public void Test_LDA_Performance2000_var(int rep)
{
int errorCode = 0;
try {
LDA lda = new LDA();
ILArray <double> X = ILMath.horzcat(ILMath.randn(2, 2000) * 2.0, ILMath.randn(2, 2000) * -2.0);
ILLogicalArray labels = ILMath.tological(ILMath.horzcat(ILMath.ones(1, 2000), ILMath.zeros(1, 2000)));
labels = labels.Concat(ILMath.tological(ILMath.zeros(1, 2000).Concat(ILMath.ones(1, 2000), 1)), 0);
ILPerformer timer = new ILPerformer();
LDA.Hyperplane C;
int oldRefMin = ILNumerics.Settings.ILSettings.MinimumRefDimensions;
ILNumerics.Settings.ILSettings.MinimumRefDimensions = 2;
timer.Tic();
for (int i = 0; i < rep; i++)
{
C = lda.TrainLDA(X, labels, 0.4);
}
timer.Toc();
Info("Test_LDA_Performance: with reference - data: 2x2000 run " + rep.ToString() + " times in: " + timer.Duration + "ms");
ILNumerics.Settings.ILSettings.MinimumRefDimensions = 3;
timer.Tic();
for (int i = 0; i < rep; i++)
{
C = lda.TrainLDA(X, labels, 0.4);
}
timer.Toc();
ILNumerics.Settings.ILSettings.MinimumRefDimensions = oldRefMin;
Info("Test_LDA_Performance: without reference - data: 2x2000 run " + rep.ToString() + " times in: " + timer.Duration + "ms");
Success();
}catch (Exception e) {
Error(errorCode, e.Message);
}
}
public void Test_LDA_Performance200k_10()
{
int errorCode = 0;
try {
LDA lda = new LDA();
ILArray <double> X = ILMath.horzcat(ILMath.randn(2, 200000) * 2.0, ILMath.randn(2, 200000) * -2.0);
ILLogicalArray labels = ILMath.tological(ILMath.horzcat(ILMath.ones(1, 100000), ILMath.zeros(1, 100000)));
labels = labels.Concat(ILMath.tological(ILMath.zeros(1, 100000).Concat(ILMath.ones(1, 100000), 1)), 0);
ILPerformer timer = new ILPerformer();
timer.Tic(); LDA.Hyperplane C;
for (int i = 0; i < 10; i++)
{
C = lda.TrainLDA(X, labels, 0.4);
}
timer.Toc();
Info("Test_LDA_Performance2: data: 2x200000 run 10 times in: " + timer.Duration + "ms");
Success();
}catch (Exception e) {
Error(errorCode, e.Message);
}
}
/// <summary>
/// run all tests for ILMatFile
/// </summary>
public override void Run()
{
// tests: creation
// =================
Header();
Test_TestMatlab();
Test_StreamMatlab("testarray1.mat", ILMath.empty());
Test_StreamMatlab("testarray1.mat", ILMath.ones(1, 1));
Test_StreamMatlab("testarray1.mat", ILMath.rand(10, 1));
Test_StreamMatlab("testarray1.mat", ILMath.rand(1, 10));
Test_StreamMatlab("testarray1.mat", ILMath.rand(0, 1));
Test_StreamMatlab("testarray1.mat", ILMath.rand(10, 100, 4));
Test_StreamMatlab("testarray1.mat", ILMath.tosingle(ILMath.ones(1, 1)));
Test_StreamMatlab("testarray1.mat", ILMath.tosingle(ILMath.empty()));
Test_StreamMatlab("testarray1.mat", ILMath.tosingle(ILMath.rand(10, 1)));
Test_StreamMatlab("testarray1.mat", ILMath.tosingle(ILMath.rand(1, 10)));
Test_StreamMatlab("testarray1.mat", ILMath.tosingle(ILMath.rand(0, 1)));
Test_StreamMatlab("testarray1.mat", ILMath.tosingle(ILMath.rand(10, 100, 4)));
Test_StreamMatlab("testarray1.mat", ILMath.tological(ILMath.ones(1, 1)));
Test_StreamMatlab("testarray1.mat", ILMath.tological(ILMath.empty()));
Test_StreamMatlab("testarray1.mat", ILMath.tological(ILMath.rand(10, 1)));
Test_StreamMatlab("testarray1.mat", ILMath.tological(ILMath.rand(1, 10)));
Test_StreamMatlab("testarray1.mat", ILMath.tological(ILMath.rand(0, 1)));
Test_StreamMatlab("testarray1.mat", ILMath.tological(ILMath.rand(10, 100, 4)));
Test_StreamMatlab("testarray1.mat", new ILArray <complex>(new complex[] { new complex(1.0, 2.0) }));
Test_StreamMatlab("testarray1.mat", ILMath.tocomplex(ILMath.empty()));
Test_StreamMatlab("testarray1.mat", ILMath.tocomplex(ILMath.rand(10, 1)));
Test_StreamMatlab("testarray1.mat", ILMath.tocomplex(ILMath.rand(1, 10)));
Test_StreamMatlab("testarray1.mat", ILMath.tocomplex(ILMath.rand(0, 1)));
Test_StreamMatlab("testarray1.mat", ILMath.tocomplex(ILMath.rand(10, 100, 4)));
Test_StreamMatlab("testarray1.mat", new ILArray <fcomplex>(new fcomplex[] { new fcomplex(1.0f, 2.0f) }));
Test_StreamMatlab("testarray1.mat", ILMath.tofcomplex(ILMath.empty()));
Test_StreamMatlab("testarray1.mat", ILMath.tofcomplex(ILMath.rand(10, 1)));
Test_StreamMatlab("testarray1.mat", ILMath.tofcomplex(ILMath.rand(1, 10)));
Test_StreamMatlab("testarray1.mat", ILMath.tofcomplex(ILMath.rand(0, 1)));
Test_StreamMatlab("testarray1.mat", ILMath.tofcomplex(ILMath.rand(10, 100, 4)));
Test_StreamMatlab("testarray1.mat", new ILArray <char>(new char[] { 'A', 'B', 'F' }));
Test_StreamMatlab("testarray1.mat", new ILArray <char>(new char[] { 'A', 'B', 'F' }).T);
Test_StreamMatlab("testarray1.mat", ILMath.tochar(ILMath.empty()));
Test_StreamMatlab("testarray1.mat", ILMath.tochar(ILMath.rand(10, 1) * 250));
Test_StreamMatlab("testarray1.mat", ILMath.tochar(ILMath.rand(1, 10) * 250));
Test_StreamMatlab("testarray1.mat", ILMath.tochar(ILMath.rand(0, 1) * 250));
Test_StreamMatlab("testarray1.mat", ILMath.tochar(ILMath.rand(10, 100, 4) * 250));
Test_StreamMatlab("testarray1.mat", ILMath.tobyte(ILMath.ones(1, 1)));
Test_StreamMatlab("testarray1.mat", ILMath.tobyte(ILMath.empty()));
Test_StreamMatlab("testarray1.mat", ILMath.tobyte(ILMath.rand(10, 1)));
Test_StreamMatlab("testarray1.mat", ILMath.tobyte(ILMath.rand(1, 10) * 255));
Test_StreamMatlab("testarray1.mat", ILMath.tobyte(ILMath.rand(0, 1) * 255));
Test_StreamMatlab("testarray1.mat", ILMath.tobyte(ILMath.rand(10, 100, 4) * 255));
Test_StreamMatlab("testarray1.mat", ILMath.toint16(ILMath.ones(1, 1) * 16000));
Test_StreamMatlab("testarray1.mat", ILMath.toint16(ILMath.empty()) * 16000);
Test_StreamMatlab("testarray1.mat", ILMath.toint16(ILMath.rand(10, 1) * 16000));
Test_StreamMatlab("testarray1.mat", ILMath.toint16(ILMath.rand(1, 10) * 16000));
Test_StreamMatlab("testarray1.mat", ILMath.toint16(ILMath.rand(0, 1) * 16000));
Test_StreamMatlab("testarray1.mat", ILMath.toint16(ILMath.rand(10, 100, 4) * 16000));
Test_StreamMatlab("testarray1.mat", ILMath.toint32(ILMath.ones(1, 1) * 16000));
Test_StreamMatlab("testarray1.mat", ILMath.toint32(ILMath.empty() * 16000));
Test_StreamMatlab("testarray1.mat", ILMath.toint32(ILMath.rand(10, 1) * 16000));
Test_StreamMatlab("testarray1.mat", ILMath.toint32(ILMath.rand(1, 10) * 16000));
Test_StreamMatlab("testarray1.mat", ILMath.toint32(ILMath.rand(0, 1) * 16000));
Test_StreamMatlab("testarray1.mat", ILMath.toint32(ILMath.rand(10, 100, 4) * 16000));
Test_StreamMatlab("testarray1.mat", ILMath.touint16(ILMath.ones(1, 1) * 16000));
Test_StreamMatlab("testarray1.mat", ILMath.touint16(ILMath.empty() * 16000));
Test_StreamMatlab("testarray1.mat", ILMath.touint16(ILMath.rand(10, 1) * 16000));
Test_StreamMatlab("testarray1.mat", ILMath.touint16(ILMath.rand(1, 10) * 16000));
Test_StreamMatlab("testarray1.mat", ILMath.touint16(ILMath.rand(0, 1) * 16000));
Test_StreamMatlab("testarray1.mat", ILMath.touint16(ILMath.rand(10, 100, 4) * 16000));
Test_StreamMatlab("testarray1.mat", ILMath.touint32(ILMath.ones(1, 1)));
Test_StreamMatlab("testarray1.mat", ILMath.touint32(ILMath.empty()));
Test_StreamMatlab("testarray1.mat", ILMath.touint32(ILMath.rand(10, 1)));
Test_StreamMatlab("testarray1.mat", ILMath.touint32(ILMath.rand(1, 10)));
Test_StreamMatlab("testarray1.mat", ILMath.touint32(ILMath.rand(0, 1)));
Test_StreamMatlab("testarray1.mat", ILMath.touint32(ILMath.rand(10, 100, 4)));
Test_ImportMatlab2();
Test_ImportMatlab();
Test_NameRestrictions();
// summary
Footer();
}
