コード例 #1
0
        private static LiveSubscription CreateSubscription(IAlgorithm algorithm,
                                                           IResultHandler resultHandler,
                                                           Security security,
                                                           DateTime periodStart,
                                                           DateTime periodEnd)
        {
            IEnumerator <BaseData> enumerator = null;

            if (security.SubscriptionDataConfig.IsCustomData)
            {
                //Subscription managers for downloading user data:
                // TODO: Update this when warmup comes in, we back up so we can get data that should have emitted at midnight today
                var subscriptionDataReader = new SubscriptionDataReader(
                    security.SubscriptionDataConfig,
                    periodStart, Time.EndOfTime,
                    resultHandler,
                    Time.EachTradeableDay(algorithm.Securities.Values, periodStart, periodEnd),
                    true
                    );

                // wrap the subscription data reader with a filter enumerator
                enumerator = SubscriptionFilterEnumerator.WrapForDataFeed(resultHandler, subscriptionDataReader, security, periodEnd);
            }
            return(new LiveSubscription(security, enumerator, periodStart, periodEnd, true, false));
        }
コード例 #2
0
        private Subscription CreateSubscription(IResultHandler resultHandler, Security security, DateTime start, DateTime end, Resolution fillForwardResolution, bool userDefined)
        {
            var config         = security.SubscriptionDataConfig;
            var tradeableDates = Time.EachTradeableDay(security, start.Date, end.Date);

            // ReSharper disable once PossibleMultipleEnumeration
            if (!tradeableDates.Any())
            {
                if (userDefined)
                {
                    _algorithm.Error(string.Format("No data loaded for {0} because there were no tradeable dates for this security.", security.Symbol));
                }
                return(null);
            }

            var symbolResolutionDate = userDefined ? (DateTime?)null : start;
            // ReSharper disable once PossibleMultipleEnumeration
            IEnumerator <BaseData> enumerator = new SubscriptionDataReader(config, security, start, end, resultHandler, tradeableDates, false, symbolResolutionDate);

            // optionally apply fill forward logic, but never for tick data
            if (config.FillDataForward && config.Resolution != Resolution.Tick)
            {
                enumerator = new FillForwardEnumerator(enumerator, security.Exchange, fillForwardResolution.ToTimeSpan(),
                                                       security.IsExtendedMarketHours, end, config.Resolution.ToTimeSpan());
            }

            // finally apply exchange/user filters
            enumerator = SubscriptionFilterEnumerator.WrapForDataFeed(resultHandler, enumerator, security, end);
            var subscription = new Subscription(security, enumerator, start, end, userDefined, false);

            return(subscription);
        }
コード例 #3
0
        /// <summary>
        /// Configure the enumerator with aggregation/fill-forward/filter behaviors. Returns new instance if re-configured
        /// </summary>
        private IEnumerator <BaseData> ConfigureEnumerator(SubscriptionRequest request, bool aggregate, IEnumerator <BaseData> enumerator)
        {
            if (aggregate)
            {
                enumerator = new BaseDataCollectionAggregatorEnumerator(enumerator, request.Configuration.Symbol);
            }

            // optionally apply fill forward logic, but never for tick data
            if (request.Configuration.FillDataForward && request.Configuration.Resolution != Resolution.Tick)
            {
                // copy forward Bid/Ask bars for QuoteBars
                if (request.Configuration.Type == typeof(QuoteBar))
                {
                    enumerator = new QuoteBarFillForwardEnumerator(enumerator);
                }

                var subscriptionConfigs = _subscriptions.Select(x => x.Configuration).Concat(new[] { request.Configuration });

                UpdateFillForwardResolution(subscriptionConfigs);

                enumerator = new FillForwardEnumerator(enumerator, request.Security.Exchange, _fillForwardResolution,
                                                       request.Security.IsExtendedMarketHours, request.EndTimeLocal, request.Configuration.Resolution.ToTimeSpan(), request.Configuration.DataTimeZone);
            }

            // optionally apply exchange/user filters
            if (request.Configuration.IsFilteredSubscription)
            {
                enumerator = SubscriptionFilterEnumerator.WrapForDataFeed(_resultHandler, enumerator, request.Security, request.EndTimeLocal);
            }

            return(enumerator);
        }
コード例 #4
0
        private Subscription CreateSubscription(Universe universe, IResultHandler resultHandler, Security security, DateTime startTimeUtc, DateTime endTimeUtc, IReadOnlyRef <TimeSpan> fillForwardResolution)
        {
            var config         = security.SubscriptionDataConfig;
            var localStartTime = startTimeUtc.ConvertFromUtc(config.TimeZone);
            var localEndTime   = endTimeUtc.ConvertFromUtc(config.TimeZone);

            var tradeableDates = Time.EachTradeableDay(security, localStartTime, localEndTime);

            // ReSharper disable once PossibleMultipleEnumeration
            if (!tradeableDates.Any())
            {
                _algorithm.Error(string.Format("No data loaded for {0} because there were no tradeable dates for this security.", security.Symbol));
                return(null);
            }

            // ReSharper disable once PossibleMultipleEnumeration
            IEnumerator <BaseData> enumerator = new SubscriptionDataReader(config, localStartTime, localEndTime, resultHandler, tradeableDates, false);

            // 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());
            }

            // finally apply exchange/user filters
            enumerator = SubscriptionFilterEnumerator.WrapForDataFeed(resultHandler, enumerator, security, localEndTime);
            var timeZoneOffsetProvider = new TimeZoneOffsetProvider(security.SubscriptionDataConfig.TimeZone, startTimeUtc, endTimeUtc);
            var subscription           = new Subscription(universe, security, enumerator, timeZoneOffsetProvider, startTimeUtc, endTimeUtc, false);

            return(subscription);
        }
コード例 #5
0
        /// <summary>
        /// Convenience method to wrap the enumerator and attach the data filter event to log and alery users of errors
        /// </summary>
        /// <param name="resultHandler">Result handler reference used to send errors</param>
        /// <param name="enumerator">The source enumerator to be wrapped</param>
        /// <param name="security">The security who's data is being enumerated</param>
        /// <param name="endTime">The end time of the subscription</param>
        /// <returns>A new instance of the <see cref="SubscriptionFilterEnumerator"/> class that has had it's <see cref="DataFilterError"/>
        /// event subscribed to to send errors to the result handler</returns>
        public static SubscriptionFilterEnumerator WrapForDataFeed(IResultHandler resultHandler, IEnumerator <BaseData> enumerator, Security security, DateTime endTime)
        {
            var filter = new SubscriptionFilterEnumerator(enumerator, security, endTime);

            filter.DataFilterError += (sender, exception) =>
            {
                Log.Error("SubscriptionDataReader.MoveNext(): Error applying filter: " + exception.Message);
                resultHandler.RuntimeError("Runtime error applying data filter. Assuming filter pass: " + exception.Message, exception.StackTrace);
            };
            return(filter);
        }
コード例 #6
0
ファイル: FileSystemDataFeed.cs プロジェクト: ztwaker/Lean
        /// <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 = SubscriptionDataSourceReader.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);
        }
コード例 #7
0
        /// <summary>
        /// Configure the enumerator with aggregation/fill-forward/filter behaviors. Returns new instance if re-configured
        /// </summary>
        protected IEnumerator <BaseData> ConfigureEnumerator(SubscriptionRequest request, bool aggregate, IEnumerator <BaseData> enumerator)
        {
            if (aggregate)
            {
                enumerator = new BaseDataCollectionAggregatorEnumerator(enumerator, request.Configuration.Symbol);
            }

            enumerator = TryAddFillForwardEnumerator(request, enumerator, request.Configuration.FillDataForward);

            // optionally apply exchange/user filters
            if (request.Configuration.IsFilteredSubscription)
            {
                enumerator = SubscriptionFilterEnumerator.WrapForDataFeed(_resultHandler, enumerator, request.Security,
                                                                          request.EndTimeLocal, request.Configuration.ExtendedMarketHours, false, request.ExchangeHours);
            }

            return(enumerator);
        }
コード例 #8
0
ファイル: FileSystemDataFeed.cs プロジェクト: mirthestam/Lean
        /// <summary>
        /// Configure the enumerator with aggregation/fill-forward/filter behaviors. Returns new instance if re-configured
        /// </summary>
        private IEnumerator <BaseData> ConfigureEnumerator(SubscriptionRequest request, bool aggregate, IEnumerator <BaseData> enumerator)
        {
            if (aggregate)
            {
                enumerator = new BaseDataCollectionAggregatorEnumerator(enumerator, request.Configuration.Symbol);
            }

            // optionally apply fill forward logic, but never for tick data
            if (request.Configuration.FillDataForward && request.Configuration.Resolution != Resolution.Tick)
            {
                enumerator = new FillForwardEnumerator(enumerator, request.Security.Exchange, _fillForwardResolution,
                                                       request.Security.IsExtendedMarketHours, request.EndTimeLocal, request.Configuration.Resolution.ToTimeSpan());
            }

            // optionally apply exchange/user filters
            if (request.Configuration.IsFilteredSubscription)
            {
                enumerator = SubscriptionFilterEnumerator.WrapForDataFeed(_resultHandler, enumerator, request.Security, request.EndTimeLocal);
            }

            return(enumerator);
        }
コード例 #9
0
        /// <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)
        {
            IEnumerator <BaseData> enumerator = new SubscriptionDataReader(config, localStartTime, localEndTime, _resultHandler, mapFileResolver,
                                                                           _factorFileProvider, tradeableDates, false);

            // 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);
        }
コード例 #10
0
ファイル: LiveTradingDataFeed.cs プロジェクト: li--paul/Lean
        /// <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 CreateSubscription(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"));
                    }

                    // each time we exhaust we'll new up this enumerator stack
                    var refresher = new RefreshEnumerator <BaseData>(() =>
                    {
                        var dateInDataTimeZone    = DateTime.UtcNow.ConvertFromUtc(request.Configuration.DataTimeZone).Date;
                        var enumeratorFactory     = new BaseDataSubscriptionEnumeratorFactory(r => new[] { dateInDataTimeZone });
                        var factoryReadEnumerator = enumeratorFactory.CreateEnumerator(request, _dataFileProvider);
                        var maximumDataAge        = TimeSpan.FromTicks(Math.Max(request.Configuration.Increment.Ticks, TimeSpan.FromSeconds(5).Ticks));
                        var fastForward           = new FastForwardEnumerator(factoryReadEnumerator, _timeProvider, request.Security.Exchange.TimeZone, maximumDataAge);
                        return(new FrontierAwareEnumerator(fastForward, _frontierTimeProvider, timeZoneOffsetProvider));
                    });

                    // rate limit the refreshing of the stack to the requested interval
                    // At Tick resolution, it will refresh at full speed
                    // At Second and Minute resolution, it will refresh every second and minute respectively
                    // At Hour and Daily resolutions, it will refresh every 30 minutes
                    var minimumTimeBetweenCalls = Math.Min(request.Configuration.Increment.Ticks, TimeSpan.FromMinutes(30).Ticks);
                    var rateLimit = new RateLimitEnumerator(refresher, _timeProvider, TimeSpan.FromTicks(minimumTimeBetweenCalls));
                    _customExchange.AddEnumerator(request.Configuration.Symbol, rateLimit);

                    var enqueable = new EnqueueableEnumerator <BaseData>();
                    _customExchange.SetDataHandler(request.Configuration.Symbol, data =>
                    {
                        enqueable.Enqueue(data);
                        if (subscription != null)
                        {
                            subscription.RealtimePrice = data.Value;
                        }
                    });
                    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);
                        _exchange.AddDataHandler(request.Configuration.Symbol, data =>
                        {
                            var tick = data as Tick;

                            if (tick.TickType == TickType.Quote)
                            {
                                quoteBarAggregator.ProcessData(tick);
                                if (subscription != null)
                                {
                                    subscription.RealtimePrice = data.Value;
                                }
                            }
                        });
                        enumerator = quoteBarAggregator;
                        break;

                    case TickType.Trade:
                    default:
                        var tradeBarAggregator = new TradeBarBuilderEnumerator(request.Configuration.Increment, request.Security.Exchange.TimeZone, _timeProvider);
                        _exchange.AddDataHandler(request.Configuration.Symbol, data =>
                        {
                            var tick = data as Tick;

                            if (tick.TickType == TickType.Trade)
                            {
                                tradeBarAggregator.ProcessData(tick);
                                if (subscription != null)
                                {
                                    subscription.RealtimePrice = data.Value;
                                }
                            }
                        });
                        enumerator = tradeBarAggregator;
                        break;

                    case TickType.OpenInterest:
                        var oiAggregator = new OpenInterestEnumerator(request.Configuration.Increment, request.Security.Exchange.TimeZone, _timeProvider);
                        _exchange.AddDataHandler(request.Configuration.Symbol, data =>
                        {
                            var tick = data as Tick;

                            if (tick.TickType == TickType.OpenInterest)
                            {
                                oiAggregator.ProcessData(tick);
                            }
                        });
                        enumerator = oiAggregator;
                        break;
                    }
                }
                else
                {
                    // tick subscriptions can pass right through
                    var tickEnumerator = new EnqueueableEnumerator <BaseData>();
                    _exchange.SetDataHandler(request.Configuration.Symbol, data =>
                    {
                        tickEnumerator.Enqueue(data);
                        if (subscription != null)
                        {
                            subscription.RealtimePrice = data.Value;
                        }
                    });
                    enumerator = tickEnumerator;
                }

                if (request.Configuration.FillDataForward)
                {
                    var subscriptionConfigs = _subscriptions.Select(x => x.Configuration).Concat(new[] { request.Configuration });

                    UpdateFillForwardResolution(subscriptionConfigs);

                    enumerator = new LiveFillForwardEnumerator(_frontierTimeProvider, enumerator, request.Security.Exchange, _fillForwardResolution, request.Configuration.ExtendedMarketHours, localEndTime, request.Configuration.Increment);
                }

                // 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);

                subscription = new Subscription(request.Universe, request.Security, request.Configuration, enumerator, timeZoneOffsetProvider, request.StartTimeUtc, request.EndTimeUtc, false);
            }
            catch (Exception err)
            {
                Log.Error(err);
            }

            return(subscription);
        }
コード例 #11
0
        /// <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.Configuration.ExchangeTimeZone, request.StartTimeUtc, request.EndTimeUtc);

                IEnumerator <BaseData> enumerator;
                if (!_channelProvider.ShouldStreamSubscription(request.Configuration))
                {
                    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"));
                    }

                    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();
                    });
                    enumerator = enqueable;
                }
                else
                {
                    var auxEnumerators = new List <IEnumerator <BaseData> >();

                    if (LiveAuxiliaryDataEnumerator.TryCreate(request.Configuration, _timeProvider, _dataQueueHandler,
                                                              request.Security.Cache, _mapFileProvider, _factorFileProvider, request.StartTimeLocal, out var auxDataEnumator))
                    {
                        auxEnumerators.Add(auxDataEnumator);
                    }

                    EventHandler handler = (_, _) => subscription?.OnNewDataAvailable();
                    enumerator = Subscribe(request.Configuration, handler);

                    if (request.Configuration.EmitSplitsAndDividends())
                    {
                        auxEnumerators.Add(Subscribe(new SubscriptionDataConfig(request.Configuration, typeof(Dividend)), handler));
                        auxEnumerators.Add(Subscribe(new SubscriptionDataConfig(request.Configuration, typeof(Split)), handler));
                    }

                    if (auxEnumerators.Count > 0)
                    {
                        enumerator = new LiveAuxiliaryDataSynchronizingEnumerator(_timeProvider, request.Configuration.ExchangeTimeZone, enumerator, auxEnumerators);
                    }
                }

                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);
                }

                // define market hours and user filters to incoming data
                if (request.Configuration.IsFilteredSubscription)
                {
                    enumerator = new SubscriptionFilterEnumerator(enumerator, request.Security, localEndTime, request.Configuration.ExtendedMarketHours, true, request.ExchangeHours);
                }

                // 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, request.IsUniverseSubscription);
                subscription = new Subscription(request, subscriptionDataEnumerator, timeZoneOffsetProvider);
            }
            catch (Exception err)
            {
                Log.Error(err);
            }

            return(subscription);
        }
コード例 #12
0
        /// <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 localStartTime         = utcStartTime.ConvertFromUtc(config.TimeZone);
                var localEndTime           = utcEndTime.ConvertFromUtc(config.TimeZone);
                var timeZoneOffsetProvider = new TimeZoneOffsetProvider(security.SubscriptionDataConfig.TimeZone, utcStartTime, utcEndTime);

                IEnumerator <BaseData> enumerator;
                if (config.IsCustomData)
                {
                    // each time we exhaust we'll new up this enumerator stack
                    var refresher = new RefreshEnumerator <BaseData>(() =>
                    {
                        var sourceProvider        = (BaseData)Activator.CreateInstance(config.Type);
                        var currentLocalDate      = DateTime.UtcNow.ConvertFromUtc(config.TimeZone).Date;
                        var factory               = new BaseDataSubscriptionFactory(config, currentLocalDate, true);
                        var source                = sourceProvider.GetSource(config, currentLocalDate, true);
                        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, config.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(rateLimit);

                    var enqueable = new EnqueableEnumerator <BaseData>();
                    _customExchange.SetHandler(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, config.TimeZone, _timeProvider);
                    _exchange.SetHandler(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 EnqueableEnumerator <BaseData>();
                    _exchange.SetHandler(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);
        }
コード例 #13
0
        /// <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 (!_channelProvider.ShouldStreamSubscription(request.Configuration))
                {
                    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 (!USEnergyAPI.IsAuthCodeSet)
                    {
                        // we're not using the SubscriptionDataReader, so be sure to set the auth token here
                        USEnergyAPI.SetAuthCode(Config.Get("us-energy-information-auth-token"));
                    }

                    if (!FredApi.IsAuthCodeSet)
                    {
                        // we're not using the SubscriptionDataReader, so be sure to set the auth token here
                        FredApi.SetAuthCode(Config.Get("fred-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
                {
                    // 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.Type.Name)
                    {
                    case nameof(QuoteBar):
                        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 nameof(TradeBar):
                        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 nameof(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;

                    case nameof(Tick):
                    default:
                        // tick or streaming custom data subscriptions can pass right through
                        var tickEnumerator = new EnqueueableEnumerator <BaseData>();

                        _exchange.AddDataHandler(
                            request.Configuration.Symbol,
                            data =>
                        {
                            var tick = data as Tick;
                            if (tick != null)
                            {
                                if (tick.TickType == request.Configuration.TickType)
                                {
                                    tickEnumerator.Enqueue(data);
                                    subscription.OnNewDataAvailable();
                                    if (tick.TickType != TickType.OpenInterest)
                                    {
                                        UpdateSubscriptionRealTimePrice(
                                            subscription,
                                            timeZoneOffsetProvider,
                                            request.Security.Exchange.Hours,
                                            data);
                                    }
                                }
                            }
                            else
                            {
                                tickEnumerator.Enqueue(data);
                                subscription.OnNewDataAvailable();
                            }
                        });

                        enumerator = tickEnumerator;
                        break;
                    }
                }

                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);
        }
コード例 #14
0
ファイル: LiveTradingDataFeed.cs プロジェクト: viviancpy/Lean
        /// <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 CreateSubscription(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"));
                    }

                    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);
                        if (SubscriptionShouldUpdateRealTimePrice(subscription, timeZoneOffsetProvider))
                        {
                            subscription.RealtimePrice = data.Value;
                        }
                    });
                    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);
                        _exchange.AddDataHandler(request.Configuration.Symbol, data =>
                        {
                            var tick = data as Tick;

                            if (tick.TickType == TickType.Quote)
                            {
                                quoteBarAggregator.ProcessData(tick);
                                if (SubscriptionShouldUpdateRealTimePrice(subscription, timeZoneOffsetProvider))
                                {
                                    subscription.RealtimePrice = data.Value;
                                }
                            }
                        });
                        enumerator = quoteBarAggregator;
                        break;

                    case TickType.Trade:
                    default:
                        var tradeBarAggregator = new TradeBarBuilderEnumerator(request.Configuration.Increment, request.Security.Exchange.TimeZone, _timeProvider);
                        _exchange.AddDataHandler(request.Configuration.Symbol, data =>
                        {
                            var tick = data as Tick;

                            if (tick.TickType == TickType.Trade)
                            {
                                tradeBarAggregator.ProcessData(tick);
                                if (SubscriptionShouldUpdateRealTimePrice(subscription, timeZoneOffsetProvider))
                                {
                                    subscription.RealtimePrice = data.Value;
                                }
                            }
                        });
                        enumerator = tradeBarAggregator;
                        break;

                    case TickType.OpenInterest:
                        var oiAggregator = new OpenInterestEnumerator(request.Configuration.Increment, request.Security.Exchange.TimeZone, _timeProvider);
                        _exchange.AddDataHandler(request.Configuration.Symbol, data =>
                        {
                            var tick = data as Tick;

                            if (tick.TickType == TickType.OpenInterest)
                            {
                                oiAggregator.ProcessData(tick);
                            }
                        });
                        enumerator = oiAggregator;
                        break;
                    }
                }
                else
                {
                    // tick subscriptions can pass right through
                    var tickEnumerator = new EnqueueableEnumerator <BaseData>();
                    _exchange.SetDataHandler(request.Configuration.Symbol, data =>
                    {
                        tickEnumerator.Enqueue(data);
                        if (SubscriptionShouldUpdateRealTimePrice(subscription, timeZoneOffsetProvider))
                        {
                            subscription.RealtimePrice = data.Value;
                        }
                    });
                    enumerator = tickEnumerator;
                }

                if (request.Configuration.FillDataForward)
                {
                    var subscriptionConfigs = _subscriptions.Select(x => x.Configuration).Concat(new[] { request.Configuration });

                    UpdateFillForwardResolution(subscriptionConfigs);

                    enumerator = new LiveFillForwardEnumerator(_frontierTimeProvider, enumerator, request.Security.Exchange, _fillForwardResolution, request.Configuration.ExtendedMarketHours, localEndTime, request.Configuration.Increment, request.Configuration.DataTimeZone);
                }

                // 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 = SubscriptionData.Enumerator(request.Configuration, request.Security, timeZoneOffsetProvider, enumerator);
                subscription = new Subscription(request.Universe, request.Security, request.Configuration, subscriptionDataEnumerator, timeZoneOffsetProvider, request.StartTimeUtc, request.EndTimeUtc, false);
            }
            catch (Exception err)
            {
                Log.Error(err);
            }

            return(subscription);
        }
コード例 #15
0
        /// <summary>
        /// Live trading datafeed handler provides a base implementation of a live trading datafeed. Derived types
        /// need only implement the GetNextTicks() function to return unprocessed ticks from a data source.
        /// This creates a new data feed with a DataFeedEndpoint of LiveTrading.
        /// </summary>
        public void Initialize(IAlgorithm algorithm, AlgorithmNodePacket job, IResultHandler resultHandler)
        {
            //Subscription Count:
            _subscriptions = algorithm.SubscriptionManager.Subscriptions;

            Bridge = new BlockingCollection <TimeSlice>();

            //Set Properties:
            _isActive             = true;
            _endOfBridge          = new bool[Subscriptions.Count];
            _subscriptionManagers = new IEnumerator <BaseData> [Subscriptions.Count];
            _realtimePrices       = new List <decimal>();

            //Set the source of the live data:
            _dataQueue = Composer.Instance.GetExportedValueByTypeName <IDataQueueHandler>(Configuration.Config.Get("data-queue-handler", "LiveDataQueue"));

            //Class Privates:
            _algorithm = algorithm;
            if (!(job is LiveNodePacket))
            {
                throw new ArgumentException("The LiveTradingDataFeed requires a LiveNodePacket.");
            }

            _job = (LiveNodePacket)job;

            //Setup the arrays:
            for (var i = 0; i < Subscriptions.Count; i++)
            {
                _endOfBridge[i] = false;

                //This is quantconnect data source, store here for speed/ease of access
                var security = algorithm.Securities[_subscriptions[i].Symbol];
                _isDynamicallyLoadedData.Add(security.IsDynamicallyLoadedData);

                // only make readers for custom data, live data will come through data queue handler
                if (_isDynamicallyLoadedData[i])
                {
                    //Subscription managers for downloading user data:
                    // TODO: Update this when warmup comes in, we back up so we can get data that should have emitted at midnight today
                    var periodStart            = DateTime.Today.AddDays(-7);
                    var subscriptionDataReader = new SubscriptionDataReader(
                        _subscriptions[i],
                        security,
                        DataFeedEndpoint.LiveTrading,
                        periodStart,
                        DateTime.MaxValue,
                        resultHandler,
                        Time.EachTradeableDay(algorithm.Securities, periodStart, DateTime.MaxValue)
                        );

                    // wrap the subscription data reader with a filter enumerator
                    _subscriptionManagers[i] = SubscriptionFilterEnumerator.WrapForDataFeed(resultHandler, subscriptionDataReader, security, DateTime.MaxValue);
                }

                _realtimePrices.Add(0);
            }

            // request for data from these symbols
            var symbols = BuildTypeSymbolList(algorithm);

            if (symbols.Any())
            {
                // don't subscribe if there's nothing there, this allows custom data to
                // work without an IDataQueueHandler implementation by specifying LiveDataQueue
                // in the configuration, that implementation throws on every method, but we actually
                // don't need it if we're only doing custom data
                _dataQueue.Subscribe(_job, symbols);
            }
        }
コード例 #16
0
        /// <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="config">The subscription config to be added</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, SubscriptionDataConfig config, DateTime utcStartTime, DateTime utcEndTime)
        {
            Subscription subscription = null;

            try
            {
                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               = SubscriptionDataSourceReader.ForSource(source, config, dateInDataTimeZone, false);
                        var factoryReadEnumerator = factory.Read(source).GetEnumerator();
                        var maximumDataAge        = TimeSpan.FromTicks(Math.Max(config.Increment.Ticks, TimeSpan.FromSeconds(5).Ticks));
                        return(new FastForwardEnumerator(factoryReadEnumerator, _timeProvider, security.Exchange.TimeZone, maximumDataAge));
                    });

                    // 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 frontierAware = new FrontierAwareEnumerator(rateLimit, _timeProvider, timeZoneOffsetProvider);
                    _customExchange.AddEnumerator(config.Symbol, frontierAware);

                    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)
                {
                    enumerator = new LiveFillForwardEnumerator(_frontierTimeProvider, enumerator, security.Exchange, _fillForwardResolution, config.ExtendedMarketHours, localEndTime, config.Increment);
                }

                // define market hours and user filters to incoming data
                if (config.IsFilteredSubscription)
                {
                    enumerator = new SubscriptionFilterEnumerator(enumerator, 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);

                subscription = new Subscription(universe, security, config, enumerator, timeZoneOffsetProvider, utcStartTime, utcEndTime, false);
            }
            catch (Exception err)
            {
                Log.Error(err);
            }

            return(subscription);
        }
コード例 #17
0
        /// <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>
        private Subscription CreateDataSubscription(SubscriptionRequest request)
        {
            Subscription subscription = null;

            try
            {
                var localEndTime           = request.EndTimeUtc.ConvertFromUtc(request.Security.Exchange.TimeZone);
                var timeZoneOffsetProvider = new TimeZoneOffsetProvider(request.Configuration.ExchangeTimeZone, request.StartTimeUtc, request.EndTimeUtc);

                IEnumerator <BaseData> enumerator = null;
                // during warmup we might get requested to add some asset which has already expired in which case the live enumerator will be empty
                if (!IsExpired(request.Configuration))
                {
                    if (!_channelProvider.ShouldStreamSubscription(request.Configuration))
                    {
                        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"));
                        }

                        var factory         = new LiveCustomDataSubscriptionEnumeratorFactory(_timeProvider);
                        var enumeratorStack = factory.CreateEnumerator(request, _dataProvider);

                        var enqueable = new EnqueueableEnumerator <BaseData>();
                        _customExchange.AddEnumerator(request.Configuration.Symbol, enumeratorStack, handleData: data =>
                        {
                            enqueable.Enqueue(data);

                            subscription?.OnNewDataAvailable();
                        });

                        enumerator = enqueable;
                    }
                    else
                    {
                        var auxEnumerators = new List <IEnumerator <BaseData> >();

                        if (LiveAuxiliaryDataEnumerator.TryCreate(request.Configuration, _timeProvider, _dataQueueHandler,
                                                                  request.Security.Cache, _mapFileProvider, _factorFileProvider, request.StartTimeLocal, out var auxDataEnumator))
                        {
                            auxEnumerators.Add(auxDataEnumator);
                        }

                        EventHandler handler = (_, _) => subscription?.OnNewDataAvailable();
                        enumerator = Subscribe(request.Configuration, handler);

                        if (request.Configuration.EmitSplitsAndDividends())
                        {
                            auxEnumerators.Add(Subscribe(new SubscriptionDataConfig(request.Configuration, typeof(Dividend)), handler));
                            auxEnumerators.Add(Subscribe(new SubscriptionDataConfig(request.Configuration, typeof(Split)), handler));
                        }

                        if (auxEnumerators.Count > 0)
                        {
                            enumerator = new LiveAuxiliaryDataSynchronizingEnumerator(_timeProvider, request.Configuration.ExchangeTimeZone, enumerator, auxEnumerators);
                        }
                    }

                    // scale prices before 'SubscriptionFilterEnumerator' since it updates securities realtime price
                    // and before fill forwarding so we don't happen to apply twice the factor
                    if (request.Configuration.PricesShouldBeScaled(liveMode: true))
                    {
                        enumerator = new PriceScaleFactorEnumerator(
                            enumerator,
                            request.Configuration,
                            _factorFileProvider,
                            liveMode: true);
                    }

                    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);
                    }

                    // 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);

                    // define market hours and user filters to incoming data after the frontier enumerator so during warmup we avoid any realtime data making it's way into the securities
                    if (request.Configuration.IsFilteredSubscription)
                    {
                        enumerator = new SubscriptionFilterEnumerator(enumerator, request.Security, localEndTime, request.Configuration.ExtendedMarketHours, true, request.ExchangeHours);
                    }
                }
                else
                {
                    enumerator = Enumerable.Empty <BaseData>().GetEnumerator();
                }

                enumerator = GetWarmupEnumerator(request, enumerator);

                var subscriptionDataEnumerator = new SubscriptionDataEnumerator(request.Configuration, request.Security.Exchange.Hours, timeZoneOffsetProvider, enumerator, request.IsUniverseSubscription);
                subscription = new Subscription(request, subscriptionDataEnumerator, timeZoneOffsetProvider);
            }
            catch (Exception err)
            {
                Log.Error(err);
            }

            return(subscription);
        }
コード例 #18
0
        /// <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 (!_channelProvider.ShouldStreamSubscription(_job, request.Configuration))
                {
                    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 (!USEnergyAPI.IsAuthCodeSet)
                    {
                        // we're not using the SubscriptionDataReader, so be sure to set the auth token here
                        USEnergyAPI.SetAuthCode(Config.Get("us-energy-information-auth-token"));
                    }

                    if (!FredApi.IsAuthCodeSet)
                    {
                        // we're not using the SubscriptionDataReader, so be sure to set the auth token here
                        FredApi.SetAuthCode(Config.Get("fred-auth-token"));
                    }

                    if (!TradingEconomicsCalendar.IsAuthCodeSet)
                    {
                        // we're not using the SubscriptionDataReader, so be sure to set the auth token here
                        TradingEconomicsCalendar.SetAuthCode(Config.Get("trading-economics-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();
                    });
                    enumerator = enqueable;
                }
                else
                {
                    EventHandler handler = (sender, args) => subscription?.OnNewDataAvailable();
                    enumerator = _dataQueueHandler.Subscribe(request.Configuration, handler);

                    if (request.Configuration.SecurityType == SecurityType.Equity && CorporateEventEnumeratorFactory.ShouldEmitAuxiliaryBaseData(request.Configuration))
                    {
                        var dividends = _dataQueueHandler.Subscribe(new SubscriptionDataConfig(request.Configuration, typeof(Dividend)), handler);
                        var splits    = _dataQueueHandler.Subscribe(new SubscriptionDataConfig(request.Configuration, typeof(Split)), handler);

                        enumerator = new LiveEquityDataSynchronizingEnumerator(_timeProvider, request.Configuration.ExchangeTimeZone, enumerator, dividends, splits);
                    }
                }

                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);
                }

                // define market hours and user filters to incoming data
                if (request.Configuration.IsFilteredSubscription)
                {
                    enumerator = new SubscriptionFilterEnumerator(enumerator, request.Security, localEndTime, request.Configuration.ExtendedMarketHours, true);
                }

                // 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);
        }
コード例 #19
0
        public void Initialize(IAlgorithm algorithm, AlgorithmNodePacket job, IResultHandler resultHandler)
        {
            _cancellationTokenSource = new CancellationTokenSource();
            Subscriptions            = algorithm.SubscriptionManager.Subscriptions;
            _subscriptions           = Subscriptions.Count;

            //Public Properties:
            IsActive             = true;
            _endOfBridge         = new bool[_subscriptions];
            SubscriptionReaders  = new IEnumerator <BaseData> [_subscriptions];
            FillForwardFrontiers = new DateTime[_subscriptions];
            RealtimePrices       = new List <decimal>(_subscriptions);

            //Class Privates:
            _algorithm = algorithm;

            // find the minimum resolution, ignoring ticks
            var fillForwardResolution = Subscriptions
                                        .Where(x => x.Resolution != Resolution.Tick)
                                        .Select(x => x.Resolution.ToTimeSpan())
                                        .DefaultIfEmpty(TimeSpan.FromSeconds(1))
                                        .Min();

            // figure out how many subscriptions are at the minimum resolution
            var subscriptionsAtMinimumResolution =
                (from sub in Subscriptions
                 where sub.Resolution == Subscriptions.Min(x => x.Resolution)
                 select sub).Count();

            Bridge = new BlockingCollection <TimeSlice>(Math.Min(1000, 50000 / subscriptionsAtMinimumResolution));

            for (var i = 0; i < _subscriptions; i++)
            {
                _endOfBridge[i] = false;

                var config   = Subscriptions[i];
                var start    = algorithm.StartDate;
                var end      = algorithm.EndDate;
                var security = _algorithm.Securities[Subscriptions[i].Symbol];

                var tradeableDates = Time.EachTradeableDay(security, start.Date, end.Date);
                IEnumerator <BaseData> enumerator = new SubscriptionDataReader(config, security, DataFeedEndpoint.FileSystem, start, end, resultHandler, tradeableDates);

                // 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, end, config.Resolution.ToTimeSpan());
                }

                // finally apply exchange/user filters
                SubscriptionReaders[i]  = SubscriptionFilterEnumerator.WrapForDataFeed(resultHandler, enumerator, security, end);
                FillForwardFrontiers[i] = new DateTime();

                // prime the pump for iteration in Run
                _endOfBridge[i] = !SubscriptionReaders[i].MoveNext();

                if (_endOfBridge[i])
                {
                    Log.Trace("FileSystemDataFeed.Run(): Failed to load subscription: " + Subscriptions[i].Symbol);
                }
            }
        }