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_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 float32x4_t vmin = vld1q_dup_f32(¶ms->scalar.min); 42 const float32x4_t vmax = vld1q_dup_f32(¶ms->scalar.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 $for C in range(0, CHANNEL_TILE, 4): 60 const float32x4_t vscale${ABC[C:C+4]} = vld1q_f32(w); w += 4; 61 62 $for M in range(ROW_TILE): 63 $for C in range(0, CHANNEL_TILE, 4): 64 float32x4_t vacc${M}x${ABC[C:C+4]} = vld1q_f32(i${M}); i${M} += 4; 65 66 $if not FMA: 67 $for M in range(ROW_TILE): 68 $for C in range(0, CHANNEL_TILE, 4): 69 vacc${M}x${ABC[C:C+4]} = vmulq_f32(vacc${M}x${ABC[C:C+4]}, vscale${ABC[C:C+4]}); 70 71 $for C in range(0, CHANNEL_TILE, 4): 72 const float32x4_t vbias${ABC[C:C+4]} = vld1q_f32(w); w += 4; 73 74 $if not FMA: 75 $for M in range(ROW_TILE): 76 $for C in range(0, CHANNEL_TILE, 4): 77 vacc${M}x${ABC[C:C+4]} = vaddq_f32(vacc${M}x${ABC[C:C+4]}, vbias${ABC[C:C+4]}); 78 $else: 79 $for M in range(ROW_TILE): 80 $for C in range(0, CHANNEL_TILE, 4): 81 vacc${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]}); 82 83 $for M in range(ROW_TILE): 84 $for C in range(0, CHANNEL_TILE, 4): 85 vacc${M}x${ABC[C:C+4]} = vmaxq_f32(vacc${M}x${ABC[C:C+4]}, vmin); 86 87 $for M in range(ROW_TILE): 88 $for C in range(0, CHANNEL_TILE, 4): 89 vacc${M}x${ABC[C:C+4]} = vminq_f32(vacc${M}x${ABC[C:C+4]}, vmax); 90 91 $for M in range(ROW_TILE): 92 $for C in range(0, CHANNEL_TILE, 4): 93 vst1q_f32(o${M}, vacc${M}x${ABC[C:C+4]}); o${M} += 4; 94 } 95 $if CHANNEL_TILE > 4: 96 for (; c >= 4 * sizeof(float); c -= 4 * sizeof(float)) { 97 const float32x4_t vscale0123 = vld1q_f32(w); w += 4; 98 99 $for M in range(ROW_TILE): 100 float32x4_t vacc${M}x0123 = vld1q_f32(i${M}); i${M} += 4; 101 102 $if not FMA: 103 $for M in range(ROW_TILE): 104 vacc${M}x0123 = vmulq_f32(vacc${M}x0123, vscale0123); 105 106 const float32x4_t vbias0123 = vld1q_f32(w + ${CHANNEL_TILE - 4}); 107 108 $if not FMA: 109 $for M in range(ROW_TILE): 110 vacc${M}x0123 = vaddq_f32(vacc${M}x0123, vbias0123); 111 $else: 112 $for M in range(ROW_TILE): 113 vacc${M}x0123 = vfmaq_f32(vbias0123, vscale0123, vacc${M}x0123); 114 115 $for M in range(ROW_TILE): 116 vacc${M}x0123 = vmaxq_f32(vacc${M}x0123, vmin); 117 118 $for M in range(ROW_TILE): 119 vacc${M}x0123 = vminq_f32(vacc${M}x0123, vmax); 120 121 $for M in range(ROW_TILE): 122 vst1q_f32(o${M}, vacc${M}x0123); o${M} += 4; 123 } 124 if XNN_UNLIKELY(c != 0) { 125 const float32x4_t vscale0123 = vld1q_f32(w); 126 127 $for M in range(ROW_TILE): 128 float32x4_t vacc${M}x0123 = vld1q_f32(i${M}); i${M} = (const float*) ((uintptr_t) i${M} + c); 129 130 $if not FMA: 131 $for M in range(ROW_TILE): 132 vacc${M}x0123 = vmulq_f32(vacc${M}x0123, vscale0123); 133 134 const float32x4_t vbias0123 = vld1q_f32(w + ${CHANNEL_TILE}); 135 136 $if not FMA: 137 $for M in range(ROW_TILE): 138 vacc${M}x0123 = vaddq_f32(vacc${M}x0123, vbias0123); 139 $else: 140 $for M in range(ROW_TILE): 141 vacc${M}x0123 = vfmaq_f32(vbias0123, vscale0123, vacc${M}x0123); 142 143 $for M in range(ROW_TILE): 144 vacc${M}x0123 = vmaxq_f32(vacc${M}x0123, vmin); 145 146 $for M in range(ROW_TILE): 147 vacc${M}x0123 = vminq_f32(vacc${M}x0123, vmax); 148 149 $for M in range(ROW_TILE): 150 float32x2_t vacc${M}x01 = vget_low_f32(vacc${M}x0123); 151 if (c & (2 * sizeof(float))) { 152 $for M in range(ROW_TILE): 153 vst1_f32(o${M}, vacc${M}x01); o${M} += 2; 154 155 $for M in range(ROW_TILE): 156 vacc${M}x01 = vget_high_f32(vacc${M}x0123); 157 } 158 if (c & (1 * sizeof(float))) { 159 $for M in range(ROW_TILE): 160 vst1_lane_f32(o${M}, vacc${M}x01, 0); o${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