-
Notifications
You must be signed in to change notification settings - Fork 0
/
Copy pathtest_fista.h
68 lines (55 loc) · 1.73 KB
/
test_fista.h
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
#ifndef TEST_FISTA_H
#define TEST_FISTA_H
/* SPAMS-Eigen Glue (SEG) v. 1.0
* Copyright (C) 2017 Benjamin J Phillips
*
* This file is part of SEG.
*
* SEG is free software: you can redistribute it and/or modify
* it under the terms of the GNU General Public License as published by
* the Free Software Foundation, either version 3 of the License, or
* (at your option) any later version.
*
* SEG is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with SEG. If not, see <http://www.gnu.org/licenses/>.
*/
// C System-Headers
//
// C++ System headers
#include <cmath>
// Eigen Headers
#include <eigen3/Eigen/Dense>
// Boost Headers
//
// SPAMS Headers
//
// Armadillo Headers
//
// Project Specific Headers
#include "fista_flat.h"
void TestFistaFlat( uint num_rows, uint num_cols ) {
Eigen::MatrixXd X = Eigen::MatrixXd::Random( num_rows, num_cols );
Eigen::VectorXd Y = X.col(0);
Eigen::VectorXd W_0 = Eigen::VectorXd::Zero( num_rows );
// W_0.setZero();
double lambda = 1.0;
Eigen::MatrixXd spams_retval = FistaFlat< double >( Y, X, W_0, 0.5*lambda );
std::cout << "fistaFlat result:\n" << spams_retval.squaredNorm() << std::endl;
}
void RunFistaTests() {
for ( uint k = 200; k <= 2000; k+= 200 ) {
std::cout << "Testing fistaFlat for a " \
<< k \
<< "x" \
<< k \
<< "Matrix" \
<< std::endl;
TestFistaFlat( k, k );
}
}
#endif // TEST_FISTA_H