ca787d0a25
Build & Test Lean / build (push) Has been cancelled
Regression Tests / build (push) Has been cancelled
* Add support for live price scaling - Add support for live trading price scaling for continuous futures. Adding unit tests * Move live price scale application. Updating unit tests - Live trading application of price scaling will happen before fill forwarding and updating securities real time price. Updating unit tests to reproduce issue
460 lines
22 KiB
C#
460 lines
22 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.Threading;
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using QuantConnect.Data;
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using QuantConnect.Util;
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using QuantConnect.Logging;
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using QuantConnect.Packets;
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using System.Threading.Tasks;
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using QuantConnect.Interfaces;
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using QuantConnect.Securities;
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using QuantConnect.Data.Custom;
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using QuantConnect.Data.Market;
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using System.Collections.Generic;
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using QuantConnect.Configuration;
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using QuantConnect.Data.Custom.Tiingo;
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using QuantConnect.Lean.Engine.Results;
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using QuantConnect.Data.UniverseSelection;
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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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namespace QuantConnect.Lean.Engine.DataFeeds
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{
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/// <summary>
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/// Provides an implementation of <see cref="IDataFeed"/> that is designed to deal with
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/// live, remote data sources
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/// </summary>
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public class LiveTradingDataFeed : IDataFeed
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{
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private LiveNodePacket _job;
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// used to get current time
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private ITimeProvider _timeProvider;
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private ITimeProvider _frontierTimeProvider;
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private IDataProvider _dataProvider;
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private IMapFileProvider _mapFileProvider;
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private IDataQueueHandler _dataQueueHandler;
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private BaseDataExchange _customExchange;
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private SubscriptionCollection _subscriptions;
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private IFactorFileProvider _factorFileProvider;
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private CancellationTokenSource _cancellationTokenSource = new CancellationTokenSource();
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private IDataChannelProvider _channelProvider;
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/// <summary>
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/// Public flag indicator that the thread is still busy.
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/// </summary>
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public bool IsActive
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{
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get; private set;
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}
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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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if (!(job is LiveNodePacket))
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{
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throw new ArgumentException("The LiveTradingDataFeed requires a LiveNodePacket.");
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}
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_cancellationTokenSource = new CancellationTokenSource();
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_job = (LiveNodePacket)job;
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_timeProvider = dataFeedTimeProvider.TimeProvider;
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_dataProvider = dataProvider;
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_mapFileProvider = mapFileProvider;
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_factorFileProvider = factorFileProvider;
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_channelProvider = dataChannelProvider;
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_frontierTimeProvider = dataFeedTimeProvider.FrontierTimeProvider;
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_customExchange = new BaseDataExchange("CustomDataExchange") { SleepInterval = 10 };
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_subscriptions = subscriptionManager.DataFeedSubscriptions;
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_dataQueueHandler = GetDataQueueHandler();
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_dataQueueHandler?.SetJob(_job);
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// run the custom data exchange
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var manualEvent = new ManualResetEventSlim(false);
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Task.Factory.StartNew(() =>
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{
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manualEvent.Set();
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_customExchange.Start(_cancellationTokenSource.Token);
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}, TaskCreationOptions.LongRunning);
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manualEvent.Wait();
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manualEvent.DisposeSafely();
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IsActive = 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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// create and add the subscription to our collection
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var subscription = request.IsUniverseSubscription
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? CreateUniverseSubscription(request)
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: CreateDataSubscription(request);
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return subscription;
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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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var symbol = subscription.Configuration.Symbol;
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// remove the subscriptions
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if (!_channelProvider.ShouldStreamSubscription(subscription.Configuration))
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{
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_customExchange.RemoveEnumerator(symbol);
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_customExchange.RemoveDataHandler(symbol);
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}
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else
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{
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_dataQueueHandler.UnsubscribeWithMapping(subscription.Configuration);
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if (subscription.Configuration.SecurityType == SecurityType.Equity && !subscription.Configuration.IsInternalFeed)
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{
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_dataQueueHandler.UnsubscribeWithMapping(new SubscriptionDataConfig(subscription.Configuration, typeof(Dividend)));
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_dataQueueHandler.UnsubscribeWithMapping(new SubscriptionDataConfig(subscription.Configuration, typeof(Split)));
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}
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}
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}
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/// <summary>
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/// External controller calls to signal a terminate of the thread.
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/// </summary>
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public virtual 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("LiveTradingDataFeed.Exit(): Start. Setting cancellation token...");
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_cancellationTokenSource.Cancel();
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_customExchange?.Stop();
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Log.Trace("LiveTradingDataFeed.Exit(): Exit Finished.");
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}
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}
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/// <summary>
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/// Gets the <see cref="IDataQueueHandler"/> to use by default <see cref="DataQueueHandlerManager"/>
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/// </summary>
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/// <remarks>Useful for testing</remarks>
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/// <returns>The loaded <see cref="IDataQueueHandler"/></returns>
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protected virtual IDataQueueHandler GetDataQueueHandler()
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{
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return new DataQueueHandlerManager();
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}
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/// <summary>
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/// Creates a new subscription for the specified security
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/// </summary>
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/// <param name="request">The subscription request</param>
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/// <returns>A new subscription instance of the specified security</returns>
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protected Subscription CreateDataSubscription(SubscriptionRequest request)
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{
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Subscription subscription = null;
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try
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{
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var localEndTime = request.EndTimeUtc.ConvertFromUtc(request.Security.Exchange.TimeZone);
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var timeZoneOffsetProvider = new TimeZoneOffsetProvider(request.Configuration.ExchangeTimeZone, request.StartTimeUtc, request.EndTimeUtc);
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IEnumerator<BaseData> enumerator;
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if (!_channelProvider.ShouldStreamSubscription(request.Configuration))
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{
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if (!Tiingo.IsAuthCodeSet)
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{
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// we're not using the SubscriptionDataReader, so be sure to set the auth token here
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Tiingo.SetAuthCode(Config.Get("tiingo-auth-token"));
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}
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var factory = new LiveCustomDataSubscriptionEnumeratorFactory(_timeProvider);
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var enumeratorStack = factory.CreateEnumerator(request, _dataProvider);
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_customExchange.AddEnumerator(request.Configuration.Symbol, enumeratorStack);
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var enqueable = new EnqueueableEnumerator<BaseData>();
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_customExchange.SetDataHandler(request.Configuration.Symbol, data =>
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{
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enqueable.Enqueue(data);
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subscription.OnNewDataAvailable();
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});
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enumerator = enqueable;
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}
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else
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{
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var auxEnumerators = new List<IEnumerator<BaseData>>();
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if (LiveAuxiliaryDataEnumerator.TryCreate(request.Configuration, _timeProvider, _dataQueueHandler,
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request.Security.Cache, _mapFileProvider, _factorFileProvider, request.StartTimeLocal, out var auxDataEnumator))
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{
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auxEnumerators.Add(auxDataEnumator);
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}
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EventHandler handler = (_, _) => subscription?.OnNewDataAvailable();
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enumerator = Subscribe(request.Configuration, handler);
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if (request.Configuration.EmitSplitsAndDividends())
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{
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auxEnumerators.Add(Subscribe(new SubscriptionDataConfig(request.Configuration, typeof(Dividend)), handler));
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auxEnumerators.Add(Subscribe(new SubscriptionDataConfig(request.Configuration, typeof(Split)), handler));
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}
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if (auxEnumerators.Count > 0)
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{
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enumerator = new LiveAuxiliaryDataSynchronizingEnumerator(_timeProvider, request.Configuration.ExchangeTimeZone, enumerator, auxEnumerators);
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}
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}
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// scale prices before 'SubscriptionFilterEnumerator' since it updates securities realtime price
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// and before fill forwarding so we don't happen to apply twice the factor
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if (request.Configuration.PricesShouldBeScaled(liveMode:true))
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{
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enumerator = new PriceScaleFactorEnumerator(
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enumerator,
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request.Configuration,
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_factorFileProvider,
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liveMode:true);
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}
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if (request.Configuration.FillDataForward)
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{
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var fillForwardResolution = _subscriptions.UpdateAndGetFillForwardResolution(request.Configuration);
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enumerator = new LiveFillForwardEnumerator(_frontierTimeProvider, enumerator, request.Security.Exchange, fillForwardResolution, request.Configuration.ExtendedMarketHours, localEndTime, request.Configuration.Increment, request.Configuration.DataTimeZone);
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}
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// define market hours and user filters to incoming data
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if (request.Configuration.IsFilteredSubscription)
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{
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enumerator = new SubscriptionFilterEnumerator(enumerator, request.Security, localEndTime, request.Configuration.ExtendedMarketHours, true, request.ExchangeHours);
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}
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// finally, make our subscriptions aware of the frontier of the data feed, prevents future data from spewing into the feed
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enumerator = new FrontierAwareEnumerator(enumerator, _frontierTimeProvider, timeZoneOffsetProvider);
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var subscriptionDataEnumerator = new SubscriptionDataEnumerator(request.Configuration, request.Security.Exchange.Hours, timeZoneOffsetProvider, enumerator, request.IsUniverseSubscription);
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subscription = new Subscription(request, subscriptionDataEnumerator, timeZoneOffsetProvider);
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}
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catch (Exception err)
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{
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Log.Error(err);
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}
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return subscription;
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}
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private IEnumerator<BaseData> Subscribe(SubscriptionDataConfig dataConfig, EventHandler newDataAvailableHandler)
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{
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return new LiveSubscriptionEnumerator(dataConfig, _dataQueueHandler, newDataAvailableHandler);
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}
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/// <summary>
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/// Creates 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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Subscription subscription = null;
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// TODO : Consider moving the creating of universe subscriptions to a separate, testable class
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// grab the relevant exchange hours
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var config = request.Universe.Configuration;
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var localEndTime = request.EndTimeUtc.ConvertFromUtc(request.Security.Exchange.TimeZone);
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var tzOffsetProvider = new TimeZoneOffsetProvider(request.Configuration.ExchangeTimeZone, request.StartTimeUtc, request.EndTimeUtc);
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IEnumerator<BaseData> enumerator = null;
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var timeTriggered = request.Universe as ITimeTriggeredUniverse;
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if (timeTriggered != null)
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{
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Log.Trace($"LiveTradingDataFeed.CreateUniverseSubscription(): Creating user defined universe: {config.Symbol.ID}");
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// spoof a tick on the requested interval to trigger the universe selection function
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var enumeratorFactory = new TimeTriggeredUniverseSubscriptionEnumeratorFactory(timeTriggered, MarketHoursDatabase.FromDataFolder(), _frontierTimeProvider);
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enumerator = enumeratorFactory.CreateEnumerator(request, _dataProvider);
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enumerator = new FrontierAwareEnumerator(enumerator, _timeProvider, tzOffsetProvider);
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var enqueueable = new EnqueueableEnumerator<BaseData>();
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_customExchange.AddEnumerator(new EnumeratorHandler(config.Symbol, enumerator, enqueueable));
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enumerator = enqueueable;
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}
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else if (config.Type == typeof(CoarseFundamental) || config.Type == typeof(ETFConstituentData))
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{
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Log.Trace($"LiveTradingDataFeed.CreateUniverseSubscription(): Creating {config.Type.Name} universe: {config.Symbol.ID}");
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// Will try to pull data from the data folder every 10min, file with yesterdays date.
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// If lean is started today it will trigger initial coarse universe selection
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var factory = new LiveCustomDataSubscriptionEnumeratorFactory(_timeProvider,
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// we adjust time to the previous tradable date
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time => Time.GetStartTimeForTradeBars(request.Security.Exchange.Hours, time, Time.OneDay, 1, false, config.DataTimeZone),
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TimeSpan.FromMinutes(10)
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);
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var enumeratorStack = factory.CreateEnumerator(request, _dataProvider);
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// aggregates each coarse data point into a single BaseDataCollection
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var aggregator = new BaseDataCollectionAggregatorEnumerator(enumeratorStack, config.Symbol, true);
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_customExchange.AddEnumerator(config.Symbol, aggregator);
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var enqueable = new EnqueueableEnumerator<BaseData>();
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_customExchange.SetDataHandler(config.Symbol, data =>
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{
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enqueable.Enqueue(data);
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subscription.OnNewDataAvailable();
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});
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enumerator = GetConfiguredFrontierAwareEnumerator(enqueable, tzOffsetProvider,
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// advance time if before 23pm or after 5am and not on Saturdays
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time => time.Hour < 23 && time.Hour > 5 && time.DayOfWeek != DayOfWeek.Saturday);
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}
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else if (request.Universe is OptionChainUniverse)
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{
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Log.Trace("LiveTradingDataFeed.CreateUniverseSubscription(): Creating option chain universe: " + config.Symbol.ID);
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Func<SubscriptionRequest, IEnumerator<BaseData>> configure = (subRequest) =>
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{
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var fillForwardResolution = _subscriptions.UpdateAndGetFillForwardResolution(subRequest.Configuration);
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var input = Subscribe(subRequest.Configuration, (sender, args) => subscription.OnNewDataAvailable());
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return new LiveFillForwardEnumerator(_frontierTimeProvider, input, subRequest.Security.Exchange, fillForwardResolution, subRequest.Configuration.ExtendedMarketHours, localEndTime, subRequest.Configuration.Increment, subRequest.Configuration.DataTimeZone);
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};
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var symbolUniverse = GetUniverseProvider(SecurityType.Option);
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var enumeratorFactory = new OptionChainUniverseSubscriptionEnumeratorFactory(configure, symbolUniverse, _timeProvider);
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enumerator = enumeratorFactory.CreateEnumerator(request, _dataProvider);
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enumerator = new FrontierAwareEnumerator(enumerator, _frontierTimeProvider, tzOffsetProvider);
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}
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else if (request.Universe is FuturesChainUniverse)
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{
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Log.Trace("LiveTradingDataFeed.CreateUniverseSubscription(): Creating futures chain universe: " + config.Symbol.ID);
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var symbolUniverse = GetUniverseProvider(SecurityType.Option);
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var enumeratorFactory = new FuturesChainUniverseSubscriptionEnumeratorFactory(symbolUniverse, _timeProvider);
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enumerator = enumeratorFactory.CreateEnumerator(request, _dataProvider);
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enumerator = new FrontierAwareEnumerator(enumerator, _frontierTimeProvider, tzOffsetProvider);
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}
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else
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{
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Log.Trace("LiveTradingDataFeed.CreateUniverseSubscription(): Creating custom universe: " + config.Symbol.ID);
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var factory = new LiveCustomDataSubscriptionEnumeratorFactory(_timeProvider);
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var enumeratorStack = factory.CreateEnumerator(request, _dataProvider);
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enumerator = new BaseDataCollectionAggregatorEnumerator(enumeratorStack, config.Symbol, liveMode: true);
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var enqueueable = new EnqueueableEnumerator<BaseData>();
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_customExchange.AddEnumerator(new EnumeratorHandler(config.Symbol, enumerator, enqueueable));
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enumerator = enqueueable;
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}
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// create the subscription
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var subscriptionDataEnumerator = new SubscriptionDataEnumerator(request.Configuration, request.Security.Exchange.Hours, tzOffsetProvider, enumerator, request.IsUniverseSubscription);
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subscription = new Subscription(request, subscriptionDataEnumerator, tzOffsetProvider);
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// send the subscription for the new symbol through to the data queuehandler
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if (_channelProvider.ShouldStreamSubscription(subscription.Configuration))
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{
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Subscribe(request.Configuration, (sender, args) => subscription.OnNewDataAvailable());
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}
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return subscription;
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}
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/// <summary>
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/// Will wrap the provided enumerator with a <see cref="FrontierAwareEnumerator"/>
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/// using a <see cref="PredicateTimeProvider"/> that will advance time based on the provided
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/// function
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/// </summary>
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/// <remarks>Won't advance time if now.Hour is bigger or equal than 23pm, less or equal than 5am or Saturday.
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/// This is done to prevent universe selection occurring in those hours so that the subscription changes
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/// are handled correctly.</remarks>
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private IEnumerator<BaseData> GetConfiguredFrontierAwareEnumerator(
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IEnumerator<BaseData> enumerator,
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TimeZoneOffsetProvider tzOffsetProvider,
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Func<DateTime, bool> customStepEvaluator)
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{
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var stepTimeProvider = new PredicateTimeProvider(_frontierTimeProvider, customStepEvaluator);
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return new FrontierAwareEnumerator(enumerator, stepTimeProvider, tzOffsetProvider);
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}
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private IDataQueueUniverseProvider GetUniverseProvider(SecurityType securityType)
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{
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if (_dataQueueHandler is not IDataQueueUniverseProvider or DataQueueHandlerManager { HasUniverseProvider: false })
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{
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throw new NotSupportedException($"The DataQueueHandler does not support {securityType}.");
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}
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return (IDataQueueUniverseProvider)_dataQueueHandler;
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}
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/// <summary>
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/// Overrides methods of the base data exchange implementation
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/// </summary>
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private class EnumeratorHandler : BaseDataExchange.EnumeratorHandler
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{
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private readonly EnqueueableEnumerator<BaseData> _enqueueable;
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public EnumeratorHandler(Symbol symbol, IEnumerator<BaseData> enumerator, EnqueueableEnumerator<BaseData> enqueueable)
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: base(symbol, enumerator, true)
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{
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_enqueueable = enqueueable;
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}
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/// <summary>
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/// Returns true if this enumerator should move next
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/// </summary>
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public override bool ShouldMoveNext()
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{ return true; }
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/// <summary>
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/// Calls stop on the internal enqueueable enumerator
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/// </summary>
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public override void OnEnumeratorFinished()
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{ _enqueueable.Stop(); }
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/// <summary>
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/// Enqueues the data
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/// </summary>
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/// <param name="data">The data to be handled</param>
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public override void HandleData(BaseData data)
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{
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_enqueueable.Enqueue(data);
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}
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}
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}
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}
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