cff1243b86
Python algorithms with custom data requires an operation that converts a dictionary key into a attribute. In the current implementation the Slice object was converted into a python dictionary. This was not optimal, since we just need to make this conversion when the value of a key in the Slice is accessed. This implementation proposes a wrapper for the Slice object, PythonSlice, that would just perform the operation described above when needed.
159 lines
5.7 KiB
C#
159 lines
5.7 KiB
C#
/*
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* QUANTCONNECT.COM - Democratizing Finance, Empowering Individuals.
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* Lean Algorithmic Trading Engine v2.0. Copyright 2014 QuantConnect Corporation.
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*
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* Licensed under the Apache License, Version 2.0 (the "License");
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* you may not use this file except in compliance with the License.
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* You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0
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*
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* Unless required by applicable law or agreed to in writing, software
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* distributed under the License is distributed on an "AS IS" BASIS,
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* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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* See the License for the specific language governing permissions and
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* limitations under the License.
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*/
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using Python.Runtime;
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using QuantConnect.Data;
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using QuantConnect.Data.Custom;
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using QuantConnect.Data.Market;
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using System.Collections.Generic;
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using System.Linq;
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namespace QuantConnect.Python
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{
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/// <summary>
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/// Provides a data structure for all of an algorithm's data at a single time step
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/// </summary>
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public class PythonSlice : Slice
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{
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private Slice _slice;
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private static PyObject _converter;
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/// <summary>
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/// Initializes a new instance of the <see cref="PythonSlice"/> class
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/// </summary>
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/// <param name="slice">slice object to wrap</param>
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public PythonSlice(Slice slice)
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: base(slice.Time,
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Enumerable.Empty<BaseData>(),
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slice.Bars,
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slice.QuoteBars,
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slice.Ticks,
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slice.OptionChains,
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slice.FuturesChains,
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slice.Splits,
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slice.Dividends,
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slice.Delistings,
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slice.SymbolChangedEvents,
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slice.HasData
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)
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{
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_slice = slice;
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}
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/// <summary>
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/// Gets the number of symbols held in this slice
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/// </summary>
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public new int Count
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{
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get { return _slice.Count; }
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}
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/// <summary>
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/// Gets all the symbols in this slice
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/// </summary>
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public new IReadOnlyList<Symbol> Keys
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{
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get { return _slice.Keys; }
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}
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/// <summary>
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/// Gets a list of all the data in this slice
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/// </summary>
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public new IReadOnlyList<BaseData> Values
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{
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get { return _slice.Values; }
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}
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/// <summary>
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/// Gets the data corresponding to the specified symbol. If the requested data
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/// is of <see cref="MarketDataType.Tick"/>, then a <see cref="List{Tick}"/> will
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/// be returned, otherwise, it will be the subscribed type, for example, <see cref="TradeBar"/>
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/// or event <see cref="Quandl"/> for custom data.
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/// </summary>
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/// <param name="symbol">The data's symbols</param>
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/// <returns>The data for the specified symbol</returns>
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public new dynamic this[Symbol symbol]
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{
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get
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{
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var data = _slice[symbol];
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var dynamicData = data as DynamicData;
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if (dynamicData != null)
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{
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try
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{
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using (Py.GIL())
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{
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return _converter.InvokeMethod("Data", new[] { dynamicData.ToPython() });
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}
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}
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catch
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{
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// NOP
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}
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}
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return data;
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}
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}
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/// <summary>
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/// Determines whether this instance contains data for the specified symbol
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/// </summary>
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/// <param name="symbol">The symbol we seek data for</param>
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/// <returns>True if this instance contains data for the symbol, false otherwise</returns>
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public new bool ContainsKey(Symbol symbol)
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{
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return _slice.ContainsKey(symbol);
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}
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/// <summary>
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/// Gets the data associated with the specified symbol
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/// </summary>
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/// <param name="symbol">The symbol we want data for</param>
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/// <param name="data">The data for the specifed symbol, or null if no data was found</param>
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/// <returns>True if data was found, false otherwise</returns>
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public new bool TryGetValue(Symbol symbol, out dynamic data)
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{
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return _slice.TryGetValue(symbol, out data);
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}
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/// <summary>
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/// Sets the converter
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/// </summary>
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public static void SetConverter()
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{
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if (_converter != null) return;
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// Python Data class: Converts custom data (PythonData) into a python object'''
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_converter = PythonEngine.ModuleFromString("converter",
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"import decimal\n" +
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"class Data(object):\n" +
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" def __init__(self, data):\n" +
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" self.data = data\n" +
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" members = [attr for attr in dir(data) if not callable(attr) and not attr.startswith(\"__\")]\n" +
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" for member in members:\n" +
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" setattr(self, member, getattr(data, member))\n" +
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" for kvp in data.GetStorageDictionary():\n" +
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" name = kvp.Key.replace('-',' ').replace('.',' ').title().replace(' ', '')\n" +
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" value = decimal.Decimal(kvp.Value) if isinstance(kvp.Value, float) else kvp.Value\n" +
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" setattr(self, name, value)\n" +
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" def __str__(self):\n" +
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" return self.data.ToString()");
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}
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}
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} |