Files
quantconnect--lean/Engine/DataFeeds/LiveSynchronizer.cs
Martin-Molinero 9cdb4a91c5 Refactor live data feed (#4636)
* Live Coarse universe refactor

- Live trading will source Coarse and Fine fundamental data directly
  from disk. Updating unit tests.

* Adds ILiveDataProvider interface

  * Adds wrapper for IDataQueueHandler implementations

  * Replaces IDataQueueHandler with ILiveDataProvider in
    LiveTradingDataFeed

  * Edits IDataQueueHandler documentation

* Maintains aggregation for current IDQH impls and skips for ILDF impls

  * Note: No unit test was created for this method, go back and TODO

* Protobuf Market data

- Adding protobuf support for Ticks, TradeBars and QuoteBars. Adding
  unit tests.

* Adds unit tests for LiveDataAggregator changes

  * Fixes bug where custom data was not handled as it was before
  * Fixes race condition bug because of variable reuse in class

* Add protobuf extension serialization

* Fixes for protobuf serialization

* Refactor

* Fix OptionChainUniverse

* replace BaseDataExchange pumping ticks with consolidators

* AlpacaBrokerage

* BitfinexBrokerage

* GDAXBrokerage

* OandaBrokerage

* InteractiveBrokers

* TradierBrokerage

* FxcmBrokerage

* PaperBrokerage

* etc

* WIP fixes for existing LTDF unit tests

* Fixes more LTDF unit tests

* make IDataAggregator.Update recieving Generic BaseData rather than Tick

* Change IDataQueueHandler.Subscribe method

* Some fixes after adding new commits

* Adds protobuf (de)serialization support for Dividend and Split

* Serialize protobuf with length prefix

* Fix missing LTDF unit tests

* Adds TiingoNews protobuf definitions

* fix comments

* more fixes on IQFeedDataQueueHandler

* disallow putting ticks into enumerator directly

* ScannableEnumerator tests

* fix OandaBrokerage

* AggregationManager unit tests

* fix AlpacaBrokerage tests

* fix InteractiveBrokers

* fix FxcmBrokerage tests

* call AggregationManager.Remove method on unsubscribe

* fix GDAX existing tests

* Fixes, refactor adding more tests for AggregatorManager

* Adds BenzingaNews protobuf definitions and round trip unit test

* Adds missing TiingoNews unit test to Protobuf round trip tests

* Improve sleep sequence of LiveSynchronizer

* need start aggregating first, and then can subscribe

* More test fixes and refactor

- Refactoring AggregationManager and ScannableEnumerator so the last is
  the one that owns the consolidator
- Adding pulse on the main LiveSynchronizer

* Improve performance of LEquityDataSynchronizingEnu

* Add missing Set job packet method

* Minor performance improvements

* Improvements add test timeout

- Improvements adding test timeout to find blocking test in travis

* Improve aggregationManager performance

* Testing improvements for travis

* Remove test timeouts

* More test fixes

- Adding more missing dispose calls and improving determinism

* fix IEXDataQueueHandler and tests

* Final tweaks to LTDF tests

* more AggregationManager tests

* consume and log ticks

* fix test: couldn't subscribe to Forex tickers

* change Resolution for all bar configs

* Improve RealTimeScheduleEventServiceAccuracy

* refactoring: move common code to base class

* fixed bug; unsubscribe SubscriptionDataConfig

* Small performance improvement

* Minor fixes

* Avoid Symbol serialization

* Fixes coarse selection in live mode

* Fix for live coarse

* Adds protobuf (de)serialization support for Robintrack

  * Adds round-trip unit test

* Minor performance improvements

* More minor performance improvements

* pass LiveNodePacket through to OandaBrokerage

* Fixes empty list becoming null value when deserializing with protobuf

* Reverts BZ live trading exception removal and fixes tests

* Refactor WorkQueue making it abstract

* Add try catch for composer

* Adds optional data batching period to LiveFillForwardEnumerator

* Override data-queue-handler with config

* Improve PeriodCountConsolidator.Scan performance

* Move batching delay to main Synchornizer thread

* Reverts addition of Robintrack protobuf definitions

* Give priority to config history provider if set

* Add Estimize protobuffing

- Add Estimize protobuffing support. Adding unit tests

* Always dispose of data queue handler

Co-authored-by: Gerardo Salazar <gsalaz9800@gmail.com>
Co-authored-by: Adalyat Nazirov <aenazirov@gmail.com>
2020-08-18 20:21:10 -03:00

202 lines
8.0 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.Threading;
using QuantConnect.Configuration;
using QuantConnect.Data.UniverseSelection;
using QuantConnect.Interfaces;
using QuantConnect.Logging;
using QuantConnect.Util;
namespace QuantConnect.Lean.Engine.DataFeeds
{
/// <summary>
/// Implementation of the <see cref="ISynchronizer"/> interface which provides the mechanism to stream live data to the algorithm
/// </summary>
public class LiveSynchronizer : Synchronizer
{
private ITimeProvider _timeProvider;
private RealTimeScheduleEventService _realTimeScheduleEventService;
private readonly int _batchingDelay = Config.GetInt("consumer-batching-timeout-ms");
private readonly ManualResetEventSlim _newLiveDataEmitted = new ManualResetEventSlim(false);
/// <summary>
/// Continuous UTC time provider
/// </summary>
public override ITimeProvider TimeProvider => _timeProvider;
/// <summary>
/// Initializes the instance of the Synchronizer class
/// </summary>
public override void Initialize(
IAlgorithm algorithm,
IDataFeedSubscriptionManager dataFeedSubscriptionManager)
{
base.Initialize(algorithm, dataFeedSubscriptionManager);
_timeProvider = GetTimeProvider();
SubscriptionSynchronizer.SetTimeProvider(TimeProvider);
// attach event handlers to subscriptions
dataFeedSubscriptionManager.SubscriptionAdded += (sender, subscription) =>
{
subscription.NewDataAvailable += OnSubscriptionNewDataAvailable;
};
dataFeedSubscriptionManager.SubscriptionRemoved += (sender, subscription) =>
{
subscription.NewDataAvailable -= OnSubscriptionNewDataAvailable;
};
_realTimeScheduleEventService = new RealTimeScheduleEventService(new RealTimeProvider());
// this schedule event will be our time pulse
_realTimeScheduleEventService.NewEvent += (sender, args) => _newLiveDataEmitted.Set();
}
/// <summary>
/// Returns an enumerable which provides the data to stream to the algorithm
/// </summary>
public override IEnumerable<TimeSlice> StreamData(CancellationToken cancellationToken)
{
PostInitialize();
var shouldSendExtraEmptyPacket = false;
var nextEmit = DateTime.MinValue;
var lastLoopStart = DateTime.UtcNow;
var enumerator = SubscriptionSynchronizer
.Sync(SubscriptionManager.DataFeedSubscriptions, cancellationToken)
.GetEnumerator();
var previousWasTimePulse = false;
while (!cancellationToken.IsCancellationRequested)
{
var now = DateTime.UtcNow;
if (!previousWasTimePulse)
{
if (!_newLiveDataEmitted.IsSet)
{
// if we just crossed into the next second let's loop again, we will flush any consolidator bar
// else we will wait to be notified by the subscriptions or our scheduled event service every second
if (lastLoopStart.Second == now.Second)
{
_realTimeScheduleEventService.ScheduleEvent(TimeSpan.FromMilliseconds(GetPulseDueTime(now)), now);
_newLiveDataEmitted.Wait();
}
}
_newLiveDataEmitted.Reset();
}
lastLoopStart = now;
TimeSlice timeSlice;
try
{
if (!enumerator.MoveNext())
{
// the enumerator ended
break;
}
timeSlice = enumerator.Current;
}
catch (Exception err)
{
Log.Error(err);
// notify the algorithm about the error, so it can be reported to the user
Algorithm.RunTimeError = err;
Algorithm.Status = AlgorithmStatus.RuntimeError;
shouldSendExtraEmptyPacket = true;
break;
}
// check for cancellation
if (timeSlice == null || cancellationToken.IsCancellationRequested) break;
var frontierUtc = FrontierTimeProvider.GetUtcNow();
// emit on data or if we've elapsed a full second since last emit or there are security changes
if (timeSlice.SecurityChanges != SecurityChanges.None
|| timeSlice.IsTimePulse
|| timeSlice.Data.Count != 0
|| frontierUtc >= nextEmit)
{
previousWasTimePulse = timeSlice.IsTimePulse;
yield return timeSlice;
// force emitting every second since the data feed is
// the heartbeat of the application
nextEmit = frontierUtc.RoundDown(Time.OneSecond).Add(Time.OneSecond);
}
}
if (shouldSendExtraEmptyPacket)
{
// send last empty packet list before terminating,
// so the algorithm manager has a chance to detect the runtime error
// and exit showing the correct error instead of a timeout
nextEmit = FrontierTimeProvider.GetUtcNow().RoundDown(Time.OneSecond);
if (!cancellationToken.IsCancellationRequested)
{
var timeSlice = TimeSliceFactory.Create(
nextEmit,
new List<DataFeedPacket>(),
SecurityChanges.None,
new Dictionary<Universe, BaseDataCollection>());
yield return timeSlice;
}
}
enumerator.DisposeSafely();
Log.Trace("LiveSynchronizer.GetEnumerator(): Exited thread.");
}
/// <summary>
/// Free resources
/// </summary>
public override void Dispose()
{
_newLiveDataEmitted.Set();
_newLiveDataEmitted?.DisposeSafely();
_realTimeScheduleEventService?.DisposeSafely();
}
/// <summary>
/// Gets the <see cref="ITimeProvider"/> to use. By default this will load the
/// <see cref="RealTimeProvider"/> for live mode, else <see cref="SubscriptionFrontierTimeProvider"/>
/// </summary>
/// <returns>The <see cref="ITimeProvider"/> to use</returns>
protected override ITimeProvider GetTimeProvider()
{
return new RealTimeProvider();
}
/// <summary>
/// Will return the amount of milliseconds that are missing for the next time pulse
/// </summary>
protected virtual int GetPulseDueTime(DateTime now)
{
// let's wait until the next second starts
return 1000 - now.Millisecond + _batchingDelay;
}
protected virtual void OnSubscriptionNewDataAvailable(object sender, EventArgs args)
{
_newLiveDataEmitted.Set();
}
}
}