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| 1 | +/* |
| 2 | + * QUANTCONNECT.COM - Democratizing Finance, Empowering Individuals. |
| 3 | + * Lean Algorithmic Trading Engine v2.0. Copyright 2014 QuantConnect Corporation. |
| 4 | + * |
| 5 | + * Licensed under the Apache License, Version 2.0 (the "License"); |
| 6 | + * you may not use this file except in compliance with the License. |
| 7 | + * You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 |
| 8 | + * |
| 9 | + * Unless required by applicable law or agreed to in writing, software |
| 10 | + * distributed under the License is distributed on an "AS IS" BASIS, |
| 11 | + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
| 12 | + * See the License for the specific language governing permissions and |
| 13 | + * limitations under the License. |
| 14 | +*/ |
| 15 | + |
| 16 | +using System; |
| 17 | +using System.Collections; |
| 18 | +using System.Collections.Generic; |
| 19 | +using System.Linq; |
| 20 | +using Python.Runtime; |
| 21 | +using QuantConnect.Python; |
| 22 | +using QuantConnect.Securities; |
| 23 | +using QuantConnect.Securities.Option; |
| 24 | +using QuantConnect.Util; |
| 25 | + |
| 26 | +namespace QuantConnect.Data.Market |
| 27 | +{ |
| 28 | + /// <summary> |
| 29 | + /// Base representation of an entire chain of contracts for a single underlying security. |
| 30 | + /// This type is <see cref="IEnumerable{T}"/> where T is <see cref="OptionContract"/>, <see cref="FuturesContract"/>, etc. |
| 31 | + /// </summary> |
| 32 | + public class BaseChain<T, TContractsCollection> : BaseData, IEnumerable<T> |
| 33 | + where T : ISymbol, ISymbolProvider |
| 34 | + where TContractsCollection : DataDictionary<T>, new() |
| 35 | + { |
| 36 | + private readonly Dictionary<Type, Dictionary<Symbol, List<BaseData>>> _auxiliaryData = new Dictionary<Type, Dictionary<Symbol, List<BaseData>>>(); |
| 37 | + private readonly Lazy<PyObject> _dataframe; |
| 38 | + private readonly bool _flatten; |
| 39 | + |
| 40 | + /// <summary> |
| 41 | + /// Gets the most recent trade information for the underlying. This may |
| 42 | + /// be a <see cref="Tick"/> or a <see cref="TradeBar"/> |
| 43 | + /// </summary> |
| 44 | + [PandasIgnore] |
| 45 | + public BaseData Underlying |
| 46 | + { |
| 47 | + get; internal set; |
| 48 | + } |
| 49 | + |
| 50 | + /// <summary> |
| 51 | + /// Gets all ticks for every option contract in this chain, keyed by option symbol |
| 52 | + /// </summary> |
| 53 | + [PandasIgnore] |
| 54 | + public Ticks Ticks |
| 55 | + { |
| 56 | + get; protected set; |
| 57 | + } |
| 58 | + |
| 59 | + /// <summary> |
| 60 | + /// Gets all trade bars for every option contract in this chain, keyed by option symbol |
| 61 | + /// </summary> |
| 62 | + [PandasIgnore] |
| 63 | + public TradeBars TradeBars |
| 64 | + { |
| 65 | + get; protected set; |
| 66 | + } |
| 67 | + |
| 68 | + /// <summary> |
| 69 | + /// Gets all quote bars for every option contract in this chain, keyed by option symbol |
| 70 | + /// </summary> |
| 71 | + [PandasIgnore] |
| 72 | + public QuoteBars QuoteBars |
| 73 | + { |
| 74 | + get; protected set; |
| 75 | + } |
| 76 | + |
| 77 | + /// <summary> |
| 78 | + /// Gets all contracts in the chain, keyed by option symbol |
| 79 | + /// </summary> |
| 80 | + public TContractsCollection Contracts |
| 81 | + { |
| 82 | + get; private set; |
| 83 | + } |
| 84 | + |
| 85 | + /// <summary> |
| 86 | + /// Gets the set of symbols that passed the <see cref="Option.ContractFilter"/> |
| 87 | + /// </summary> |
| 88 | + [PandasIgnore] |
| 89 | + public HashSet<Symbol> FilteredContracts |
| 90 | + { |
| 91 | + get; protected set; |
| 92 | + } |
| 93 | + |
| 94 | + /// <summary> |
| 95 | + /// The data frame representation of the option chain |
| 96 | + /// </summary> |
| 97 | + [PandasIgnore] |
| 98 | + public PyObject DataFrame => _dataframe.Value; |
| 99 | + |
| 100 | + /// <summary> |
| 101 | + /// Initializes a new default instance of the <see cref="BaseChain"/> class |
| 102 | + /// </summary> |
| 103 | + protected BaseChain(MarketDataType dataType, bool flatten) |
| 104 | + { |
| 105 | + DataType = dataType; |
| 106 | + _flatten = flatten; |
| 107 | + _dataframe = new Lazy<PyObject>( |
| 108 | + () => |
| 109 | + { |
| 110 | + if (!PythonEngine.IsInitialized) |
| 111 | + { |
| 112 | + return null; |
| 113 | + } |
| 114 | + return new PandasConverter().GetDataFrame(new[] { this }, symbolOnlyIndex: true, flatten: _flatten); |
| 115 | + }, |
| 116 | + isThreadSafe: false); |
| 117 | + } |
| 118 | + |
| 119 | + /// <summary> |
| 120 | + /// Initializes a new instance of the <see cref="BaseChain"/> class |
| 121 | + /// </summary> |
| 122 | + /// <param name="canonicalOptionSymbol">The symbol for this chain.</param> |
| 123 | + /// <param name="time">The time of this chain</param> |
| 124 | + /// <param name="flatten">Whether to flatten the data frame</param> |
| 125 | + protected BaseChain(Symbol canonicalOptionSymbol, DateTime time, MarketDataType dataType, bool flatten = true) |
| 126 | + : this(dataType, flatten) |
| 127 | + { |
| 128 | + Time = time; |
| 129 | + Symbol = canonicalOptionSymbol; |
| 130 | + Ticks = new Ticks(time); |
| 131 | + TradeBars = new TradeBars(time); |
| 132 | + QuoteBars = new QuoteBars(time); |
| 133 | + FilteredContracts = new HashSet<Symbol>(); |
| 134 | + Underlying = new QuoteBar(); |
| 135 | + Contracts = new(); |
| 136 | + Contracts.Time = time; |
| 137 | + } |
| 138 | + |
| 139 | + /// <summary> |
| 140 | + /// Initializes a new instance of the <see cref="BaseChain"/> class |
| 141 | + /// </summary> |
| 142 | + /// <param name="canonicalOptionSymbol">The symbol for this chain.</param> |
| 143 | + /// <param name="time">The time of this chain</param> |
| 144 | + /// <param name="underlying">The most recent underlying trade data</param> |
| 145 | + /// <param name="trades">All trade data for the entire option chain</param> |
| 146 | + /// <param name="quotes">All quote data for the entire option chain</param> |
| 147 | + /// <param name="contracts">All contracts for this option chain</param> |
| 148 | + /// <param name="filteredContracts">The filtered list of contracts for this option chain</param> |
| 149 | + /// <param name="flatten">Whether to flatten the data frame</param> |
| 150 | + protected BaseChain(Symbol canonicalOptionSymbol, DateTime time, BaseData underlying, IEnumerable<BaseData> trades, |
| 151 | + IEnumerable<BaseData> quotes, IEnumerable<T> contracts, IEnumerable<Symbol> filteredContracts, MarketDataType dataType, bool flatten = true) |
| 152 | + : this(canonicalOptionSymbol, time, dataType, flatten) |
| 153 | + { |
| 154 | + Underlying = underlying; |
| 155 | + FilteredContracts = filteredContracts.ToHashSet(); |
| 156 | + |
| 157 | + foreach (var trade in trades) |
| 158 | + { |
| 159 | + var tick = trade as Tick; |
| 160 | + if (tick != null) |
| 161 | + { |
| 162 | + List<Tick> ticks; |
| 163 | + if (!Ticks.TryGetValue(tick.Symbol, out ticks)) |
| 164 | + { |
| 165 | + ticks = new List<Tick>(); |
| 166 | + Ticks[tick.Symbol] = ticks; |
| 167 | + } |
| 168 | + ticks.Add(tick); |
| 169 | + continue; |
| 170 | + } |
| 171 | + var bar = trade as TradeBar; |
| 172 | + if (bar != null) |
| 173 | + { |
| 174 | + TradeBars[trade.Symbol] = bar; |
| 175 | + } |
| 176 | + } |
| 177 | + |
| 178 | + foreach (var quote in quotes) |
| 179 | + { |
| 180 | + var tick = quote as Tick; |
| 181 | + if (tick != null) |
| 182 | + { |
| 183 | + List<Tick> ticks; |
| 184 | + if (!Ticks.TryGetValue(tick.Symbol, out ticks)) |
| 185 | + { |
| 186 | + ticks = new List<Tick>(); |
| 187 | + Ticks[tick.Symbol] = ticks; |
| 188 | + } |
| 189 | + ticks.Add(tick); |
| 190 | + continue; |
| 191 | + } |
| 192 | + var bar = quote as QuoteBar; |
| 193 | + if (bar != null) |
| 194 | + { |
| 195 | + QuoteBars[quote.Symbol] = bar; |
| 196 | + } |
| 197 | + } |
| 198 | + |
| 199 | + foreach (var contract in contracts) |
| 200 | + { |
| 201 | + Contracts[contract.Symbol] = contract; |
| 202 | + } |
| 203 | + } |
| 204 | + |
| 205 | + /// <summary> |
| 206 | + /// Initializes a new instance of the <see cref="BaseChain"/> class as a copy of the specified chain |
| 207 | + /// </summary> |
| 208 | + protected BaseChain(BaseChain<T, TContractsCollection> other) |
| 209 | + : this(other.DataType, other._flatten) |
| 210 | + { |
| 211 | + Symbol = other.Symbol; |
| 212 | + Time = other.Time; |
| 213 | + Value = other.Value; |
| 214 | + Underlying = other.Underlying; |
| 215 | + Ticks = other.Ticks; |
| 216 | + QuoteBars = other.QuoteBars; |
| 217 | + TradeBars = other.TradeBars; |
| 218 | + Contracts = other.Contracts; |
| 219 | + FilteredContracts = other.FilteredContracts; |
| 220 | + } |
| 221 | + |
| 222 | + /// <summary> |
| 223 | + /// Gets the auxiliary data with the specified type and symbol |
| 224 | + /// </summary> |
| 225 | + /// <typeparam name="TAux">The type of auxiliary data</typeparam> |
| 226 | + /// <param name="symbol">The symbol of the auxiliary data</param> |
| 227 | + /// <returns>The last auxiliary data with the specified type and symbol</returns> |
| 228 | + public TAux GetAux<TAux>(Symbol symbol) |
| 229 | + { |
| 230 | + List<BaseData> list; |
| 231 | + Dictionary<Symbol, List<BaseData>> dictionary; |
| 232 | + if (!_auxiliaryData.TryGetValue(typeof(TAux), out dictionary) || !dictionary.TryGetValue(symbol, out list)) |
| 233 | + { |
| 234 | + return default; |
| 235 | + } |
| 236 | + return list.OfType<TAux>().LastOrDefault(); |
| 237 | + } |
| 238 | + |
| 239 | + /// <summary> |
| 240 | + /// Gets all auxiliary data of the specified type as a dictionary keyed by symbol |
| 241 | + /// </summary> |
| 242 | + /// <typeparam name="TAux">The type of auxiliary data</typeparam> |
| 243 | + /// <returns>A dictionary containing all auxiliary data of the specified type</returns> |
| 244 | + public DataDictionary<TAux> GetAux<TAux>() |
| 245 | + { |
| 246 | + Dictionary<Symbol, List<BaseData>> d; |
| 247 | + if (!_auxiliaryData.TryGetValue(typeof(TAux), out d)) |
| 248 | + { |
| 249 | + return new DataDictionary<TAux>(); |
| 250 | + } |
| 251 | + var dictionary = new DataDictionary<TAux>(); |
| 252 | + foreach (var kvp in d) |
| 253 | + { |
| 254 | + var item = kvp.Value.OfType<TAux>().LastOrDefault(); |
| 255 | + if (item != null) |
| 256 | + { |
| 257 | + dictionary.Add(kvp.Key, item); |
| 258 | + } |
| 259 | + } |
| 260 | + return dictionary; |
| 261 | + } |
| 262 | + |
| 263 | + /// <summary> |
| 264 | + /// Gets all auxiliary data of the specified type as a dictionary keyed by symbol |
| 265 | + /// </summary> |
| 266 | + /// <typeparam name="TAux">The type of auxiliary data</typeparam> |
| 267 | + /// <returns>A dictionary containing all auxiliary data of the specified type</returns> |
| 268 | + public Dictionary<Symbol, List<BaseData>> GetAuxList<TAux>() |
| 269 | + { |
| 270 | + Dictionary<Symbol, List<BaseData>> dictionary; |
| 271 | + if (!_auxiliaryData.TryGetValue(typeof(TAux), out dictionary)) |
| 272 | + { |
| 273 | + return new Dictionary<Symbol, List<BaseData>>(); |
| 274 | + } |
| 275 | + return dictionary; |
| 276 | + } |
| 277 | + |
| 278 | + /// <summary> |
| 279 | + /// Gets a list of auxiliary data with the specified type and symbol |
| 280 | + /// </summary> |
| 281 | + /// <typeparam name="TAux">The type of auxiliary data</typeparam> |
| 282 | + /// <param name="symbol">The symbol of the auxiliary data</param> |
| 283 | + /// <returns>The list of auxiliary data with the specified type and symbol</returns> |
| 284 | + public List<TAux> GetAuxList<TAux>(Symbol symbol) |
| 285 | + { |
| 286 | + List<BaseData> list; |
| 287 | + Dictionary<Symbol, List<BaseData>> dictionary; |
| 288 | + if (!_auxiliaryData.TryGetValue(typeof(TAux), out dictionary) || !dictionary.TryGetValue(symbol, out list)) |
| 289 | + { |
| 290 | + return new List<TAux>(); |
| 291 | + } |
| 292 | + return list.OfType<TAux>().ToList(); |
| 293 | + } |
| 294 | + |
| 295 | + /// <summary> |
| 296 | + /// Returns an enumerator that iterates through the collection. |
| 297 | + /// </summary> |
| 298 | + /// <returns> |
| 299 | + /// An enumerator that can be used to iterate through the collection. |
| 300 | + /// </returns> |
| 301 | + public IEnumerator<T> GetEnumerator() |
| 302 | + { |
| 303 | + return Contracts.Values.GetEnumerator(); |
| 304 | + } |
| 305 | + |
| 306 | + /// <summary> |
| 307 | + /// Returns an enumerator that iterates through a collection. |
| 308 | + /// </summary> |
| 309 | + /// <returns> |
| 310 | + /// An <see cref="T:System.Collections.IEnumerator"/> object that can be used to iterate through the collection. |
| 311 | + /// </returns> |
| 312 | + IEnumerator IEnumerable.GetEnumerator() |
| 313 | + { |
| 314 | + return GetEnumerator(); |
| 315 | + } |
| 316 | + |
| 317 | + /// <summary> |
| 318 | + /// Adds the specified auxiliary data to this option chain |
| 319 | + /// </summary> |
| 320 | + /// <param name="baseData">The auxiliary data to be added</param> |
| 321 | + internal void AddAuxData(BaseData baseData) |
| 322 | + { |
| 323 | + var type = baseData.GetType(); |
| 324 | + Dictionary<Symbol, List<BaseData>> dictionary; |
| 325 | + if (!_auxiliaryData.TryGetValue(type, out dictionary)) |
| 326 | + { |
| 327 | + dictionary = new Dictionary<Symbol, List<BaseData>>(); |
| 328 | + _auxiliaryData[type] = dictionary; |
| 329 | + } |
| 330 | + |
| 331 | + List<BaseData> list; |
| 332 | + if (!dictionary.TryGetValue(baseData.Symbol, out list)) |
| 333 | + { |
| 334 | + list = new List<BaseData>(); |
| 335 | + dictionary[baseData.Symbol] = list; |
| 336 | + } |
| 337 | + list.Add(baseData); |
| 338 | + } |
| 339 | + } |
| 340 | +} |
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