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Daily data time adjustment (QuantConnect#8001)
* Daily data Time & EndTime Improvement - Adjust daily data Time & EndTime to actually reflect the time of the data used, for example US Equity from 9.30 to 4PM. Adding new unit and regression tests * Refactor solution to use enumerator - Refactor daily strict end times solution to be through enumerator usage, so it applies for history providers too * Minor fixes * Revert fill forward enumerator change - Revert FillForward enumerator causing stats changing, enhancing unit tests * Some cleanup * Improve handling of live trading FF enumerator - Improve handling of live trading FF enumerator, by adding support for bars to arrive with a delay so we can handle auction close/option prices or data providers which might have some delay making the data available. Adding new unit tests asserting the behavior
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70 changes: 70 additions & 0 deletions
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Algorithm.CSharp/FillForwardStrictEndTimeDailyRegressionAlgorithm.cs
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/* | ||
* 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. | ||
* | ||
*/ | ||
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using System.Collections.Generic; | ||
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namespace QuantConnect.Algorithm.CSharp | ||
{ | ||
public class FillForwardStrictEndTimeDailyRegressionAlgorithm : FillForwardStrictEndTimeHourRegressionAlgorithm | ||
{ | ||
protected override int StartDate => 1; | ||
protected override Resolution FillForwardResolution => Resolution.Daily; | ||
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/// <summary> | ||
/// Data Points count of all timeslices of algorithm | ||
/// </summary> | ||
public override long DataPoints => 100; | ||
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/// </summary> | ||
/// Data Points count of the algorithm history | ||
/// </summary> | ||
public override int AlgorithmHistoryDataPoints => 0; | ||
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/// <summary> | ||
/// This is used by the regression test system to indicate what the expected statistics are from running the algorithm | ||
/// </summary> | ||
public override Dictionary<string, string> ExpectedStatistics => new Dictionary<string, string> | ||
{ | ||
{"Total Orders", "0"}, | ||
{"Average Win", "0%"}, | ||
{"Average Loss", "0%"}, | ||
{"Compounding Annual Return", "0%"}, | ||
{"Drawdown", "0%"}, | ||
{"Expectancy", "0"}, | ||
{"Start Equity", "100000"}, | ||
{"End Equity", "100000"}, | ||
{"Net Profit", "0%"}, | ||
{"Sharpe Ratio", "0"}, | ||
{"Sortino Ratio", "0"}, | ||
{"Probabilistic Sharpe Ratio", "0%"}, | ||
{"Loss Rate", "0%"}, | ||
{"Win Rate", "0%"}, | ||
{"Profit-Loss Ratio", "0"}, | ||
{"Alpha", "0"}, | ||
{"Beta", "0"}, | ||
{"Annual Standard Deviation", "0"}, | ||
{"Annual Variance", "0"}, | ||
{"Information Ratio", "-0.878"}, | ||
{"Tracking Error", "0.111"}, | ||
{"Treynor Ratio", "0"}, | ||
{"Total Fees", "$0.00"}, | ||
{"Estimated Strategy Capacity", "$0"}, | ||
{"Lowest Capacity Asset", ""}, | ||
{"Portfolio Turnover", "0%"}, | ||
{"OrderListHash", "d41d8cd98f00b204e9800998ecf8427e"} | ||
}; | ||
} | ||
} |
135 changes: 135 additions & 0 deletions
135
Algorithm.CSharp/FillForwardStrictEndTimeHourRegressionAlgorithm.cs
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/* | ||
* 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. | ||
* | ||
*/ | ||
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using System; | ||
using System.Text; | ||
using QuantConnect.Data; | ||
using QuantConnect.Interfaces; | ||
using System.Collections.Generic; | ||
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namespace QuantConnect.Algorithm.CSharp | ||
{ | ||
/// <summary> | ||
/// Regression algorithm asserting the behavior of fill forward when using daily strict end times | ||
/// </summary> | ||
public class FillForwardStrictEndTimeHourRegressionAlgorithm : QCAlgorithm, IRegressionAlgorithmDefinition | ||
{ | ||
private readonly bool _updateExpectedData = false; | ||
private readonly StringBuilder _data = new(); | ||
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protected virtual string ExpectedDataFile => $"../../TestData/{GetType().Name}.zip"; | ||
protected virtual int StartDate => 4; | ||
protected virtual Resolution FillForwardResolution => Resolution.Hour; | ||
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/// <summary> | ||
/// Initialize your algorithm and add desired assets. | ||
/// </summary> | ||
public override void Initialize() | ||
{ | ||
SetStartDate(2021, 1, StartDate); | ||
SetEndDate(2021, 1, 15); | ||
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AddIndex("SPX", Resolution.Daily); | ||
AddEquity("SPY", FillForwardResolution); | ||
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Settings.DailyStrictEndTimeEnabled = true; | ||
} | ||
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/// <summary> | ||
/// Index EMA Cross trading index options of the index. | ||
/// </summary> | ||
public override void OnData(Slice data) | ||
{ | ||
if (data.ContainsKey("SPX")) | ||
{ | ||
var spxData = data.Bars["SPX"]; | ||
var message = $"{Time} ==== FF {spxData.IsFillForward}. {spxData} {spxData.Time:HH:mm:ss}->{spxData.EndTime:HH:mm:ss}"; | ||
_data.AppendLine(message); | ||
Debug(message); | ||
} | ||
} | ||
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public override void OnEndOfAlgorithm() | ||
{ | ||
var data = _data.ToString(); | ||
if (_updateExpectedData) | ||
{ | ||
Compression.ZipData(ExpectedDataFile, new Dictionary<string, string>() { { "zip_entry_name.txt", data } }); | ||
return; | ||
} | ||
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var expected = string.Join(';', Compression.ReadLines(ExpectedDataFile)).ReplaceLineEndings(""); | ||
if (expected != data.ReplaceLineEndings(";").RemoveFromEnd(";")) | ||
{ | ||
throw new Exception($"Unexpected data: \"{data}\"{Environment.NewLine}Expected: \"{expected}\""); | ||
} | ||
} | ||
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/// <summary> | ||
/// This is used by the regression test system to indicate if the open source Lean repository has the required data to run this algorithm. | ||
/// </summary> | ||
public bool CanRunLocally { get; } = true; | ||
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/// <summary> | ||
/// This is used by the regression test system to indicate which languages this algorithm is written in. | ||
/// </summary> | ||
public Language[] Languages { get; } = { Language.CSharp }; | ||
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/// <summary> | ||
/// Data Points count of all timeslices of algorithm | ||
/// </summary> | ||
public virtual long DataPoints => 222; | ||
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/// </summary> | ||
/// Data Points count of the algorithm history | ||
/// </summary> | ||
public virtual int AlgorithmHistoryDataPoints => 0; | ||
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/// <summary> | ||
/// This is used by the regression test system to indicate what the expected statistics are from running the algorithm | ||
/// </summary> | ||
public virtual Dictionary<string, string> ExpectedStatistics => new Dictionary<string, string> | ||
{ | ||
{"Total Orders", "0"}, | ||
{"Average Win", "0%"}, | ||
{"Average Loss", "0%"}, | ||
{"Compounding Annual Return", "0%"}, | ||
{"Drawdown", "0%"}, | ||
{"Expectancy", "0"}, | ||
{"Start Equity", "100000"}, | ||
{"End Equity", "100000"}, | ||
{"Net Profit", "0%"}, | ||
{"Sharpe Ratio", "0"}, | ||
{"Sortino Ratio", "0"}, | ||
{"Probabilistic Sharpe Ratio", "0%"}, | ||
{"Loss Rate", "0%"}, | ||
{"Win Rate", "0%"}, | ||
{"Profit-Loss Ratio", "0"}, | ||
{"Alpha", "0"}, | ||
{"Beta", "0"}, | ||
{"Annual Standard Deviation", "0"}, | ||
{"Annual Variance", "0"}, | ||
{"Information Ratio", "-5.208"}, | ||
{"Tracking Error", "0.103"}, | ||
{"Treynor Ratio", "0"}, | ||
{"Total Fees", "$0.00"}, | ||
{"Estimated Strategy Capacity", "$0"}, | ||
{"Lowest Capacity Asset", ""}, | ||
{"Portfolio Turnover", "0%"}, | ||
{"OrderListHash", "d41d8cd98f00b204e9800998ecf8427e"} | ||
}; | ||
} | ||
} |
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