147 lines
6.6 KiB
C#
147 lines
6.6 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 Newtonsoft.Json.Linq;
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using NUnit.Framework;
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using QuantConnect.Algorithm.CSharp;
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using QuantConnect.Configuration;
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using QuantConnect.Interfaces;
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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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namespace QuantConnect.Tests
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{
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[TestFixture, Category("TravisExclude"), Category("RegressionTests")]
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public class RegressionTests
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{
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[Test, TestCaseSource(nameof(GetLocalRegressionTestParameters))]
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public void AlgorithmStatisticsRegression(AlgorithmStatisticsTestParameters parameters)
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{
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// ensure we start with a fresh config every time when running multiple tests
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Config.Reset();
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Config.Set("quandl-auth-token", "WyAazVXnq7ATy_fefTqm");
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Config.Set("forward-console-messages", "false");
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if (parameters.Algorithm == "OptionChainConsistencyRegressionAlgorithm")
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{
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// special arrangement for consistency test - we check if limits work fine
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Config.Set("symbol-minute-limit", "100");
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Config.Set("symbol-second-limit", "100");
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Config.Set("symbol-tick-limit", "100");
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}
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if (parameters.Algorithm == "TrainingInitializeRegressionAlgorithm" ||
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parameters.Algorithm == "TrainingOnDataRegressionAlgorithm")
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{
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// limit time loop to 90 seconds and set leaky bucket capacity to one minute w/ zero refill
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Config.Set("algorithm-manager-time-loop-maximum", "1.5");
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Config.Set("scheduled-event-leaky-bucket-capacity", "1");
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Config.Set("scheduled-event-leaky-bucket-refill-amount", "0");
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}
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var algorithmManager = AlgorithmRunner.RunLocalBacktest(
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parameters.Algorithm,
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parameters.Statistics,
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parameters.Language,
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parameters.ExpectedFinalStatus
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).AlgorithmManager;
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if (parameters.Algorithm == "TrainingOnDataRegressionAlgorithm")
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{
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// this training algorithm should have consumed the only minute available in the bucket
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Assert.AreEqual(0, algorithmManager.TimeLimit.AdditionalTimeBucket.AvailableTokens);
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}
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// Skip non-deterministic data points regression algorithms
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if (parameters.DataPoints != -1)
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{
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Assert.AreEqual(parameters.DataPoints, algorithmManager.DataPoints, "Failed on DataPoints");
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}
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// Skip non-deterministic history data points regression algorithms
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if (parameters.AlgorithmHistoryDataPoints != -1)
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{
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Assert.AreEqual(parameters.AlgorithmHistoryDataPoints, algorithmManager.AlgorithmHistoryDataPoints, "Failed on AlgorithmHistoryDataPoints");
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}
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}
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public static TestCaseData[] GetLocalRegressionTestParameters()
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{
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return GetRegressionTestParameters<IRegressionAlgorithmDefinition, AlgorithmStatisticsTestParameters, BasicTemplateAlgorithm>(canRunLocally: true,
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(instance, language) => new AlgorithmStatisticsTestParameters(instance.GetType().Name, instance.ExpectedStatistics, language,
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instance.AlgorithmStatus, instance.DataPoints, instance.AlgorithmHistoryDataPoints));
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}
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public static TestCaseData[] GetRegressionTestParameters<T, K, J>(bool canRunLocally, Func<T, Language, K> factory)
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where T : IRegressionAlgorithmDefinition
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where K : AlgorithmStatisticsTestParameters
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where J : class
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{
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TestGlobals.Initialize();
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// since these are static test cases, they are executed before test setup
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AssemblyInitialize.AdjustCurrentDirectory();
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var languages = Config.GetValue("regression-test-languages", JArray.FromObject(new[] { "CSharp", "Python" }))
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.Select(str => Parse.Enum<Language>(str.Value<string>()))
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.ToHashSet();
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// find all regression algorithms in Algorithm.CSharp
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return (
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from type in typeof(J).Assembly.GetTypes()
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where typeof(T).IsAssignableFrom(type)
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where !type.IsAbstract // non-abstract
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where type.GetConstructor(Array.Empty<Type>()) != null // has default ctor
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let instance = (T)Activator.CreateInstance(type)
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where instance.CanRunLocally == canRunLocally // open source has data to run this algorithm
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from language in instance.Languages.Where(languages.Contains)
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select factory(instance, language)
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)
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.OrderBy(x => x.Language).ThenBy(x => x.Algorithm)
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// generate test cases from test parameters
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.Select(x => new TestCaseData(x).SetName(x.Language + "/" + x.Algorithm))
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.ToArray();
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}
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public class AlgorithmStatisticsTestParameters
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{
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public string Algorithm { get; init; }
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public Dictionary<string, string> Statistics { get; init; }
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public Language Language { get; init; }
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public AlgorithmStatus ExpectedFinalStatus { get; init; }
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public long DataPoints { get; init; }
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public int AlgorithmHistoryDataPoints { get; init; }
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public AlgorithmStatisticsTestParameters(
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string algorithm,
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Dictionary<string, string> statistics,
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Language language,
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AlgorithmStatus expectedFinalStatus,
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long dataPoints = 0,
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int algorithmHistoryDataPoints = 0
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)
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{
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Algorithm = algorithm;
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Statistics = statistics;
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Language = language;
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ExpectedFinalStatus = expectedFinalStatus;
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DataPoints = dataPoints;
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AlgorithmHistoryDataPoints = algorithmHistoryDataPoints;
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}
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}
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}
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}
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