1// Copyright 2020 Google LLC 2// 3// This source code is licensed under the BSD-style license found in the 4// LICENSE file in the root directory of this source tree. 5 6$assert CHANNEL_TILE % 8 == 0 7$assert CHANNEL_TILE >= 8 8$assert ROW_TILE >= 1 9$ABC = "0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ" 10#include <assert.h> 11 12#include <immintrin.h> 13 14#include <xnnpack/math.h> 15#include <xnnpack/prelu.h> 16 17 18static const int32_t mask_table[14] = {-1, -1, -1, -1, -1, -1, -1, 0, 0, 0, 0, 0, 0, 0}; 19 20void xnn_f32_prelu_ukernel__avx_${ROW_TILE}x${CHANNEL_TILE}( 21 size_t rows, 22 size_t channels, 23 const float*restrict input, 24 size_t input_stride, 25 const float*restrict weights, 26 float*restrict output, 27 size_t output_stride) 28{ 29 assert(rows != 0); 30 assert(channels != 0); 31 assert(channels % sizeof(float) == 0); 32 33 const float* i0 = input; 34 float* o0 = output; 35 $for M in range(1, ROW_TILE): 36 const float* i${M} = (const float*) ((uintptr_t) i${M-1} + input_stride); 37 float* o${M} = (float*) ((uintptr_t) o${M-1} + output_stride); 38 39 const size_t input_increment = input_stride * ${ROW_TILE} - channels; 40 const size_t output_increment = output_stride * ${ROW_TILE} - channels; 41 42 do { 43 $for M in range(1, ROW_TILE): 44 $if M % 2 == 0: 45 if XNN_UNPREDICTABLE(rows <= ${M}) { 46 i${M} = i${M-1}; 47 o${M} = o${M-1}; 48 } 49 $else: 50 if XNN_UNPREDICTABLE(rows < ${M+1}) { 51 i${M} = i${M-1}; 52 o${M} = o${M-1}; 53 } 54 55 const float* w = weights; 56 size_t c = channels; 57 for (; c >= ${CHANNEL_TILE} * sizeof(float); c -= ${CHANNEL_TILE} * sizeof(float)) { 58 const __m256 vw${ABC[0:8]} = _mm256_load_ps(w); 59 $for C in range(8, CHANNEL_TILE, 8): 60 const __m256 vw${ABC[C:C+8]} = _mm256_load_ps(w + ${C}); 61 w += ${CHANNEL_TILE}; 62 63 $for M in range(ROW_TILE): 64 const __m256 vi${M}x${ABC[0:8]} = _mm256_loadu_ps(i${M}); 65 $for C in range(8, CHANNEL_TILE, 8): 66 const __m256 vi${M}x${ABC[C:C+8]} = _mm256_loadu_ps(i${M} + ${C}); 67 i${M} += ${CHANNEL_TILE}; 68 69 $for M in range(ROW_TILE): 70 $for C in range(0, CHANNEL_TILE, 8): 71 const __m256 vprod${M}x${ABC[C:C+8]} = _mm256_mul_ps(vi${M}x${ABC[C:C+8]}, vw${ABC[C:C+8]}); 72 73 $for M in range(ROW_TILE): 74 $for C in range(0, CHANNEL_TILE, 8): 75 const __m256 vacc${M}x${ABC[C:C+8]} = _mm256_blendv_ps(vi${M}x${ABC[C:C+8]}, vprod${M}x${ABC[C:C+8]}, vi${M}x${ABC[C:C+8]}); 76 77 $for M in range(ROW_TILE): 78 _mm256_storeu_ps(o${M}, vacc${M}x${ABC[0:8]}); 79 $for C in range(8, CHANNEL_TILE, 8): 80 _mm256_storeu_ps(o${M} + ${C}, vacc${M}x${ABC[C:C+8]}); 81 o${M} += ${CHANNEL_TILE}; 82 } 83 $if CHANNEL_TILE > 8: 84 for (; c >= 8 * sizeof(float); c -= 8 * sizeof(float)) { 85 const __m256 vw = _mm256_load_ps(w); 86 w += 8; 87 88 $for M in range(ROW_TILE): 89 const __m256 vi${M} = _mm256_loadu_ps(i${M}); 90 i${M} += 8; 91 92 $for M in range(ROW_TILE): 93 const __m256 vprod${M} = _mm256_mul_ps(vi${M}, vw); 94 95 $for M in range(ROW_TILE): 96 const __m256 vacc${M} = _mm256_blendv_ps(vi${M}, vprod${M}, vi${M}); 97 98 $for M in range(ROW_TILE): 99 _mm256_storeu_ps(o${M}, vacc${M}); 100 o${M} += 8; 101 } 102 if XNN_UNLIKELY(c != 0) { 103 assert(c >= 1 * sizeof(float)); 104 assert(c <= 7 * sizeof(float)); 105 __m256i vmask = _mm256_loadu_si256((const __m256i*) ((uintptr_t) &mask_table[7] - c)); 106 107 const __m256 vw = _mm256_maskload_ps(w, vmask); 108 109 $for M in range(ROW_TILE): 110 const __m256 vi${M} = _mm256_maskload_ps(i${M}, vmask); 111 i${M} = (const float*) ((uintptr_t) i${M} + c); 112 113 $for M in range(ROW_TILE): 114 const __m256 vprod${M} = _mm256_mul_ps(vi${M}, vw); 115 116 $for M in range(ROW_TILE): 117 __m256 vacc${M} = _mm256_blendv_ps(vi${M}, vprod${M}, vi${M}); 118 119 $for M in range(ROW_TILE): 120 __m128 vacc${M}_lo = _mm256_castps256_ps128(vacc${M}); 121 if (c & (4 * sizeof(float))) { 122 $for M in range(ROW_TILE): 123 _mm_storeu_ps(o${M}, vacc${M}_lo); 124 125 $for M in range(ROW_TILE): 126 vacc${M}_lo = _mm256_extractf128_ps(vacc${M}, 1); 127 128 $for M in range(ROW_TILE): 129 o${M} += 4; 130 } 131 if (c & (2 * sizeof(float))) { 132 $for M in range(ROW_TILE): 133 _mm_storel_pi((__m64*) o${M}, vacc${M}_lo); 134 135 $for M in range(ROW_TILE): 136 vacc${M}_lo = _mm_movehl_ps(vacc${M}_lo, vacc${M}_lo); 137 138 $for M in range(ROW_TILE): 139 o${M} += 2; 140 } 141 if (c & (1 * sizeof(float))) { 142 $for M in range(ROW_TILE): 143 _mm_store_ss(o${M}, vacc${M}_lo); 144 145 $for M in range(ROW_TILE): 146 o${M} += 1; 147 } 148 } 149 $for M in range(ROW_TILE): 150 i${M} = (const float*) ((uintptr_t) i${M} + input_increment); 151 o${M} = (float*) ((uintptr_t) o${M} + output_increment); 152 rows = doz(rows, ${ROW_TILE}); 153 } while (rows != 0); 154} 155