Files
quantconnect--lean/Common/Data/Slice.cs

489 lines
18 KiB
C#

/*
* QUANTCONNECT.COM - Democratizing Finance, Empowering Individuals.
* Lean Algorithmic Trading Engine v2.0. Copyright 2014 QuantConnect Corporation.
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
using System;
using System.Collections;
using System.Collections.Generic;
using System.Linq;
using QuantConnect.Data.Custom;
using QuantConnect.Data.Market;
namespace QuantConnect.Data
{
/// <summary>
/// Provides a data structure for all of an algorithm's data at a single time step
/// </summary>
public class Slice : IEnumerable<KeyValuePair<Symbol, BaseData>>
{
private readonly Ticks _ticks;
private readonly TradeBars _bars;
private readonly QuoteBars _quoteBars;
private readonly OptionChains _optionChains;
private readonly FuturesChains _futuresChains;
// aux data
private readonly Splits _splits;
private readonly Dividends _dividends;
private readonly Delistings _delistings;
private readonly SymbolChangedEvents _symbolChangedEvents;
// string -> data for non-tick data
// string -> list{data} for tick data
private readonly Lazy<DataDictionary<SymbolData>> _data;
// Quandl -> DataDictonary<Quandl>
private readonly Dictionary<Type, Lazy<object>> _dataByType;
/// <summary>
/// Gets the timestamp for this slice of data
/// </summary>
public DateTime Time
{
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="QuantConnect.Data.Market.SymbolChangedEvents"/> for this slice of data
/// </summary>
public SymbolChangedEvents SymbolChangedEvents
{
get { return _symbolChangedEvents; }
}
/// <summary>
/// Gets the number of symbols held in this slice
/// </summary>
public int Count
{
get { return _data.Value.Count; }
}
/// <summary>
/// Gets all the symbols in this slice
/// </summary>
public IReadOnlyList<Symbol> Keys
{
get { return new List<Symbol>(_data.Value.Keys); }
}
/// <summary>
/// Gets a list of all the data in this slice
/// </summary>
public 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>
public Slice(DateTime time, IEnumerable<BaseData> data)
: this(time, data, null, null, null, null, null, null, null, null, null)
{
}
/// <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="hasData">true if this slice contains data</param>
public Slice(DateTime time, IEnumerable<BaseData> data, TradeBars tradeBars, QuoteBars quoteBars, Ticks ticks, OptionChains optionChains, FuturesChains futuresChains, Splits splits, Dividends dividends, Delistings delistings, SymbolChangedEvents symbolChanges, bool? hasData = null)
{
Time = time;
_dataByType = new Dictionary<Type, Lazy<object>>();
// market data
_data = new Lazy<DataDictionary<SymbolData>>(() => CreateDynamicDataDictionary(data));
HasData = hasData ?? _data.Value.Count > 0;
_ticks = CreateTicksCollection(ticks);
_bars = CreateCollection<TradeBars, TradeBar>(tradeBars);
_quoteBars = CreateCollection<QuoteBars, QuoteBar>(quoteBars);
_optionChains = CreateCollection<OptionChains, OptionChain>(optionChains);
_futuresChains = CreateCollection<FuturesChains, FuturesChain>(futuresChains);
// auxiliary data
_splits = CreateCollection<Splits, Split>(splits);
_dividends = CreateCollection<Dividends, Dividend>(dividends);
_delistings = CreateCollection<Delistings, Delisting>(delistings);
_symbolChangedEvents = CreateCollection<SymbolChangedEvents, SymbolChangedEvent>(symbolChanges);
}
/// <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="Quandl"/> for custom data.
/// </summary>
/// <param name="symbol">The data's symbols</param>
/// <returns>The data for the specified symbol</returns>
public dynamic this[Symbol symbol]
{
get
{
SymbolData value;
if (_data.Value.TryGetValue(symbol, out value))
{
return value.GetData();
}
throw new KeyNotFoundException(string.Format("'{0}' 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(\"{0}\")", 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="Quandl"/>, ect...</typeparam>
/// <returns>The <see cref="DataDictionary{T}"/> containing the data of the specified type</returns>
public DataDictionary<T> Get<T>()
where T : IBaseData
{
Lazy<object> dictionary;
if (!_dataByType.TryGetValue(typeof(T), out dictionary))
{
if (typeof(T) == typeof(Tick))
{
dictionary = new Lazy<object>(() => new DataDictionary<T>(_data.Value.Values.SelectMany<dynamic, dynamic>(x => x.GetData()).OfType<T>(), x => x.Symbol));
}
else if (typeof(T) == typeof(TradeBar))
{
dictionary = new Lazy<object>(() => new DataDictionary<TradeBar>(
_data.Value.Values.Where(x => x.TradeBar != null).Select(x => x.TradeBar),
x => x.Symbol));
}
else if (typeof(T) == typeof(QuoteBar))
{
dictionary = new Lazy<object>(() => new DataDictionary<QuoteBar>(
_data.Value.Values.Where(x => x.QuoteBar != null).Select(x => x.QuoteBar),
x => x.Symbol));
}
else
{
dictionary = new Lazy<object>(() => new DataDictionary<T>(_data.Value.Values.Select(x => x.GetData()).OfType<T>(), x => x.Symbol));
}
_dataByType[typeof(T)] = dictionary;
}
return (DataDictionary<T>)dictionary.Value;
}
/// <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 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 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>
/// 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)
{
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>
/// Returns the input ticks if non-null, otherwise produces one fom the dynamic data dictionary
/// </summary>
private Ticks CreateTicksCollection(Ticks ticks)
{
if (ticks != null) return ticks;
ticks = new Ticks(Time);
foreach (var listTicks in _data.Value.Values.Select(x => x.GetData()).OfType<List<Tick>>().Where(x => x.Count != 0))
{
ticks[listTicks[0].Symbol] = listTicks;
}
return ticks;
}
/// <summary>
/// Returns the input collection if onon-null, otherwise produces one from the dynamic data dictionary
/// </summary>
/// <typeparam name="T">The data dictionary type</typeparam>
/// <typeparam name="TItem">The item type of the data dictionary</typeparam>
/// <param name="collection">The input collection, if non-null, returned immediately</param>
/// <returns>The data dictionary of <typeparamref name="TItem"/> containing all the data of that type in this slice</returns>
private T CreateCollection<T, TItem>(T collection)
where T : DataDictionary<TItem>, new()
where TItem : BaseData
{
if (collection != null) return collection;
collection = new T();
#pragma warning disable 618 // This assignment is left here until the Time property is removed.
collection.Time = Time;
#pragma warning restore 618
foreach (var item in _data.Value.Values.Select(x => x.GetData()).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);
}
}
}
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();
}
}
}
}
}