/// <summary>
/// Initialise the data and resolution required, as well as the cash and start-end dates for your algorithm. All algorithms must initialized.
/// </summary>
public override void Initialize()
{
SetStartDate(2017, 1, 1);
SetEndDate(2017, 12, 31);
SetCash(100000);
// Set your Tiingo API Token here
Tiingo.SetAuthCode("my-tiingo-api-token");
// Set your US Energy Information Administration (EIA) Token here
USEnergyInformation.SetAuthCode("my-us-energy-information-api-token");
_tiingoSymbol = AddData <TiingoPrice>(tiingoTicker, Resolution.Daily).Symbol;
_energySymbol = AddData <USEnergyInformation>(energyTicker).Symbol;
_emaFast = EMA(_tiingoSymbol, 5);
_emaSlow = EMA(_tiingoSymbol, 10);
}
/// <summary>
/// Creates a new subscription for the specified security
/// </summary>
/// <param name="request">The subscription request</param>
/// <returns>A new subscription instance of the specified security</returns>
protected Subscription CreateDataSubscription(SubscriptionRequest request)
{
Subscription subscription = null;
try
{
var localEndTime = request.EndTimeUtc.ConvertFromUtc(request.Security.Exchange.TimeZone);
var timeZoneOffsetProvider = new TimeZoneOffsetProvider(request.Security.Exchange.TimeZone, request.StartTimeUtc, request.EndTimeUtc);
IEnumerator <BaseData> enumerator;
if (request.Configuration.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"));
}
if (!Tiingo.IsAuthCodeSet)
{
// we're not using the SubscriptionDataReader, so be sure to set the auth token here
Tiingo.SetAuthCode(Config.Get("tiingo-auth-token"));
}
if (!USEnergyInformation.IsAuthCodeSet)
{
// we're not using the SubscriptionDataReader, so be sure to set the auth token here
USEnergyInformation.SetAuthCode(Config.Get("us-energy-information-auth-token"));
}
var factory = new LiveCustomDataSubscriptionEnumeratorFactory(_timeProvider);
var enumeratorStack = factory.CreateEnumerator(request, _dataProvider);
_customExchange.AddEnumerator(request.Configuration.Symbol, enumeratorStack);
var enqueable = new EnqueueableEnumerator <BaseData>();
_customExchange.SetDataHandler(request.Configuration.Symbol, data =>
{
enqueable.Enqueue(data);
subscription.OnNewDataAvailable();
UpdateSubscriptionRealTimePrice(
subscription,
timeZoneOffsetProvider,
request.Security.Exchange.Hours,
data);
});
enumerator = enqueable;
}
else if (request.Configuration.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
switch (request.Configuration.TickType)
{
case TickType.Quote:
var quoteBarAggregator = new QuoteBarBuilderEnumerator(
request.Configuration.Increment,
request.Security.Exchange.TimeZone,
_timeProvider,
true,
(sender, args) => subscription.OnNewDataAvailable());
_exchange.AddDataHandler(request.Configuration.Symbol, data =>
{
var tick = data as Tick;
if (tick?.TickType == TickType.Quote && !tick.Suspicious)
{
quoteBarAggregator.ProcessData(tick);
UpdateSubscriptionRealTimePrice(
subscription,
timeZoneOffsetProvider,
request.Security.Exchange.Hours,
data);
}
});
enumerator = quoteBarAggregator;
break;
case TickType.Trade:
default:
var tradeBarAggregator = new TradeBarBuilderEnumerator(
request.Configuration.Increment,
request.Security.Exchange.TimeZone,
_timeProvider,
true,
(sender, args) => subscription.OnNewDataAvailable());
var auxDataEnumerator = new LiveAuxiliaryDataEnumerator(request.Security.Exchange.TimeZone, _timeProvider);
_exchange.AddDataHandler(request.Configuration.Symbol, data =>
{
if (data.DataType == MarketDataType.Auxiliary)
{
auxDataEnumerator.Enqueue(data);
subscription.OnNewDataAvailable();
}
else
{
var tick = data as Tick;
if (tick?.TickType == TickType.Trade && !tick.Suspicious)
{
tradeBarAggregator.ProcessData(tick);
UpdateSubscriptionRealTimePrice(
subscription,
timeZoneOffsetProvider,
request.Security.Exchange.Hours,
data);
}
}
});
enumerator = request.Configuration.SecurityType == SecurityType.Equity
? (IEnumerator <BaseData>) new LiveEquityDataSynchronizingEnumerator(_frontierTimeProvider, request.Security.Exchange.TimeZone, auxDataEnumerator, tradeBarAggregator)
: tradeBarAggregator;
break;
case TickType.OpenInterest:
var oiAggregator = new OpenInterestEnumerator(
request.Configuration.Increment,
request.Security.Exchange.TimeZone,
_timeProvider,
true,
(sender, args) => subscription.OnNewDataAvailable());
_exchange.AddDataHandler(request.Configuration.Symbol, data =>
{
var tick = data as Tick;
if (tick?.TickType == TickType.OpenInterest && !tick.Suspicious)
{
oiAggregator.ProcessData(tick);
}
});
enumerator = oiAggregator;
break;
}
}
else
{
// tick subscriptions can pass right through
var tickEnumerator = new EnqueueableEnumerator <BaseData>();
_exchange.AddDataHandler(request.Configuration.Symbol, data =>
{
if (data.DataType == MarketDataType.Auxiliary)
{
tickEnumerator.Enqueue(data);
subscription.OnNewDataAvailable();
}
else
{
var tick = data as Tick;
if (tick?.TickType == request.Configuration.TickType)
{
tickEnumerator.Enqueue(data);
subscription.OnNewDataAvailable();
if (tick.TickType != TickType.OpenInterest)
{
UpdateSubscriptionRealTimePrice(
subscription,
timeZoneOffsetProvider,
request.Security.Exchange.Hours,
data);
}
}
}
});
enumerator = tickEnumerator;
}
if (request.Configuration.FillDataForward)
{
var fillForwardResolution = _subscriptions.UpdateAndGetFillForwardResolution(request.Configuration);
enumerator = new LiveFillForwardEnumerator(_frontierTimeProvider, enumerator, request.Security.Exchange, fillForwardResolution, request.Configuration.ExtendedMarketHours, localEndTime, request.Configuration.Increment, request.Configuration.DataTimeZone, request.StartTimeLocal);
}
// define market hours and user filters to incoming data
if (request.Configuration.IsFilteredSubscription)
{
enumerator = new SubscriptionFilterEnumerator(enumerator, request.Security, localEndTime);
}
// finally, make our subscriptions aware of the frontier of the data feed, prevents future data from spewing into the feed
enumerator = new FrontierAwareEnumerator(enumerator, _frontierTimeProvider, timeZoneOffsetProvider);
var subscriptionDataEnumerator = new SubscriptionDataEnumerator(request.Configuration, request.Security.Exchange.Hours, timeZoneOffsetProvider, enumerator);
subscription = new Subscription(request, subscriptionDataEnumerator, timeZoneOffsetProvider);
}
catch (Exception err)
{
Log.Error(err);
}
return(subscription);
}
/// <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.Type.GetBaseDataInstance();
}
catch (ArgumentException exception)
{
OnInvalidConfigurationDetected(new InvalidConfigurationDetectedEventArgs(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 TiingoDailyData;
if (tiingo != null)
{
if (!Tiingo.IsAuthCodeSet)
{
Tiingo.SetAuthCode(Config.Get("tiingo-auth-token"));
}
}
// If USEnergyInformation data, set the access token in data factory
var energyInformation = _dataFactory as USEnergyInformation;
if (energyInformation != null)
{
if (!USEnergyInformation.IsAuthCodeSet)
{
USEnergyInformation.SetAuthCode(Config.Get("us-energy-information-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 (_config.TickerShouldBeMapped())
{
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(
$"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()}."));
}
}
}
}
}
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);
_subscriptionFactoryEnumerator = ResolveDataEnumerator(true);
_initialized = true;
}
/// <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.
//Create the dynamic type-activators:
var objectActivator = ObjectActivator.GetActivator(_config.Type);
if (objectActivator == null)
{
OnInvalidConfigurationDetected(
new InvalidConfigurationDetectedEventArgs(
$"Custom data type \'{_config.Type.Name}\' missing parameterless constructor " +
$"E.g. public {_config.Type.Name}() {{ }}"));
_endOfStream = true;
return;
}
//Create an instance of the "Type":
var userObj = objectActivator.Invoke(new object[] { _config.Type });
_dataFactory = userObj as BaseData;
//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 TiingoDailyData;
if (tiingo != null)
{
if (!Tiingo.IsAuthCodeSet)
{
Tiingo.SetAuthCode(Config.Get("tiingo-auth-token"));
}
}
// If USEnergyInformation data, set the access token in data factory
var energyInformation = _dataFactory as USEnergyInformation;
if (energyInformation != null)
{
if (!USEnergyInformation.IsAuthCodeSet)
{
USEnergyInformation.SetAuthCode(Config.Get("us-energy-information-auth-token"));
}
}
_factorFile = new FactorFile(_config.Symbol.Value, new List <FactorFileRow>());
_mapFile = new MapFile(_config.Symbol.Value, new List <MapFileRow>());
// load up the map and factor files for equities
if (!_config.IsCustomData && _config.SecurityType == SecurityType.Equity)
{
try
{
var mapFile = _mapFileResolver.ResolveMapFile(_config.Symbol.ID.Symbol, _config.Symbol.ID.Date);
// 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;
}
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(
$"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()}."));
}
}
}
}
catch (Exception err)
{
Log.Error(err, "Fetching Price/Map Factors: " + _config.Symbol.ID + ": ");
}
}
// load up the map and factor files for underlying of equity option
if (!_config.IsCustomData && _config.SecurityType == SecurityType.Option)
{
try
{
var mapFile = _mapFileResolver.ResolveMapFile(_config.Symbol.Underlying.ID.Symbol, _config.Symbol.Underlying.ID.Date);
// 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;
}
}
catch (Exception err)
{
Log.Error(err, "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);
_subscriptionFactoryEnumerator = ResolveDataEnumerator(true);
_initialized = true;
}
