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/prelu.h> 16 17 18void xnn_f32_prelu_ukernel__neon_${ROW_TILE}x${CHANNEL_TILE}( 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) XNN_OOB_READS 26{ 27 assert(rows != 0); 28 assert(channels != 0); 29 assert(channels % sizeof(float) == 0); 30 31 const float* i0 = input; 32 float* o0 = output; 33 $for M in range(1, ROW_TILE): 34 const float* i${M} = (const float*) ((uintptr_t) i${M-1} + input_stride); 35 float* o${M} = (float*) ((uintptr_t) o${M-1} + output_stride); 36 37 const size_t input_increment = input_stride * ${ROW_TILE} - channels; 38 const size_t output_increment = output_stride * ${ROW_TILE} - channels; 39 40 do { 41 $for M in range(1, ROW_TILE): 42 $if M % 2 == 0: 43 if XNN_UNPREDICTABLE(rows <= ${M}) { 44 i${M} = i${M-1}; 45 o${M} = o${M-1}; 46 } 47 $else: 48 if XNN_UNPREDICTABLE(rows < ${M+1}) { 49 i${M} = i${M-1}; 50 o${M} = o${M-1}; 51 } 52 53 const float* w = weights; 54 size_t c = channels; 55 for (; c >= ${CHANNEL_TILE} * sizeof(float); c -= ${CHANNEL_TILE} * sizeof(float)) { 56 $for C in range(0, CHANNEL_TILE, 4): 57 const float32x4_t vw${ABC[C:C+4]} = vld1q_f32(w); w += 4; 58 59 $for M in range(ROW_TILE): 60 $for C in range(0, CHANNEL_TILE, 4): 61 const float32x4_t vi${M}x${ABC[C:C+4]} = vld1q_f32(i${M}); i${M} += 4; 62 63 $for M in range(ROW_TILE): 64 $for C in range(0, CHANNEL_TILE, 4): 65 float32x4_t vacc${M}x${ABC[C:C+4]} = vmulq_f32(vi${M}x${ABC[C:C+4]}, vw${ABC[C:C+4]}); 66 const uint32x4_t vm${M}x${ABC[C:C+4]} = vcltq_s32(vreinterpretq_s32_f32(vi${M}x${ABC[C:C+4]}), vmovq_n_s32(0)); 67 68 $for M in range(ROW_TILE): 69 $for C in range(0, CHANNEL_TILE, 4): 70 vacc${M}x${ABC[C:C+4]} = vbslq_f32(vm${M}x${ABC[C:C+4]}, vacc${M}x${ABC[C:C+4]}, vi${M}x${ABC[C:C+4]}); 71 72 $for M in range(ROW_TILE): 73 $for C in range(0, CHANNEL_TILE, 4): 74 vst1q_f32(o${M}, vacc${M}x${ABC[C:C+4]}); o${M} += 4; 75 } 76 $if CHANNEL_TILE != 4: 77 for (; c >= 4 * sizeof(float); c -= 4 * sizeof(float)) { 78 const float32x4_t vw0123 = vld1q_f32(w); w += 4; 79 80 $for M in range(ROW_TILE): 81 const float32x4_t vi${M}x0123 = vld1q_f32(i${M}); 82 i${M} += 4; 83 84 $for M in range(ROW_TILE): 85 float32x4_t vacc${M}x0123 = vmulq_f32(vi${M}x0123, vw0123); 86 const uint32x4_t vm${M}x0123 = vcltq_s32(vreinterpretq_s32_f32(vi${M}x0123), vmovq_n_s32(0)); 87 88 $for M in range(ROW_TILE): 89 vacc${M}x0123 = vbslq_f32(vm${M}x0123, vacc${M}x0123, vi${M}x0123); 90 91 $for M in range(ROW_TILE): 92 vst1q_f32(o${M}, vacc${M}x0123); o${M} += 4; 93 } 94 if XNN_UNLIKELY(c != 0) { 95 const float32x4_t vw0123 = vld1q_f32(w); w += 4; 96 97 $for M in range(ROW_TILE): 98 const float32x4_t vi${M}x0123 = vld1q_f32(i${M}); 99 i${M} = (const float*) ((uintptr_t) i${M} + c); 100 101 $for M in range(ROW_TILE): 102 float32x4_t vacc${M}x0123 = vmulq_f32(vi${M}x0123, vw0123); 103 const uint32x4_t vm${M}x0123 = vcltq_s32(vreinterpretq_s32_f32(vi${M}x0123), vmovq_n_s32(0)); 104 105 $for M in range(ROW_TILE): 106 vacc${M}x0123 = vbslq_f32(vm${M}x0123, vacc${M}x0123, vi${M}x0123); 107 108 $for M in range(ROW_TILE): 109 float32x2_t vacc${M}x01 = vget_low_f32(vacc${M}x0123); 110 if (c & (2 * sizeof(float))) { 111 $for M in range(ROW_TILE): 112 vst1_f32(o${M}, vacc${M}x01); o${M} += 2; 113 114 $for M in range(ROW_TILE): 115 vacc${M}x01 = vget_high_f32(vacc${M}x0123); 116 } 117 if (c & (1 * sizeof(float))) { 118 $for M in range(ROW_TILE): 119 vst1_lane_f32(o${M}, vacc${M}x01, 0); o${M} += 1; 120 } 121 } 122 $for M in range(ROW_TILE): 123 i${M} = (const float*) ((uintptr_t) i${M} + input_increment); 124 o${M} = (float*) ((uintptr_t) o${M} + output_increment); 125 rows = doz(rows, ${ROW_TILE}); 126 } while (rows != 0); 127} 128