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quantconnect--lean/Engine/DataFeeds/DownloaderDataProvider.cs
T
Martin-Molinero 645e1ca88c
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Downloader Data Provider Improvements (#7159)
* Downloader data provider fixes

- Fix stored data time zone, which is expected in data time zone
- Minor logging improvements
- LeanData Parse handles etf universes path. Adding unit test
- LeanDataWrite will only map if there's something to map to

* Fix download data provider synchronization

* Synchronization improvements after more testing

- KeyStringSynchronizer will handle reentrancy. Adding unit tests
- Define a unique Synchronizare for downloading data, since not related
  to disk reading & writting
2023-03-31 18:29:55 -03:00

251 lines
11 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.IO;
using System.Linq;
using QuantConnect.Util;
using QuantConnect.Data;
using QuantConnect.Logging;
using QuantConnect.Securities;
using QuantConnect.Interfaces;
using QuantConnect.Configuration;
using System.Collections.Concurrent;
namespace QuantConnect.Lean.Engine.DataFeeds
{
/// <summary>
/// Data provider which downloads data using an <see cref="IDataDownloader"/> or <see cref="IBrokerage"/> implementation
/// </summary>
public class DownloaderDataProvider : BaseDownloaderDataProvider
{
/// <summary>
/// Synchronizer in charge of guaranteeing a single operation per file path
/// </summary>
private readonly static KeyStringSynchronizer DiskSynchronizer = new();
private bool _customDataDownloadError;
private readonly ConcurrentDictionary<Symbol, Symbol> _marketHoursWarning = new();
private readonly MarketHoursDatabase _marketHoursDatabase = MarketHoursDatabase.FromDataFolder();
private readonly IDataDownloader _dataDownloader;
private readonly IDataCacheProvider _dataCacheProvider = new DiskDataCacheProvider(DiskSynchronizer);
/// <summary>
/// Creates a new instance
/// </summary>
public DownloaderDataProvider()
{
var dataDownloaderConfig = Config.Get("data-downloader");
if (!string.IsNullOrEmpty(dataDownloaderConfig))
{
_dataDownloader = Composer.Instance.GetExportedValueByTypeName<IDataDownloader>(dataDownloaderConfig);
}
else
{
throw new ArgumentException("DownloaderDataProvider(): requires 'data-downloader' to be set with a valid type name");
}
}
/// <summary>
/// Creates a new instance using a target data downloader used for testing
/// </summary>
public DownloaderDataProvider(IDataDownloader dataDownloader)
{
_dataDownloader = dataDownloader;
}
/// <summary>
/// Determines if it should downloads new data and retrieves data from disc
/// </summary>
/// <param name="key">A string representing where the data is stored</param>
/// <returns>A <see cref="Stream"/> of the data requested</returns>
public override Stream Fetch(string key)
{
return DownloadOnce(key, s =>
{
if (LeanData.TryParsePath(key, out var symbol, out var date, out var resolution, out var tickType, out var dataType))
{
if (symbol.SecurityType == SecurityType.Base)
{
if (!_customDataDownloadError)
{
_customDataDownloadError = true;
// lean data writter doesn't support it
Log.Trace($"DownloaderDataProvider.Get(): custom data is not supported, requested: {symbol}");
}
return;
}
MarketHoursDatabase.Entry entry;
try
{
entry = _marketHoursDatabase.GetEntry(symbol.ID.Market, symbol, symbol.SecurityType);
}
catch
{
// this could happen for some sources using the data provider but with not market hours data base entry, like interest rates
if (_marketHoursWarning.TryAdd(symbol, symbol))
{
// log once
Log.Trace($"DownloaderDataProvider.Get(): failed to find market hours for {symbol}, skipping");
}
// this shouldn't happen for data we want can download
return;
}
var dataTimeZone = entry.DataTimeZone;
var exchangeTimeZone = entry.ExchangeHours.TimeZone;
DateTime startTimeUtc;
DateTime endTimeUtc;
// we will download until yesterday so we are sure we don't get partial data
var endTimeUtcLimit = DateTime.UtcNow.Date.AddDays(-1);
if (resolution < Resolution.Hour)
{
// we can get the date from the path
startTimeUtc = date.ConvertToUtc(dataTimeZone);
// let's get the whole day
endTimeUtc = date.AddDays(1).ConvertToUtc(dataTimeZone);
if(endTimeUtc > endTimeUtcLimit)
{
// we are at the limit, avoid getting partial data
return;
}
}
else
{
// since hourly & daily are a single file we fetch the whole file
try
{
// we don't really know when Futures, FutureOptions, Cryptos, etc, start date so let's give it a good guess
if (symbol.SecurityType == SecurityType.Crypto)
{
// bitcoin start
startTimeUtc = new DateTime(2009, 1, 1);
}
else if (symbol.SecurityType.IsOption() && symbol.Underlying != null && symbol.SecurityType == SecurityType.Option)
{
// the underlying equity start date
startTimeUtc = symbol.Underlying.ID.Date;
}
else
{
startTimeUtc = symbol.ID.Date;
}
}
catch (InvalidOperationException)
{
startTimeUtc = Time.BeginningOfTime;
}
if (startTimeUtc <= Time.BeginningOfTime)
{
startTimeUtc = new DateTime(1998, 1, 2);
}
endTimeUtc = endTimeUtcLimit;
}
try
{
LeanDataWriter writer = null;
var getParams = new DataDownloaderGetParameters(symbol, resolution, startTimeUtc, endTimeUtc, tickType);
var data = _dataDownloader.Get(getParams)
.Where(baseData =>
{
if(symbol.SecurityType == SecurityType.Base || baseData.GetType() == dataType)
{
// we need to store the data in data time zone
baseData.Time = baseData.Time.ConvertTo(exchangeTimeZone, dataTimeZone);
baseData.EndTime = baseData.EndTime.ConvertTo(exchangeTimeZone, dataTimeZone);
return true;
}
return false;
})
// for canonical symbols, downloader will return data for all of the chain
.GroupBy(baseData => baseData.Symbol);
foreach (var dataPerSymbol in data)
{
if (writer == null)
{
writer = new LeanDataWriter(resolution, symbol, Globals.DataFolder, tickType, mapSymbol: true, dataCacheProvider: _dataCacheProvider);
}
// Save the data
writer.Write(dataPerSymbol);
}
}
catch (Exception e)
{
Log.Error(e);
}
}
});
}
/// <summary>
/// Get's the stream for a given file path
/// </summary>
protected override Stream GetStream(string key)
{
if(LeanData.TryParsePath(key, out var symbol, out var date, out var resolution) && resolution > Resolution.Minute && symbol.RequiresMapping())
{
// because the file could be updated even after it's created because of symbol mapping we can't stream from disk
return DiskSynchronizer.Execute(key, () =>
{
var baseStream = base.Fetch(key);
if (baseStream != null)
{
var result = new MemoryStream();
baseStream.CopyTo(result);
baseStream.Dispose();
// move position back to the start
result.Position = 0;
return result;
}
return null;
});
}
return base.Fetch(key);
}
/// <summary>
/// Main filter to determine if this file needs to be downloaded
/// </summary>
/// <param name="filePath">File we are looking at</param>
/// <returns>True if should download</returns>
protected override bool NeedToDownload(string filePath)
{
// Ignore null and invalid data requests
if (filePath == null
|| filePath.Contains("fine", StringComparison.InvariantCultureIgnoreCase) && filePath.Contains("fundamental", StringComparison.InvariantCultureIgnoreCase)
|| filePath.Contains("map_files", StringComparison.InvariantCultureIgnoreCase)
|| filePath.Contains("factor_files", StringComparison.InvariantCultureIgnoreCase)
|| filePath.Contains("margins", StringComparison.InvariantCultureIgnoreCase) && filePath.Contains("future", StringComparison.InvariantCultureIgnoreCase))
{
return false;
}
// Only download if it doesn't exist or is out of date.
// Files are only "out of date" for non date based files (hour, daily, margins, etc.) because this data is stored all in one file
return !File.Exists(filePath) || filePath.IsOutOfDate();
}
}
}