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Add model metrics test
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This commit is contained in:
Serghei Cebotari 2024-01-12 00:24:19 +03:00
parent fb94d14854
commit 394b5393c0
1 changed files with 24 additions and 0 deletions
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RhSolutions.ML.Tests/ModelTests.cs Normal file
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using RhSolutions.ML.Lib;
namespace RhSolutions.ML.Tests;
public class ModelTests
{
[Test]
public void EvaluateTest()
{
var testMetrics = RhSolutionsMLBuilder.EvaluateModel();
Console.WriteLine($"*************************************************************************************************************");
Console.WriteLine($"* Metrics for Multi-class Classification model - Test Data ");
Console.WriteLine($"*------------------------------------------------------------------------------------------------------------");
Console.WriteLine($"* MicroAccuracy: {testMetrics.MicroAccuracy:0.###}");
Console.WriteLine($"* MacroAccuracy: {testMetrics.MacroAccuracy:0.###}");
Console.WriteLine($"* LogLoss: {testMetrics.LogLoss:#.###}");
Console.WriteLine($"* LogLossReduction: {testMetrics.LogLossReduction:#.###}");
Console.WriteLine($"*************************************************************************************************************");
Assert.That(testMetrics.MicroAccuracy, Is.AtLeast(0.95));
Assert.That(testMetrics.MacroAccuracy, Is.AtLeast(0.95));
Assert.That(testMetrics.LogLoss, Is.AtMost(0.2));
Assert.That(testMetrics.LogLossReduction, Is.AtLeast(0.95));
}
}