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DenseMat.hpp
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1/*******************************************************************************
2 * Copyright (C) 2017-2025 Theodore Chang
3 *
4 * This program is free software: you can redistribute it and/or modify
5 * it under the terms of the GNU General Public License as published by
6 * the Free Software Foundation, either version 3 of the License, or
7 * (at your option) any later version.
8 *
9 * This program is distributed in the hope that it will be useful,
10 * but WITHOUT ANY WARRANTY; without even the implied warranty of
11 * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
12 * GNU General Public License for more details.
13 *
14 * You should have received a copy of the GNU General Public License
15 * along with this program. If not, see <http://www.gnu.org/licenses/>.
16 ******************************************************************************/
29#ifndef DENSEMAT_HPP
30#define DENSEMAT_HPP
31
32#include "MetaMat.hpp"
33
34template<sp_d T> uword round_up(const uword in_size) {
35 constexpr auto multiple = 64llu / sizeof(T);
36 return (in_size + multiple - 1llu) / multiple * multiple;
37}
38
39template<sp_d T> class DenseMat : public MetaMat<T> {
40protected:
42
43 int direct_solve(Mat<T>& X, const Mat<T>& B) override { return this->direct_solve(X, Mat<T>(B)); }
44
45 podarray<blas_int> pivot;
46 podarray<float> s_memory; // float storage used in mixed precision algorithm
47
48 std::unique_ptr<T[]> memory = nullptr;
49
50 podarray<float> to_float() {
51 podarray<float> f_memory(this->n_elem);
52 suanpan::for_each(this->n_elem, [&](const uword I) { f_memory(I) = static_cast<float>(memory[I]); });
53 return f_memory;
54 }
55
56public:
57 DenseMat(const uword in_rows, const uword in_cols, const uword in_elem)
58 : MetaMat<T>(in_rows, in_cols, in_elem)
59 , memory(new T[this->n_elem]) {
60 if(in_elem > std::numeric_limits<la_it>::max()) throw std::runtime_error("matrix size exceeds limit, please enable 64-bit indexing");
62 }
63
64 DenseMat(const DenseMat& old_mat)
65 : MetaMat<T>(old_mat)
66 , pivot(old_mat.pivot)
67 , s_memory(old_mat.s_memory)
68 , memory(new T[this->n_elem]) { suanpan::for_each(this->n_elem, [&](const uword I) { memory[I] = old_mat.memory[I]; }); }
69
70 DenseMat(DenseMat&&) noexcept = delete;
71 DenseMat& operator=(const DenseMat&) = delete;
72 DenseMat& operator=(DenseMat&&) noexcept = delete;
73 ~DenseMat() override = default;
74
75 [[nodiscard]] bool is_empty() const override { return 0 == this->n_elem; }
76
77 void zeros() override {
78 this->factored = false;
79 arrayops::fill_zeros(memptr(), this->n_elem);
80 }
81
82 [[nodiscard]] T max() const override {
83 T max_value = T(1);
84 for(uword I = 0; I < std::min(this->n_rows, this->n_cols); ++I) if(const auto t_val = this->operator()(I, I); t_val > max_value) max_value = t_val;
85 return max_value;
86 }
87
88 [[nodiscard]] const T* memptr() const override { return memory.get(); }
89
90 T* memptr() override { return memory.get(); }
91
92 void scale_accu(const T scalar, const shared_ptr<MetaMat<T>>& M) override {
93 if(nullptr == M) return;
94 if(!M->triplet_mat.is_empty()) return this->scale_accu(scalar, M->triplet_mat);
95 if(this->n_rows != M->n_rows || this->n_cols != M->n_cols || this->n_elem != M->n_elem) throw invalid_argument("size mismatch");
96 if(nullptr == M->memptr()) return;
97 this->factored = false;
98 if(1. == scalar) arrayops::inplace_plus(memptr(), M->memptr(), this->n_elem);
99 else if(-1. == scalar) arrayops::inplace_minus(memptr(), M->memptr(), this->n_elem);
100 else suanpan::for_each(this->n_elem, [&](const uword I) { memptr()[I] += scalar * M->memptr()[I]; });
101 }
102
103 void scale_accu(const T scalar, const triplet_form<T, uword>& M) override {
104 if(this->n_rows != M.n_rows || this->n_cols != M.n_cols) throw invalid_argument("size mismatch");
105 this->factored = false;
106 const auto row = M.row_mem();
107 const auto col = M.col_mem();
108 const auto val = M.val_mem();
109 if(1. == scalar) for(auto I = 0llu; I < M.n_elem; ++I) this->at(row[I], col[I]) += val[I];
110 else if(-1. == scalar) for(auto I = 0llu; I < M.n_elem; ++I) this->at(row[I], col[I]) -= val[I];
111 else for(auto I = 0llu; I < M.n_elem; ++I) this->at(row[I], col[I]) += scalar * val[I];
112 }
113
114 void operator*=(const T value) override {
115 this->factored = false;
116 arrayops::inplace_mul(memptr(), value, this->n_elem);
117 }
118
119 void allreduce() override {
120#ifdef SUANPAN_DISTRIBUTED
121 comm_world.allreduce(mpl::plus<T>(), memory.get(), mpl::contiguous_layout<T>{this->n_elem});
122#endif
123 }
124};
125
126#endif
127
A DenseMat class that holds matrices.
Definition DenseMat.hpp:39
podarray< float > to_float()
Definition DenseMat.hpp:50
const T * memptr() const override
Definition DenseMat.hpp:88
podarray< float > s_memory
Definition DenseMat.hpp:46
podarray< blas_int > pivot
Definition DenseMat.hpp:45
void zeros() override
Definition DenseMat.hpp:77
DenseMat(const DenseMat &old_mat)
Definition DenseMat.hpp:64
DenseMat(const uword in_rows, const uword in_cols, const uword in_elem)
Definition DenseMat.hpp:57
std::unique_ptr< T[]> memory
Definition DenseMat.hpp:48
void scale_accu(const T scalar, const shared_ptr< MetaMat< T > > &M) override
Definition DenseMat.hpp:92
void operator*=(const T value) override
Definition DenseMat.hpp:114
T max() const override
Definition DenseMat.hpp:82
void scale_accu(const T scalar, const triplet_form< T, uword > &M) override
Definition DenseMat.hpp:103
bool is_empty() const override
Definition DenseMat.hpp:75
void allreduce() override
Definition DenseMat.hpp:119
DenseMat(DenseMat &&) noexcept=delete
T * memptr() override
Definition DenseMat.hpp:90
int direct_solve(Mat< T > &X, const Mat< T > &B) override
Definition DenseMat.hpp:43
A MetaMat class that holds matrices.
Definition MetaMat.hpp:74
const uword n_cols
Definition MetaMat.hpp:117
const uword n_rows
Definition MetaMat.hpp:116
bool factored
Definition MetaMat.hpp:76
const uword n_elem
Definition MetaMat.hpp:118
virtual T & at(uword, uword)=0
Access element with bound check.
Definition triplet_form.hpp:62
const index_t n_rows
Definition triplet_form.hpp:128
uword round_up(const uword in_size)
Definition DenseMat.hpp:34
void for_each(const IT start, const IT end, F &&FN)
Definition utility.h:28