public void TestRandomProbability()
{
var random = new Random(1337);
var tau = 200;
var softmax = new Softmax(tau, random);
var qValue = new QValue(new double[]
{
121, 231, 425, 676
});
var bestAction = PolicyHelpers.SelectMax(qValue, random);
var numSelected = new TestInstance[qValue.Count];
for (int i = 0; i < qValue.Count; i++)
{
numSelected[i] = new TestInstance()
{
Action = i
};
}
int numTests = 3000;
for (int i = 0; i < numTests; i++)
{
int action = softmax.Select(qValue);
numSelected[action].Count++;
}
numSelected = numSelected.OrderBy(x => x.Count).ToArray();
Assert.AreEqual(0, numSelected[0].Action);
Assert.AreEqual(1, numSelected[1].Action);
Assert.AreEqual(2, numSelected[2].Action);
Assert.AreEqual(3, numSelected[3].Action);
}
