private ISubscriptionFactory CreateSubscriptionFactory(SubscriptionDataSource source)
{
var factory = SubscriptionFactory.ForSource(source, _config, _tradeableDates.Current, _isLiveMode);
AttachEventHandlers(factory, source);
return(factory);
}
private ISubscriptionFactory HandleCsvFileFormat(SubscriptionDataSource source)
{
// convert the date to the data time zone
var dateInDataTimeZone = _tradeableDates.Current.ConvertTo(_config.ExchangeTimeZone, _config.DataTimeZone).Date;
var factory = SubscriptionFactory.ForSource(source, _config, dateInDataTimeZone, _isLiveMode);
// handle missing files
factory.InvalidSource += (sender, args) =>
{
switch (args.Source.TransportMedium)
{
case SubscriptionTransportMedium.LocalFile:
// the local uri doesn't exist, write an error and return null so we we don't try to get data for today
Log.Trace(string.Format("SubscriptionDataReader.GetReader(): Could not find QC Data, skipped: {0}", source));
_resultHandler.SamplePerformance(_tradeableDates.Current, 0);
break;
case SubscriptionTransportMedium.RemoteFile:
_resultHandler.ErrorMessage(string.Format("Error downloading custom data source file, skipped: {0} Error: {1}", source, args.Exception.Message), args.Exception.StackTrace);
_resultHandler.SamplePerformance(_tradeableDates.Current.Date, 0);
break;
case SubscriptionTransportMedium.Rest:
break;
default:
throw new ArgumentOutOfRangeException();
}
};
if (factory is TextSubscriptionFactory)
{
// handle empty files/instantiation errors
var textSubscriptionFactory = (TextSubscriptionFactory)factory;
textSubscriptionFactory.CreateStreamReaderError += (sender, args) =>
{
Log.Error(string.Format("Failed to get StreamReader for data source({0}), symbol({1}). Skipping date({2}). Reader is null.", args.Source.Source, _mappedSymbol, args.Date.ToShortDateString()));
if (_config.IsCustomData)
{
_resultHandler.ErrorMessage(string.Format("We could not fetch the requested data. This may not be valid data, or a failed download of custom data. Skipping source ({0}).", args.Source.Source));
}
};
// handle parser errors
textSubscriptionFactory.ReaderError += (sender, args) =>
{
_resultHandler.RuntimeError(string.Format("Error invoking {0} data reader. Line: {1} Error: {2}", _config.Symbol, args.Line, args.Exception.Message), args.Exception.StackTrace);
};
}
return(factory);
}
/// <summary>
/// Creates an enumerator for the specified security/configuration
/// </summary>
private IEnumerator <BaseData> CreateSubscriptionEnumerator(Security security,
SubscriptionDataConfig config,
DateTime localStartTime,
DateTime localEndTime,
MapFileResolver mapFileResolver,
IEnumerable <DateTime> tradeableDates,
bool useSubscriptionDataReader,
bool aggregate)
{
IEnumerator <BaseData> enumerator;
if (useSubscriptionDataReader)
{
enumerator = new SubscriptionDataReader(config, localStartTime, localEndTime, _resultHandler, mapFileResolver,
_factorFileProvider, tradeableDates, false);
}
else
{
var sourceFactory = (BaseData)Activator.CreateInstance(config.Type);
enumerator = (from date in tradeableDates
let source = sourceFactory.GetSource(config, date, false)
let factory = SubscriptionFactory.ForSource(source, config, date, false)
let entriesForDate = factory.Read(source)
from entry in entriesForDate
select entry).GetEnumerator();
}
if (aggregate)
{
enumerator = new BaseDataCollectionAggregatorEnumerator(enumerator, config.Symbol);
}
// optionally apply fill forward logic, but never for tick data
if (config.FillDataForward && config.Resolution != Resolution.Tick)
{
enumerator = new FillForwardEnumerator(enumerator, security.Exchange, _fillForwardResolution,
security.IsExtendedMarketHours, localEndTime, config.Resolution.ToTimeSpan());
}
// optionally apply exchange/user filters
if (config.IsFilteredSubscription)
{
enumerator = SubscriptionFilterEnumerator.WrapForDataFeed(_resultHandler, enumerator, security, localEndTime);
}
return(enumerator);
}
/// <summary>
/// Adds a new subscription for universe selection
/// </summary>
/// <param name="universe">The universe to add a subscription for</param>
/// <param name="startTimeUtc">The start time of the subscription in utc</param>
/// <param name="endTimeUtc">The end time of the subscription in utc</param>
public void AddUniverseSubscription(Universe universe, DateTime startTimeUtc, DateTime endTimeUtc)
{
// TODO : Consider moving the creating of universe subscriptions to a separate, testable class
// grab the relevant exchange hours
var config = universe.Configuration;
var marketHoursDatabase = MarketHoursDatabase.FromDataFolder();
var exchangeHours = marketHoursDatabase.GetExchangeHours(config);
// create a canonical security object
var security = new Security(exchangeHours, config, _algorithm.Portfolio.CashBook[CashBook.AccountCurrency], SymbolProperties.GetDefault(CashBook.AccountCurrency));
var localStartTime = startTimeUtc.ConvertFromUtc(security.Exchange.TimeZone);
var localEndTime = endTimeUtc.ConvertFromUtc(security.Exchange.TimeZone);
// define our data enumerator
IEnumerator <BaseData> enumerator;
var tradeableDates = Time.EachTradeableDay(security, localStartTime, localEndTime);
var userDefined = universe as UserDefinedUniverse;
if (userDefined != null)
{
// spoof a tick on the requested interval to trigger the universe selection function
enumerator = userDefined.GetTriggerTimes(startTimeUtc, endTimeUtc, marketHoursDatabase)
.Select(x => new Tick {
Time = x, Symbol = config.Symbol
}).GetEnumerator();
// route these custom subscriptions through the exchange for buffering
var enqueueable = new EnqueueableEnumerator <BaseData>(true);
// add this enumerator to our exchange
ScheduleEnumerator(enumerator, enqueueable, GetLowerThreshold(config.Resolution), GetUpperThreshold(config.Resolution));
enumerator = enqueueable;
}
else if (config.Type == typeof(CoarseFundamental))
{
var cf = new CoarseFundamental();
var enqueueable = new EnqueueableEnumerator <BaseData>(true);
// load coarse data day by day
var coarse = from date in Time.EachTradeableDay(security, _algorithm.StartDate, _algorithm.EndDate)
let dateInDataTimeZone = date.ConvertTo(config.ExchangeTimeZone, config.DataTimeZone).Date
let source = cf.GetSource(config, dateInDataTimeZone, false)
let factory = SubscriptionFactory.ForSource(source, config, dateInDataTimeZone, false)
let coarseFundamentalForDate = factory.Read(source)
select new BaseDataCollection(date, config.Symbol, coarseFundamentalForDate);
ScheduleEnumerator(coarse.GetEnumerator(), enqueueable, 5, 100000, 2);
enumerator = enqueueable;
}
else
{
// normal reader for all others
enumerator = new SubscriptionDataReader(config, localStartTime, localEndTime, _resultHandler, MapFileResolver.Empty, _factorFileProvider, tradeableDates, false);
// route these custom subscriptions through the exchange for buffering
var enqueueable = new EnqueueableEnumerator <BaseData>(true);
// add this enumerator to our exchange
ScheduleEnumerator(enumerator, enqueueable, GetLowerThreshold(config.Resolution), GetUpperThreshold(config.Resolution));
enumerator = enqueueable;
}
// create the subscription
var timeZoneOffsetProvider = new TimeZoneOffsetProvider(security.Exchange.TimeZone, startTimeUtc, endTimeUtc);
var subscription = new Subscription(universe, security, enumerator, timeZoneOffsetProvider, startTimeUtc, endTimeUtc, true);
_subscriptions.AddOrUpdate(subscription.Security.Symbol, subscription);
}
/// <summary>
/// Creates a new subscription for universe selection
/// </summary>
/// <param name="universe">The universe to add a subscription for</param>
/// <param name="startTimeUtc">The start time of the subscription in utc</param>
/// <param name="endTimeUtc">The end time of the subscription in utc</param>
protected virtual Subscription CreateUniverseSubscription(Universe universe, DateTime startTimeUtc, DateTime endTimeUtc)
{
// TODO : Consider moving the creating of universe subscriptions to a separate, testable class
// grab the relevant exchange hours
var config = universe.Configuration;
var marketHoursDatabase = MarketHoursDatabase.FromDataFolder();
var exchangeHours = marketHoursDatabase.GetExchangeHours(config);
// create a canonical security object
var security = new Security(exchangeHours, config, _algorithm.Portfolio.CashBook[CashBook.AccountCurrency], SymbolProperties.GetDefault(CashBook.AccountCurrency));
var tzOffsetProvider = new TimeZoneOffsetProvider(security.Exchange.TimeZone, startTimeUtc, endTimeUtc);
IEnumerator <BaseData> enumerator;
var userDefined = universe as UserDefinedUniverse;
if (userDefined != null)
{
Log.Trace("LiveTradingDataFeed.CreateUniverseSubscription(): Creating user defined universe: " + config.Symbol.ToString());
// spoof a tick on the requested interval to trigger the universe selection function
enumerator = userDefined.GetTriggerTimes(startTimeUtc, endTimeUtc, marketHoursDatabase)
.Select(dt => new Tick {
Time = dt
}).GetEnumerator();
enumerator = new FrontierAwareEnumerator(enumerator, _timeProvider, tzOffsetProvider);
var enqueueable = new EnqueueableEnumerator <BaseData>();
_customExchange.AddEnumerator(new EnumeratorHandler(config.Symbol, enumerator, enqueueable));
enumerator = enqueueable;
}
else if (config.Type == typeof(CoarseFundamental))
{
Log.Trace("LiveTradingDataFeed.CreateUniverseSubscription(): Creating coarse universe: " + config.Symbol.ToString());
// since we're binding to the data queue exchange we'll need to let him
// know that we expect this data
_dataQueueHandler.Subscribe(_job, new[] { security.Symbol });
var enqueable = new EnqueueableEnumerator <BaseData>();
_exchange.SetDataHandler(config.Symbol, data =>
{
enqueable.Enqueue(data);
});
enumerator = enqueable;
}
else
{
Log.Trace("LiveTradingDataFeed.CreateUniverseSubscription(): Creating custom universe: " + config.Symbol.ToString());
// each time we exhaust we'll new up this enumerator stack
var refresher = new RefreshEnumerator <BaseDataCollection>(() =>
{
var sourceProvider = (BaseData)Activator.CreateInstance(config.Type);
var dateInDataTimeZone = DateTime.UtcNow.ConvertFromUtc(config.DataTimeZone).Date;
var source = sourceProvider.GetSource(config, dateInDataTimeZone, true);
var factory = SubscriptionFactory.ForSource(source, config, dateInDataTimeZone, false);
var factorEnumerator = factory.Read(source).GetEnumerator();
var fastForward = new FastForwardEnumerator(factorEnumerator, _timeProvider, security.Exchange.TimeZone, config.Increment);
var frontierAware = new FrontierAwareEnumerator(fastForward, _frontierTimeProvider, tzOffsetProvider);
return(new BaseDataCollectionAggregatorEnumerator(frontierAware, config.Symbol));
});
// rate limit the refreshing of the stack to the requested interval
var minimumTimeBetweenCalls = Math.Min(config.Increment.Ticks, TimeSpan.FromMinutes(30).Ticks);
var rateLimit = new RateLimitEnumerator(refresher, _timeProvider, TimeSpan.FromTicks(minimumTimeBetweenCalls));
var enqueueable = new EnqueueableEnumerator <BaseData>();
_customExchange.AddEnumerator(new EnumeratorHandler(config.Symbol, rateLimit, enqueueable));
enumerator = enqueueable;
}
// create the subscription
var subscription = new Subscription(universe, security, enumerator, tzOffsetProvider, startTimeUtc, endTimeUtc, true);
return(subscription);
}
/// <summary>
/// Creates a new subscription for the specified security
/// </summary>
/// <param name="universe"></param>
/// <param name="security">The security to create a subscription for</param>
/// <param name="utcStartTime">The start time of the subscription in UTC</param>
/// <param name="utcEndTime">The end time of the subscription in UTC</param>
/// <returns>A new subscription instance of the specified security</returns>
protected Subscription CreateSubscription(Universe universe, Security security, DateTime utcStartTime, DateTime utcEndTime)
{
Subscription subscription = null;
try
{
var config = security.SubscriptionDataConfig;
var localEndTime = utcEndTime.ConvertFromUtc(security.Exchange.TimeZone);
var timeZoneOffsetProvider = new TimeZoneOffsetProvider(security.Exchange.TimeZone, utcStartTime, utcEndTime);
IEnumerator <BaseData> enumerator;
if (config.IsCustomData)
{
if (!Quandl.IsAuthCodeSet)
{
// we're not using the SubscriptionDataReader, so be sure to set the auth token here
Quandl.SetAuthCode(Config.Get("quandl-auth-token"));
}
// each time we exhaust we'll new up this enumerator stack
var refresher = new RefreshEnumerator <BaseData>(() =>
{
var sourceProvider = (BaseData)Activator.CreateInstance(config.Type);
var dateInDataTimeZone = DateTime.UtcNow.ConvertFromUtc(config.DataTimeZone).Date;
var source = sourceProvider.GetSource(config, dateInDataTimeZone, true);
var factory = SubscriptionFactory.ForSource(source, config, dateInDataTimeZone, false);
var factoryReadEnumerator = factory.Read(source).GetEnumerator();
var maximumDataAge = TimeSpan.FromTicks(Math.Max(config.Increment.Ticks, TimeSpan.FromSeconds(5).Ticks));
var fastForward = new FastForwardEnumerator(factoryReadEnumerator, _timeProvider, security.Exchange.TimeZone, maximumDataAge);
return(new FrontierAwareEnumerator(fastForward, _timeProvider, timeZoneOffsetProvider));
});
// rate limit the refreshing of the stack to the requested interval
var minimumTimeBetweenCalls = Math.Min(config.Increment.Ticks, TimeSpan.FromMinutes(30).Ticks);
var rateLimit = new RateLimitEnumerator(refresher, _timeProvider, TimeSpan.FromTicks(minimumTimeBetweenCalls));
_customExchange.AddEnumerator(config.Symbol, rateLimit);
var enqueable = new EnqueueableEnumerator <BaseData>();
_customExchange.SetDataHandler(config.Symbol, data =>
{
enqueable.Enqueue(data);
if (subscription != null)
{
subscription.RealtimePrice = data.Value;
}
});
enumerator = enqueable;
}
else if (config.Resolution != Resolution.Tick)
{
// this enumerator allows the exchange to pump ticks into the 'back' of the enumerator,
// and the time sync loop can pull aggregated trade bars off the front
var aggregator = new TradeBarBuilderEnumerator(config.Increment, security.Exchange.TimeZone, _timeProvider);
_exchange.SetDataHandler(config.Symbol, data =>
{
aggregator.ProcessData((Tick)data);
if (subscription != null)
{
subscription.RealtimePrice = data.Value;
}
});
enumerator = aggregator;
}
else
{
// tick subscriptions can pass right through
var tickEnumerator = new EnqueueableEnumerator <BaseData>();
_exchange.SetDataHandler(config.Symbol, data =>
{
tickEnumerator.Enqueue(data);
if (subscription != null)
{
subscription.RealtimePrice = data.Value;
}
});
enumerator = tickEnumerator;
}
if (config.FillDataForward)
{
// TODO : Properly resolve fill forward resolution like in FileSystemDataFeed (make considerations for universe-only)
enumerator = new LiveFillForwardEnumerator(_frontierTimeProvider, enumerator, security.Exchange, _fillForwardResolution, config.ExtendedMarketHours, localEndTime, config.Increment);
}
// define market hours and user filters to incoming data
enumerator = new SubscriptionFilterEnumerator(enumerator, security, localEndTime);
// finally, make our subscriptions aware of the frontier of the data feed, this will help
enumerator = new FrontierAwareEnumerator(enumerator, _frontierTimeProvider, timeZoneOffsetProvider);
subscription = new Subscription(universe, security, enumerator, timeZoneOffsetProvider, utcStartTime, utcEndTime, false);
}
catch (Exception err)
{
Log.Error(err);
}
return(subscription);
}
private ISubscriptionFactory CreateSubscriptionFactory(SubscriptionDataSource source)
{
return(SubscriptionFactory.ForSource(source, _config, _tradeableDates.Current, _isLiveMode));
}
/// <summary>
/// Adds a new subscription for universe selection
/// </summary>
/// <param name="universe">The universe to add a subscription for</param>
/// <param name="startTimeUtc">The start time of the subscription in utc</param>
/// <param name="endTimeUtc">The end time of the subscription in utc</param>
public void AddUniverseSubscription(Universe universe, DateTime startTimeUtc, DateTime endTimeUtc)
{
// TODO : Consider moving the creating of universe subscriptions to a separate, testable class
// grab the relevant exchange hours
var config = universe.Configuration;
var marketHoursDatabase = MarketHoursDatabase.FromDataFolder();
var exchangeHours = marketHoursDatabase.GetExchangeHours(config);
Security security;
if (!_algorithm.Securities.TryGetValue(config.Symbol, out security))
{
// create a canonical security object if it doesn't exist
security = new Security(exchangeHours, config, _algorithm.Portfolio.CashBook[CashBook.AccountCurrency], SymbolProperties.GetDefault(CashBook.AccountCurrency));
}
var localStartTime = startTimeUtc.ConvertFromUtc(security.Exchange.TimeZone);
var localEndTime = endTimeUtc.ConvertFromUtc(security.Exchange.TimeZone);
// define our data enumerator
IEnumerator <BaseData> enumerator;
var tradeableDates = Time.EachTradeableDayInTimeZone(security.Exchange.Hours, localStartTime, localEndTime, config.DataTimeZone, config.ExtendedMarketHours);
var userDefined = universe as UserDefinedUniverse;
if (userDefined != null)
{
// spoof a tick on the requested interval to trigger the universe selection function
enumerator = userDefined.GetTriggerTimes(startTimeUtc, endTimeUtc, marketHoursDatabase)
.Select(x => new Tick {
Time = x, Symbol = config.Symbol
}).GetEnumerator();
// route these custom subscriptions through the exchange for buffering
var enqueueable = new EnqueueableEnumerator <BaseData>(true);
// add this enumerator to our exchange
ScheduleEnumerator(enumerator, enqueueable, GetLowerThreshold(config.Resolution), GetUpperThreshold(config.Resolution));
enumerator = enqueueable;
}
else if (config.Type == typeof(CoarseFundamental))
{
var cf = new CoarseFundamental();
// load coarse data day by day
enumerator = (from date in Time.EachTradeableDayInTimeZone(security.Exchange.Hours, _algorithm.StartDate, _algorithm.EndDate, config.DataTimeZone, config.ExtendedMarketHours)
let source = cf.GetSource(config, date, false)
let factory = SubscriptionFactory.ForSource(source, config, date, false)
let coarseFundamentalForDate = factory.Read(source)
select new BaseDataCollection(date.AddDays(1), config.Symbol, coarseFundamentalForDate)
).GetEnumerator();
var enqueueable = new EnqueueableEnumerator <BaseData>(true);
ScheduleEnumerator(enumerator, enqueueable, 5, 100000, 2);
enumerator = enqueueable;
}
else if (config.SecurityType == SecurityType.Option && security is Option)
{
var configs = universe.GetSubscriptions(security);
var enumerators = configs.Select(c =>
CreateSubscriptionEnumerator(security, c, localStartTime, localEndTime, _mapFileProvider.Get(c.Market), tradeableDates, false, true)
).ToList();
var sync = new SynchronizingEnumerator(enumerators);
enumerator = new OptionChainUniverseDataCollectionAggregatorEnumerator(sync, config.Symbol);
var enqueueable = new EnqueueableEnumerator <BaseData>(true);
// add this enumerator to our exchange
ScheduleEnumerator(enumerator, enqueueable, GetLowerThreshold(config.Resolution), GetUpperThreshold(config.Resolution));
enumerator = enqueueable;
}
else
{
// normal reader for all others
enumerator = CreateSubscriptionEnumerator(security, config, localStartTime, localEndTime, MapFileResolver.Empty, tradeableDates, true, false);
// route these custom subscriptions through the exchange for buffering
var enqueueable = new EnqueueableEnumerator <BaseData>(true);
// add this enumerator to our exchange
ScheduleEnumerator(enumerator, enqueueable, GetLowerThreshold(config.Resolution), GetUpperThreshold(config.Resolution));
enumerator = enqueueable;
}
// create the subscription
var timeZoneOffsetProvider = new TimeZoneOffsetProvider(security.Exchange.TimeZone, startTimeUtc, endTimeUtc);
var subscription = new Subscription(universe, security, config, enumerator, timeZoneOffsetProvider, startTimeUtc, endTimeUtc, true);
_subscriptions.TryAdd(subscription);
UpdateFillForwardResolution();
}