private static IDataFeed RunLiveDataFeed(
IAlgorithm algorithm,
DateTime startDate,
IEnumerable <Symbol> symbols,
ITimeProvider timeProvider,
DataManager dataManager,
FuncDataQueueHandler funcDataQueueHandler = null)
{
var feed = new TestableLiveTradingDataFeed(funcDataQueueHandler ?? new FuncDataQueueHandler(x => Enumerable.Empty <BaseData>()),
timeProvider);
var mapFileProvider = new LocalDiskMapFileProvider();
feed.Initialize(algorithm, new LiveNodePacket(), new BacktestingResultHandler(),
mapFileProvider, new LocalDiskFactorFileProvider(mapFileProvider), new DefaultDataProvider(), dataManager);
foreach (var symbol in symbols)
{
var config = algorithm.Securities[symbol].SubscriptionDataConfig;
var request = new SubscriptionRequest(false, null, algorithm.Securities[symbol], config, startDate, Time.EndOfTime);
feed.AddSubscription(request);
}
var feedThreadStarted = new ManualResetEvent(false);
Task.Factory.StartNew(() =>
{
feedThreadStarted.Set();
feed.Run();
});
feedThreadStarted.WaitOne();
return(feed);
}
private IDataFeed RunDataFeed(IAlgorithm algorithm, out FuncDataQueueHandler dataQueueHandler, ITimeProvider timeProvider = null, Func <FuncDataQueueHandler, IEnumerable <BaseData> > getNextTicksFunction = null)
{
getNextTicksFunction = getNextTicksFunction ?? (fdqh => fdqh.Subscriptions.Select(symbol => new Tick(DateTime.Now, symbol, 1, 2)
{
Quantity = 1
}));
// job is used to send into DataQueueHandler
var job = new LiveNodePacket();
// result handler is used due to dependency in SubscriptionDataReader
var resultHandler = new BacktestingResultHandler(); // new ResultHandlerStub();
dataQueueHandler = new FuncDataQueueHandler(getNextTicksFunction);
var feed = new TestableLiveTradingDataFeed(dataQueueHandler, timeProvider);
var mapFileProvider = new LocalDiskMapFileProvider();
feed.Initialize(algorithm, job, resultHandler, mapFileProvider, new LocalDiskFactorFileProvider(mapFileProvider));
var feedThreadStarted = new ManualResetEvent(false);
Task.Factory.StartNew(() =>
{
feedThreadStarted.Set();
feed.Run();
});
// wait for feed.Run to actually begin
feedThreadStarted.WaitOne();
return(feed);
}
private IDataFeed RunDataFeed(out FuncDataQueueHandler dataQueueHandler, Func <FuncDataQueueHandler, IEnumerable <BaseData> > getNextTicksFunction = null,
Resolution resolution = Resolution.Second, List <string> equities = null, List <string> forex = null, List <string> crypto = null)
{
_algorithm.SetStartDate(_startDate);
var lastTime = _manualTimeProvider.GetUtcNow();
getNextTicksFunction = getNextTicksFunction ?? (fdqh =>
{
var time = _manualTimeProvider.GetUtcNow();
if (time == lastTime)
{
return(Enumerable.Empty <BaseData>());
}
lastTime = time;
var tickTime = lastTime.AddMinutes(-1).ConvertFromUtc(TimeZones.NewYork);
return(fdqh.Subscriptions.Where(symbol => !_algorithm.UniverseManager.ContainsKey(symbol)) // its not a universe
.Select(symbol => new Tick(tickTime, symbol, 1, 2)
{
Quantity = 1,
// Symbol could not be in the Securities collections for the custom Universe tests. AlgorithmManager is in charge of adding them, and we are not executing that code here.
TickType = _algorithm.Securities.ContainsKey(symbol) ? _algorithm.Securities[symbol].SubscriptionDataConfig.TickType : TickType.Trade
}).ToList());
});
// job is used to send into DataQueueHandler
var job = new LiveNodePacket();
// result handler is used due to dependency in SubscriptionDataReader
var resultHandler = new BacktestingResultHandler();
dataQueueHandler = new FuncDataQueueHandler(getNextTicksFunction);
var feed = new TestableLiveTradingDataFeed(dataQueueHandler);
var mapFileProvider = new LocalDiskMapFileProvider();
var fileProvider = new DefaultDataProvider();
var marketHoursDatabase = MarketHoursDatabase.FromDataFolder();
var symbolPropertiesDataBase = SymbolPropertiesDatabase.FromDataFolder();
var securityService = new SecurityService(_algorithm.Portfolio.CashBook, marketHoursDatabase, symbolPropertiesDataBase, _algorithm);
_algorithm.Securities.SetSecurityService(securityService);
_dataManager = new DataManager(feed,
new UniverseSelection(_algorithm, securityService),
_algorithm,
_algorithm.TimeKeeper,
marketHoursDatabase,
true);
_algorithm.SubscriptionManager.SetDataManager(_dataManager);
_algorithm.AddSecurities(resolution, equities, forex, crypto);
_synchronizer = new TestableLiveSynchronizer(_manualTimeProvider);
_synchronizer.Initialize(_algorithm, _dataManager);
feed.Initialize(_algorithm, job, resultHandler, mapFileProvider,
new LocalDiskFactorFileProvider(mapFileProvider), fileProvider, _dataManager, _synchronizer);
_algorithm.PostInitialize();
Thread.Sleep(150); // small handicap for the data to be pumped so TimeSlices have data of all subscriptions
return(feed);
}
private IDataFeed RunDataFeed(out FuncDataQueueHandler dataQueueHandler, Func <FuncDataQueueHandler, IEnumerable <BaseData> > getNextTicksFunction = null,
Resolution resolution = Resolution.Second, List <string> equities = null, List <string> forex = null)
{
_algorithm.SetStartDate(_startDate);
var lastTime = _manualTimeProvider.GetUtcNow();
getNextTicksFunction = getNextTicksFunction ?? (fdqh =>
{
var time = _manualTimeProvider.GetUtcNow();
if (time == lastTime)
{
return(Enumerable.Empty <BaseData>());
}
lastTime = time;
return(fdqh.Subscriptions.Where(symbol => !_algorithm.UniverseManager.ContainsKey(symbol)) // its not a universe
.Select(symbol => new Tick(lastTime.ConvertFromUtc(TimeZones.NewYork), symbol, 1, 2)
{
Quantity = 1,
// Symbol could not be in the Securities collections for the custom Universe tests. AlgorithmManager is in charge of adding them, and we are not executing that code here.
TickType = _algorithm.Securities.ContainsKey(symbol) ? _algorithm.Securities[symbol].SubscriptionDataConfig.TickType : TickType.Trade
}));
});
// job is used to send into DataQueueHandler
var job = new LiveNodePacket();
// result handler is used due to dependency in SubscriptionDataReader
var resultHandler = new BacktestingResultHandler();
dataQueueHandler = new FuncDataQueueHandler(getNextTicksFunction);
var feed = new TestableLiveTradingDataFeed(dataQueueHandler, _manualTimeProvider);
var mapFileProvider = new LocalDiskMapFileProvider();
var fileProvider = new DefaultDataProvider();
var dataManager = new DataManager(feed, new UniverseSelection(feed, _algorithm),
_algorithm.Settings, _algorithm.TimeKeeper);
_algorithm.SubscriptionManager.SetDataManager(dataManager);
_algorithm.AddSecurities(resolution, equities, forex);
feed.Initialize(_algorithm, job, resultHandler, mapFileProvider, new LocalDiskFactorFileProvider(mapFileProvider), fileProvider, dataManager);
_algorithm.PostInitialize();
Thread.Sleep(150); // small handicap for the data to be pumped so TimeSlices have data of all subscriptions
var feedThreadStarted = new ManualResetEvent(false);
Task.Factory.StartNew(() =>
{
feedThreadStarted.Set();
feed.Run();
});
// wait for feed.Run to actually begin
feedThreadStarted.WaitOne();
return(feed);
}
public void EmitsData()
{
var algorithm = new AlgorithmStub(forex: new List <string> {
"EURUSD"
});
// job is used to send into DataQueueHandler
var job = new LiveNodePacket();
// result handler is used due to dependency in SubscriptionDataReader
var resultHandler = new BacktestingResultHandler();
var dataProvider = new DefaultDataProvider();
var lastTime = DateTime.MinValue;
var timeProvider = new RealTimeProvider();
var dataQueueHandler = new FuncDataQueueHandler(fdqh =>
{
var time = timeProvider.GetUtcNow().ConvertFromUtc(TimeZones.EasternStandard);
if (time == lastTime)
{
return(Enumerable.Empty <BaseData>());
}
lastTime = time;
return(Enumerable.Range(0, 9).Select(x => new Tick(time.AddMilliseconds(x * 100), Symbols.EURUSD, 1.3m, 1.2m, 1.3m)));
});
var feed = new TestableLiveTradingDataFeed(dataQueueHandler, timeProvider);
var mapFileProvider = new LocalDiskMapFileProvider();
feed.Initialize(algorithm, job, resultHandler, mapFileProvider, new LocalDiskFactorFileProvider(mapFileProvider), dataProvider);
var feedThreadStarted = new ManualResetEvent(false);
Task.Factory.StartNew(() =>
{
feedThreadStarted.Set();
feed.Run();
});
// wait for feed.Run to actually begin
feedThreadStarted.WaitOne();
var emittedData = false;
ConsumeBridge(feed, TimeSpan.FromSeconds(10), true, ts =>
{
if (ts.Slice.Count != 0)
{
emittedData = true;
Console.WriteLine("HasData: " + ts.Slice.Bars[Symbols.EURUSD].EndTime);
Console.WriteLine();
}
});
Assert.IsTrue(emittedData);
}
public void FastExitsDoNotThrowUnhandledExceptions()
{
var algorithm = new AlgorithmStub();
// job is used to send into DataQueueHandler
var job = new LiveNodePacket();
// result handler is used due to dependency in SubscriptionDataReader
var resultHandler = new BacktestingResultHandler();
var feed = new TestableLiveTradingDataFeed();
var marketHoursDatabase = MarketHoursDatabase.FromDataFolder();
var symbolPropertiesDataBase = SymbolPropertiesDatabase.FromDataFolder();
var securityService = new SecurityService(
algorithm.Portfolio.CashBook,
marketHoursDatabase,
symbolPropertiesDataBase,
algorithm);
algorithm.Securities.SetSecurityService(securityService);
var dataManager = new DataManager(feed,
new UniverseSelection(feed, algorithm, securityService),
algorithm.Settings,
algorithm.TimeKeeper,
marketHoursDatabase);
algorithm.SubscriptionManager.SetDataManager(dataManager);
algorithm.AddSecurities(Resolution.Tick, Enumerable.Range(0, 20).Select(x => x.ToString()).ToList());
var getNextTicksFunction = Enumerable.Range(0, 20).Select(x => new Tick {
Symbol = SymbolCache.GetSymbol(x.ToString())
}).ToList();
feed.DataQueueHandler = new FuncDataQueueHandler(handler => getNextTicksFunction);
var mapFileProvider = new LocalDiskMapFileProvider();
var fileProvider = new DefaultDataProvider();
feed.Initialize(algorithm, job, resultHandler, mapFileProvider, new LocalDiskFactorFileProvider(mapFileProvider), fileProvider, dataManager);
var unhandledExceptionWasThrown = false;
try
{
feed.Exit();
}
catch (Exception ex)
{
QuantConnect.Logging.Log.Error(ex.ToString());
unhandledExceptionWasThrown = true;
}
Thread.Sleep(500);
Assert.IsFalse(unhandledExceptionWasThrown);
}
public void FastExitsDoNotThrowUnhandledExceptions()
{
var algorithm = new AlgorithmStub();
// job is used to send into DataQueueHandler
var job = new LiveNodePacket();
// result handler is used due to dependency in SubscriptionDataReader
var resultHandler = new BacktestingResultHandler();
var feed = new TestableLiveTradingDataFeed();
var dataManager = new DataManager(feed, new UniverseSelection(feed, algorithm),
algorithm.Settings, algorithm.TimeKeeper);
algorithm.SubscriptionManager.SetDataManager(dataManager);
algorithm.AddSecurities(Resolution.Tick, Enumerable.Range(0, 20).Select(x => x.ToString()).ToList());
var getNextTicksFunction = Enumerable.Range(0, 20).Select(x => new Tick {
Symbol = SymbolCache.GetSymbol(x.ToString())
}).ToList();
feed.DataQueueHandler = new FuncDataQueueHandler(handler => getNextTicksFunction);
var mapFileProvider = new LocalDiskMapFileProvider();
var fileProvider = new DefaultDataProvider();
feed.Initialize(algorithm, job, resultHandler, mapFileProvider, new LocalDiskFactorFileProvider(mapFileProvider), fileProvider, dataManager);
var feedThreadStarted = new ManualResetEvent(false);
var unhandledExceptionWasThrown = false;
Task.Run(() =>
{
try
{
feedThreadStarted.Set();
feed.Run();
}
catch (Exception ex)
{
QuantConnect.Logging.Log.Error(ex.ToString());
unhandledExceptionWasThrown = true;
}
});
feedThreadStarted.WaitOne();
feed.Exit();
Thread.Sleep(1000);
Assert.IsFalse(unhandledExceptionWasThrown);
}
public void EmitsData()
{
var algorithm = new AlgorithmStub(forex: new List<string> {"EURUSD"});
// job is used to send into DataQueueHandler
var job = new LiveNodePacket();
// result handler is used due to dependency in SubscriptionDataReader
var resultHandler = new BacktestingResultHandler();
var dataFileProvider = new DefaultDataFileProvider();
var lastTime = DateTime.MinValue;
var timeProvider = new RealTimeProvider();
var dataQueueHandler = new FuncDataQueueHandler(fdqh =>
{
var time = timeProvider.GetUtcNow().ConvertFromUtc(TimeZones.EasternStandard);
if (time == lastTime) return Enumerable.Empty<BaseData>();
lastTime = time;
return Enumerable.Range(0, 9).Select(x => new Tick(time.AddMilliseconds(x*100), Symbols.EURUSD, 1.3m, 1.2m, 1.3m));
});
var feed = new TestableLiveTradingDataFeed(dataQueueHandler, timeProvider);
var mapFileProvider = new LocalDiskMapFileProvider();
feed.Initialize(algorithm, job, resultHandler, mapFileProvider, new LocalDiskFactorFileProvider(mapFileProvider), dataFileProvider);
var feedThreadStarted = new ManualResetEvent(false);
Task.Factory.StartNew(() =>
{
feedThreadStarted.Set();
feed.Run();
});
// wait for feed.Run to actually begin
feedThreadStarted.WaitOne();
var emittedData = false;
ConsumeBridge(feed, TimeSpan.FromSeconds(10), true, ts =>
{
if (ts.Slice.Count != 0)
{
emittedData = true;
Console.WriteLine("HasData: " + ts.Slice.Bars[Symbols.EURUSD].EndTime);
Console.WriteLine();
}
});
Assert.IsTrue(emittedData);
}
private IDataFeed RunDataFeed(IAlgorithm algorithm, out FuncDataQueueHandler dataQueueHandler, ITimeProvider timeProvider = null, Func<FuncDataQueueHandler, IEnumerable<BaseData>> getNextTicksFunction = null)
{
getNextTicksFunction = getNextTicksFunction ?? (fdqh => fdqh.Subscriptions.Select(symbol => new Tick(DateTime.Now, symbol, 1, 2){Quantity = 1}));
// job is used to send into DataQueueHandler
var job = new LiveNodePacket();
// result handler is used due to dependency in SubscriptionDataReader
var resultHandler = new ConsoleResultHandler(); // new ResultHandlerStub();
dataQueueHandler = new FuncDataQueueHandler(getNextTicksFunction);
var feed = new TestableLiveTradingDataFeed(dataQueueHandler, timeProvider);
var mapFileProvider = new LocalDiskMapFileProvider();
feed.Initialize(algorithm, job, resultHandler, mapFileProvider, new LocalDiskFactorFileProvider(mapFileProvider));
var feedThreadStarted = new ManualResetEvent(false);
Task.Factory.StartNew(() =>
{
feedThreadStarted.Set();
feed.Run();
});
// wait for feed.Run to actually begin
feedThreadStarted.WaitOne();
return feed;
}
public void CoarseUniverseRotatesActiveSecurity()
{
var startDate = new DateTime(2014, 3, 24);
var endDate = new DateTime(2014, 3, 29);
var timeProvider = new ManualTimeProvider(TimeZones.NewYork);
timeProvider.SetCurrentTime(startDate);
var coarseTimes = new List <DateTime>
{
new DateTime(2014, 3, 25, 5, 0, 0, 0),
new DateTime(2014, 3, 26, 5, 0, 0, 0),
new DateTime(2014, 3, 27, 5, 0, 0, 0),
new DateTime(2014, 3, 28, 5, 0, 0, 0),
new DateTime(2014, 3, 29, 5, 0, 0, 0)
}.ToHashSet();
var coarseSymbols = new List <Symbol> {
Symbols.SPY, Symbols.AAPL, Symbols.MSFT
};
var emitted = new AutoResetEvent(false);
var dataQueueHandler = new FuncDataQueueHandler(fdqh => Enumerable.Empty <BaseData>(), timeProvider);
var feed = new TestableLiveTradingDataFeed(dataQueueHandler);
var algorithm = new AlgorithmStub(feed);
algorithm.SetLiveMode(true);
var mock = new Mock <ITransactionHandler>();
mock.Setup(m => m.GetOpenOrders(It.IsAny <Func <Order, bool> >())).Returns(new List <Order>());
algorithm.Transactions.SetOrderProcessor(mock.Object);
var synchronizer = new TestableLiveSynchronizer(timeProvider);
synchronizer.Initialize(algorithm, algorithm.DataManager);
var mapFileProvider = new LocalDiskMapFileProvider();
feed.Initialize(algorithm, new LiveNodePacket(), new BacktestingResultHandler(),
mapFileProvider, new LocalDiskFactorFileProvider(mapFileProvider), new DefaultDataProvider(), algorithm.DataManager, synchronizer, new DataChannelProvider());
var symbolIndex = 0;
var coarseUniverseSelectionCount = 0;
algorithm.AddUniverse(
coarse =>
{
Log.Trace($"Emitted at {algorithm.Time}. Coarse {coarse.First().Time} to {coarse.First().EndTime}");
Interlocked.Increment(ref coarseUniverseSelectionCount);
emitted.Set();
// rotate single symbol in universe
if (symbolIndex == coarseSymbols.Count)
{
symbolIndex = 0;
}
return(new[] { coarseSymbols[symbolIndex++] });
});
algorithm.PostInitialize();
var cancellationTokenSource = new CancellationTokenSource();
Exception exceptionThrown = null;
// create a timer to advance time much faster than realtime
var timerInterval = TimeSpan.FromMilliseconds(5);
var timer = Ref.Create <Timer>(null);
timer.Value = new Timer(state =>
{
try
{
var currentTime = timeProvider.GetUtcNow().ConvertFromUtc(TimeZones.NewYork);
if (currentTime.Date > endDate.Date)
{
feed.Exit();
cancellationTokenSource.Cancel();
return;
}
timeProvider.Advance(TimeSpan.FromHours(1));
var time = timeProvider.GetUtcNow().ConvertFromUtc(TimeZones.NewYork);
algorithm.SetDateTime(timeProvider.GetUtcNow());
if (coarseTimes.Contains(time))
{
// lets wait for coarse to emit
if (!emitted.WaitOne(TimeSpan.FromMilliseconds(15000)))
{
throw new TimeoutException($"Timeout waiting for coarse to emit at {time}");
}
}
var activeSecuritiesCount = algorithm.ActiveSecurities.Count;
Assert.That(activeSecuritiesCount <= 1);
// restart the timer
timer.Value.Change(timerInterval, Timeout.InfiniteTimeSpan);
}
catch (Exception exception)
{
Log.Error(exception);
exceptionThrown = exception;
feed.Exit();
cancellationTokenSource.Cancel();
}
}, null, timerInterval, Timeout.InfiniteTimeSpan);
foreach (var _ in synchronizer.StreamData(cancellationTokenSource.Token))
{
}
timer.Value.DisposeSafely();
algorithm.DataManager.RemoveAllSubscriptions();
dataQueueHandler.DisposeSafely();
synchronizer.DisposeSafely();
emitted.DisposeSafely();
if (exceptionThrown != null)
{
throw new Exception("Exception in timer: ", exceptionThrown);
}
Assert.AreEqual(coarseTimes.Count, coarseUniverseSelectionCount, message: "coarseUniverseSelectionCount");
}
public void CoarseUniverseRotatesActiveSecurity()
{
var startDate = new DateTime(2014, 3, 24);
var endDate = new DateTime(2014, 3, 28);
var timeProvider = new ManualTimeProvider(TimeZones.NewYork);
timeProvider.SetCurrentTime(startDate);
var coarseTimes = new List <DateTime>
{
new DateTime(2014, 3, 25),
new DateTime(2014, 3, 25, 23, 0, 0),
new DateTime(2014, 3, 27, 1, 0, 0)
}.ToHashSet();
var coarseSymbols = new List <Symbol> {
Symbols.SPY, Symbols.AAPL, Symbols.MSFT
};
var coarseUsaSymbol = CoarseFundamental.CreateUniverseSymbol(Market.USA, false);
var coarseDataEmittedCount = 0;
var lastTime = DateTime.MinValue;
var dataQueueHandler = new FuncDataQueueHandler(fdqh =>
{
var time = timeProvider.GetUtcNow().ConvertFromUtc(TimeZones.NewYork);
if (time != lastTime)
{
lastTime = time;
if (coarseTimes.Contains(time))
{
// emit coarse data at selected times
var coarseData = new BaseDataCollection {
Symbol = coarseUsaSymbol
};
foreach (var symbol in coarseSymbols)
{
coarseData.Data.Add(
new CoarseFundamental
{
Symbol = symbol,
Time = time,
Market = Market.USA,
Value = 100
});
}
coarseDataEmittedCount++;
return(new List <BaseData> {
coarseData
});
}
}
return(Enumerable.Empty <BaseData>());
});
var feed = new TestableLiveTradingDataFeed(dataQueueHandler);
var algorithm = new AlgorithmStub(feed);
algorithm.SetLiveMode(true);
var mock = new Mock <ITransactionHandler>();
mock.Setup(m => m.GetOpenOrders(It.IsAny <Func <Order, bool> >())).Returns(new List <Order>());
algorithm.Transactions.SetOrderProcessor(mock.Object);
var synchronizer = new TestableLiveSynchronizer(timeProvider);
synchronizer.Initialize(algorithm, algorithm.DataManager);
var mapFileProvider = new LocalDiskMapFileProvider();
feed.Initialize(algorithm, new LiveNodePacket(), new BacktestingResultHandler(),
mapFileProvider, new LocalDiskFactorFileProvider(mapFileProvider), new DefaultDataProvider(), algorithm.DataManager, synchronizer);
var symbolIndex = 0;
var coarseUniverseSelectionCount = 0;
algorithm.AddUniverse(
coarse =>
{
coarseUniverseSelectionCount++;
// rotate single symbol in universe
if (symbolIndex == coarseSymbols.Count)
{
symbolIndex = 0;
}
return(new[] { coarseSymbols[symbolIndex++] });
});
algorithm.PostInitialize();
var cancellationTokenSource = new CancellationTokenSource();
Exception exceptionThrown = null;
// create a timer to advance time much faster than realtime
var timerInterval = TimeSpan.FromMilliseconds(50);
var timer = Ref.Create <Timer>(null);
timer.Value = new Timer(state =>
{
try
{
// stop the timer to prevent reentrancy
timer.Value.Change(Timeout.Infinite, Timeout.Infinite);
var currentTime = timeProvider.GetUtcNow().ConvertFromUtc(TimeZones.NewYork);
if (currentTime.Date > endDate.Date)
{
feed.Exit();
cancellationTokenSource.Cancel();
return;
}
timeProvider.Advance(TimeSpan.FromHours(1));
var activeSecuritiesCount = algorithm.ActiveSecurities.Count;
Assert.That(activeSecuritiesCount <= 1);
// restart the timer
timer.Value.Change(timerInterval, timerInterval);
}
catch (Exception exception)
{
Log.Error(exception);
exceptionThrown = exception;
feed.Exit();
cancellationTokenSource.Cancel();
}
}, null, TimeSpan.FromSeconds(1), timerInterval);
foreach (var _ in synchronizer.StreamData(cancellationTokenSource.Token))
{
}
timer.Value.Dispose();
if (exceptionThrown != null)
{
throw new Exception("Exception in timer: ", exceptionThrown);
}
Assert.AreEqual(coarseTimes.Count, coarseDataEmittedCount);
Assert.AreEqual(coarseTimes.Count, coarseUniverseSelectionCount);
}