1// Copyright 2019 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$assert CHANNEL_TILE % 4 == 0 7$assert CHANNEL_TILE >= 4 8$assert ROW_TILE >= 1 9$ABC = "0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ" 10#include <assert.h> 11 12#include <xmmintrin.h> 13 14#include <xnnpack/math.h> 15#include <xnnpack/vmulcaddc.h> 16 17 18void xnn_f32_vmulcaddc_minmax_ukernel_c${CHANNEL_TILE}__sse_${ROW_TILE}x( 19 size_t rows, 20 size_t channels, 21 const float*restrict input, 22 size_t input_stride, 23 const float*restrict weights, 24 float*restrict output, 25 size_t output_stride, 26 const union xnn_f32_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS 27{ 28 assert(rows != 0); 29 assert(channels != 0); 30 assert(channels % sizeof(float) == 0); 31 32 const float* i0 = input; 33 float* o0 = output; 34 $for M in range(1, ROW_TILE): 35 const float* i${M} = (const float*) ((uintptr_t) i${M-1} + input_stride); 36 float* o${M} = (float*) ((uintptr_t) o${M-1} + output_stride); 37 38 const size_t input_increment = input_stride * ${ROW_TILE} - channels; 39 const size_t output_increment = output_stride * ${ROW_TILE} - channels; 40 41 const __m128 vmin = _mm_load_ps(params->sse.min); 42 const __m128 vmax = _mm_load_ps(params->sse.max); 43 do { 44 $for M in range(1, ROW_TILE): 45 $if M % 2 == 0: 46 if XNN_UNPREDICTABLE(rows <= ${M}) { 47 i${M} = i${M-1}; 48 o${M} = o${M-1}; 49 } 50 $else: 51 if XNN_UNPREDICTABLE(rows < ${M+1}) { 52 i${M} = i${M-1}; 53 o${M} = o${M-1}; 54 } 55 56 const float* w = weights; 57 size_t c = channels; 58 for (; c >= ${CHANNEL_TILE} * sizeof(float); c -= ${CHANNEL_TILE} * sizeof(float)) { 59 const __m128 vscale${ABC[0:4]} = _mm_load_ps(w); 60 $for C in range(4, CHANNEL_TILE, 4): 61 const __m128 vscale${ABC[C:C+4]} = _mm_load_ps(w + ${C}); 62 63 $for M in range(ROW_TILE): 64 __m128 vacc${M}x${ABC[0:4]} = _mm_loadu_ps(i${M}); 65 $for C in range(4, CHANNEL_TILE, 4): 66 __m128 vacc${M}x${ABC[C:C+4]} = _mm_loadu_ps(i${M} + ${C}); 67 i${M} += ${CHANNEL_TILE}; 68 69 $for M in range(ROW_TILE): 70 $for C in range(0, CHANNEL_TILE, 4): 71 vacc${M}x${ABC[C:C+4]} = _mm_mul_ps(vacc${M}x${ABC[C:C+4]}, vscale${ABC[C:C+4]}); 72 73 $for C in range(0, CHANNEL_TILE, 4): 74 const __m128 vbias${ABC[C:C+4]} = _mm_load_ps(w + ${C + CHANNEL_TILE}); 75 76 $for M in range(ROW_TILE): 77 $for C in range(0, CHANNEL_TILE, 4): 78 vacc${M}x${ABC[C:C+4]} = _mm_add_ps(vacc${M}x${ABC[C:C+4]}, vbias${ABC[C:C+4]}); 79 80 $for M in range(ROW_TILE): 81 $for C in range(0, CHANNEL_TILE, 4): 82 vacc${M}x${ABC[C:C+4]} = _mm_max_ps(vacc${M}x${ABC[C:C+4]}, vmin); 83 84 $for M in range(ROW_TILE): 85 $for C in range(0, CHANNEL_TILE, 4): 86 vacc${M}x${ABC[C:C+4]} = _mm_min_ps(vacc${M}x${ABC[C:C+4]}, vmax); 87 88 $for M in range(ROW_TILE): 89 _mm_storeu_ps(o${M}, vacc${M}x${ABC[0:4]}); 90 $for C in range(4, CHANNEL_TILE, 4): 91 _mm_storeu_ps(o${M} + ${C}, vacc${M}x${ABC[C:C+4]}); 92 o${M} += ${CHANNEL_TILE}; 93 94 w += ${CHANNEL_TILE * 2}; 95 } 96 $if CHANNEL_TILE > 4: 97 for (; c >= 4 * sizeof(float); c -= 4 * sizeof(float)) { 98 const __m128 vscale0123 = _mm_load_ps(w); 99 100 $for M in range(ROW_TILE): 101 __m128 vacc${M}x0123 = _mm_loadu_ps(i${M}); 102 i${M} += 4; 103 104 $for M in range(ROW_TILE): 105 vacc${M}x0123 = _mm_mul_ps(vacc${M}x0123, vscale0123); 106 107 const __m128 vbias0123 = _mm_load_ps(w + ${CHANNEL_TILE}); 108 109 $for M in range(ROW_TILE): 110 vacc${M}x0123 = _mm_add_ps(vacc${M}x0123, vbias0123); 111 112 $for M in range(ROW_TILE): 113 vacc${M}x0123 = _mm_max_ps(vacc${M}x0123, vmin); 114 115 $for M in range(ROW_TILE): 116 vacc${M}x0123 = _mm_min_ps(vacc${M}x0123, vmax); 117 118 $for M in range(ROW_TILE): 119 _mm_storeu_ps(o${M}, vacc${M}x0123); 120 o${M} += 4; 121 122 w += 4; 123 } 124 if XNN_UNLIKELY(c != 0) { 125 const __m128 vscale0123 = _mm_load_ps(w); 126 127 $for M in range(ROW_TILE): 128 __m128 vacc${M}x0123 = _mm_loadu_ps(i${M}); 129 i${M} = (const float*) ((uintptr_t) i${M} + c); 130 131 $for M in range(ROW_TILE): 132 vacc${M}x0123 = _mm_mul_ps(vacc${M}x0123, vscale0123); 133 134 const __m128 vbias0123 = _mm_load_ps(w + ${CHANNEL_TILE}); 135 136 $for M in range(ROW_TILE): 137 vacc${M}x0123 = _mm_add_ps(vacc${M}x0123, vbias0123); 138 139 $for M in range(ROW_TILE): 140 vacc${M}x0123 = _mm_max_ps(vacc${M}x0123, vmin); 141 142 $for M in range(ROW_TILE): 143 vacc${M}x0123 = _mm_min_ps(vacc${M}x0123, vmax); 144 145 if (c & (2 * sizeof(float))) { 146 $for M in range(ROW_TILE): 147 _mm_storel_pi((__m64*) o${M}, vacc${M}x0123); 148 149 $for M in range(ROW_TILE): 150 vacc${M}x0123 = _mm_movehl_ps(vacc${M}x0123, vacc${M}x0123); 151 152 $for M in range(ROW_TILE): 153 o${M} += 2; 154 } 155 if (c & (1 * sizeof(float))) { 156 $for M in range(ROW_TILE): 157 _mm_store_ss(o${M}, vacc${M}x0123); 158 159 $for M in range(ROW_TILE): 160 o${M} += 1; 161 } 162 } 163 $for M in range(ROW_TILE): 164 i${M} = (const float*) ((uintptr_t) i${M} + input_increment); 165 o${M} = (float*) ((uintptr_t) o${M} + output_increment); 166 rows = doz(rows, ${ROW_TILE}); 167 } while (rows != 0); 168} 169