7becc869af
- Adding `IStreamReader.RateLimit { get; }` specifying if a stream
reader `ReadLine()` calls should be rate limited by the source readers.
- Adding two failling unit tests in `master`
172 lines
7.9 KiB
C#
172 lines
7.9 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;
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using System.Collections.Generic;
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using System.Linq;
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using QuantConnect.Data;
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using QuantConnect.Data.UniverseSelection;
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using QuantConnect.Interfaces;
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using QuantConnect.Util;
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namespace QuantConnect.Lean.Engine.DataFeeds.Enumerators.Factories
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{
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/// <summary>
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/// Provides an implementation of <see cref="ISubscriptionEnumeratorFactory"/> to handle live custom data.
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/// </summary>
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public class LiveCustomDataSubscriptionEnumeratorFactory : ISubscriptionEnumeratorFactory
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{
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private readonly ITimeProvider _timeProvider;
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/// <summary>
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/// Initializes a new instance of the <see cref="LiveCustomDataSubscriptionEnumeratorFactory"/> class
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/// </summary>
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/// <param name="timeProvider">Time provider from data feed</param>
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public LiveCustomDataSubscriptionEnumeratorFactory(ITimeProvider timeProvider)
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{
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_timeProvider = timeProvider;
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}
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/// <summary>
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/// Creates an enumerator to read the specified request.
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/// </summary>
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/// <param name="request">The subscription request to be read</param>
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/// <param name="dataProvider">Provider used to get data when it is not present on disk</param>
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/// <returns>An enumerator reading the subscription request</returns>
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public IEnumerator<BaseData> CreateEnumerator(SubscriptionRequest request, IDataProvider dataProvider)
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{
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var config = request.Configuration;
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// frontier value used to prevent emitting duplicate time stamps between refreshed enumerators
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// also provides some immediate fast-forward to handle spooling through remote files quickly
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var frontier = Ref.Create(request.StartTimeLocal);
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var lastSourceRefreshTime = DateTime.MinValue;
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var sourceFactory = (BaseData) ObjectActivator.GetActivator(config.Type).Invoke(new object[] {config.Type});
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// this is refreshing the enumerator stack for each new source
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var refresher = new RefreshEnumerator<BaseData>(() =>
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{
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// rate limit the refresh of this enumerator stack
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var utcNow = _timeProvider.GetUtcNow();
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var minimumTimeBetweenCalls = GetMinimumTimeBetweenCalls(config.Increment);
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if (utcNow - lastSourceRefreshTime < minimumTimeBetweenCalls)
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{
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return Enumerable.Empty<BaseData>().GetEnumerator();
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}
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lastSourceRefreshTime = utcNow;
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var localDate = utcNow.ConvertFromUtc(config.ExchangeTimeZone).Date;
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var source = sourceFactory.GetSource(config, localDate, true);
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// fetch the new source and enumerate the data source reader
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var enumerator = EnumerateDataSourceReader(config, dataProvider, frontier, source, localDate);
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if (SourceRequiresFastForward(source))
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{
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// The FastForwardEnumerator implements these two features:
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// (1) make sure we never emit past data
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// (2) data filtering based on a maximum data age
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// For custom data we don't want feature (2) because we would reject data points emitted later
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// (e.g. Quandl daily data after a weekend), so we disable it using a huge maximum data age.
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// apply fast forward logic for file transport mediums
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var maximumDataAge = GetMaximumDataAge(Time.MaxTimeSpan);
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enumerator = new FastForwardEnumerator(enumerator, _timeProvider, config.ExchangeTimeZone, maximumDataAge);
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}
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else
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{
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// rate limit calls to this enumerator stack
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enumerator = new RateLimitEnumerator<BaseData>(enumerator, _timeProvider, minimumTimeBetweenCalls);
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}
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if (source.Format == FileFormat.Collection)
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{
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// unroll collections into individual data points after fast forward/rate limiting applied
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enumerator = enumerator.SelectMany(data =>
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{
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var collection = data as BaseDataCollection;
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return collection?.Data.GetEnumerator() ?? new List<BaseData> {data}.GetEnumerator();
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});
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}
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return enumerator;
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});
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return refresher;
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}
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private IEnumerator<BaseData> EnumerateDataSourceReader(SubscriptionDataConfig config, IDataProvider dataProvider, Ref<DateTime> localFrontier, SubscriptionDataSource source, DateTime localDate)
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{
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using (var dataCacheProvider = new SingleEntryDataCacheProvider(dataProvider))
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{
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var newLocalFrontier = localFrontier.Value;
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var dataSourceReader = GetSubscriptionDataSourceReader(source, dataCacheProvider, config, localDate);
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foreach (var datum in dataSourceReader.Read(source))
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{
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// always skip past all times emitted on the previous invocation of this enumerator
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// this allows data at the same time from the same refresh of the source while excluding
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// data from different refreshes of the source
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if (datum != null && datum.EndTime > localFrontier.Value)
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{
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yield return datum;
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}
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else if (!SourceRequiresFastForward(source))
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{
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// if the 'source' is Rest and there is no new value,
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// we return null, else we will be caught in a tight loop
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// because Rest source never ends!
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yield return null;
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}
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if (datum != null)
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{
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newLocalFrontier = Time.Max(datum.EndTime, newLocalFrontier);
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}
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}
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localFrontier.Value = newLocalFrontier;
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}
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}
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/// <summary>
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/// Gets the <see cref="ISubscriptionDataSourceReader"/> for the specified source
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/// </summary>
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protected virtual ISubscriptionDataSourceReader GetSubscriptionDataSourceReader(SubscriptionDataSource source,
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IDataCacheProvider dataCacheProvider,
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SubscriptionDataConfig config,
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DateTime date
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)
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{
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return SubscriptionDataSourceReader.ForSource(source, dataCacheProvider, config, date, true);
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}
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private bool SourceRequiresFastForward(SubscriptionDataSource source)
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{
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return source.TransportMedium == SubscriptionTransportMedium.LocalFile
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|| source.TransportMedium == SubscriptionTransportMedium.RemoteFile;
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}
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private static TimeSpan GetMinimumTimeBetweenCalls(TimeSpan increment)
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{
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return TimeSpan.FromTicks(Math.Min(increment.Ticks, TimeSpan.FromMinutes(30).Ticks));
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}
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private static TimeSpan GetMaximumDataAge(TimeSpan increment)
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{
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return TimeSpan.FromTicks(Math.Max(increment.Ticks, TimeSpan.FromSeconds(5).Ticks));
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}
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}
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} |