Slice.cs

/*
 * QUANTCONNECT.COM - Democratizing Finance, Empowering Individuals.
 * Lean Algorithmic Trading Engine v2.0. Copyright 2014 QuantConnect Corporation.
 *
 * Licensed under the Apache License, Version 2.0 (the "License");
 * you may not use this file except in compliance with the License.
 * You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0
 *
 * Unless required by applicable law or agreed to in writing, software
 * distributed under the License is distributed on an "AS IS" BASIS,
 * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 * See the License for the specific language governing permissions and
 * limitations under the License.
*/
 
using System;
using System.Collections;
using System.Collections.Generic;
using System.Linq;
using System.Reflection;
using QuantConnect.Data.Custom.IconicTypes;
using QuantConnect.Data.Fundamental;
using QuantConnect.Data.Market;
using QuantConnect.Data.UniverseSelection;
using QuantConnect.Python;
 
namespace QuantConnect.Data
{
    /// <summary>
    /// Provides a data structure for all of an algorithm's data at a single time step
    /// </summary>
    public class Slice : ExtendedDictionary<dynamic>, IEnumerable<KeyValuePair<Symbol, BaseData>>
    {
        private Ticks _ticks;
        private TradeBars _bars;
        private QuoteBars _quoteBars;
        private OptionChains _optionChains;
        private FuturesChains _futuresChains;
 
        // aux data
        private Splits _splits;
        private Dividends _dividends;
        private Delistings _delistings;
        private SymbolChangedEvents _symbolChangedEvents;
        private MarginInterestRates _marginInterestRates;
 
        // string -> data   for non-tick data
        // string -> list{data} for tick data
        private Lazy<DataDictionary<SymbolData>> _data;
        // UnlinkedData -> DataDictonary<UnlinkedData>
        private Dictionary<Type, object> _dataByType;
 
        /// <summary>
        /// All the data hold in this slice
        /// </summary>
        public List<BaseData> AllData { get; private set; }
 
        /// <summary>
        /// Gets the timestamp for this slice of data
        /// </summary>
        public DateTime Time
        {
            get; private set;
        }
 
        /// <summary>
        /// Gets the timestamp for this slice of data in UTC
        /// </summary>
        public DateTime UtcTime
        {
            get; private set;
        }
 
        /// <summary>
        /// Gets whether or not this slice has data
        /// </summary>
        public bool HasData
        {
            get; private set;
        }
 
        /// <summary>
        /// Gets the <see cref="TradeBars"/> for this slice of data
        /// </summary>
        public TradeBars Bars
        {
            get { return _bars; }
        }
 
        /// <summary>
        /// Gets the <see cref="QuoteBars"/> for this slice of data
        /// </summary>
        public QuoteBars QuoteBars
        {
            get { return _quoteBars; }
        }
 
        /// <summary>
        /// Gets the <see cref="Ticks"/> for this slice of data
        /// </summary>
        public Ticks Ticks
        {
            get { return _ticks; }
        }
 
        /// <summary>
        /// Gets the <see cref="OptionChains"/> for this slice of data
        /// </summary>
        public OptionChains OptionChains
        {
            get { return _optionChains; }
        }
 
        /// <summary>
        /// Gets the <see cref="FuturesChains"/> for this slice of data
        /// </summary>
        public FuturesChains FuturesChains
        {
            get { return _futuresChains; }
        }
 
        /// <summary>
        /// Gets the <see cref="FuturesChains"/> for this slice of data
        /// </summary>
        public FuturesChains FutureChains
        {
            get { return _futuresChains; }
        }
 
        /// <summary>
        /// Gets the <see cref="Splits"/> for this slice of data
        /// </summary>
        public Splits Splits
        {
            get { return _splits; }
        }
 
        /// <summary>
        /// Gets the <see cref="Dividends"/> for this slice of data
        /// </summary>
        public Dividends Dividends
        {
            get { return _dividends; }
        }
 
        /// <summary>
        /// Gets the <see cref="Delistings"/> for this slice of data
        /// </summary>
        public Delistings Delistings
        {
            get { return _delistings; }
        }
 
        /// <summary>
        /// Gets the <see cref="Market.SymbolChangedEvents"/> for this slice of data
        /// </summary>
        public SymbolChangedEvents SymbolChangedEvents
        {
            get { return _symbolChangedEvents; }
        }
 
        /// <summary>
        /// Gets the <see cref="Market.MarginInterestRates"/> for this slice of data
        /// </summary>
        public MarginInterestRates MarginInterestRates
        {
            get { return _marginInterestRates; }
        }
 
        /// <summary>
        /// Gets the number of symbols held in this slice
        /// </summary>
        public virtual int Count
        {
            get { return _data.Value.Count; }
        }
 
        /// <summary>
        /// Gets all the symbols in this slice
        /// </summary>
        public virtual IReadOnlyList<Symbol> Keys
        {
            get { return new List<Symbol>(_data.Value.Keys); }
        }
 
        /// <summary>
        /// Gets an <see cref="T:System.Collections.Generic.ICollection`1"/> containing the Symbol objects of the <see cref="T:System.Collections.Generic.IDictionary`2"/>.
        /// </summary>
        /// <returns>
        /// An <see cref="T:System.Collections.Generic.ICollection`1"/> containing the Symbol objects of the object that implements <see cref="T:System.Collections.Generic.IDictionary`2"/>.
        /// </returns>
        protected override IEnumerable<Symbol> GetKeys => _data.Value.Keys;
 
        /// <summary>
        /// Gets an <see cref="T:System.Collections.Generic.ICollection`1"/> containing the values in the <see cref="T:System.Collections.Generic.IDictionary`2"/>.
        /// </summary>
        /// <returns>
        /// An <see cref="T:System.Collections.Generic.ICollection`1"/> containing the values in the object that implements <see cref="T:System.Collections.Generic.IDictionary`2"/>.
        /// </returns>
        protected override IEnumerable<dynamic> GetValues => GetKeyValuePairEnumerable().Select(data => (dynamic)data.Value);
 
        /// <summary>
        /// Gets a list of all the data in this slice
        /// </summary>
        public virtual IReadOnlyList<BaseData> Values
        {
            get { return GetKeyValuePairEnumerable().Select(x => x.Value).ToList(); }
        }
 
        /// <summary>
        /// Initializes a new instance of the <see cref="Slice"/> class, lazily
        /// instantiating the <see cref="Slice.Bars"/> and <see cref="Slice.Ticks"/>
        /// collections on demand
        /// </summary>
        /// <param name="time">The timestamp for this slice of data</param>
        /// <param name="data">The raw data in this slice</param>
        /// <param name="utcTime">The timestamp for this slice of data in UTC</param>
        public Slice(DateTime time, IEnumerable<BaseData> data, DateTime utcTime)
            : this(time, data.ToList(), utcTime: utcTime)
        {
        }
 
        /// <summary>
        /// Initializes a new instance of the <see cref="Slice"/> class, lazily
        /// instantiating the <see cref="Slice.Bars"/> and <see cref="Slice.Ticks"/>
        /// collections on demand
        /// </summary>
        /// <param name="time">The timestamp for this slice of data</param>
        /// <param name="data">The raw data in this slice</param>
        /// <param name="utcTime">The timestamp for this slice of data in UTC</param>
        public Slice(DateTime time, List<BaseData> data, DateTime utcTime)
            : this(time, data, CreateCollection<TradeBars, TradeBar>(time, data),
                CreateCollection<QuoteBars, QuoteBar>(time, data),
                CreateTicksCollection(time, data),
                CreateCollection<OptionChains, OptionChain>(time, data),
                CreateCollection<FuturesChains, FuturesChain>(time, data),
                CreateCollection<Splits, Split>(time, data),
                CreateCollection<Dividends, Dividend>(time, data),
                CreateCollection<Delistings, Delisting>(time, data),
                CreateCollection<SymbolChangedEvents, SymbolChangedEvent>(time, data),
                CreateCollection<MarginInterestRates, MarginInterestRate> (time, data),
                utcTime: utcTime)
        {
        }
 
        /// <summary>
        /// Initializes a new instance used by the <see cref="PythonSlice"/>
        /// </summary>
        /// <param name="slice">slice object to wrap</param>
        /// <remarks>This is required so that python slice enumeration works correctly since it relies on the private <see cref="_data"/> collection</remarks>
        protected Slice(Slice slice)
        {
            Time = slice.Time;
            UtcTime = slice.UtcTime;
            AllData = slice.AllData;
            _dataByType = slice._dataByType;
 
            _data = slice._data;
 
            HasData = slice.HasData;
 
            _ticks = slice._ticks;
            _bars = slice._bars;
            _quoteBars = slice._quoteBars;
            _optionChains = slice._optionChains;
            _futuresChains = slice._futuresChains;
 
            // auxiliary data
            _splits = slice._splits;
            _dividends = slice._dividends;
            _delistings = slice._delistings;
            _symbolChangedEvents = slice._symbolChangedEvents;
            _marginInterestRates = slice._marginInterestRates;
        }
 
        /// <summary>
        /// Initializes a new instance of the <see cref="Slice"/> class
        /// </summary>
        /// <param name="time">The timestamp for this slice of data</param>
        /// <param name="data">The raw data in this slice</param>
        /// <param name="tradeBars">The trade bars for this slice</param>
        /// <param name="quoteBars">The quote bars for this slice</param>
        /// <param name="ticks">This ticks for this slice</param>
        /// <param name="optionChains">The option chains for this slice</param>
        /// <param name="futuresChains">The futures chains for this slice</param>
        /// <param name="splits">The splits for this slice</param>
        /// <param name="dividends">The dividends for this slice</param>
        /// <param name="delistings">The delistings for this slice</param>
        /// <param name="symbolChanges">The symbol changed events for this slice</param>
        /// <param name="marginInterestRates">The margin interest rates for this slice</param>
        /// <param name="utcTime">The timestamp for this slice of data in UTC</param>
        /// <param name="hasData">true if this slice contains data</param>
        public Slice(DateTime time, List<BaseData> data, TradeBars tradeBars, QuoteBars quoteBars, Ticks ticks, OptionChains optionChains, FuturesChains futuresChains, Splits splits, Dividends dividends, Delistings delistings, SymbolChangedEvents symbolChanges, MarginInterestRates marginInterestRates, DateTime utcTime, bool? hasData = null)
        {
            Time = time;
            UtcTime = utcTime;
            AllData = data;
            // market data
            _data = new Lazy<DataDictionary<SymbolData>>(() => CreateDynamicDataDictionary(AllData));
 
            HasData = hasData ?? _data.Value.Count > 0;
 
            _ticks = ticks;
            _bars = tradeBars;
            _quoteBars = quoteBars;
            _optionChains = optionChains;
            _futuresChains = futuresChains;
 
            // auxiliary data
            _splits = splits;
            _dividends = dividends;
            _delistings = delistings;
            _symbolChangedEvents = symbolChanges;
            _marginInterestRates = marginInterestRates;
        }
 
        /// <summary>
        /// Gets the data corresponding to the specified symbol. If the requested data
        /// is of <see cref="MarketDataType.Tick"/>, then a <see cref="List{Tick}"/> will
        /// be returned, otherwise, it will be the subscribed type, for example, <see cref="TradeBar"/>
        /// or event <see cref="UnlinkedData"/> for custom data.
        /// </summary>
        /// <param name="symbol">The data's symbols</param>
        /// <returns>The data for the specified symbol</returns>
        public override dynamic this[Symbol symbol]
        {
            get
            {
                SymbolData value;
                if (_data.Value.TryGetValue(symbol, out value))
                {
                    return value.GetData();
                }
                throw new KeyNotFoundException($"'{symbol}' wasn't found in the Slice object, likely because there was no-data at this moment in time and it wasn't possible to fillforward historical data. Please check the data exists before accessing it with data.ContainsKey(\"{symbol}\")");
            }
        }
 
        /// <summary>
        /// Gets the <see cref="DataDictionary{T}"/> for all data of the specified type
        /// </summary>
        /// <typeparam name="T">The type of data we want, for example, <see cref="TradeBar"/> or <see cref="UnlinkedData"/>, etc...</typeparam>
        /// <returns>The <see cref="DataDictionary{T}"/> containing the data of the specified type</returns>
        public DataDictionary<T> Get<T>()
            where T : IBaseData
        {
            return GetImpl(typeof(T), this);
        }
 
        /// <summary>
        /// Gets the data of the specified type.
        /// </summary>
        /// <param name="type">The type of data we seek</param>
        /// <returns>The <see cref="DataDictionary{T}"/> instance for the requested type</returns>
        public dynamic Get(Type type)
        {
            return GetImpl(type, this);
        }
 
        /// <summary>
        /// Gets the data of the specified type.
        /// </summary>
        /// <remarks>Supports both C# and Python use cases</remarks>
        protected dynamic GetImpl(Type type, Slice instance)
        {
            if (type == typeof(Fundamentals))
            {
                // backwards compatibility for users doing a get of Fundamentals type
                type = typeof(FundamentalUniverse);
            }
            else if (type == typeof(ETFConstituentData))
            {
                // backwards compatibility for users doing a get of ETFConstituentData type
                type = typeof(ETFConstituentUniverse);
            }
 
            if (instance._dataByType == null)
            {
                // for performance we only really create this collection if someone used it
                instance._dataByType = new Dictionary<Type, object>(1);
            }
 
            object dictionary;
            if (!instance._dataByType.TryGetValue(type, out dictionary))
            {
                var requestedOpenInterest = type == typeof(OpenInterest);
                if (type == typeof(Tick) || requestedOpenInterest)
                {
                    var dataDictionaryCache = GenericDataDictionary.Get(type, isPythonData: false);
                    dictionary = Activator.CreateInstance(dataDictionaryCache.GenericType);
                    ((dynamic)dictionary).Time = Time;
 
                    foreach (var data in instance.Ticks)
                    {
                        var symbol = data.Key;
                        // preserving existing behavior we will return the last data point, users expect a 'DataDictionary<Tick> : IDictionary<Symbol, Tick>'.
                        // openInterest is stored with the Ticks collection
                        var lastDataPoint = data.Value.LastOrDefault(tick => requestedOpenInterest && tick.TickType == TickType.OpenInterest || !requestedOpenInterest && tick.TickType != TickType.OpenInterest);
                        if (lastDataPoint == null)
                        {
                            continue;
                        }
                        dataDictionaryCache.MethodInfo.Invoke(dictionary, new object[] { symbol, lastDataPoint });
                    }
                }
                else if (type == typeof(TradeBar))
                {
                    dictionary = instance.Bars;
                }
                else if (type == typeof(QuoteBar))
                {
                    dictionary = instance.QuoteBars;
                }
                else if (type == typeof(Delisting))
                {
                    dictionary = instance.Delistings;
                }
                else if (type == typeof(Split))
                {
                    dictionary = instance.Splits;
                }
                else if (type == typeof(OptionChain))
                {
                    dictionary = instance.OptionChains;
                }
                else if (type == typeof(FuturesChain))
                {
                    dictionary = instance.FuturesChains;
                }
                else if (type == typeof(Dividend))
                {
                    dictionary = instance.Dividends;
                }
                else if (type == typeof(SymbolChangedEvent))
                {
                    dictionary = instance.SymbolChangedEvents;
                }
                else if (type == typeof(MarginInterestRate))
                {
                    dictionary = instance.MarginInterestRates;
                }
                else
                {
                    var isPythonData = type.IsAssignableTo(typeof(PythonData));
 
                    var dataDictionaryCache = GenericDataDictionary.Get(type, isPythonData);
                    dictionary = Activator.CreateInstance(dataDictionaryCache.GenericType);
                    ((dynamic)dictionary).Time = Time;
 
                    foreach (var data in instance._data.Value.Values)
                    {
                        // let's first check custom data, else double check the user isn't requesting auxiliary data we have
                        if (IsDataPointOfType(data.Custom, type, isPythonData))
                        {
                            dataDictionaryCache.MethodInfo.Invoke(dictionary, new object[] { data.Symbol, data.Custom });
                        }
                        else
                        {
                            foreach (var auxiliaryData in data.AuxilliaryData.Where(x => IsDataPointOfType(x, type, isPythonData)))
                            {
                                dataDictionaryCache.MethodInfo.Invoke(dictionary, new object[] { data.Symbol, auxiliaryData });
                            }
                        }
                    }
                }
 
                instance._dataByType[type] = dictionary;
            }
            return dictionary;
        }
 
        /// <summary>
        /// Gets the data of the specified symbol and type.
        /// </summary>
        /// <typeparam name="T">The type of data we seek</typeparam>
        /// <param name="symbol">The specific symbol was seek</param>
        /// <returns>The data for the requested symbol</returns>
        public T Get<T>(Symbol symbol)
            where T : BaseData
        {
            return Get<T>()[symbol];
        }
 
        /// <summary>
        /// Determines whether this instance contains data for the specified symbol
        /// </summary>
        /// <param name="symbol">The symbol we seek data for</param>
        /// <returns>True if this instance contains data for the symbol, false otherwise</returns>
        public virtual bool ContainsKey(Symbol symbol)
        {
            return _data.Value.ContainsKey(symbol);
        }
 
        /// <summary>
        /// Gets the data associated with the specified symbol
        /// </summary>
        /// <param name="symbol">The symbol we want data for</param>
        /// <param name="data">The data for the specifed symbol, or null if no data was found</param>
        /// <returns>True if data was found, false otherwise</returns>
        public override bool TryGetValue(Symbol symbol, out dynamic data)
        {
            data = null;
            SymbolData symbolData;
            if (_data.Value.TryGetValue(symbol, out symbolData))
            {
                data = symbolData.GetData();
                return data != null;
            }
            return false;
        }
 
        /// <summary>
        /// Merge two slice with same Time
        /// </summary>
        /// <param name="inputSlice">slice instance</param>
        /// <remarks> Will change the input collection for re-use</remarks>
        public void MergeSlice(Slice inputSlice)
        {
            if (UtcTime != inputSlice.UtcTime)
            {
                throw new InvalidOperationException($"Slice with time {UtcTime} can't be merged with given slice with different {inputSlice.UtcTime}");
            }
 
            _bars = (TradeBars)UpdateCollection(_bars, inputSlice.Bars);
            _quoteBars = (QuoteBars)UpdateCollection(_quoteBars, inputSlice.QuoteBars);
            _ticks = (Ticks)UpdateCollection(_ticks, inputSlice.Ticks);
            _optionChains = (OptionChains)UpdateCollection(_optionChains, inputSlice.OptionChains);
            _futuresChains = (FuturesChains)UpdateCollection(_futuresChains, inputSlice.FuturesChains);
            _splits = (Splits)UpdateCollection(_splits, inputSlice.Splits);
            _dividends = (Dividends)UpdateCollection(_dividends, inputSlice.Dividends);
            _delistings = (Delistings)UpdateCollection(_delistings, inputSlice.Delistings);
            _symbolChangedEvents = (SymbolChangedEvents)UpdateCollection(_symbolChangedEvents, inputSlice.SymbolChangedEvents);
            _marginInterestRates = (MarginInterestRates)UpdateCollection(_marginInterestRates, inputSlice.MarginInterestRates);
 
            if (inputSlice.AllData.Count != 0)
            {
                if (AllData.Count == 0)
                {
                    AllData = inputSlice.AllData;
                    _data = inputSlice._data;
                }
                else
                {
                    // Should keep this._rawDataList last so that selected data points are not overriden
                    // while creating _data
                    inputSlice.AllData.AddRange(AllData);
                    AllData = inputSlice.AllData;
                    _data = new Lazy<DataDictionary<SymbolData>>(() => CreateDynamicDataDictionary(AllData));
                }
            }
        }
 
        private static DataDictionary<T> UpdateCollection<T>(DataDictionary<T> baseCollection, DataDictionary<T> inputCollection)
        {
            if (baseCollection == null || baseCollection.Count == 0)
            {
                return inputCollection;
            }
            if (inputCollection?.Count > 0)
            {
                foreach (var kvp in inputCollection)
                {
                    if (!baseCollection.ContainsKey(kvp.Key))
                    {
                        baseCollection.Add(kvp.Key, kvp.Value);
                    }
                }
            }
            return baseCollection;
        }
 
        /// <summary>
        /// Produces the dynamic data dictionary from the input data
        /// </summary>
        private static DataDictionary<SymbolData> CreateDynamicDataDictionary(IEnumerable<BaseData> data)
        {
            var allData = new DataDictionary<SymbolData>();
            foreach (var datum in data)
            {
                // we only will cache the default data type to preserve determinism and backwards compatibility
                if (!SubscriptionManager.IsDefaultDataType(datum))
                {
                    continue;
                }
                SymbolData symbolData;
                if (!allData.TryGetValue(datum.Symbol, out symbolData))
                {
                    symbolData = new SymbolData(datum.Symbol);
                    allData[datum.Symbol] = symbolData;
                }
 
                switch (datum.DataType)
                {
                    case MarketDataType.Base:
                        symbolData.Type = SubscriptionType.Custom;
                        symbolData.Custom = datum;
                        break;
 
                    case MarketDataType.TradeBar:
                        symbolData.Type = SubscriptionType.TradeBar;
                        symbolData.TradeBar = (TradeBar)datum;
                        break;
 
                    case MarketDataType.QuoteBar:
                        symbolData.Type = SubscriptionType.QuoteBar;
                        symbolData.QuoteBar = (QuoteBar)datum;
                        break;
 
                    case MarketDataType.Tick:
                        symbolData.Type = SubscriptionType.Tick;
                        symbolData.Ticks.Add((Tick)datum);
                        break;
 
                    case MarketDataType.Auxiliary:
                        symbolData.AuxilliaryData.Add(datum);
                        break;
 
                    default:
                        throw new ArgumentOutOfRangeException();
                }
            }
            return allData;
        }
 
        /// <summary>
        /// Dynamically produces a <see cref="Ticks"/> data dictionary using the provided data
        /// </summary>
        private static Ticks CreateTicksCollection(DateTime time, IEnumerable<BaseData> data)
        {
            var ticks = new Ticks(time);
            foreach (var tick in data.OfType<Tick>())
            {
                List<Tick> listTicks;
                if (!ticks.TryGetValue(tick.Symbol, out listTicks))
                {
                    ticks[tick.Symbol] = listTicks = new List<Tick>();
                }
                listTicks.Add(tick);
            }
            return ticks;
        }
 
        /// <summary>
        /// Dynamically produces a data dictionary for the requested type using the provided data
        /// </summary>
        /// <typeparam name="T">The data dictionary type</typeparam>
        /// <typeparam name="TItem">The item type of the data dictionary</typeparam>
        /// <param name="time">The current slice time</param>
        /// <param name="data">The data to create the collection</param>
        /// <returns>The data dictionary of <typeparamref name="TItem"/> containing all the data of that type in this slice</returns>
        private static T CreateCollection<T, TItem>(DateTime time, IEnumerable<BaseData> data)
            where T : DataDictionary<TItem>, new()
            where TItem : BaseData
        {
            var collection = new T
            {
#pragma warning disable 618 // This assignment is left here until the Time property is removed.
                Time = time
#pragma warning restore 618
            };
            foreach (var item in data.OfType<TItem>())
            {
                collection[item.Symbol] = item;
            }
            return collection;
        }
 
        /// <summary>
        /// Returns an enumerator that iterates through the collection.
        /// </summary>
        /// <returns>
        /// A <see cref="T:System.Collections.Generic.IEnumerator`1"/> that can be used to iterate through the collection.
        /// </returns>
        /// <filterpriority>1</filterpriority>
        public IEnumerator<KeyValuePair<Symbol, BaseData>> GetEnumerator()
        {
            return GetKeyValuePairEnumerable().GetEnumerator();
        }
 
        /// <summary>
        /// Returns an enumerator that iterates through a collection.
        /// </summary>
        /// <returns>
        /// An <see cref="T:System.Collections.IEnumerator"/> object that can be used to iterate through the collection.
        /// </returns>
        /// <filterpriority>2</filterpriority>
        IEnumerator IEnumerable.GetEnumerator()
        {
            return GetEnumerator();
        }
 
        private IEnumerable<KeyValuePair<Symbol, BaseData>> GetKeyValuePairEnumerable()
        {
            // this will not enumerate auxilliary data!
 
            foreach (var kvp in _data.Value)
            {
                var data = kvp.Value.GetData();
 
                var dataPoints = data as IEnumerable<BaseData>;
                if (dataPoints != null)
                {
                    foreach (var dataPoint in dataPoints)
                    {
                        yield return new KeyValuePair<Symbol, BaseData>(kvp.Key, dataPoint);
                    }
                }
                else if (data != null)
                {
                    yield return new KeyValuePair<Symbol, BaseData>(kvp.Key, data);
                }
            }
        }
 
        /// <summary>
        /// Determines if the given data point is of a specific type
        /// </summary>
        private static bool IsDataPointOfType(BaseData o, Type type, bool isPythonData)
        {
            if (o == null)
            {
                return false;
            }
            if (isPythonData && o is PythonData data)
            {
                return data.IsOfType(type);
            }
            return o.GetType() == type;
        }
 
        private enum SubscriptionType { TradeBar, QuoteBar, Tick, Custom };
        private class SymbolData
        {
            public SubscriptionType Type;
            public readonly Symbol Symbol;
 
            // data
            public BaseData Custom;
            public TradeBar TradeBar;
            public QuoteBar QuoteBar;
            public readonly List<Tick> Ticks;
            public readonly List<BaseData> AuxilliaryData;
 
            public SymbolData(Symbol symbol)
            {
                Symbol = symbol;
                Ticks = new List<Tick>();
                AuxilliaryData = new List<BaseData>();
            }
 
            public dynamic GetData()
            {
                switch (Type)
                {
                    case SubscriptionType.TradeBar:
                        return TradeBar;
                    case SubscriptionType.QuoteBar:
                        return QuoteBar;
                    case SubscriptionType.Tick:
                        return Ticks;
                    case SubscriptionType.Custom:
                        return Custom;
                    default:
                        throw new ArgumentOutOfRangeException();
                }
            }
        }
 
        /// <summary>
        /// Helper class for generic <see cref="DataDictionary{T}"/>
        /// </summary>
        /// <remarks>The value of this class is primarily performance since it keeps a cache
        /// of the generic types instances and there add methods.</remarks>
        private class GenericDataDictionary
        {
            private static readonly Dictionary<Type, GenericDataDictionary> _genericCache = new Dictionary<Type, GenericDataDictionary>();
 
            /// <summary>
            /// The <see cref="DataDictionary{T}.Add(KeyValuePair{QuantConnect.Symbol,T})"/> method
            /// </summary>
            public MethodInfo MethodInfo { get; }
 
            /// <summary>
            /// The <see cref="DataDictionary{T}"/> type
            /// </summary>
            public Type GenericType { get; }
 
            private GenericDataDictionary(Type genericType, MethodInfo methodInfo)
            {
                GenericType = genericType;
                MethodInfo = methodInfo;
            }
 
            /// <summary>
            /// Provides a <see cref="GenericDataDictionary"/> instance for a given <see cref="Type"/>
            /// </summary>
            /// <param name="type">The requested data type</param>
            /// <param name="isPythonData">True if data is of <see cref="PythonData"/> type</param>
            /// <returns>A new instance or retrieved from the cache</returns>
            public static GenericDataDictionary Get(Type type, bool isPythonData)
            {
                GenericDataDictionary dataDictionaryCache;
                if (!_genericCache.TryGetValue(type, out dataDictionaryCache))
                {
                    var dictionaryType = type;
                    if (isPythonData)
                    {
                        // let's create a python data dictionary because the data itself will be a PythonData type in C#
                        dictionaryType = typeof(PythonData);
                    }
                    var generic = typeof(DataDictionary<>).MakeGenericType(dictionaryType);
                    var method = generic.GetMethod("Add", new[] { typeof(Symbol), dictionaryType });
                    _genericCache[type] = dataDictionaryCache = new GenericDataDictionary(generic, method);
                }
 
                return dataDictionaryCache;
            }
        }
    }
}