// Copyright (C) 2010 Davis E. King (davis@dlib.net)
// License: Boost Software License See LICENSE.txt for the full license.
#include <dlib/matrix.h>
#include <sstream>
#include <string>
#include <cstdlib>
#include <ctime>
#include <vector>
#include "../stl_checked.h"
#include "../array.h"
#include "../rand.h"
#include "tester.h"
#include <dlib/memory_manager_stateless.h>
#include <dlib/array2d.h>
namespace
{
using namespace test;
using namespace dlib;
using namespace std;
logger dlog("test.matrix4");
void matrix_test (
)
/*!
ensures
- runs tests on the matrix stuff compliance with the specs
!*/
{
print_spinner();
{
matrix<double,3,3> m = round(10*randm(3,3));
matrix<double,3,1> v = round(10*randm(3,1));
DLIB_TEST(equal( m*diagm(v) , m*tmp(diagm(v)) ));
DLIB_TEST(equal( scale_columns(m,v) , m*tmp(diagm(v)) ));
DLIB_TEST(equal( diagm(v)*m , tmp(diagm(v))*m ));
DLIB_TEST(equal( scale_rows(m,v) , tmp(diagm(v))*m ));
}
{
matrix<double,3,3> m = round(10*randm(3,3));
matrix<double,1,3> v = round(10*randm(1,3));
DLIB_TEST(equal( m*diagm(v) , m*tmp(diagm(v)) ));
DLIB_TEST(equal( scale_columns(m,v) , m*tmp(diagm(v)) ));
DLIB_TEST(equal( diagm(v)*m , tmp(diagm(v))*m ));
DLIB_TEST(equal( scale_rows(m,v) , tmp(diagm(v))*m ));
}
{
matrix<double> m = round(10*randm(3,3));
matrix<double,1,3> v = round(10*randm(1,3));
DLIB_TEST(equal( m*diagm(v) , m*tmp(diagm(v)) ));
DLIB_TEST(equal( scale_columns(m,v) , m*tmp(diagm(v)) ));
DLIB_TEST(equal( diagm(v)*m , tmp(diagm(v))*m ));
DLIB_TEST(equal( scale_rows(m,v) , tmp(diagm(v))*m ));
}
{
matrix<double> m = round(10*randm(3,3));
matrix<double,0,3> v = round(10*randm(1,3));
DLIB_TEST(equal( m*diagm(v) , m*tmp(diagm(v)) ));
DLIB_TEST(equal( scale_columns(m,v) , m*tmp(diagm(v)) ));
DLIB_TEST(equal( diagm(v)*m , tmp(diagm(v))*m ));
DLIB_TEST(equal( scale_rows(m,v) , tmp(diagm(v))*m ));
}
{
matrix<double> m = round(10*randm(3,3));
matrix<double,1,0> v = round(10*randm(1,3));
DLIB_TEST(equal( m*diagm(v) , m*tmp(diagm(v)) ));
DLIB_TEST(equal( scale_columns(m,v) , m*tmp(diagm(v)) ));
DLIB_TEST(equal( diagm(v)*m , tmp(diagm(v))*m ));
DLIB_TEST(equal( scale_rows(m,v) , tmp(diagm(v))*m ));
}
{
matrix<double> m = round(10*randm(3,3));
matrix<double,3,0> v = round(10*randm(3,1));
DLIB_TEST(equal( m*diagm(v) , m*tmp(diagm(v)) ));
DLIB_TEST(equal( scale_columns(m,v) , m*tmp(diagm(v)) ));
DLIB_TEST(equal( diagm(v)*m , tmp(diagm(v))*m ));
DLIB_TEST(equal( scale_rows(m,v) , tmp(diagm(v))*m ));
}
{
matrix<double> m = round(10*randm(3,3));
matrix<double,0,1> v = round(10*randm(3,1));
DLIB_TEST(equal( m*diagm(v) , m*tmp(diagm(v)) ));
DLIB_TEST(equal( scale_columns(m,v) , m*tmp(diagm(v)) ));
DLIB_TEST(equal( diagm(v)*m , tmp(diagm(v))*m ));
DLIB_TEST(equal( scale_rows(m,v) , tmp(diagm(v))*m ));
}
{
matrix<double,3,3> m = round(10*randm(3,3));
matrix<double,3,0> v = round(10*randm(3,1));
DLIB_TEST(equal( m*diagm(v) , m*tmp(diagm(v)) ));
DLIB_TEST(equal( scale_columns(m,v) , m*tmp(diagm(v)) ));
DLIB_TEST(equal( diagm(v)*m , tmp(diagm(v))*m ));
DLIB_TEST(equal( scale_rows(m,v) , tmp(diagm(v))*m ));
}
{
matrix<double,3,3> m = round(10*randm(3,3));
matrix<double,0,1> v = round(10*randm(3,1));
DLIB_TEST(equal( m*diagm(v) , m*tmp(diagm(v)) ));
DLIB_TEST(equal( scale_columns(m,v) , m*tmp(diagm(v)) ));
DLIB_TEST(equal( diagm(v)*m , tmp(diagm(v))*m ));
DLIB_TEST(equal( scale_rows(m,v) , tmp(diagm(v))*m ));
}
{
matrix<double,3,5> m = round(10*randm(3,5));
matrix<double,0,1> v1 = round(10*randm(5,1));
matrix<double,0,1> v2 = round(10*randm(3,1));
DLIB_TEST(equal( m*diagm(v1) , m*tmp(diagm(v1)) ));
DLIB_TEST(equal( scale_columns(m,v1) , m*tmp(diagm(v1)) ));
DLIB_TEST(equal( diagm(v2)*m , tmp(diagm(v2))*m ));
DLIB_TEST(equal( scale_rows(m,v2) , tmp(diagm(v2))*m ));
}
{
matrix<double,3,5> m = round(10*randm(3,5));
matrix<double,5,1> v1 = round(10*randm(5,1));
matrix<double,3,1> v2 = round(10*randm(3,1));
DLIB_TEST(equal( m*diagm(v1) , m*tmp(diagm(v1)) ));
DLIB_TEST(equal( scale_columns(m,v1) , m*tmp(diagm(v1)) ));
DLIB_TEST(equal( diagm(v2)*m , tmp(diagm(v2))*m ));
DLIB_TEST(equal( scale_rows(m,v2) , tmp(diagm(v2))*m ));
}
}
void test_stuff()
{
print_spinner();
{
matrix<double> m(3,3), lr(3,3), ud(3,3);
m = 1,2,3,
4,5,6,
7,8,9;
lr = 3,2,1,
6,5,4,
9,8,7;
ud = 7,8,9,
4,5,6,
1,2,3;
DLIB_TEST(lr == fliplr(m));
DLIB_TEST(ud == flipud(m));
}
{
matrix<double> m(3,2), lr(3,2), ud(3,2);
m = 1,2,
3,4,
5,6;
lr = 2,1,
4,3,
6,5;
ud = 5,6,
3,4,
1,2;
DLIB_TEST(lr == fliplr(m));
DLIB_TEST(ud == flipud(m));
}
{
matrix<int> a, b;
a = matrix_cast<int>(round(10*randm(3,3)));
b = a;
b *= b;
DLIB_TEST(b == a*a);
}
{
matrix<double> m(2,3), m2(2,3);
m = 1,2,3,
4,5,6;
m2 = 3,4,5,
6,7,8;
DLIB_TEST(m + 2 == m2);
DLIB_TEST(2 + m == m2);
m += 2;
DLIB_TEST(m == m2);
m -= 2;
m2 = 0,1,2,
3,4,5;
DLIB_TEST(m - 1 == m2);
m -= 1;
DLIB_TEST(m == m2);
m += 1;
m2 = 5,4,3,
2,1,0;
DLIB_TEST(6 - m == m2);
}
{
matrix<float> m(2,3), m2(2,3);
m = 1,2,3,
4,5,6;
m2 = 3,4,5,
6,7,8;
DLIB_TEST(m + 2 == m2);
DLIB_TEST(2 + m == m2);
m += 2;
DLIB_TEST(m == m2);
m -= 2;
m2 = 0,1,2,
3,4,5;
DLIB_TEST(m - 1 == m2);
m -= 1;
DLIB_TEST(m == m2);
m += 1;
m2 = 5,4,3,
2,1,0;
DLIB_TEST(6 - m == m2);
}
{
matrix<int> m(2,3), m2(2,3);
m = 1,2,3,
4,5,6;
m2 = 3,4,5,
6,7,8;
DLIB_TEST(m + 2 == m2);
DLIB_TEST(2 + m == m2);
m += 2;
DLIB_TEST(m == m2);
m -= 2;
m2 = 0,1,2,
3,4,5;
DLIB_TEST(m - 1 == m2);
m -= 1;
DLIB_TEST(m == m2);
m += 1;
m2 = 5,4,3,
2,1,0;
DLIB_TEST(6 - m == m2);
}
{
matrix<int,2,3> m, m2;
m = 1,2,3,
4,5,6;
m2 = 3,4,5,
6,7,8;
DLIB_TEST(m + 2 == m2);
DLIB_TEST(2 + m == m2);
m += 2;
DLIB_TEST(m == m2);
m -= 2;
m2 = 0,1,2,
3,4,5;
DLIB_TEST(m - 1 == m2);
m -= 1;
DLIB_TEST(m == m2);
m += 1;
m2 = 5,4,3,
2,1,0;
DLIB_TEST(6 - m == m2);
}
{
matrix<double> m(2,3), m2(3,2);
m = 1,2,3,
4,5,6;
m2 = 2,5,
3,6,
4,7;
DLIB_TEST(trans(m+1) == m2);
DLIB_TEST(trans(m)+1 == m2);
DLIB_TEST(1+trans(m) == m2);
DLIB_TEST(1+m-1 == m);
m = trans(m+1);
DLIB_TEST(m == m2);
m = trans(m-1);
DLIB_TEST(trans(m+1) == m2);
m = trans(m)+1;
DLIB_TEST(m == m2);
}
{
matrix<double> d(3,1), di(3,1);
matrix<double> m(3,3);
m = 1,2,3,
4,5,6,
7,8,9;
d = 1,2,3;
di = 1, 1/2.0, 1/3.0;
DLIB_TEST(inv(diagm(d)) == diagm(di));
DLIB_TEST(pinv(diagm(d)) == diagm(di));
DLIB_TEST(inv(diagm(d))*m == tmp(diagm(di))*m);
DLIB_TEST(m*inv(diagm(d)) == m*tmp(diagm(di)));
DLIB_TEST(equal(inv(diagm(d)) + m , tmp(diagm(di)) + m));
DLIB_TEST(equal(m + inv(diagm(d)) , tmp(diagm(di)) + m));
DLIB_TEST((m + identity_matrix<double>(3) == m + tmp(identity_matrix<double>(3))));
DLIB_TEST((m + identity_matrix<double,3>() == m + tmp(identity_matrix<double,3>())));
DLIB_TEST((m + 2*identity_matrix<double>(3) == m + 2*tmp(identity_matrix<double>(3))));
DLIB_TEST((m + 2*identity_matrix<double,3>() == m + 2*tmp(identity_matrix<double,3>())));
DLIB_TEST((m + identity_matrix<double>(3)*2 == m + 2*tmp(identity_matrix<double>(3))));
DLIB_TEST((m + identity_matrix<double,3>()*2 == m + 2*tmp(identity_matrix<double,3>())));
DLIB_TEST((identity_matrix<double>(3) + m == m + tmp(identity_matrix<double>(3))));
DLIB_TEST((identity_matrix<double,3>() + m == m + tmp(identity_matrix<double,3>())));
DLIB_TEST((2*identity_matrix<double>(3) + m == m + 2*tmp(identity_matrix<double>(3))));
DLIB_TEST((2*identity_matrix<double,3>() + m == m + 2*tmp(identity_matrix<double,3>())));
}
{
matrix<double,3,1> d(3,1), di(3,1);
matrix<double,3,3> m(3,3);
m = 1,2,3,
4,5,6,
7,8,9;
d = 1,2,3;
di = 1, 1/2.0, 1/3.0;
DLIB_TEST(equal(inv(diagm(d)) , diagm(di)));
DLIB_TEST(equal(inv(diagm(d)) , diagm(di)));
DLIB_TEST(equal(inv(diagm(d))*m , tmp(diagm(di))*m));
DLIB_TEST(equal(m*inv(diagm(d)) , m*tmp(diagm(di))));
DLIB_TEST_MSG(equal(inv(diagm(d)) + m , tmp(diagm(di)) + m),
(inv(diagm(d)) + m) - (tmp(diagm(di)) + m) );
DLIB_TEST(equal(m + inv(diagm(d)) , tmp(diagm(di)) + m));
DLIB_TEST((m + identity_matrix<double>(3) == m + tmp(identity_matrix<double>(3))));
DLIB_TEST((m + identity_matrix<double,3>() == m + tmp(identity_matrix<double,3>())));
DLIB_TEST((m + 2*identity_matrix<double>(3) == m + 2*tmp(identity_matrix<double>(3))));
DLIB_TEST((m + 2*identity_matrix<double,3>() == m + 2*tmp(identity_matrix<double,3>())));
DLIB_TEST((m + identity_matrix<double>(3)*2 == m + 2*tmp(identity_matrix<double>(3))));
DLIB_TEST((m + identity_matrix<double,3>()*2 == m + 2*tmp(identity_matrix<double,3>())));
DLIB_TEST((identity_matrix<double>(3) + m == m + tmp(identity_matrix<double>(3))));
DLIB_TEST((identity_matrix<double,3>() + m == m + tmp(identity_matrix<double,3>())));
DLIB_TEST((2*identity_matrix<double>(3) + m == m + 2*tmp(identity_matrix<double>(3))));
DLIB_TEST((2*identity_matrix<double,3>() + m == m + 2*tmp(identity_matrix<double,3>())));
}
{
matrix<double,1,3> d(1,3), di(1,3);
matrix<double,3,3> m(3,3);
m = 1,2,3,
4,5,6,
7,8,9;
d = 1,2,3;
di = 1, 1/2.0, 1/3.0;
DLIB_TEST(equal(inv(diagm(d)) , diagm(di)));
DLIB_TEST(equal(inv(diagm(d)) , diagm(di)));
DLIB_TEST(equal(inv(diagm(d))*m , tmp(diagm(di))*m));
DLIB_TEST(equal(m*inv(diagm(d)) , m*tmp(diagm(di))));
DLIB_TEST(equal(inv(diagm(d)) + m , tmp(diagm(di)) + m));
DLIB_TEST(equal(m + inv(diagm(d)) , tmp(diagm(di)) + m));
DLIB_TEST((m + identity_matrix<double>(3) == m + tmp(identity_matrix<double>(3))));
DLIB_TEST((m + identity_matrix<double,3>() == m + tmp(identity_matrix<double,3>())));
DLIB_TEST((m + 2*identity_matrix<double>(3) == m + 2*tmp(identity_matrix<double>(3))));
DLIB_TEST((m + 2*identity_matrix<double,3>() == m + 2*tmp(identity_matrix<double,3>())));
DLIB_TEST((m + identity_matrix<double>(3)*2 == m + 2*tmp(identity_matrix<double>(3))));
DLIB_TEST((m + identity_matrix<double,3>()*2 == m + 2*tmp(identity_matrix<double,3>())));
DLIB_TEST((identity_matrix<double>(3) + m == m + tmp(identity_matrix<double>(3))));
DLIB_TEST((identity_matrix<double,3>() + m == m + tmp(identity_matrix<double,3>())));
DLIB_TEST((2*identity_matrix<double>(3) + m == m + 2*tmp(identity_matrix<double>(3))));
DLIB_TEST((2*identity_matrix<double,3>() + m == m + 2*tmp(identity_matrix<double,3>())));
}
{
matrix<double,1,0> d(1,3), di(1,3);
matrix<double,0,3> m(3,3);
m = 1,2,3,
4,5,6,
7,8,9;
d = 1,2,3;
di = 1, 1/2.0, 1/3.0;
DLIB_TEST(equal(inv(diagm(d)) , diagm(di)));
DLIB_TEST(equal(inv(diagm(d)) , diagm(di)));
DLIB_TEST(equal(inv(diagm(d))*m , tmp(diagm(di))*m));
DLIB_TEST(equal(m*inv(diagm(d)) , m*tmp(diagm(di))));
DLIB_TEST(equal(inv(diagm(d)) + m , tmp(diagm(di)) + m));
DLIB_TEST(equal(m + inv(diagm(d)) , tmp(diagm(di)) + m));
DLIB_TEST((m + identity_matrix<double>(3) == m + tmp(identity_matrix<double>(3))));
DLIB_TEST((m + identity_matrix<double,3>() == m + tmp(identity_matrix<double,3>())));
DLIB_TEST((m + 2*identity_matrix<double>(3) == m + 2*tmp(identity_matrix<double>(3))));
DLIB_TEST((m + 2*identity_matrix<double,3>() == m + 2*tmp(identity_matrix<double,3>())));
DLIB_TEST((m + identity_matrix<double>(3)*2 == m + 2*tmp(identity_matrix<double>(3))));
DLIB_TEST((m + identity_matrix<double,3>()*2 == m + 2*tmp(identity_matrix<double,3>())));
DLIB_TEST((identity_matrix<double>(3) + m == m + tmp(identity_matrix<double>(3))));
DLIB_TEST((identity_matrix<double,3>() + m == m + tmp(identity_matrix<double,3>())));
DLIB_TEST((2*identity_matrix<double>(3) + m == m + 2*tmp(identity_matrix<double>(3))));
DLIB_TEST((2*identity_matrix<double,3>() + m == m + 2*tmp(identity_matrix<double,3>())));
}
{
matrix<double,3,1> d1, d2;
d1 = 1,2,3;
d2 = 2,3,4;
matrix<double,3,3> ans;
ans = 2, 0, 0,
0, 6, 0,
0, 0, 12;
DLIB_TEST(ans == diagm(d1)*diagm(d2));
}
dlib::rand rnd;
for (int i = 0; i < 1; ++i)
{
matrix<double> d1 = randm(4,1,rnd);
matrix<double,5,1> d2 = randm(5,1,rnd);
matrix<double,4,5> m = randm(4,5,rnd);
DLIB_TEST_MSG(equal(pointwise_multiply(d1*trans(d2), m) , diagm(d1)*m*diagm(d2)),
pointwise_multiply(d1*trans(d2), m) - diagm(d1)*m*diagm(d2)
);
DLIB_TEST(equal(pointwise_multiply(d1*trans(d2), m) , diagm(d1)*(m*diagm(d2))));
DLIB_TEST(equal(pointwise_multiply(d1*trans(d2), m) , (diagm(d1)*m)*diagm(d2)));
DLIB_TEST(equal(pointwise_multiply(reciprocal(d1)*trans(reciprocal(d2)), m) , inv(diagm(d1))*m*inv(diagm(d2))));
DLIB_TEST(equal(pointwise_multiply(reciprocal(d1)*trans(reciprocal(d2)), m) , inv(diagm(d1))*(m*inv(diagm(d2)))));
DLIB_TEST(equal(pointwise_multiply(reciprocal(d1)*trans(reciprocal(d2)), m) , (inv(diagm(d1))*m)*inv(diagm(d2))));
DLIB_TEST(equal(pointwise_multiply(reciprocal(d1)*trans((d2)), m) , inv(diagm(d1))*m*(diagm(d2))));
DLIB_TEST(equal(pointwise_multiply(reciprocal(d1)*trans((d2)), m) , inv(diagm(d1))*(m*(diagm(d2)))));
DLIB_TEST(equal(pointwise_multiply(reciprocal(d1)*trans((d2)), m) , (inv(diagm(d1))*m)*(diagm(d2))));
DLIB_TEST(equal(pointwise_multiply((d1)*trans(reciprocal(d2)), m) , (diagm(d1))*m*inv(diagm(d2))));
DLIB_TEST(equal(pointwise_multiply((d1)*trans(reciprocal(d2)), m) , (diagm(d1))*(m*inv(diagm(d2)))));
DLIB_TEST(equal(pointwise_multiply((d1)*trans(reciprocal(d2)), m) , ((diagm(d1))*m)*inv(diagm(d2))));
}
for (int i = 0; i < 1; ++i)
{
matrix<double,4,1> d1 = randm(4,1,rnd);
matrix<double,5,1> d2 = randm(5,1,rnd);
matrix<double,4,5> m = randm(4,5,rnd);
DLIB_TEST(equal(pointwise_multiply(d1*trans(d2), m) , diagm(d1)*m*diagm(d2)));
DLIB_TEST(equal(pointwise_multiply(d1*trans(d2), m) , diagm(d1)*(m*diagm(d2))));
DLIB_TEST(equal(pointwise_multiply(d1*trans(d2), m) , (diagm(d1)*m)*diagm(d2)));
DLIB_TEST(equal(pointwise_multiply(reciprocal(d1)*trans(reciprocal(d2)), m) , inv(diagm(d1))*m*inv(diagm(d2))));
DLIB_TEST(equal(pointwise_multiply(reciprocal(d1)*trans(reciprocal(d2)), m) , inv(diagm(d1))*(m*inv(diagm(d2)))));
DLIB_TEST(equal(pointwise_multiply(reciprocal(d1)*trans(reciprocal(d2)), m) , (inv(diagm(d1))*m)*inv(diagm(d2))));
DLIB_TEST(equal(pointwise_multiply(reciprocal(d1)*trans((d2)), m) , inv(diagm(d1))*m*(diagm(d2))));
DLIB_TEST(equal(pointwise_multiply(reciprocal(d1)*trans((d2)), m) , inv(diagm(d1))*(m*(diagm(d2)))));
DLIB_TEST(equal(pointwise_multiply(reciprocal(d1)*trans((d2)), m) , (inv(diagm(d1))*m)*(diagm(d2))));
DLIB_TEST(equal(pointwise_multiply((d1)*trans(reciprocal(d2)), m) , (diagm(d1))*m*inv(diagm(d2))));
DLIB_TEST(equal(pointwise_multiply((d1)*trans(reciprocal(d2)), m) , (diagm(d1))*(m*inv(diagm(d2)))));
DLIB_TEST(equal(pointwise_multiply((d1)*trans(reciprocal(d2)), m) , ((diagm(d1))*m)*inv(diagm(d2))));
}
for (int i = 0; i < 1; ++i)
{
matrix<double,4,1> d1 = randm(4,1,rnd);
matrix<double,5,1> d2 = randm(5,1,rnd);
matrix<double,0,0> m = randm(4,5,rnd);
DLIB_TEST(equal(pointwise_multiply(d1*trans(d2), m) , diagm(d1)*m*diagm(d2)));
DLIB_TEST(equal(pointwise_multiply(d1*trans(d2), m) , diagm(d1)*(m*diagm(d2))));
DLIB_TEST(equal(pointwise_multiply(d1*trans(d2), m) , (diagm(d1)*m)*diagm(d2)));
DLIB_TEST(equal(pointwise_multiply(reciprocal(d1)*trans(reciprocal(d2)), m) , inv(diagm(d1))*m*inv(diagm(d2))));
DLIB_TEST(equal(pointwise_multiply(reciprocal(d1)*trans(reciprocal(d2)), m) , inv(diagm(d1))*(m*inv(diagm(d2)))));
DLIB_TEST(equal(pointwise_multiply(reciprocal(d1)*trans(reciprocal(d2)), m) , (inv(diagm(d1))*m)*inv(diagm(d2))));
DLIB_TEST(equal(pointwise_multiply(reciprocal(d1)*trans((d2)), m) , inv(diagm(d1))*m*(diagm(d2))));
DLIB_TEST(equal(pointwise_multiply(reciprocal(d1)*trans((d2)), m) , inv(diagm(d1))*(m*(diagm(d2)))));
DLIB_TEST(equal(pointwise_multiply(reciprocal(d1)*trans((d2)), m) , (inv(diagm(d1))*m)*(diagm(d2))));
DLIB_TEST(equal(pointwise_multiply((d1)*trans(reciprocal(d2)), m) , (diagm(d1))*m*inv(diagm(d2))));
DLIB_TEST(equal(pointwise_multiply((d1)*trans(reciprocal(d2)), m) , (diagm(d1))*(m*inv(diagm(d2)))));
DLIB_TEST(equal(pointwise_multiply((d1)*trans(reciprocal(d2)), m) , ((diagm(d1))*m)*inv(diagm(d2))));
}
{
for (int i = 0; i < 5; ++i)
{
matrix<double> m = randm(3,4) + 1;
DLIB_TEST(equal(1.0/m , reciprocal(m)));
DLIB_TEST(equal(0.0/m , zeros_matrix<double>(3,4)));
}
}
{
matrix<int> m(2,3);
m = 1,2,3,
4,5,6;
matrix<int> M(2,3);
M = m;
DLIB_TEST(upperbound(m,6) == M);
DLIB_TEST(upperbound(m,60) == M);
DLIB_TEST(lowerbound(m,-2) == M);
DLIB_TEST(lowerbound(m,0) == M);
M = 2,2,3,
4,5,6;
DLIB_TEST(lowerbound(m,2) == M);
M = 0,0,0,
0,0,0;
DLIB_TEST(upperbound(m,0) == M);
M = 1,2,3,
3,3,3;
DLIB_TEST(upperbound(m,3) == M);
}
{
matrix<double,9,5> A = randm(9,5);
matrix<double> B = A;
orthogonalize(A);
orthogonalize(B);
DLIB_TEST(equal(A,B));
}
{
matrix<double,9,5> A = randm(9,5);
matrix<double,9,5> B = randm(9,5);
matrix<double,9,5> C = pointwise_pow(A, B);
for (long r = 0; r < C.nr(); ++r)
{
for (long c = 0; c < C.nc(); ++c)
{
DLIB_TEST(C(r, c) == std::pow(A(r, c), B(r, c)));
}
}
}
}
template <
long D1,
long D2,
long D3,
long D4
>
void test_conv()
{
dlog << LINFO << D1 << " " << D2 << " " << D3 << " " << D4;
matrix<int,D1,D1> a(1,1);
matrix<int,D2,D2> b(2,2);
matrix<int,D3,D3> c(3,3);
matrix<int,D4,D1> d(4,1);
a = 4;
b = 1,2,
3,4;
c = 1,2,3,
4,5,6,
7,8,9;
d = 1,
2,
3,
4;
matrix<int> temp(4,4), temp2;
temp = 1, 4, 7, 6,
7, 23, 33, 24,
19, 53, 63, 42,
21, 52, 59, 36;
DLIB_TEST(conv(b,c) == temp);
DLIB_TEST(conv(c,b) == temp);
DLIB_TEST(xcorr(c,flip(b)) == temp);
temp.set_size(2,2);
temp = 23, 33,
53, 63;
DLIB_TEST(conv_same(b,c) == temp);
DLIB_TEST(xcorr_same(b,flip(c)) == temp);
temp2.set_size(2,2);
temp2 = 63, 53,
33, 23;
DLIB_TEST(flip(temp) == temp2);
DLIB_TEST(flip(temp) == fliplr(flipud(temp)));
DLIB_TEST(conv_valid(b,c).nr() == 0);
DLIB_TEST(conv_valid(b,c).nc() == 0);
DLIB_TEST(conv_valid(c,b) == temp);
DLIB_TEST(xcorr_valid(c,flip(b)) == temp);
temp.set_size(1,1);
temp = 16;
DLIB_TEST(conv(a,a) == temp);
DLIB_TEST(conv_same(a,a) == temp);
DLIB_TEST(conv_valid(a,a) == temp);
DLIB_TEST(xcorr(a,a) == temp);
DLIB_TEST(xcorr_same(a,a) == temp);
DLIB_TEST(xcorr_valid(a,a) == temp);
temp.set_size(0,0);
DLIB_TEST(conv(temp,temp).nr() == 0);
DLIB_TEST(conv(temp,temp).nc() == 0);
DLIB_TEST(conv_same(temp,temp).nr() == 0);
DLIB_TEST(conv_same(temp,temp).nc() == 0);
DLIB_TEST_MSG(conv_valid(temp,temp).nr() == 0, conv_valid(temp,temp).nr());
DLIB_TEST(conv_valid(temp,temp).nc() == 0);
DLIB_TEST(conv(c,temp).nr() == 0);
DLIB_TEST(conv(c,temp).nc() == 0);
DLIB_TEST(conv_same(c,temp).nr() == 0);
DLIB_TEST(conv_same(c,temp).nc() == 0);
DLIB_TEST(conv_valid(c,temp).nr() == 0);
DLIB_TEST(conv_valid(c,temp).nc() == 0);
DLIB_TEST(conv(temp,c).nr() == 0);
DLIB_TEST(conv(temp,c).nc() == 0);
DLIB_TEST(conv_same(temp,c).nr() == 0);
DLIB_TEST(conv_same(temp,c).nc() == 0);
DLIB_TEST(conv_valid(temp,c).nr() == 0);
DLIB_TEST(conv_valid(temp,c).nc() == 0);
temp.set_size(5,2);
temp = 1, 2,
5, 8,
9, 14,
13, 20,
12, 16;
DLIB_TEST(conv(b,d) == temp);
DLIB_TEST(xcorr(b,flip(d)) == temp);
temp.set_size(2,2);
temp = 9, 14,
13, 20;
DLIB_TEST(conv_same(b,d) == temp);
DLIB_TEST(xcorr_same(b,flip(d)) == temp);
DLIB_TEST(conv_valid(b,d).nr() == 0);
DLIB_TEST(xcorr_valid(b,flip(d)).nr() == 0);
DLIB_TEST_MSG(conv_valid(b,d).nc() == 0, conv_valid(b,d).nc());
DLIB_TEST(xcorr_valid(b,flip(d)).nc() == 0);
temp.set_size(5,5);
temp = 1, 4, 10, 12, 9,
8, 26, 56, 54, 36,
30, 84, 165, 144, 90,
56, 134, 236, 186, 108,
49, 112, 190, 144, 81;
DLIB_TEST(conv(c,c) == temp);
DLIB_TEST(xcorr(c,flip(c)) == temp);
matrix<int> temp3 = c;
temp3 = conv(temp3,c);
DLIB_TEST(temp3 == temp);
temp3 = c;
temp3 = conv(c,temp3);
DLIB_TEST(temp3 == temp);
temp.set_size(3,3);
temp = 26, 56, 54,
84, 165, 144,
134, 236, 186;
DLIB_TEST(conv_same(c,c) == temp);
DLIB_TEST(xcorr_same(c,flip(c)) == temp);
temp3 = c;
temp3 = conv_same(c,temp3);
DLIB_TEST(temp3 == temp);
temp3 = c;
temp3 = conv_same(temp3,c);
DLIB_TEST(temp3 == temp);
temp.set_size(1,1);
temp = 165;
DLIB_TEST(conv_valid(c,c) == temp);
DLIB_TEST(xcorr_valid(c,flip(c)) == temp);
temp3 = c;
temp3 = conv_valid(c,temp3);
DLIB_TEST(temp3 == temp);
temp3 = c;
temp3 = conv_valid(temp3,c);
DLIB_TEST(temp3 == temp);
dlib::rand rnd;
for (int i = 0; i < 3; ++i)
{
matrix<complex<int> > a, b;
a = complex_matrix(matrix_cast<int>(round(20*randm(2,7,rnd))),
matrix_cast<int>(round(20*randm(2,7,rnd))));
b = complex_matrix(matrix_cast<int>(round(20*randm(3,2,rnd))),
matrix_cast<int>(round(20*randm(3,2,rnd))));
DLIB_TEST(xcorr(a,b) == conv(a, flip(conj(b))));
DLIB_TEST(xcorr_valid(a,b) == conv_valid(a, flip(conj(b))));
DLIB_TEST(xcorr_same(a,b) == conv_same(a, flip(conj(b))));
}
for (int i = 0; i < 30; ++i)
{
auto nr1 = rnd.get_integer_in_range(1,30);
auto nc1 = rnd.get_integer_in_range(1,30);
auto nr2 = rnd.get_integer_in_range(1,30);
auto nc2 = rnd.get_integer_in_range(1,30);
matrix<double> a, b;
a = randm(nr1,nc1,rnd);
b = randm(nr2,nc2,rnd);
DLIB_TEST(max(abs(xcorr(a,b) - xcorr_fft(a,b))) < 1e-12);
}
}
void test_complex()
{
matrix<complex<double> > a, b;
a = complex_matrix(linspace(1,7,7), linspace(2,8,7));
b = complex_matrix(linspace(4,10,7), linspace(2,8,7));
DLIB_TEST(mean(a) == complex<double>(4, 5));
}
void test_setsubs()
{
{
matrix<double> m(3,3);
m = 0;
set_colm(m,0) += 1;
set_rowm(m,0) += 1;
set_subm(m,1,1,2,2) += 5;
matrix<double> m2(3,3);
m2 = 2, 1, 1,
1, 5, 5,
1, 5, 5;
DLIB_TEST(m == m2);
set_colm(m,0) -= 1;
set_rowm(m,0) -= 1;
set_subm(m,1,1,2,2) -= 5;
m2 = 0;
DLIB_TEST(m == m2);
matrix<double,1,3> r;
matrix<double,3,1> c;
matrix<double,2,2> b;
r = 1,2,3;
c = 2,
3,
4;
b = 2,3,
4,5;
set_colm(m,1) += c;
set_rowm(m,1) += r;
set_subm(m,1,1,2,2) += b;
m2 = 0, 2, 0,
1, 7, 6,
0, 8, 5;
DLIB_TEST(m2 == m);
set_colm(m,1) -= c;
set_rowm(m,1) -= r;
set_subm(m,1,1,2,2) -= b;
m2 = 0;
DLIB_TEST(m2 == m);
// check that the code path for destructive aliasing works right.
m = 2*identity_matrix<double>(3);
set_colm(m,1) += m*c;
m2 = 2, 4, 0,
0, 8, 0,
0, 8, 2;
DLIB_TEST(m == m2);
m = 2*identity_matrix<double>(3);
set_colm(m,1) -= m*c;
m2 = 2, -4, 0,
0, -4, 0,
0, -8, 2;
DLIB_TEST(m == m2);
m = 2*identity_matrix<double>(3);
set_rowm(m,1) += r*m;
m2 = 2, 0, 0,
2, 6, 6,
0, 0, 2;
DLIB_TEST(m == m2);
m = 2*identity_matrix<double>(3);
set_rowm(m,1) -= r*m;
m2 = 2, 0, 0,
-2, -2, -6,
0, 0, 2;
DLIB_TEST(m == m2);
m = identity_matrix<double>(3);
const rectangle rect(0,0,1,1);
set_subm(m,rect) += subm(m,rect)*b;
m2 = 3, 3, 0,
4, 6, 0,
0, 0, 1;
DLIB_TEST(m == m2);
m = identity_matrix<double>(3);
set_subm(m,rect) -= subm(m,rect)*b;
m2 = -1, -3, 0,
-4, -4, 0,
0, 0, 1;
DLIB_TEST(m == m2);
}
{
matrix<double,1,1> a, b;
a = 2;
b = 3;
DLIB_TEST(dot(a,b) == 6);
}
{
matrix<double,1,1> a;
matrix<double,0,1> b(1);
a = 2;
b = 3;
DLIB_TEST(dot(a,b) == 6);
DLIB_TEST(dot(b,a) == 6);
}
{
matrix<double,1,1> a;
matrix<double,1,0> b(1);
a = 2;
b = 3;
DLIB_TEST(dot(a,b) == 6);
DLIB_TEST(dot(b,a) == 6);
}
}
template <typename T>
std::vector<int> tovect1(const T& m)
{
std::vector<int> temp;
for (typename T::const_iterator i = m.begin(); i != m.end(); ++i)
{
temp.push_back(*i);
}
return temp;
}
template <typename T>
std::vector<int> tovect2(const T& m)
{
std::vector<int> temp;
for (typename T::const_iterator i = m.begin(); i != m.end(); i++)
{
temp.push_back(*i);
}
return temp;
}
template <typename T>
std::vector<int> tovect3(const T& m_)
{
matrix<int> m(m_);
std::vector<int> temp;
for (matrix<int>::iterator i = m.begin(); i != m.end(); ++i)
{
temp.push_back(*i);
}
return temp;
}
template <typename T>
std::vector<int> tovect4(const T& m_)
{
matrix<int> m(m_);
std::vector<int> temp;
for (matrix<int>::iterator i = m.begin(); i != m.end(); i++)
{
temp.push_back(*i);
}
return temp;
}
void test_iterators()
{
matrix<int> m(3,2);
m = 1,2,3,
4,5,6;
std::vector<int> v1 = tovect1(m);
std::vector<int> v2 = tovect2(m);
std::vector<int> v3 = tovect3(m);
std::vector<int> v4 = tovect4(m);
std::vector<int> v5 = tovect1(m+m);
std::vector<int> v6 = tovect2(m+m);
std::vector<int> v7 = tovect3(m+m);
std::vector<int> v8 = tovect4(m+m);
std::vector<int> a1, a2;
for (int i = 1; i <= 6; ++i)
{
a1.push_back(i);
a2.push_back(i*2);
}
DLIB_TEST(max(abs(mat(v1) - mat(a1))) == 0);
DLIB_TEST(max(abs(mat(v2) - mat(a1))) == 0);
DLIB_TEST(max(abs(mat(v3) - mat(a1))) == 0);
DLIB_TEST(max(abs(mat(v4) - mat(a1))) == 0);
DLIB_TEST(max(abs(mat(v5) - mat(a2))) == 0);
DLIB_TEST(max(abs(mat(v6) - mat(a2))) == 0);
DLIB_TEST(max(abs(mat(v7) - mat(a2))) == 0);
DLIB_TEST(max(abs(mat(v8) - mat(a2))) == 0);
}
void test_linpiece()
{
matrix<double,0,1> temp = linpiece(5, linspace(-1, 9, 2));
DLIB_CASSERT(temp.size() == 1,"");
DLIB_CASSERT(std::abs(temp(0) - 6) < 1e-13,"");
temp = linpiece(5, linspace(-1, 9, 6));
DLIB_CASSERT(temp.size() == 5,"");
DLIB_CASSERT(std::abs(temp(0) - 2) < 1e-13,"");
DLIB_CASSERT(std::abs(temp(1) - 2) < 1e-13,"");
DLIB_CASSERT(std::abs(temp(2) - 2) < 1e-13,"");
DLIB_CASSERT(std::abs(temp(3) - 0) < 1e-13,"");
DLIB_CASSERT(std::abs(temp(4) - 0) < 1e-13,"");
temp = linpiece(4, linspace(-1, 9, 6));
DLIB_CASSERT(temp.size() == 5,"");
DLIB_CASSERT(std::abs(temp(0) - 2) < 1e-13,"");
DLIB_CASSERT(std::abs(temp(1) - 2) < 1e-13,"");
DLIB_CASSERT(std::abs(temp(2) - 1) < 1e-13,"");
DLIB_CASSERT(std::abs(temp(3) - 0) < 1e-13,"");
DLIB_CASSERT(std::abs(temp(4) - 0) < 1e-13,"");
temp = linpiece(40, linspace(-1, 9, 6));
DLIB_CASSERT(temp.size() == 5,"");
DLIB_CASSERT(std::abs(temp(0) - 2) < 1e-13,"");
DLIB_CASSERT(std::abs(temp(1) - 2) < 1e-13,"");
DLIB_CASSERT(std::abs(temp(2) - 2) < 1e-13,"");
DLIB_CASSERT(std::abs(temp(3) - 2) < 1e-13,"");
DLIB_CASSERT(std::abs(temp(4) - 2) < 1e-13,"");
temp = linpiece(-40, linspace(-1, 9, 6));
DLIB_CASSERT(temp.size() == 5,"");
DLIB_CASSERT(std::abs(temp(0) - 0) < 1e-13,"");
DLIB_CASSERT(std::abs(temp(1) - 0) < 1e-13,"");
DLIB_CASSERT(std::abs(temp(2) - 0) < 1e-13,"");
DLIB_CASSERT(std::abs(temp(3) - 0) < 1e-13,"");
DLIB_CASSERT(std::abs(temp(4) - 0) < 1e-13,"");
temp = linpiece(0, linspace(-1, 9, 6));
DLIB_CASSERT(temp.size() == 5,"");
DLIB_CASSERT(std::abs(temp(0) - 1) < 1e-13,"");
DLIB_CASSERT(std::abs(temp(1) - 0) < 1e-13,"");
DLIB_CASSERT(std::abs(temp(2) - 0) < 1e-13,"");
DLIB_CASSERT(std::abs(temp(3) - 0) < 1e-13,"");
DLIB_CASSERT(std::abs(temp(4) - 0) < 1e-13,"");
}
class matrix_tester : public tester
{
public:
matrix_tester (
) :
tester ("test_matrix4",
"Runs tests on the scale_rows and scale_columns functions.")
{}
void perform_test (
)
{
test_iterators();
test_setsubs();
test_conv<0,0,0,0>();
test_conv<1,2,3,4>();
test_stuff();
for (int i = 0; i < 10; ++i)
matrix_test();
test_complex();
test_linpiece();
}
} a;
}