public void PassesTicksStraightThrough()
        {
            var enumerator = new EnqueableEnumerator<Tick>();

            // add some ticks
            var currentTime = new DateTime(2015, 10, 08);

            // returns true even if no data present until stop is called
            Assert.IsTrue(enumerator.MoveNext());
            Assert.IsNull(enumerator.Current);

            var tick1 = new Tick(currentTime, "SPY", 199.55m, 199, 200) {Quantity = 10};
            enumerator.Enqueue(tick1);
            Assert.IsTrue(enumerator.MoveNext());
            Assert.AreEqual(tick1, enumerator.Current);

            Assert.IsTrue(enumerator.MoveNext());
            Assert.IsNull(enumerator.Current);

            var tick2 = new Tick(currentTime, "SPY", 199.56m, 199.21m, 200.02m) {Quantity = 5};
            enumerator.Enqueue(tick2);
            Assert.IsTrue(enumerator.MoveNext());
            Assert.AreEqual(tick2, enumerator.Current);

            enumerator.Stop();

            Assert.IsFalse(enumerator.MoveNext());
            Assert.IsNull(enumerator.Current);
        }
        public void PassesTicksStraightThrough()
        {
            var enumerator = new EnqueableEnumerator <Tick>();

            // add some ticks
            var currentTime = new DateTime(2015, 10, 08);

            // returns true even if no data present until stop is called
            Assert.IsTrue(enumerator.MoveNext());
            Assert.IsNull(enumerator.Current);

            var tick1 = new Tick(currentTime, "SPY", 199.55m, 199, 200)
            {
                Quantity = 10
            };

            enumerator.Enqueue(tick1);
            Assert.IsTrue(enumerator.MoveNext());
            Assert.AreEqual(tick1, enumerator.Current);

            Assert.IsTrue(enumerator.MoveNext());
            Assert.IsNull(enumerator.Current);

            var tick2 = new Tick(currentTime, "SPY", 199.56m, 199.21m, 200.02m)
            {
                Quantity = 5
            };

            enumerator.Enqueue(tick2);
            Assert.IsTrue(enumerator.MoveNext());
            Assert.AreEqual(tick2, enumerator.Current);

            enumerator.Stop();

            Assert.IsFalse(enumerator.MoveNext());
            Assert.IsNull(enumerator.Current);
        }
示例#3
0
        /// <summary>
        /// Creates a new subscription for universe selection
        /// </summary>
        /// <param name="universe">The universe to add a subscription for</param>
        /// <param name="startTimeUtc">The start time of the subscription in utc</param>
        /// <param name="endTimeUtc">The end time of the subscription in utc</param>
        protected virtual Subscription CreateUniverseSubscription(Universe universe, DateTime startTimeUtc, DateTime endTimeUtc)
        {
            // TODO : Consider moving the creating of universe subscriptions to a separate, testable class

            // grab the relevant exchange hours
            var config         = universe.Configuration;
            var localStartTime = startTimeUtc.ConvertFromUtc(config.TimeZone);
            var localEndTime   = endTimeUtc.ConvertFromUtc(config.TimeZone);

            var exchangeHours = SecurityExchangeHoursProvider.FromDataFolder().GetExchangeHours(config);

            // create a canonical security object
            var security = new Security(exchangeHours, config, universe.SubscriptionSettings.Leverage);

            IEnumerator <BaseData> enumerator;

            var userDefined = universe as UserDefinedUniverse;

            if (userDefined != null)
            {
                // spoof a tick on the requested interval to trigger the universe selection function
                enumerator = LinqExtensions.Range(localStartTime, localEndTime, dt => dt + userDefined.Interval)
                             .Where(dt => security.Exchange.IsOpenDuringBar(dt, dt + userDefined.Interval, config.ExtendedMarketHours))
                             .Select(dt => new Tick {
                    Time = dt
                }).GetEnumerator();
            }
            else if (config.Type == typeof(CoarseFundamental))
            {
                // since we're binding to the data queue exchange we'll need to let him
                // know that we expect this data
                _dataQueueHandler.Subscribe(_job, new Dictionary <SecurityType, List <string> >
                {
                    { config.SecurityType, new List <string> {
                          config.Symbol
                      } }
                });

                var enqueable = new EnqueableEnumerator <BaseData>();
                _exchange.SetHandler(config.Symbol, data =>
                {
                    var universeData = data as BaseDataCollection;
                    if (universeData != null)
                    {
                        enqueable.EnqueueRange(universeData.Data);
                    }
                });
                enumerator = enqueable;
            }
            else
            {
                // each time we exhaust we'll new up this enumerator stack
                var refresher = new RefreshEnumerator <BaseDataCollection>(() =>
                {
                    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 factorEnumerator       = factory.Read(source).GetEnumerator();
                    var fastForward            = new FastForwardEnumerator(factorEnumerator, _timeProvider, config.TimeZone, config.Increment);
                    var timeZoneOffsetProvider = new TimeZoneOffsetProvider(config.TimeZone, startTimeUtc, endTimeUtc);
                    var frontierAware          = new FrontierAwareEnumerator(fastForward, _frontierTimeProvider, timeZoneOffsetProvider);
                    return(new BaseDataCollectionAggregatorEnumerator(frontierAware, config.Symbol));
                });

                // rate limit the refreshing of the stack to the requested interval
                var minimumTimeBetweenCalls = Math.Min(config.Increment.Ticks, TimeSpan.FromMinutes(30).Ticks);
                var rateLimit = new RateLimitEnumerator(refresher, _timeProvider, TimeSpan.FromTicks(minimumTimeBetweenCalls));
                _customExchange.AddEnumerator(rateLimit);

                var enqueable = new EnqueableEnumerator <BaseData>();
                _customExchange.SetHandler(config.Symbol, data =>
                {
                    var universeData = data as BaseDataCollection;
                    if (universeData != null)
                    {
                        enqueable.EnqueueRange(universeData.Data);
                    }
                    else
                    {
                        enqueable.Enqueue(data);
                    }
                });
                enumerator = enqueable;
            }

            // create the subscription
            var subscription = new Subscription(universe, security, enumerator, new TimeZoneOffsetProvider(security.SubscriptionDataConfig.TimeZone, startTimeUtc, endTimeUtc), startTimeUtc, endTimeUtc, true);

            return(subscription);
        }
示例#4
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);
        }
示例#5
0
        /// <summary>
        /// Creates a new subscription for universe selection
        /// </summary>
        /// <param name="universe">The universe to add a subscription for</param>
        /// <param name="startTimeUtc">The start time of the subscription in utc</param>
        /// <param name="endTimeUtc">The end time of the subscription in utc</param>
        protected virtual Subscription CreateUniverseSubscription(
            IUniverse universe,
            DateTime startTimeUtc,
            DateTime endTimeUtc
            )
        {
            // grab the relevant exchange hours
            var config = universe.Configuration;

            var exchangeHours = SecurityExchangeHoursProvider.FromDataFolder()
                .GetExchangeHours(config.Market, null, config.SecurityType);

            // create a canonical security object
            var security = new Security(exchangeHours, config, universe.SubscriptionSettings.Leverage);

            IEnumerator<BaseData> enumerator;
            if (config.Type == typeof (CoarseFundamental))
            {
                // since we're binding to the data queue exchange we'll need to let him
                // know that we expect this data
                _dataQueueHandler.Subscribe(_job, new Dictionary<SecurityType, List<string>>
                {
                    {config.SecurityType, new List<string>{config.Symbol}}
                });

                var enqueable = new EnqueableEnumerator<BaseData>();
                _exchange.SetHandler(config.Symbol, data =>
                {
                    var universeData = data as BaseDataCollection;
                    if (universeData != null)
                    {
                        enqueable.EnqueueRange(universeData.Data);
                    }
                });
                enumerator = enqueable;
            }
            else
            {
                var localStartTime = startTimeUtc.ConvertFromUtc(config.TimeZone);
                var localEndTime = endTimeUtc.ConvertFromUtc(config.TimeZone);

                // define our data enumerator
                var tradeableDates = Time.EachTradeableDay(security, localStartTime, localEndTime);
                var reader = new SubscriptionDataReader(config, localStartTime, localEndTime, _resultHandler, tradeableDates, true);
                _customExchange.AddEnumerator(reader);

                var enqueable = new EnqueableEnumerator<BaseData>();
                _customExchange.SetHandler(config.Symbol, data =>
                {
                    var universeData = data as BaseDataCollection;
                    if (universeData != null)
                    {
                        enqueable.EnqueueRange(universeData.Data);
                    }
                    else
                    {
                        enqueable.Enqueue(data);
                    }
                });
                enumerator = enqueable;
            }

            // create the subscription
            var subscription = new Subscription(universe, security, enumerator, new TimeZoneOffsetProvider(security.SubscriptionDataConfig.TimeZone, startTimeUtc, endTimeUtc), startTimeUtc, endTimeUtc);

            return subscription;
        }
示例#6
0
        /// <summary>
        /// Creates a new subscription for the specified security
        /// </summary>
        /// <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>
        /// <param name="isUserDefinedSubscription">True for subscriptions manually added by user via AddSecurity</param>
        /// <returns>A new subscription instance of the specified security</returns>
        protected Subscription CreateSubscription(Security security, DateTime utcStartTime, DateTime utcEndTime, bool isUserDefinedSubscription)
        {
            Subscription subscription = null;
            try
            {
                var config = security.SubscriptionDataConfig;
                var localStartTime = utcStartTime.ConvertFromUtc(config.TimeZone);
                var localEndTime = utcEndTime.ConvertFromUtc(config.TimeZone);

                IEnumerator<BaseData> enumerator;
                if (config.IsCustomData)
                {
                    // custom data uses backtest readers
                    var tradeableDates = Time.EachTradeableDay(security, localStartTime, localEndTime);
                    var reader = new SubscriptionDataReader(config, localStartTime, localEndTime, _resultHandler, tradeableDates, true, false);

                    // apply fast forwarding, this is especially important for RemoteFile types that
                    // can send in large chunks of old, irrelevant data
                    var fastForward = new FastForwardEnumerator(reader, _timeProvider, config.TimeZone, config.Increment);

                    // apply rate limits (1x per increment, max 30 minutes between calls)
                    // TODO : Pull limits from config file?
                    var minimumTimeBetweenCalls = Math.Min(config.Increment.Ticks, TimeSpan.FromMinutes(30).Ticks);
                    var rateLimit = new RateLimitEnumerator(fastForward, _timeProvider, TimeSpan.FromTicks(minimumTimeBetweenCalls));

                    // add the enumerator to the exchange
                    _customExchange.AddEnumerator(rateLimit);

                    // this enumerator just allows the exchange to directly dump data into the 'back' of the enumerator
                    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.ToTimeSpan(), 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
                var timeZoneOffsetProvider = new TimeZoneOffsetProvider(security.SubscriptionDataConfig.TimeZone, utcStartTime, utcEndTime);
                enumerator = new FrontierAwareEnumerator(enumerator, _frontierTimeProvider, timeZoneOffsetProvider);

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

            return subscription;
        }
        /// <summary>
        /// Creates a new subscription for universe selection
        /// </summary>
        /// <param name="universe">The universe to add a subscription for</param>
        /// <param name="startTimeUtc">The start time of the subscription in utc</param>
        /// <param name="endTimeUtc">The end time of the subscription in utc</param>
        protected virtual Subscription CreateUniverseSubscription(Universe universe, DateTime startTimeUtc, DateTime endTimeUtc)
        {
            // TODO : Consider moving the creating of universe subscriptions to a separate, testable class

            // grab the relevant exchange hours
            var config = universe.Configuration;

            var exchangeHours = MarketHoursDatabase.FromDataFolder().GetExchangeHours(universe.Market, config.Symbol, universe.SecurityType);

            var localStartTime = startTimeUtc.ConvertFromUtc(exchangeHours.TimeZone);
            var localEndTime = endTimeUtc.ConvertFromUtc(exchangeHours.TimeZone);

            // create a canonical security object
            var security = new Security(exchangeHours, config, universe.SubscriptionSettings.Leverage);

            IEnumerator<BaseData> enumerator;
            
            var userDefined = universe as UserDefinedUniverse;
            if (userDefined != null)
            {
                // spoof a tick on the requested interval to trigger the universe selection function
                enumerator = LinqExtensions.Range(localStartTime, localEndTime, dt => dt + userDefined.Interval)
                    .Where(dt => security.Exchange.IsOpenDuringBar(dt, dt + userDefined.Interval, config.ExtendedMarketHours))
                    .Select(dt => new Tick { Time = dt }).GetEnumerator();
            }
            else if (config.Type == typeof (CoarseFundamental))
            {
                // since we're binding to the data queue exchange we'll need to let him
                // know that we expect this data
                _dataQueueHandler.Subscribe(_job, new Dictionary<SecurityType, List<Symbol>>
                {
                    {config.SecurityType, new List<Symbol>{config.Symbol}}
                });

                var enqueable = new EnqueableEnumerator<BaseData>();
                _exchange.SetHandler(config.Symbol, data =>
                {
                    var universeData = data as BaseDataCollection;
                    if (universeData != null)
                    {
                        enqueable.EnqueueRange(universeData.Data);
                    }
                });
                enumerator = enqueable;
            }
            else
            {
                // each time we exhaust we'll new up this enumerator stack
                var refresher = new RefreshEnumerator<BaseDataCollection>(() =>
                {
                    var sourceProvider = (BaseData)Activator.CreateInstance(config.Type);
                    var currentLocalDate = DateTime.UtcNow.ConvertFromUtc(security.Exchange.TimeZone).Date;
                    var factory = new BaseDataSubscriptionFactory(config, currentLocalDate, true);
                    var source = sourceProvider.GetSource(config, currentLocalDate, true);
                    var factorEnumerator = factory.Read(source).GetEnumerator();
                    var fastForward = new FastForwardEnumerator(factorEnumerator, _timeProvider, security.Exchange.TimeZone, config.Increment);
                    var tzOffsetProvider = new TimeZoneOffsetProvider(security.Exchange.TimeZone, startTimeUtc, endTimeUtc);
                    var frontierAware = new FrontierAwareEnumerator(fastForward, _frontierTimeProvider, tzOffsetProvider);
                    return new BaseDataCollectionAggregatorEnumerator(frontierAware, config.Symbol);
                });
                
                // rate limit the refreshing of the stack to the requested interval
                var minimumTimeBetweenCalls = Math.Min(config.Increment.Ticks, TimeSpan.FromMinutes(30).Ticks);
                var rateLimit = new RateLimitEnumerator(refresher, _timeProvider, TimeSpan.FromTicks(minimumTimeBetweenCalls));
                _customExchange.AddEnumerator(rateLimit);

                var enqueable = new EnqueableEnumerator<BaseData>();
                _customExchange.SetHandler(config.Symbol, data =>
                {
                    var universeData = data as BaseDataCollection;
                    if (universeData != null)
                    {
                        enqueable.EnqueueRange(universeData.Data);
                    }
                    else
                    {
                        enqueable.Enqueue(data);
                    }
                });
                enumerator = enqueable;
            }

            // create the subscription
            var timeZoneOffsetProvider = new TimeZoneOffsetProvider(security.Exchange.TimeZone, startTimeUtc, endTimeUtc);
            var subscription = new Subscription(universe, security, enumerator, timeZoneOffsetProvider, startTimeUtc, endTimeUtc, true);

            return subscription;
        }
        /// <summary>
        /// Creates a new subscription for the specified security
        /// </summary>
        /// <param name="universe"></param>
        /// <param name="security">The security to create a subscription for</param>
        /// <param name="utcStartTime">The start time of the subscription in UTC</param>
        /// <param name="utcEndTime">The end time of the subscription in UTC</param>
        /// <returns>A new subscription instance of the specified security</returns>
        protected Subscription CreateSubscription(Universe universe, Security security, DateTime utcStartTime, DateTime utcEndTime)
        {
            Subscription subscription = null;
            try
            {
                var config = security.SubscriptionDataConfig;
                var localEndTime = utcEndTime.ConvertFromUtc(security.Exchange.TimeZone);
                var timeZoneOffsetProvider = new TimeZoneOffsetProvider(security.Exchange.TimeZone, utcStartTime, utcEndTime);

                IEnumerator<BaseData> enumerator;
                if (config.IsCustomData)
                {
                    // 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(security.Exchange.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, security.Exchange.TimeZone, maximumDataAge);
                        return new FrontierAwareEnumerator(fastForward, _timeProvider, timeZoneOffsetProvider);
                    });

                    // rate limit the refreshing of the stack to the requested interval
                    var minimumTimeBetweenCalls = Math.Min(config.Increment.Ticks, TimeSpan.FromMinutes(30).Ticks);
                    var rateLimit = new RateLimitEnumerator(refresher, _timeProvider, TimeSpan.FromTicks(minimumTimeBetweenCalls));
                    _customExchange.AddEnumerator(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, security.Exchange.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;
        }