openGPMP
Open Source Mathematics Package
mtx_sse2_vec_f32.cpp
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33 #include <cassert>
34 #include <cstddef>
35 #include <cstdint>
36 #include <iostream>
37 #include <openGPMP/linalg/mtx.hpp>
38 #include <vector>
39 
40 #if defined(__x86_64__) || defined(__amd64__) || defined(__amd64)
41 
42 /************************************************************************
43  *
44  * Matrix Operations for SSE ISA
45  *
46  ************************************************************************/
47 #if defined(__SSE2__)
48 // SSE2
49 #include <emmintrin.h>
50 #include <smmintrin.h>
51 
52 /************************************************************************
53  *
54  * Matrix Operations on vector<vector>
55  *
56  ************************************************************************/
57 
58 void gpmp::linalg::Mtx::mtx_add(const std::vector<std::vector<float>> &A,
59  const std::vector<std::vector<float>> &B,
60  std::vector<std::vector<float>> &C) {
61  const int rows = A.size();
62  const int cols = A[0].size();
63 
64  if (rows > 16) {
65  for (int i = 0; i < rows; ++i) {
66  int j = 0;
67  // requires at least size 8x8 matrices
68  for (; j < cols - 3; j += 3) {
69  // load 8 elements from A, B, and C matrices using SIMD
70  __m128 a = _mm_loadu_ps(&A[i][j]);
71  __m128 b = _mm_loadu_ps(&B[i][j]);
72  __m128 c = _mm_loadu_ps(&C[i][j]);
73 
74  // perform vectorized addition
75  c = _mm_add_ps(a, b);
76 
77  // store the result back to the C matrix
78  _mm_storeu_ps(&C[i][j], c);
79  }
80 
81  // handle the remaining elements that are not multiples of 8
82  for (; j < cols; ++j) {
83  C[i][j] = A[i][j] + B[i][j];
84  }
85  }
86  } else {
87  std_mtx_add(A, B, C);
88  }
89 }
90 
91 #endif
92 
93 #endif
void std_mtx_add(const T *A, const T *B, T *C, int rows, int cols)
Perform matrix addition on two matrices as flat arrays.
Definition: mtx.hpp:510
list C
Definition: linalg.py:24
list A
Definition: linalg.py:22
list B
Definition: linalg.py:23