public void CustomResetSpeedTest()
{
int iter = 10000;
float initialValueWeights = 1.0f;
mlp.Reset(initialValueWeights, true);
mlpMN.Reset(true);
SystemRandomSource rndGenerator = new SystemRandomSource(seed);
List <Matrix <float> > weightsMN = new List <Matrix <float> >();
List <float[, ]> weights = new List <float[, ]>();
for (int i = 0; i < shapes.Count - 1; i++)
{
weightsMN.Add(Matrix <float> .Build.Random(mlpMN.layers[i + 1].RowCount, mlpMN.layers[i].RowCount, new ContinuousUniform(-initialValueWeights, initialValueWeights, rndGenerator)));
}
for (int i = 0; i < shapes.Count - 1; i++)
{
weights.Add(new float[mlp.layers[i].GetLength(1), mlp.layers[i + 1].GetLength(1)]);
}
for (int i = 0; i < shapes.Count - 1; i++)
{
for (int j = 0; j < weights[i].GetLength(0); j++)
{
for (int k = 0; k < weights[i].GetLength(1); k++)
{
weights[i][j, k] = (float)ContinuousUniform.Sample(rndGenerator, -initialValueWeights, initialValueWeights);
}
}
}
var watch = System.Diagnostics.Stopwatch.StartNew();
for (int i = 0; i < iter; i++)
{
mlpMN.Reset(false, weightsMN);
}
watch.Stop();
var elapsedMs = watch.ElapsedMilliseconds;
Debug.Log("Reset Time MathNet: " + elapsedMs);
watch = System.Diagnostics.Stopwatch.StartNew();
for (int i = 0; i < iter; i++)
{
mlp.Reset(initialValueWeights, false, weights);
}
watch.Stop();
elapsedMs = watch.ElapsedMilliseconds;
Debug.Log("Reset Time Array: " + elapsedMs);
Assert.AreEqual(mlp.weights, weights);
Assert.AreEqual(mlpMN.weights, weightsMN);
}
public void ResetSpeedTest()
{
int iter = 1000;
mlpMN = new MultiLayerMathsNet(seed, null, shapes, 1, initialValueWeights);
mlp = new MultiLayer(shapes, seed, 1, null);
var watch = System.Diagnostics.Stopwatch.StartNew();
for (int i = 0; i < iter; i++)
{
mlpMN.Reset(true);
}
watch.Stop();
var elapsedMs = watch.ElapsedMilliseconds;
Debug.Log("Reset Time MathNet: " + elapsedMs);
watch = System.Diagnostics.Stopwatch.StartNew();
for (int i = 0; i < iter; i++)
{
mlp.Reset(1.0f, true);
}
watch.Stop();
elapsedMs = watch.ElapsedMilliseconds;
Debug.Log("Reset Time Array: " + elapsedMs);
}