/* * 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.IO; using System.Linq; using QuantConnect.Data; using System.Diagnostics; using QuantConnect.Logging; using System.Collections.Generic; using ZipFile = Ionic.Zip.ZipFile; namespace QuantConnect.ToolBox.KaikoDataConverter { /// /// Console application for converting a single day of Kaiko data into Lean data format for high resolutions (tick, second and minute) /// public static class KaikoDataConverterProgram { /// /// Kaiko data converter entry point. /// /// The source directory where all Kaiko zipped files are stored.. /// The date to process. /// The exchange to process, if not defined, all exchanges will be processed. /// Source folder does not exists. /// This converter will process automatically data for every exchange and for both tick types if the raw data files are available in the sourceDirectory public static void KaikoDataConverter(string sourceDirectory, string date, string exchange = "") { var timer = new Stopwatch(); timer.Start(); var folderPath = new DirectoryInfo(sourceDirectory); if (!folderPath.Exists) { throw new ArgumentException($"Source folder {folderPath.FullName} not found"); } exchange = !string.IsNullOrEmpty(exchange) && exchange.ToLowerInvariant() == "gdax" ? "coinbase" : exchange; var processingDate = Parse.DateTimeExact(date, DateFormat.EightCharacter); foreach (var filePath in folderPath.EnumerateFiles("*.zip")) { // Do not process exchanges other than the one defined. if (!string.IsNullOrEmpty(exchange) && !filePath.Name.ToLowerInvariant().Contains(exchange.ToLowerInvariant())) continue; Log.Trace($"KaikoDataConverter(): Starting data conversion from source {filePath.Name} for date {processingDate:yyyy_MM_dd}... "); using (var zip = new ZipFile(filePath.FullName)) { var targetDayEntries = zip.Entries.Where(e => e.FileName.Contains($"{processingDate.ToStringInvariant("yyyy_MM_dd")}")).ToList(); if (!targetDayEntries.Any()) { Log.Error($"KaikoDataConverter(): Date {processingDate:yyyy_MM_dd} not found in source file {filePath.FullName}."); } foreach (var zipEntry in targetDayEntries) { var nameParts = zipEntry.FileName.Split(new char[] { '/' }).Last().Split(new char[] { '_' }); var market = nameParts[0] == "Coinbase" ? "GDAX" : nameParts[0]; var ticker = nameParts[1]; var tickType = nameParts[2] == "trades" ? TickType.Trade : TickType.Quote; var symbol = Symbol.Create(ticker, SecurityType.Crypto, market); Log.Trace($"KaikoDataConverter(): Processing {symbol.Value} {tickType}"); // Generate ticks from raw data and write them to disk var reader = new KaikoDataReader(symbol, tickType); var ticks = reader.GetTicksFromZipEntry(zipEntry); var writer = new LeanDataWriter(Resolution.Tick, symbol, Globals.DataFolder, tickType); writer.Write(ticks); try { Log.Trace($"KaikoDataConverter(): Starting consolidation for {symbol.Value} {tickType}"); List consolidators = new List(); if (tickType == TickType.Trade) { consolidators.AddRange(new[] { new TradeTickAggregator(Resolution.Second), new TradeTickAggregator(Resolution.Minute), }); } else { consolidators.AddRange(new[] { new QuoteTickAggregator(Resolution.Second), new QuoteTickAggregator(Resolution.Minute), }); } foreach (var tick in ticks) { foreach (var consolidator in consolidators) { consolidator.Update(tick); } } foreach (var consolidator in consolidators) { writer = new LeanDataWriter(consolidator.Resolution, symbol, Globals.DataFolder, tickType); writer.Write(consolidator.Flush()); } } catch (Exception e) { Log.Error($"KaikoDataConverter(): Error processing entry {zipEntry.FileName}. Exception {e}"); } } } } Log.Trace($"KaikoDataConverter(): Finished in {timer.Elapsed}"); } } }