File: ztensor_cp_test.cc

package info (click to toggle)
btas 1.0.0-1
  • links: PTS, VCS
  • area: main
  • in suites: sid
  • size: 2,132 kB
  • sloc: cpp: 26,486; ansic: 1,545; makefile: 5
file content (169 lines) | stat: -rw-r--r-- 5,391 bytes parent folder | download | duplicates (2)
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
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
#ifdef BTAS_HAS_BLAS_LAPACK
#include <btas/btas.h>
#include <btas/generic/converge_class.h>
#include <libgen.h>
#include <fstream>
#include <iomanip>
#include <iostream>
#include "../unittest/test.h"

#define BTAS_ENABLE_TUCKER_CP_UT 1
#define BTAS_ENABLE_RANDOM_CP_UT 0

const std::string __dirname = dirname(strdup(__FILE__));

TEST_CASE("ZCP") {
  typedef btas::Tensor<double> tensor;
  typedef btas::Tensor<std::complex<double>> ztensor;
  using zconv_class = btas::FitCheck<ztensor>;
  // using conv_class = btas::FitCheck<tensor>;
  using conv_class_coupled = btas::CoupledFitCheck<tensor>;
  using btas::COUPLED_CP_ALS;
  using btas::CP_ALS;
  using btas::CP_DF_ALS;
  using btas::CP_RALS;

  // double epsilon = fmax(1e-10, std::numeric_limits<double>::epsilon());
  double epsilon = 1e-5;

  ztensor Z3(3, 2, 4);
  std::ifstream inp3(__dirname + "/z-mat3D.txt");
  if (inp3.is_open()) {
    int i, j, k;
    double rel, img;
    while (inp3) {
      inp3 >> i >> j >> k >> rel >> img;
      std::complex<double> val(rel, img);
      Z3(i, j, k) = val;
    }
  }

  ztensor Z4(4, 2, 7, 3);
  std::ifstream inp4(__dirname + "/z-mat4D.txt");
  if (inp4.is_open()) {
    int i, j, k, l;
    double rel, img;
    while (inp4) {
      inp4 >> i >> j >> k >> l >> rel >> img;
      std::complex<double> val(rel, img);
      Z4(i, j, k, l) = val;
    }
  }

  tensor results(43, 1);
  std::ifstream res(__dirname + "/cp_test_results.txt");
  CHECK(res.is_open());
  for (auto &i : results) {
    res >> i;
  }

  ztensor Z44(Z4.extent(1), Z4.extent(2), Z4.extent(3), Z4.extent(1), Z4.extent(2), Z4.extent(3));
  ztensor Z33(Z3.extent(1), Z3.extent(2), Z3.extent(1), Z3.extent(2));

  std::complex<double> one{1.0, 0.0};
  std::complex<double> zero{0.0, 0.0};

  contract(one, Z3, {1,2,3}, Z3, {1,4,5}, zero, Z33, {2,3,4,5});
  contract(one, Z4, {1, 2, 3, 4}, Z4.conj(), {1, 5, 6, 7}, zero, Z44, {2, 3, 4, 5, 6, 7});

  std::complex<double> norm4 = sqrt(dot(Z4, Z4));
  std::complex<double> norm42 = sqrt(dot(Z44, Z44));

  std::complex<double> norm3 = sqrt(dot(Z3, Z3));
  std::complex<double> norm32 = sqrt(dot(Z33, Z33));

  zconv_class conv(1e-3);

  // ALS tests
  {
    SECTION("ALS MODE = 3, Finite error") {
      CP_ALS<ztensor, zconv_class> A1(Z3);
      conv.set_norm(norm3.real());
      double diff = A1.compute_error(conv, 1e-6, 1, 11,false,0,100);
      CHECK(std::abs(diff) <= epsilon);
    }
    SECTION("ALS MODE = 3, Finite rank") {
      CP_ALS<ztensor, zconv_class> A1(Z3);
      conv.set_norm(norm3.real());
      double diff = A1.compute_rank(11, conv, 1, false, 0, 100);
      CHECK(std::abs(diff) <= epsilon);
    }
#if BTAS_ENABLE_TUCKER_CP_UT
    SECTION("ALS MODE = 3, Tucker + CP") {
      auto d = Z3;
      btas::TUCKER_CP_ALS<ztensor, zconv_class> A1(d, 1e-3);
      conv.set_norm(norm3.real());
      double diff = A1.compute_rank(6, conv, 1, false, 0, 100);
      CHECK(std::abs(diff) <= epsilon);
      conv.verbose(false);
    }
#endif
    SECTION("ALS MODE = 4, Finite error") {
      CP_ALS<ztensor, zconv_class> A1(Z4);
      conv.set_norm(norm4.real());
      double diff = A1.compute_error(conv, 1e-2, 1, 100, true, 57);
      CHECK(std::abs(diff) <= /* NB error too large with netlib blas on linux */ 3 * epsilon);
    }
    SECTION("ALS MODE = 4, Finite rank") {
      CP_ALS<ztensor, zconv_class> A1(Z4);
      conv.set_norm(norm4.real());
      double diff = A1.compute_rank(57, conv, 1, true, 57);
      CHECK(std::abs(diff) <= /* NB error too large with netlib blas on linux */ 3 * epsilon);
    }
#if BTAS_ENABLE_TUCKER_CP_UT
    SECTION("ALS MODE = 4, Tucker + CP") {
      auto d = Z4;
      btas::TUCKER_CP_ALS<ztensor, zconv_class> A1(d, 1e-3);
      conv.set_norm(norm4.real());
      double diff = A1.compute_rank(58, conv, 1, true, 58);
      CHECK(std::abs(diff) <= epsilon);
    }
#endif
  }
  // RALS TESTS
  {
    SECTION("RALS MODE = 3, Finite rank") {
      CP_RALS<ztensor, zconv_class> A1(Z3);
      conv.set_norm(norm3.real());
      double diff = A1.compute_rank(12, conv);
      CHECK(std::abs(diff) <= epsilon);
    }
    SECTION("RALS MODE = 3, Finite error") {
      CP_RALS<ztensor, zconv_class> A1(Z3);
      conv.set_norm(norm3.real());
      double diff = A1.compute_error(conv, 1e-2, 1, 13, true, 12);
      CHECK(std::abs(diff) <= epsilon);
    }
#if BTAS_ENABLE_TUCKER_CP_UT
    SECTION("RALS MODE = 3, Tucker + CP") {
      auto d = Z3;
      btas::TUCKER_CP_RALS<ztensor, zconv_class> A1(d, 1e-3);
      conv.set_norm(norm3.real());
      double diff = A1.compute_rank(13, conv, 1, true, 13);
      CHECK(std::abs(diff) <= epsilon);
    }
#endif
    SECTION("RALS MODE = 4, Finite rank") {
      CP_RALS<ztensor, zconv_class> A1(Z4);
      conv.set_norm(norm4.real());
      double diff = A1.compute_rank(67, conv, 1, true, 65);
      CHECK(std::abs(diff) <= epsilon);
    }
   SECTION("RALS MODE = 4, Finite error"){
     CP_RALS<ztensor, zconv_class> A1(Z4);
     conv.set_norm(norm4.real());
     double diff = A1.compute_error(conv, 1e-5, 1, 67, true, 65);
     CHECK(std::abs(diff) <= epsilon);
   }
#if BTAS_ENABLE_TUCKER_CP_UT
   SECTION("RALS MODE = 4, Tucker + CP"){
     auto d = Z4;
     btas::TUCKER_CP_RALS<ztensor, zconv_class > A1(d, 1e-3);
     conv.set_norm(norm4.real());
     double diff = A1.compute_rank(67, conv, 1, true, 67);
     CHECK(std::abs(diff) <= epsilon);
   }
#endif
  }
}
#endif