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TestExampleCache.cs
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TestExampleCache.cs
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using System;
using System.Collections.Generic;
using System.IO;
using Microsoft.VisualStudio.TestTools.UnitTesting;
using VW;
using VW.Labels;
using VW.Serializer;
using VW.Serializer.Attributes;
namespace cs_unittest
{
[TestClass]
public class TestExampleCacheCases : TestBase
{
#if DEBUG
[TestMethod]
public void TestExampleCacheForLearning()
{
try
{
using (var vw = new VowpalWabbit<CachedData>(new VowpalWabbitSettings { EnableExampleCaching = true }))
{
vw.Learn(new CachedData(), new SimpleLabel());
}
Assert.Fail("Expect NotSupportedException");
}
catch (NotSupportedException)
{
}
}
#else
[TestMethod]
public void TestExampleCacheForLearning()
{
try
{
using (var vw = new VowpalWabbit<CachedData>(new VowpalWabbitSettings { EnableExampleCaching = true }))
{
vw.Learn(new CachedData(), new SimpleLabel());
}
Assert.Fail("Expect NullReferenceException");
}
catch (NullReferenceException)
{
}
}
#endif
[TestMethod]
public void TestExampleCacheDisabledForLearning()
{
using (var vw = new VowpalWabbit<CachedData>(new VowpalWabbitSettings { EnableExampleCaching = false }))
{
vw.Learn(new CachedData(), new SimpleLabel());
}
}
[TestMethod]
public void TestExampleCache()
{
var random = new Random(123);
var examples = new List<CachedData>();
for (int i = 0; i < 1000; i++)
{
examples.Add(new CachedData
{
Label = new SimpleLabel { Label = 1 },
Feature = random.NextDouble()
});
}
for (int i = 0; i < 1000; i++)
{
var cachedData = new CachedData
{
Label = new SimpleLabel { Label = 2 },
Feature = 10 + random.NextDouble()
};
examples.Add(cachedData);
examples.Add(cachedData);
}
using (var vw = new VowpalWabbit<CachedData>(new VowpalWabbitSettings("-k -c --passes 10") { EnableExampleCaching = false }))
{
foreach (var example in examples)
{
vw.Learn(example, example.Label);
}
vw.Native.RunMultiPass();
vw.Native.SaveModel("models/model1");
}
using (var vwModel = new VowpalWabbitModel(new VowpalWabbitSettings("-t") { ModelStream = File.OpenRead("models/model1") }))
using (var vwCached = new VowpalWabbit<CachedData>(new VowpalWabbitSettings { Model = vwModel, EnableExampleCaching = true, MaxExampleCacheSize = 5 }))
using (var vw = new VowpalWabbit<CachedData>(new VowpalWabbitSettings { Model = vwModel, EnableExampleCaching = false }))
{
foreach (var example in examples)
{
var cachedPrediction = vwCached.Predict(example, VowpalWabbitPredictionType.Scalar);
var prediction = vw.Predict(example, VowpalWabbitPredictionType.Scalar);
Assert.AreEqual(prediction, cachedPrediction);
Assert.AreEqual(example.Label.Label, Math.Round(prediction));
}
}
}
}
[Cacheable]
public class CachedData
{
[Feature]
public double Feature { get; set; }
public SimpleLabel Label
{
get;
set;
}
}
}