Files
quantconnect--lean/Engine/DataFeeds/FileSystemDataFeed.cs
T
Martin-Molinero 15e399c96b
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Live T-1 selection warmup (#6395)
* Live T-1 selection warmup

- Only use BaseDataCollection class
- Reuse collection enumerator
- Remove FuturesChainUniverseSubscriptionEnumeratorFactory
- Universe selection will use Cache providers
- Add null reference check
- Add more tests
- Fixes for warmup fill forwarding. Add more tests

* Address reviews. Add missing comments
2022-06-10 17:25:20 -03:00

268 lines
12 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 System.Threading;
using QuantConnect.Data;
using QuantConnect.Data.Auxiliary;
using QuantConnect.Data.Market;
using QuantConnect.Data.UniverseSelection;
using QuantConnect.Interfaces;
using QuantConnect.Lean.Engine.DataFeeds.Enumerators;
using QuantConnect.Lean.Engine.DataFeeds.Enumerators.Factories;
using QuantConnect.Lean.Engine.Results;
using QuantConnect.Logging;
using QuantConnect.Packets;
using QuantConnect.Securities;
using QuantConnect.Util;
namespace QuantConnect.Lean.Engine.DataFeeds
{
/// <summary>
/// Historical datafeed stream reader for processing files on a local disk.
/// </summary>
/// <remarks>Filesystem datafeeds are incredibly fast</remarks>
public class FileSystemDataFeed : IDataFeed
{
private IAlgorithm _algorithm;
private ITimeProvider _timeProvider;
private IResultHandler _resultHandler;
private IMapFileProvider _mapFileProvider;
private IFactorFileProvider _factorFileProvider;
private IDataProvider _dataProvider;
private IDataCacheProvider _cacheProvider;
private SubscriptionCollection _subscriptions;
private CancellationTokenSource _cancellationTokenSource = new CancellationTokenSource();
private SubscriptionDataReaderSubscriptionEnumeratorFactory _subscriptionFactory;
/// <summary>
/// Flag indicating the hander thread is completely finished and ready to dispose.
/// </summary>
public bool IsActive { get; private set; }
/// <summary>
/// Initializes the data feed for the specified job and algorithm
/// </summary>
public virtual void Initialize(IAlgorithm algorithm,
AlgorithmNodePacket job,
IResultHandler resultHandler,
IMapFileProvider mapFileProvider,
IFactorFileProvider factorFileProvider,
IDataProvider dataProvider,
IDataFeedSubscriptionManager subscriptionManager,
IDataFeedTimeProvider dataFeedTimeProvider,
IDataChannelProvider dataChannelProvider)
{
_algorithm = algorithm;
_resultHandler = resultHandler;
_mapFileProvider = mapFileProvider;
_factorFileProvider = factorFileProvider;
_dataProvider = dataProvider;
_timeProvider = dataFeedTimeProvider.FrontierTimeProvider;
_subscriptions = subscriptionManager.DataFeedSubscriptions;
_cancellationTokenSource = new CancellationTokenSource();
_cacheProvider = new ZipDataCacheProvider(dataProvider, isDataEphemeral: false);
_subscriptionFactory = new SubscriptionDataReaderSubscriptionEnumeratorFactory(
_resultHandler,
_mapFileProvider,
_factorFileProvider,
_cacheProvider,
enablePriceScaling: false);
IsActive = true;
}
/// <summary>
/// Creates a file based data enumerator for the given subscription request
/// </summary>
/// <remarks>Protected so it can be used by the <see cref="LiveTradingDataFeed"/> to warmup requests</remarks>
protected IEnumerator<BaseData> CreateEnumerator(SubscriptionRequest request)
{
return request.IsUniverseSubscription ? CreateUniverseEnumerator(request, CreateDataEnumerator) : CreateDataEnumerator(request);
}
private IEnumerator<BaseData> CreateDataEnumerator(SubscriptionRequest request)
{
// ReSharper disable once PossibleMultipleEnumeration
if (!request.TradableDays.Any())
{
_algorithm.Error(
$"No data loaded for {request.Security.Symbol} because there were no tradeable dates for this security."
);
return null;
}
// ReSharper disable once PossibleMultipleEnumeration
var enumerator = _subscriptionFactory.CreateEnumerator(request, _dataProvider);
enumerator = ConfigureEnumerator(request, false, enumerator);
return enumerator;
}
/// <summary>
/// Creates a new subscription to provide data for the specified security.
/// </summary>
/// <param name="request">Defines the subscription to be added, including start/end times the universe and security</param>
/// <returns>The created <see cref="Subscription"/> if successful, null otherwise</returns>
public virtual Subscription CreateSubscription(SubscriptionRequest request)
{
var enumerator = CreateEnumerator(request);
if (request.IsUniverseSubscription && request.Universe is UserDefinedUniverse)
{
// for user defined universe we do not use a worker task, since calls to AddData can happen in any moment
// and we have to be able to inject selection data points into the enumerator
return SubscriptionUtils.Create(request, enumerator);
}
return SubscriptionUtils.CreateAndScheduleWorker(request, enumerator, _factorFileProvider, true);
}
/// <summary>
/// Removes the subscription from the data feed, if it exists
/// </summary>
/// <param name="subscription">The subscription to remove</param>
public virtual void RemoveSubscription(Subscription subscription)
{
}
protected IEnumerator<BaseData> CreateUniverseEnumerator(SubscriptionRequest request, Func<SubscriptionRequest, IEnumerator<BaseData>> createUnderlyingEnumerator)
{
ISubscriptionEnumeratorFactory factory = _subscriptionFactory;
if (request.Universe is ITimeTriggeredUniverse)
{
factory = new TimeTriggeredUniverseSubscriptionEnumeratorFactory(request.Universe as ITimeTriggeredUniverse,
MarketHoursDatabase.FromDataFolder(),
_timeProvider);
if (request.Universe is UserDefinedUniverse)
{
return factory.CreateEnumerator(request, _dataProvider);
}
}
else if (request.Configuration.Type == typeof(CoarseFundamental))
{
factory = new BaseDataCollectionSubscriptionEnumeratorFactory();
}
else if (request.Configuration.Type == typeof(ZipEntryName))
{
// TODO: subscription should already come in correctly built
var resolution = request.Configuration.Resolution == Resolution.Tick ? Resolution.Second : request.Configuration.Resolution;
// TODO: subscription should already come in as fill forward true
request = new SubscriptionRequest(request, configuration: new SubscriptionDataConfig(request.Configuration, fillForward: true, resolution: resolution));
var result = new BaseDataSubscriptionEnumeratorFactory(_algorithm.OptionChainProvider, _algorithm.FutureChainProvider)
.CreateEnumerator(request, _dataProvider);
result = ConfigureEnumerator(request, true, result);
return TryAppendUnderlyingEnumerator(request, result, createUnderlyingEnumerator);
}
// define our data enumerator
var enumerator = factory.CreateEnumerator(request, _dataProvider);
return enumerator;
}
/// <summary>
/// If required will add a new enumerator for the underlying symbol
/// </summary>
protected IEnumerator<BaseData> TryAppendUnderlyingEnumerator(SubscriptionRequest request, IEnumerator<BaseData> parent, Func<SubscriptionRequest, IEnumerator<BaseData>> createEnumerator)
{
if (request.Configuration.Symbol.SecurityType.IsOption() && request.Configuration.Symbol.HasUnderlying)
{
// TODO: creating this subscription request/config is bad
var underlyingRequests = new SubscriptionRequest(request,
isUniverseSubscription: false,
configuration: new SubscriptionDataConfig(request.Configuration, symbol: request.Configuration.Symbol.Underlying, objectType: typeof(TradeBar), tickType: TickType.Trade));
var underlying = createEnumerator(underlyingRequests);
underlying = new FilterEnumerator<BaseData>(underlying, data => data.DataType != MarketDataType.Auxiliary);
parent = new SynchronizingBaseDataEnumerator(parent, underlying);
// we aggregate both underlying and chain data
parent = new BaseDataCollectionAggregatorEnumerator(parent, request.Configuration.Symbol);
// only let through if underlying and chain data present
parent = new FilterEnumerator<BaseData>(parent, data => (data as BaseDataCollection).Underlying != null);
parent = ConfigureEnumerator(request, false, parent);
}
return parent;
}
/// <summary>
/// Send an exit signal to the thread.
/// </summary>
public virtual void Exit()
{
if (IsActive)
{
IsActive = false;
Log.Trace("FileSystemDataFeed.Exit(): Start. Setting cancellation token...");
_cancellationTokenSource.Cancel();
_subscriptionFactory?.DisposeSafely();
_cacheProvider.DisposeSafely();
Log.Trace("FileSystemDataFeed.Exit(): Exit Finished.");
}
}
/// <summary>
/// Configure the enumerator with aggregation/fill-forward/filter behaviors. Returns new instance if re-configured
/// </summary>
protected IEnumerator<BaseData> ConfigureEnumerator(SubscriptionRequest request, bool aggregate, IEnumerator<BaseData> enumerator)
{
if (aggregate)
{
enumerator = new BaseDataCollectionAggregatorEnumerator(enumerator, request.Configuration.Symbol);
}
enumerator = TryAddFillForwardEnumerator(request, enumerator, request.Configuration.FillDataForward);
// optionally apply exchange/user filters
if (request.Configuration.IsFilteredSubscription)
{
enumerator = SubscriptionFilterEnumerator.WrapForDataFeed(_resultHandler, enumerator, request.Security,
request.EndTimeLocal, request.Configuration.ExtendedMarketHours, false, request.ExchangeHours);
}
return enumerator;
}
/// <summary>
/// Will add a fill forward enumerator if requested
/// </summary>
protected IEnumerator<BaseData> TryAddFillForwardEnumerator(SubscriptionRequest request, IEnumerator<BaseData> enumerator, bool fillForward)
{
// optionally apply fill forward logic, but never for tick data
if (fillForward && request.Configuration.Resolution != Resolution.Tick)
{
// copy forward Bid/Ask bars for QuoteBars
if (request.Configuration.Type == typeof(QuoteBar))
{
enumerator = new QuoteBarFillForwardEnumerator(enumerator);
}
var fillForwardResolution = _subscriptions.UpdateAndGetFillForwardResolution(request.Configuration);
enumerator = new FillForwardEnumerator(enumerator, request.Security.Exchange, fillForwardResolution,
request.Configuration.ExtendedMarketHours, request.EndTimeLocal, request.Configuration.Resolution.ToTimeSpan(), request.Configuration.DataTimeZone);
}
return enumerator;
}
}
}