suanPan
csc_form.hpp
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17 
18 #ifndef CSC_FORM_HPP
19 #define CSC_FORM_HPP
20 
21 #include "triplet_form.hpp"
22 
23 template<sp_d data_t, sp_i index_t> class csr_form;
24 
25 template<sp_d data_t, sp_i index_t> class csc_form final {
26  const data_t bin = data_t(0);
27 
28  using index_ptr = std::unique_ptr<index_t[]>;
29  using data_ptr = std::unique_ptr<data_t[]>;
30 
31  index_ptr row_idx = nullptr; // index storage
32  index_ptr col_ptr = nullptr; // index storage
33  data_ptr val_idx = nullptr; // value storage
34 
35  template<sp_d in_dt, sp_i in_it> void copy_to(in_it* const new_row_idx, in_it* const new_col_ptr, in_dt* const new_val_idx) const {
36  suanpan_for(index_t(0), n_cols + 1, [&](const index_t I) { new_col_ptr[I] = in_it(col_ptr[I]); });
37  suanpan_for(index_t(0), n_elem, [&](const index_t I) {
38  new_row_idx[I] = in_it(row_idx[I]);
39  new_val_idx[I] = in_dt(val_idx[I]);
40  });
41  }
42 
43  void init(const index_t in_elem) {
44  row_idx = std::move(index_ptr(new index_t[in_elem]));
45  col_ptr = std::move(index_ptr(new index_t[n_cols + 1]));
46  val_idx = std::move(data_ptr(new data_t[in_elem]));
47  }
48 
49 public:
50  const index_t n_rows = 0;
51  const index_t n_cols = 0;
52  const index_t n_elem = 0;
53 
54  csc_form() = default;
55  csc_form(const csc_form&);
56  csc_form(csc_form&&) noexcept;
57  csc_form& operator=(const csc_form&);
58  csc_form& operator=(csc_form&&) noexcept;
59  ~csc_form() = default;
60 
61  [[nodiscard]] const index_t* row_mem() const { return row_idx.get(); }
62 
63  [[nodiscard]] const index_t* col_mem() const { return col_ptr.get(); }
64 
65  [[nodiscard]] const data_t* val_mem() const { return val_idx.get(); }
66 
67  [[nodiscard]] index_t* row_mem() { return row_idx.get(); }
68 
69  [[nodiscard]] index_t* col_mem() { return col_ptr.get(); }
70 
71  [[nodiscard]] data_t* val_mem() { return val_idx.get(); }
72 
73  [[nodiscard]] data_t max() const {
74  if(0 == n_elem) return data_t(0);
75  return *std::max_element(val_idx.get(), val_idx.get() + n_elem);
76  }
77 
78  void print() const;
79 
80  template<sp_d T2> csc_form<data_t, index_t> operator*(const T2 scalar) {
81  csc_form<data_t, index_t> copy = *this;
82  return copy *= scalar;
83  }
84 
85  template<sp_d T2> csc_form<data_t, index_t> operator/(const T2 scalar) {
86  csc_form<data_t, index_t> copy = *this;
87  return copy /= scalar;
88  }
89 
90  template<sp_d T2> csc_form<data_t, index_t>& operator*=(const T2 scalar) {
91  suanpan_for_each(val_idx.get(), val_idx.get() + n_elem, [=](data_t& I) { I *= data_t(scalar); });
92  return *this;
93  }
94 
95  template<sp_d T2> csc_form<data_t, index_t>& operator/=(const T2 scalar) {
96  suanpan_for_each(val_idx.get(), val_idx.get() + n_elem, [=](data_t& I) { I /= data_t(scalar); });
97  return *this;
98  }
99 
100  template<sp_d in_dt, sp_i in_it> explicit csc_form(triplet_form<in_dt, in_it>&, SparseBase = SparseBase::ZERO, bool = false);
101 
102  template<sp_d in_dt, sp_i in_it> csc_form& operator=(triplet_form<in_dt, in_it>&);
103 
104  const data_t& operator()(const index_t in_row, const index_t in_col) const {
105  if(in_row < n_rows && in_col < n_cols) for(auto I = col_ptr[in_col]; I < col_ptr[in_col + 1]; ++I) if(in_row == row_idx[I]) return val_idx[I];
106  return access::rw(bin) = data_t(0);
107  }
108 
109  Mat<data_t> operator*(const Col<data_t>& in_mat) {
110  Mat<data_t> out_mat = arma::zeros<Mat<data_t>>(in_mat.n_rows, 1);
111  for(index_t I = 0; I < n_cols; ++I) for(auto J = col_ptr[I]; J < col_ptr[I + 1]; ++J) out_mat(row_idx[J]) += val_idx[J] * in_mat(I);
112  return out_mat;
113  }
114 
115  Mat<data_t> operator*(const Mat<data_t>& in_mat) {
116  Mat<data_t> out_mat = arma::zeros<Mat<data_t>>(in_mat.n_rows, in_mat.n_cols);
117  for(index_t I = 0; I < n_cols; ++I) for(auto J = col_ptr[I]; J < col_ptr[I + 1]; ++J) out_mat.row(row_idx[J]) += val_idx[J] * in_mat.row(I);
118  return out_mat;
119  }
120 };
121 
122 template<sp_d data_t, sp_i index_t> csc_form<data_t, index_t>::csc_form(const csc_form& in_mat)
123  : n_rows{in_mat.n_rows}
124  , n_cols{in_mat.n_cols}
125  , n_elem{in_mat.n_elem} {
126  init(n_elem);
127  in_mat.copy_to(row_idx.get(), col_ptr.get(), val_idx.get());
128 }
129 
130 template<sp_d data_t, sp_i index_t> csc_form<data_t, index_t>::csc_form(csc_form&& in_mat) noexcept
131  : row_idx{std::move(in_mat.row_idx)}
132  , col_ptr{std::move(in_mat.col_ptr)}
133  , val_idx{std::move(in_mat.val_idx)}
134  , n_rows{in_mat.n_rows}
135  , n_cols{in_mat.n_cols}
136  , n_elem{in_mat.n_elem} {}
137 
138 template<sp_d data_t, sp_i index_t> csc_form<data_t, index_t>& csc_form<data_t, index_t>::operator=(const csc_form& in_mat) {
139  if(this == &in_mat) return *this;
140  access::rw(n_rows) = in_mat.n_rows;
141  access::rw(n_cols) = in_mat.n_cols;
142  access::rw(n_elem) = in_mat.n_elem;
143  init(n_elem);
144  in_mat.copy_to(row_idx.get(), col_ptr.get(), val_idx.get());
145  return *this;
146 }
147 
148 template<sp_d data_t, sp_i index_t> csc_form<data_t, index_t>& csc_form<data_t, index_t>::operator=(csc_form&& in_mat) noexcept {
149  if(this == &in_mat) return *this;
150  access::rw(n_rows) = in_mat.n_rows;
151  access::rw(n_cols) = in_mat.n_cols;
152  access::rw(n_elem) = in_mat.n_elem;
153  row_idx = std::move(in_mat.row_idx);
154  col_ptr = std::move(in_mat.col_ptr);
155  val_idx = std::move(in_mat.val_idx);
156  return *this;
157 }
158 
159 template<sp_d data_t, sp_i index_t> void csc_form<data_t, index_t>::print() const {
160  suanpan_info("A sparse matrix in triplet form with size of %u by %u, the sparsity of %.3f%%.\n", static_cast<unsigned>(n_rows), static_cast<unsigned>(n_cols), 1E2 - static_cast<double>(n_elem) / static_cast<double>(n_rows) / static_cast<double>(n_cols) * 1E2);
161  if(n_elem > index_t(1000)) {
162  suanpan_info("more than 1000 elements exist.\n");
163  return;
164  }
165 
166  index_t c_idx = 1;
167  for(index_t I = 0; I < n_elem; ++I) {
168  if(I >= col_ptr[c_idx]) ++c_idx;
169  suanpan_info("(%3u, %3u) ===> %+.4E\n", static_cast<unsigned>(row_idx[I]), static_cast<unsigned>(c_idx) - 1, val_idx[I]);
170  }
171 }
172 
173 template<sp_d data_t, sp_i index_t> template<sp_d in_dt, sp_i in_it> csc_form<data_t, index_t>::csc_form(triplet_form<in_dt, in_it>& in_mat, const SparseBase base, const bool full)
174  : n_rows(index_t(in_mat.n_rows))
175  , n_cols(index_t(in_mat.n_cols)) {
176  if(full) in_mat.full_csc_condense();
177  else in_mat.csc_condense();
178 
179  init(access::rw(n_elem) = index_t(in_mat.n_elem));
180 
181  const sp_i auto shift = index_t(base);
182 
183  suanpan_for(in_it(0), in_mat.n_elem, [&](const in_it I) {
184  row_idx[I] = index_t(in_mat.row_idx[I]) + shift;
185  val_idx[I] = data_t(in_mat.val_idx[I]);
186  });
187 
188  in_it current_pos = 0, current_col = 0;
189 
190  while(current_pos < in_mat.n_elem)
191  if(in_mat.col_idx[current_pos] < current_col) ++current_pos;
192  else col_ptr[current_col++] = index_t(current_pos) + shift;
193 
194  col_ptr[0] = shift;
195  col_ptr[n_cols] = n_elem + shift;
196 }
197 
198 template<sp_d data_t, sp_i index_t> template<sp_d in_dt, sp_i in_it> csc_form<data_t, index_t>& csc_form<data_t, index_t>::operator=(triplet_form<in_dt, in_it>& in_mat) {
199  in_mat.csc_condense();
200 
201  access::rw(n_rows) = index_t(in_mat.n_rows);
202  access::rw(n_cols) = index_t(in_mat.n_cols);
203 
204  init(access::rw(n_elem) = index_t(in_mat.n_elem));
205 
206  suanpan_for(in_it(0), in_mat.n_elem, [&](const in_it I) {
207  row_idx[I] = index_t(in_mat.row_idx[I]);
208  val_idx[I] = data_t(in_mat.val_idx[I]);
209  });
210 
211  in_it current_pos = 0, current_col = 0;
212 
213  while(current_pos < in_mat.n_elem)
214  if(in_mat.col_idx[current_pos] < current_col) ++current_pos;
215  else col_ptr[current_col++] = index_t(current_pos);
216 
217  col_ptr[0] = index_t(0);
218  col_ptr[n_cols] = n_elem;
219 
220  return *this;
221 }
222 
223 #endif
const data_t * val_mem() const
Definition: csc_form.hpp:65
Mat< data_t > operator*(const Mat< data_t > &in_mat)
Definition: csc_form.hpp:115
const index_t n_elem
Definition: csc_form.hpp:52
Definition: csc_form.hpp:25
concept sp_i
Definition: suanPan.h:232
index_t * row_mem()
Definition: csc_form.hpp:67
csc_form< data_t, index_t > operator/(const T2 scalar)
Definition: csc_form.hpp:85
csc_form< data_t, index_t > & operator*=(const T2 scalar)
Definition: csc_form.hpp:90
void csc_condense()
Definition: triplet_form.hpp:209
Definition: triplet_form.hpp:62
const index_t * col_mem() const
Definition: csc_form.hpp:63
void full_csc_condense()
Definition: triplet_form.hpp:220
const index_t n_rows
Definition: csc_form.hpp:50
#define suanpan_for_each
Definition: suanPan.h:180
index_t * col_mem()
Definition: csc_form.hpp:69
data_t max() const
Definition: csc_form.hpp:73
const index_t * row_mem() const
Definition: csc_form.hpp:61
const data_t & operator()(const index_t in_row, const index_t in_col) const
Definition: csc_form.hpp:104
Mat< data_t > operator*(const Col< data_t > &in_mat)
Definition: csc_form.hpp:109
csc_form< data_t, index_t > & operator/=(const T2 scalar)
Definition: csc_form.hpp:95
Definition: csc_form.hpp:23
csc_form< data_t, index_t > operator*(const T2 scalar)
Definition: csc_form.hpp:80
void suanpan_for(const IT start, const IT end, F &&FN)
Definition: utility.h:24
const index_t n_rows
Definition: triplet_form.hpp:128
const index_t n_cols
Definition: triplet_form.hpp:129
const index_t n_cols
Definition: csc_form.hpp:51
const index_t n_elem
Definition: triplet_form.hpp:130
void print() const
Definition: csc_form.hpp:159
csc_form & operator=(const csc_form &)
Definition: csc_form.hpp:138
data_t * val_mem()
Definition: csc_form.hpp:71
SparseBase
Definition: triplet_form.hpp:27
csc_form()=default