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 <arm_neon.h> 13 14#include <xnnpack/math.h> 15#include <xnnpack/vmulcaddc.h> 16 17 18void xnn_f32_vmulcaddc_minmax_ukernel_c${CHANNEL_TILE}__${"neonfma" if FMA else "neon"}_${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_DISABLE_TSAN 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 $if M % 2 == 0: 38 if XNN_UNPREDICTABLE(rows <= ${M}) { 39 i${M} = i${M-1}; 40 o${M} = o${M-1}; 41 } 42 $else: 43 if XNN_UNPREDICTABLE(rows < ${M+1}) { 44 i${M} = i${M-1}; 45 o${M} = o${M-1}; 46 } 47 48 const size_t input_increment = input_stride * ${ROW_TILE} - channels; 49 const size_t output_increment = output_stride * ${ROW_TILE} - channels; 50 51 const float32x4_t vmin = vld1q_dup_f32(¶ms->scalar.min); 52 const float32x4_t vmax = vld1q_dup_f32(¶ms->scalar.max); 53 do { 54 const float* w = weights; 55 size_t c = channels; 56 for (; c >= ${CHANNEL_TILE} * sizeof(float); c -= ${CHANNEL_TILE} * sizeof(float)) { 57 $for C in range(0, CHANNEL_TILE, 4): 58 const float32x4_t vscale${ABC[C:C+4]} = vld1q_f32(w); w += 4; 59 60 $for M in range(ROW_TILE): 61 $for C in range(0, CHANNEL_TILE, 4): 62 float32x4_t vacc${M}x${ABC[C:C+4]} = vld1q_f32(i${M}); i${M} += 4; 63 64 $if not FMA: 65 $for M in range(ROW_TILE): 66 $for C in range(0, CHANNEL_TILE, 4): 67 vacc${M}x${ABC[C:C+4]} = vmulq_f32(vacc${M}x${ABC[C:C+4]}, vscale${ABC[C:C+4]}); 68 69 $for C in range(0, CHANNEL_TILE, 4): 70 const float32x4_t vbias${ABC[C:C+4]} = vld1q_f32(w); w += 4; 71 72 $if not FMA: 73 $for M in range(ROW_TILE): 74 $for C in range(0, CHANNEL_TILE, 4): 75 vacc${M}x${ABC[C:C+4]} = vaddq_f32(vacc${M}x${ABC[C:C+4]}, vbias${ABC[C:C+4]}); 76 $else: 77 $for M in range(ROW_TILE): 78 $for C in range(0, CHANNEL_TILE, 4): 79 vacc${M}x${ABC[C:C+4]} = vfmaq_f32(vbias${ABC[C:C+4]}, vscale${ABC[C:C+4]}, vacc${M}x${ABC[C:C+4]}); 80 81 $for M in range(ROW_TILE): 82 $for C in range(0, CHANNEL_TILE, 4): 83 vacc${M}x${ABC[C:C+4]} = vmaxq_f32(vacc${M}x${ABC[C:C+4]}, vmin); 84 85 $for M in range(ROW_TILE): 86 $for C in range(0, CHANNEL_TILE, 4): 87 vacc${M}x${ABC[C:C+4]} = vminq_f32(vacc${M}x${ABC[C:C+4]}, vmax); 88 89 $for M in range(ROW_TILE): 90 $for C in range(0, CHANNEL_TILE, 4): 91 vst1q_f32(o${M}, vacc${M}x${ABC[C:C+4]}); o${M} += 4; 92 } 93 $if CHANNEL_TILE > 4: 94 for (; c >= 4 * sizeof(float); c -= 4 * sizeof(float)) { 95 const float32x4_t vscale0123 = vld1q_f32(w); w += 4; 96 97 $for M in range(ROW_TILE): 98 float32x4_t vacc${M}x0123 = vld1q_f32(i${M}); i${M} += 4; 99 100 $if not FMA: 101 $for M in range(ROW_TILE): 102 vacc${M}x0123 = vmulq_f32(vacc${M}x0123, vscale0123); 103 104 const float32x4_t vbias0123 = vld1q_f32(w + ${CHANNEL_TILE - 4}); 105 106 $if not FMA: 107 $for M in range(ROW_TILE): 108 vacc${M}x0123 = vaddq_f32(vacc${M}x0123, vbias0123); 109 $else: 110 $for M in range(ROW_TILE): 111 vacc${M}x0123 = vfmaq_f32(vbias0123, vscale0123, vacc${M}x0123); 112 113 $for M in range(ROW_TILE): 114 vacc${M}x0123 = vmaxq_f32(vacc${M}x0123, vmin); 115 116 $for M in range(ROW_TILE): 117 vacc${M}x0123 = vminq_f32(vacc${M}x0123, vmax); 118 119 $for M in range(ROW_TILE): 120 vst1q_f32(o${M}, vacc${M}x0123); o${M} += 4; 121 } 122 if XNN_UNLIKELY(c != 0) { 123 const float32x4_t vscale0123 = vld1q_f32(w); 124 125 $for M in range(ROW_TILE): 126 float32x4_t vacc${M}x0123 = vld1q_f32(i${M}); i${M} = (const float*) ((uintptr_t) i${M} + c); 127 128 $if not FMA: 129 $for M in range(ROW_TILE): 130 vacc${M}x0123 = vmulq_f32(vacc${M}x0123, vscale0123); 131 132 const float32x4_t vbias0123 = vld1q_f32(w + ${CHANNEL_TILE}); 133 134 $if not FMA: 135 $for M in range(ROW_TILE): 136 vacc${M}x0123 = vaddq_f32(vacc${M}x0123, vbias0123); 137 $else: 138 $for M in range(ROW_TILE): 139 vacc${M}x0123 = vfmaq_f32(vbias0123, vscale0123, vacc${M}x0123); 140 141 $for M in range(ROW_TILE): 142 vacc${M}x0123 = vmaxq_f32(vacc${M}x0123, vmin); 143 144 $for M in range(ROW_TILE): 145 vacc${M}x0123 = vminq_f32(vacc${M}x0123, vmax); 146 147 $for M in range(ROW_TILE): 148 float32x2_t vacc${M}x01 = vget_low_f32(vacc${M}x0123); 149 if (c & (2 * sizeof(float))) { 150 $for M in range(ROW_TILE): 151 vst1_f32(o${M}, vacc${M}x01); o${M} += 2; 152 153 $for M in range(ROW_TILE): 154 vacc${M}x01 = vget_high_f32(vacc${M}x0123); 155 } 156 if (c & (1 * sizeof(float))) { 157 $for M in range(ROW_TILE): 158 vst1_lane_f32(o${M}, vacc${M}x01, 0); o${M} += 1; 159 } 160 } 161 $for M in range(ROW_TILE): 162 i${M} = (const float*) ((uintptr_t) i${M} + input_increment); 163 o${M} = (float*) ((uintptr_t) o${M} + output_increment); 164 $if M % 2 == 1: 165 if XNN_UNPREDICTABLE(rows < ${ROW_TILE + M + 1}) { 166 i${M} = i${M-1}; 167 o${M} = o${M-1}; 168 } 169 $elif M != 0: 170 if XNN_UNPREDICTABLE(rows <= ${ROW_TILE + M}) { 171 i${M} = i${M-1}; 172 o${M} = o${M-1}; 173 } 174 rows = doz(rows, ${ROW_TILE}); 175 } while (rows != 0); 176} 177