Files
quantconnect--lean/Engine/DataFeeds/SubscriptionDataReader.cs
T
Martin-Molinero 91e8393aac DividedEventProvider distribution computation (#4828)
* DividedEventProvider distribution computation

- Update regression algorithm which was using a different reference
  price when calculating the dividend
- Adjust divided event provider to compute distribution using factor
  file reference price, if not 0. Adding unit tests
- For equities, only emit auxiliary data points for
  TradeBar configurations, not for QuoteBars, nor internal.

* Address reviews

- Split and Dividend event provider will throw an exception when there
  is no reference price available. Updating `wm` factor file which was
  missing references price and regression algorithms using WM.
- Updating unit tests asserting new exception
2020-11-11 15:47:51 -03:00

678 lines
28 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;
using System.Collections.Generic;
using System.Globalization;
using System.Linq;
using QuantConnect.Configuration;
using QuantConnect.Data;
using QuantConnect.Data.Auxiliary;
using QuantConnect.Data.Custom;
using QuantConnect.Data.Custom.Fred;
using QuantConnect.Data.Custom.Tiingo;
using QuantConnect.Interfaces;
using QuantConnect.Lean.Engine.DataFeeds.Enumerators;
using QuantConnect.Logging;
using QuantConnect.Securities.Option;
namespace QuantConnect.Lean.Engine.DataFeeds
{
/// <summary>
/// Subscription data reader is a wrapper on the stream reader class to download, unpack and iterate over a data file.
/// </summary>
/// <remarks>The class accepts any subscription configuration and automatically makes it available to enumerate</remarks>
public class SubscriptionDataReader : IEnumerator<BaseData>, ITradableDatesNotifier, IDataProviderEvents
{
private bool _initialized;
// Source string to create memory stream:
private SubscriptionDataSource _source;
private bool _endOfStream;
private IEnumerator<BaseData> _subscriptionFactoryEnumerator;
/// Configuration of the data-reader:
private readonly SubscriptionDataConfig _config;
/// true if we can find a scale factor file for the security of the form: ..\Lean\Data\equity\market\factor_files\{SYMBOL}.csv
private bool _hasScaleFactors;
// Location of the datafeed - the type of this data.
// Create a single instance to invoke all Type Methods:
private BaseData _dataFactory;
//Start finish times of the backtest:
private DateTime _periodStart;
private readonly DateTime _periodFinish;
private readonly MapFileResolver _mapFileResolver;
private readonly IFactorFileProvider _factorFileProvider;
private FactorFile _factorFile;
private MapFile _mapFile;
private bool _pastDelistedDate;
// true if we're in live mode, false otherwise
private readonly bool _isLiveMode;
private BaseData _previous;
private decimal? _lastRawPrice;
private readonly IEnumerator<DateTime> _tradeableDates;
// used when emitting aux data from within while loop
private readonly IDataCacheProvider _dataCacheProvider;
private DateTime _delistingDate;
/// <summary>
/// Event fired when an invalid configuration has been detected
/// </summary>
public event EventHandler<InvalidConfigurationDetectedEventArgs> InvalidConfigurationDetected;
/// <summary>
/// Event fired when the numerical precision in the factor file has been limited
/// </summary>
public event EventHandler<NumericalPrecisionLimitedEventArgs> NumericalPrecisionLimited;
/// <summary>
/// Event fired when the start date has been limited
/// </summary>
public event EventHandler<StartDateLimitedEventArgs> StartDateLimited;
/// <summary>
/// Event fired when there was an error downloading a remote file
/// </summary>
public event EventHandler<DownloadFailedEventArgs> DownloadFailed;
/// <summary>
/// Event fired when there was an error reading the data
/// </summary>
public event EventHandler<ReaderErrorDetectedEventArgs> ReaderErrorDetected;
/// <summary>
/// Event fired when there is a new tradable date
/// </summary>
public event EventHandler<NewTradableDateEventArgs> NewTradableDate;
/// <summary>
/// Last read BaseData object from this type and source
/// </summary>
public BaseData Current
{
get;
private set;
}
/// <summary>
/// Explicit Interface Implementation for Current
/// </summary>
object IEnumerator.Current
{
get { return Current; }
}
/// <summary>
/// Subscription data reader takes a subscription request, loads the type, accepts the data source and enumerate on the results.
/// </summary>
/// <param name="config">Subscription configuration object</param>
/// <param name="periodStart">Start date for the data request/backtest</param>
/// <param name="periodFinish">Finish date for the data request/backtest</param>
/// <param name="mapFileResolver">Used for resolving the correct map files</param>
/// <param name="factorFileProvider">Used for getting factor files</param>
/// <param name="dataCacheProvider">Used for caching files</param>
/// <param name="tradeableDates">Defines the dates for which we'll request data, in order, in the security's data time zone</param>
/// <param name="isLiveMode">True if we're in live mode, false otherwise</param>
public SubscriptionDataReader(SubscriptionDataConfig config,
DateTime periodStart,
DateTime periodFinish,
MapFileResolver mapFileResolver,
IFactorFileProvider factorFileProvider,
IEnumerable<DateTime> tradeableDates,
bool isLiveMode,
IDataCacheProvider dataCacheProvider)
{
//Save configuration of data-subscription:
_config = config;
//Save Start and End Dates:
_periodStart = periodStart;
_periodFinish = periodFinish;
_mapFileResolver = mapFileResolver;
_factorFileProvider = factorFileProvider;
_dataCacheProvider = dataCacheProvider;
//Save access to securities
_isLiveMode = isLiveMode;
_tradeableDates = tradeableDates.GetEnumerator();
}
/// <summary>
/// Initializes the <see cref="SubscriptionDataReader"/> instance
/// </summary>
/// <remarks>Should be called after all consumers of <see cref="NewTradableDate"/> event are set,
/// since it will produce events.</remarks>
public void Initialize()
{
if (_initialized)
{
return;
}
//Save the type of data we'll be getting from the source.
try
{
_dataFactory = _config.GetBaseDataInstance();
}
catch (ArgumentException exception)
{
OnInvalidConfigurationDetected(new InvalidConfigurationDetectedEventArgs(_config.Symbol, exception.Message));
_endOfStream = true;
return;
}
//If its quandl set the access token in data factory:
var quandl = _dataFactory as Quandl;
if (quandl != null)
{
if (!Quandl.IsAuthCodeSet)
{
Quandl.SetAuthCode(Config.Get("quandl-auth-token"));
}
}
// If Tiingo data, set the access token in data factory
var tiingo = _dataFactory as TiingoPrice;
if (tiingo != null)
{
if (!Tiingo.IsAuthCodeSet)
{
Tiingo.SetAuthCode(Config.Get("tiingo-auth-token"));
}
}
// If USEnergyAPI data, set the access token in data factory
var energyInformation = _dataFactory as USEnergyAPI;
if (energyInformation != null)
{
if (!USEnergyAPI.IsAuthCodeSet)
{
USEnergyAPI.SetAuthCode(Config.Get("us-energy-information-auth-token"));
}
}
// If Fred data, set the access token in data factory
var fred = _dataFactory as FredApi;
if (fred != null)
{
if (!FredApi.IsAuthCodeSet)
{
FredApi.SetAuthCode(Config.Get("fred-auth-token"));
}
}
_factorFile = new FactorFile(_config.Symbol.Value, new List<FactorFileRow>());
_mapFile = new MapFile(_config.Symbol.Value, new List<MapFileRow>());
// load up the map files for equities, options, and custom data if it supports it.
// Only load up factor files for equities
if (_dataFactory.RequiresMapping())
{
try
{
var mapFile = _mapFileResolver.ResolveMapFile(_config.Symbol, _config.Type);
// only take the resolved map file if it has data, otherwise we'll use the empty one we defined above
if (mapFile.Any()) _mapFile = mapFile;
if (!_config.IsCustomData && _config.SecurityType != SecurityType.Option)
{
var factorFile = _factorFileProvider.Get(_config.Symbol);
_hasScaleFactors = factorFile != null;
if (_hasScaleFactors)
{
_factorFile = factorFile;
// if factor file has minimum date, update start period if before minimum date
if (!_isLiveMode && _factorFile != null && _factorFile.FactorFileMinimumDate.HasValue)
{
if (_periodStart < _factorFile.FactorFileMinimumDate.Value)
{
_periodStart = _factorFile.FactorFileMinimumDate.Value;
OnNumericalPrecisionLimited(
new NumericalPrecisionLimitedEventArgs(_config.Symbol,
$"Data for symbol {_config.Symbol.Value} has been limited due to numerical precision issues in the factor file. " +
$"The starting date has been set to {_factorFile.FactorFileMinimumDate.Value.ToShortDateString()}."));
}
}
}
if (_periodStart < mapFile.FirstDate)
{
var originalStart = _periodStart;
_periodStart = mapFile.FirstDate;
OnStartDateLimited(
new StartDateLimitedEventArgs(_config.Symbol,
$"The starting date for symbol {_config.Symbol.Value}," +
$" {originalStart.ToString("yyyy-MM-dd", CultureInfo.InvariantCulture)}, has been adjusted to match map file first date" +
$" {mapFile.FirstDate.ToString("yyyy-MM-dd", CultureInfo.InvariantCulture)}."));
}
}
}
catch (Exception err)
{
Log.Error(err, "Fetching Price/Map Factors: " + _config.Symbol.ID + ": ");
}
}
// Estimate delisting date.
switch (_config.Symbol.ID.SecurityType)
{
case SecurityType.Future:
_delistingDate = _config.Symbol.ID.Date;
break;
case SecurityType.Option:
_delistingDate = OptionSymbol.GetLastDayOfTrading(_config.Symbol);
break;
default:
_delistingDate = _mapFile.DelistingDate;
break;
}
// adding a day so we stop at EOD
_delistingDate = _delistingDate.AddDays(1);
UpdateDataEnumerator(true);
_initialized = true;
}
/// <summary>
/// Advances the enumerator to the next element of the collection.
/// </summary>
/// <returns>
/// true if the enumerator was successfully advanced to the next element; false if the enumerator has passed the end of the collection.
/// </returns>
/// <exception cref="T:System.InvalidOperationException">The collection was modified after the enumerator was created. </exception><filterpriority>2</filterpriority>
public bool MoveNext()
{
if (!_initialized)
{
// Late initialization so it is performed in the data feed stack
// and not in the algorithm thread
Initialize();
}
if (_endOfStream)
{
return false;
}
if (Current != null)
{
// only save previous price data
_previous = Current;
}
if (_subscriptionFactoryEnumerator == null)
{
// in live mode the trade able dates will eventually advance to the next
if (_isLiveMode)
{
// HACK attack -- we don't want to block in live mode
Current = null;
return true;
}
_endOfStream = true;
return false;
}
do
{
if (_pastDelistedDate)
{
break;
}
// keep enumerating until we find something that is within our time frame
while (_subscriptionFactoryEnumerator.MoveNext())
{
var instance = _subscriptionFactoryEnumerator.Current;
if (instance == null)
{
// keep reading until we get valid data
continue;
}
// prevent emitting past data, this can happen when switching symbols on daily data
if (_previous != null && _config.Resolution != Resolution.Tick)
{
if (_config.IsCustomData)
{
// Skip the point if time went backwards for custom data?
// TODO: Should this be the case for all datapoints?
if (instance.EndTime < _previous.EndTime) continue;
}
else
{
// all other resolutions don't allow duplicate end times
if (instance.EndTime <= _previous.EndTime) continue;
}
}
if (instance.EndTime < _periodStart)
{
// keep reading until we get a value on or after the start
_previous = instance;
continue;
}
if (instance.Time > _periodFinish)
{
// stop reading when we get a value after the end
_endOfStream = true;
return false;
}
// if we move past our current 'date' then we need to do daily things, such
// as updating factors and symbol mapping
if (instance.EndTime.ConvertTo(_config.ExchangeTimeZone, _config.DataTimeZone).Date > _tradeableDates.Current)
{
// this is fairly hacky and could be solved by removing the aux data from this class
// the case is with coarse data files which have many daily sized data points for the
// same date,
if (!_config.IsInternalFeed)
{
// lets keep this, it will be advanced by 'ResolveDataEnumerator'
var currentTradeableDate = _tradeableDates.Current;
if (UpdateDataEnumerator(false))
{
if (instance.Time.ConvertTo(_config.ExchangeTimeZone, _config.DataTimeZone).Date > currentTradeableDate)
{
if (_subscriptionFactoryEnumerator == null)
{
// the end
break;
}
// Skip current 'instance' if its start time is beyond the current date, fixes GH issue 3912
continue;
}
// its not beyond 'currentTradeableDate' lets use current instance
}
// if we DO NOT get a new enumerator we use current instance, means its a valid source
// even if after 'currentTradeableDate'
}
}
// we've made it past all of our filters, we're withing the requested start/end of the subscription,
// we've satisfied user and market hour filters, so this data is good to go as current
Current = instance;
// we keep the last raw price registered before we return so we are not affected by anyone (price scale) modifying our current
_lastRawPrice = Current.Price;
return true;
}
// we've ended the enumerator, time to refresh
UpdateDataEnumerator(true);
}
while (_subscriptionFactoryEnumerator != null);
_endOfStream = true;
return false;
}
/// <summary>
/// Resolves the next enumerator to be used in <see cref="MoveNext"/> and updates
/// <see cref="_subscriptionFactoryEnumerator"/>
/// </summary>
/// <returns>True, if the enumerator has been updated (even if updated to null)</returns>
private bool UpdateDataEnumerator(bool endOfEnumerator)
{
do
{
// always advance the date enumerator, this function is intended to be
// called on date changes, never return null for live mode, we'll always
// just keep trying to refresh the subscription
DateTime date;
if (!TryGetNextDate(out date) && !_isLiveMode)
{
_subscriptionFactoryEnumerator = null;
// if we run out of dates then we're finished with this subscription
return true;
}
// fetch the new source, using the data time zone for the date
var newSource = _dataFactory.GetSource(_config, date, _isLiveMode);
// check if we should create a new subscription factory
var sourceChanged = _source != newSource && newSource.Source != "";
var liveRemoteFile = _isLiveMode && (_source == null || _source.TransportMedium == SubscriptionTransportMedium.RemoteFile);
if (sourceChanged || liveRemoteFile)
{
// dispose of the current enumerator before creating a new one
Dispose();
// save off for comparison next time
_source = newSource;
var subscriptionFactory = CreateSubscriptionFactory(newSource, _dataFactory);
_subscriptionFactoryEnumerator = subscriptionFactory.Read(newSource).GetEnumerator();
return true;
}
// if there's still more in the enumerator and we received the same source from the GetSource call
// above, then just keep using the same enumerator as we were before
if (!endOfEnumerator) // && !sourceChanged is always true here
{
return false;
}
// keep churning until we find a new source or run out of tradeable dates
// in live mode tradeable dates won't advance beyond today's date, but
// TryGetNextDate will return false if it's already at today
}
while (true);
}
private ISubscriptionDataSourceReader CreateSubscriptionFactory(SubscriptionDataSource source, BaseData baseDataInstance)
{
var factory = SubscriptionDataSourceReader.ForSource(source, _dataCacheProvider, _config, _tradeableDates.Current, _isLiveMode, baseDataInstance);
AttachEventHandlers(factory, source);
return factory;
}
private void AttachEventHandlers(ISubscriptionDataSourceReader dataSourceReader, SubscriptionDataSource source)
{
// NOTE: There seems to be some overlap in InvalidSource and CreateStreamReaderError
// this may be worthy of further investigation and potential consolidation of events.
// handle missing files
dataSourceReader.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));
break;
case SubscriptionTransportMedium.RemoteFile:
OnDownloadFailed(
new DownloadFailedEventArgs(_config.Symbol,
$"Error downloading custom data source file, skipped: {source} " +
$"Error: {args.Exception.Message}", args.Exception.StackTrace));
break;
case SubscriptionTransportMedium.Rest:
break;
default:
throw new ArgumentOutOfRangeException();
}
};
if (dataSourceReader is TextSubscriptionDataSourceReader)
{
// handle empty files/instantiation errors
var textSubscriptionFactory = (TextSubscriptionDataSourceReader)dataSourceReader;
textSubscriptionFactory.CreateStreamReaderError += (sender, args) =>
{
if (_config.IsCustomData && !_config.Type.GetBaseDataInstance().IsSparseData())
{
OnDownloadFailed(
new DownloadFailedEventArgs(_config.Symbol,
"We could not fetch the requested data. " +
"This may not be valid data, or a failed download of custom data. " +
$"Skipping source ({args.Source.Source})."));
}
};
// handle parser errors
textSubscriptionFactory.ReaderError += (sender, args) =>
{
OnReaderErrorDetected(
new ReaderErrorDetectedEventArgs(_config.Symbol,
$"Error invoking {_config.Symbol} data reader. " +
$"Line: {args.Line} Error: {args.Exception.Message}",
args.Exception.StackTrace));
};
}
}
/// <summary>
/// Iterates the tradeable dates enumerator
/// </summary>
/// <param name="date">The next tradeable date</param>
/// <returns>True if we got a new date from the enumerator, false if it's exhausted, or in live mode if we're already at today</returns>
private bool TryGetNextDate(out DateTime date)
{
if (_isLiveMode && _tradeableDates.Current >= DateTime.Today)
{
// special behavior for live mode, don't advance past today
date = _tradeableDates.Current;
return false;
}
while (_tradeableDates.MoveNext())
{
date = _tradeableDates.Current;
OnNewTradableDate(new NewTradableDateEventArgs(date, _previous, _config.Symbol, _lastRawPrice));
if (_pastDelistedDate || date > _delistingDate)
{
// if we already passed our delisting date we stop
_pastDelistedDate = true;
break;
}
if (!_mapFile.HasData(date))
{
continue;
}
// don't do other checks if we haven't gotten data for this date yet
if (_previous != null && _previous.EndTime.ConvertTo(_config.ExchangeTimeZone, _config.DataTimeZone) > _tradeableDates.Current)
{
continue;
}
// we've passed initial checks,now go get data for this date!
return true;
}
// no more tradeable dates, we've exhausted the enumerator
date = DateTime.MaxValue.Date;
return false;
}
/// <summary>
/// Reset the IEnumeration
/// </summary>
/// <remarks>Not used</remarks>
public void Reset()
{
throw new NotImplementedException("Reset method not implemented. Assumes loop will only be used once.");
}
/// <summary>
/// Dispose of the Stream Reader and close out the source stream and file connections.
/// </summary>
public void Dispose()
{
_subscriptionFactoryEnumerator?.Dispose();
}
/// <summary>
/// Event invocator for the <see cref="InvalidConfigurationDetected"/> event
/// </summary>
/// <param name="e">Event arguments for the <see cref="InvalidConfigurationDetected"/> event</param>
protected virtual void OnInvalidConfigurationDetected(InvalidConfigurationDetectedEventArgs e)
{
InvalidConfigurationDetected?.Invoke(this, e);
}
/// <summary>
/// Event invocator for the <see cref="NumericalPrecisionLimited"/> event
/// </summary>
/// <param name="e">Event arguments for the <see cref="NumericalPrecisionLimited"/> event</param>
protected virtual void OnNumericalPrecisionLimited(NumericalPrecisionLimitedEventArgs e)
{
NumericalPrecisionLimited?.Invoke(this, e);
}
/// <summary>
/// Event invocator for the <see cref="StartDateLimited"/> event
/// </summary>
/// <param name="e">Event arguments for the <see cref="StartDateLimited"/> event</param>
protected virtual void OnStartDateLimited(StartDateLimitedEventArgs e)
{
StartDateLimited?.Invoke(this, e);
}
/// <summary>
/// Event invocator for the <see cref="DownloadFailed"/> event
/// </summary>
/// <param name="e">Event arguments for the <see cref="DownloadFailed"/> event</param>
protected virtual void OnDownloadFailed(DownloadFailedEventArgs e)
{
DownloadFailed?.Invoke(this, e);
}
/// <summary>
/// Event invocator for the <see cref="ReaderErrorDetected"/> event
/// </summary>
/// <param name="e">Event arguments for the <see cref="ReaderErrorDetected"/> event</param>
protected virtual void OnReaderErrorDetected(ReaderErrorDetectedEventArgs e)
{
ReaderErrorDetected?.Invoke(this, e);
}
/// <summary>
/// Event invocator for the <see cref="NewTradableDate"/> event
/// </summary>
/// <param name="e">Event arguments for the <see cref="NewTradableDate"/> event</param>
protected virtual void OnNewTradableDate(NewTradableDateEventArgs e)
{
NewTradableDate?.Invoke(this, e);
}
}
}