universe is UserDefinedUniverse)
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{
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// for user defined universe we do not use a worker task, since calls to AddData can happen in any moment
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// and we have to be able to inject selection data points into the enumerator
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return SubscriptionUtils.Create(request, factory.CreateEnumerator(request, _dataProvider));
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}
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}
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if (request.Configuration.Type == typeof(CoarseFundamental))
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{
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factory = new BaseDataCollectionSubscriptionEnumeratorFactory();
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}
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if (request.Universe is OptionChainUniverse)
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{
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factory = new OptionChainUniverseSubscriptionEnumeratorFactory((req) =>
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{
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var underlyingFactory = new BaseDataSubscriptionEnumeratorFactory(false, _mapFileProvider.Get(req.Configuration.Market), _factorFileProvider);
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return ConfigureEnumerator(req, true, underlyingFactory.CreateEnumerator(req, _dataProvider));
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});
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}
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if (request.Universe is FuturesChainUniverse)
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{
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factory = new FuturesChainUniverseSubscriptionEnumeratorFactory((req, e) => ConfigureEnumerator(req, true, e));
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}
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// define our data enumerator
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var enumerator = factory.CreateEnumerator(request, _dataProvider);
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return SubscriptionUtils.CreateAndScheduleWorker(request, enumerator, _factorFileProvider, true);
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}
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/// <summary>
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/// Send an exit signal to the thread.
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/// </summary>
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public void Exit()
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{
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if (IsActive)
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{
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IsActive = false;
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Log.Trace("FileSystemDataFeed.Exit(): Start. Setting cancellation token...");
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_cancellationTokenSource.Cancel();
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_subscriptionFactory?.DisposeSafely();
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Log.Trace("FileSystemDataFeed.Exit(): Exit Finished.");
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}
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}
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/// <summary>
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/// Configure the enumerator with aggregation/fill-forward/filter behaviors. Returns new instance if re-configured
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/// </summary>
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private IEnumerator<BaseData> ConfigureEnumerator(SubscriptionRequest request, bool aggregate, IEnumerator<BaseData> enumerator)
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{
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if (aggregate)
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{
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enumerator = new BaseDataCollectionAggregatorEnumerator(enumerator, request.Configuration.Symbol);
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}
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// optionally apply fill forward logic, but never for tick data
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if (request.Configuration.FillDataForward && request.Configuration.Resolution != Resolution.Tick)
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{
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// copy forward Bid/Ask bars for QuoteBars
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if (request.Configuration.Type == typeof(QuoteBar))
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{
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enumerator = new QuoteBarFillForwardEnumerator(enumerator);
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}
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var fillForwardResolution = _subscriptions.UpdateAndGetFillForwardResolution(request.Configuration);
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enumerator = new FillForwardEnumerator(enumerator, request.Security.Exchange, fillForwardResolution,
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request.Configuration.ExtendedMarketHours, request.EndTimeLocal, request.Configuration.Resolution.ToTimeSpan(), request.Configuration.DataTimeZone, request.StartTimeLocal);
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}
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// optionally apply exchange/user filters
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if (request.Configuration.IsFilteredSubscription)
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{
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enumerator = SubscriptionFilterEnumerator.WrapForDataFeed(_resultHandler, enumerator, request.Security, request.EndTimeLocal, request.Configuration.ExtendedMarketHours, false);
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}
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return enumerator;
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}
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}
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}
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