chore: import upstream snapshot with attribution
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/*
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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 System;
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using System.Collections.Generic;
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using System.Linq;
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using QuantConnect.Data;
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using QuantConnect.Data.Consolidators;
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using QuantConnect.Data.Market;
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namespace QuantConnect.ToolBox
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{
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/// <summary>
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/// Specifies a piece of processing that should be performed against a source file
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/// </summary>
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public interface IDataProcessor : IDisposable
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{
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/// <summary>
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/// Invoked for each piece of data from the source file
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/// </summary>
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/// <param name="data">The data to be processed</param>
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void Process(IBaseData data);
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}
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/// <summary>
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/// Provides methods for creating data processor stacks
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/// </summary>
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public static class DataProcessor
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{
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/// <summary>
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/// Creates a new data processor that will filter in input data before piping it into the specified processor
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/// </summary>
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public static IDataProcessor FilteredBy(this IDataProcessor processor, Func<IBaseData, bool> predicate)
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{
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return new FilteredDataProcessor(processor, predicate);
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}
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/// <summary>
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/// Creates a data processor that will aggregate and zip the requested resolutions of data
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/// </summary>
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public static IDataProcessor Zip(string dataDirectory, IEnumerable<Resolution> resolutions, TickType tickType, bool sourceIsTick)
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{
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var set = resolutions.ToHashSet();
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var root = new PipeDataProcessor();
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// only filter tick sources
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var stack = !sourceIsTick ? root
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: (IDataProcessor) new FilteredDataProcessor(root, x => ((Tick) x).TickType == tickType);
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if (set.Contains(Resolution.Tick))
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{
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// tick is filtered via trade/quote
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var tick = new CsvDataProcessor(dataDirectory, Resolution.Tick, tickType);
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root.PipeTo(tick);
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}
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if (set.Contains(Resolution.Second))
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{
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root = AddResolution(dataDirectory, tickType, root, Resolution.Second, sourceIsTick);
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sourceIsTick = false;
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}
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if (set.Contains(Resolution.Minute))
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{
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root = AddResolution(dataDirectory, tickType, root, Resolution.Minute, sourceIsTick);
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sourceIsTick = false;
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}
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if (set.Contains(Resolution.Hour))
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{
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root = AddResolution(dataDirectory, tickType, root, Resolution.Hour, sourceIsTick);
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sourceIsTick = false;
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}
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if (set.Contains(Resolution.Daily))
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{
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AddResolution(dataDirectory, tickType, root, Resolution.Daily, sourceIsTick);
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}
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return stack;
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}
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private static PipeDataProcessor AddResolution(string dataDirectory, TickType tickType, PipeDataProcessor root, Resolution resolution, bool sourceIsTick)
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{
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var second = new CsvDataProcessor(dataDirectory, resolution, tickType);
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var secondRoot = new PipeDataProcessor(second);
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var aggregator = new ConsolidatorDataProcessor(secondRoot, data => CreateConsolidator(resolution, tickType, data, sourceIsTick));
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root.PipeTo(aggregator);
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return secondRoot;
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}
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private static IDataConsolidator CreateConsolidator(Resolution resolution, TickType tickType, IBaseData data, bool sourceIsTick)
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{
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var securityType = data.Symbol.ID.SecurityType;
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switch (securityType)
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{
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case SecurityType.Base:
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case SecurityType.Equity:
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case SecurityType.Cfd:
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case SecurityType.Forex:
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return new TickConsolidator(resolution.ToTimeSpan());
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case SecurityType.Option:
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if (tickType == TickType.Trade)
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{
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return sourceIsTick
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? new TickConsolidator(resolution.ToTimeSpan())
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: (IDataConsolidator) new TradeBarConsolidator(resolution.ToTimeSpan());
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}
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if (tickType == TickType.Quote)
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{
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return sourceIsTick
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? new TickQuoteBarConsolidator(resolution.ToTimeSpan())
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: (IDataConsolidator) new QuoteBarConsolidator(resolution.ToTimeSpan());
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}
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break;
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}
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throw new NotImplementedException("Consolidator creation is not defined for " + securityType + " " + tickType);
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}
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}
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}
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