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$assert CHANNEL_TILE > 0 7$assert ROW_TILE >= 1 8$ABC = "0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ" 9#include <assert.h> 10 11#include <xnnpack/math.h> 12#include <xnnpack/prelu.h> 13 14 15void xnn_f32_prelu_ukernel__scalar_${ROW_TILE}x${CHANNEL_TILE}( 16 size_t rows, 17 size_t channels, 18 const float*restrict input, 19 size_t input_stride, 20 const float*restrict weights, 21 float*restrict output, 22 size_t output_stride) 23{ 24 assert(rows != 0); 25 assert(channels != 0); 26 assert(channels % sizeof(float) == 0); 27 28 const float* i0 = input; 29 float* o0 = output; 30 $for M in range(1, ROW_TILE): 31 const float* i${M} = (const float*) ((uintptr_t) i${M-1} + input_stride); 32 float* o${M} = (float*) ((uintptr_t) o${M-1} + output_stride); 33 34 const size_t input_increment = input_stride * ${ROW_TILE} - channels; 35 const size_t output_increment = output_stride * ${ROW_TILE} - channels; 36 37 do { 38 $for M in range(1, ROW_TILE): 39 $if M % 2 == 0: 40 if XNN_UNPREDICTABLE(rows <= ${M}) { 41 i${M} = i${M-1}; 42 o${M} = o${M-1}; 43 } 44 $else: 45 if XNN_UNPREDICTABLE(rows < ${M+1}) { 46 i${M} = i${M-1}; 47 o${M} = o${M-1}; 48 } 49 50 const float* w = weights; 51 size_t c = channels; 52 $if CHANNEL_TILE > 1: 53 for (; c >= ${CHANNEL_TILE} * sizeof(float); c -= ${CHANNEL_TILE} * sizeof(float)) { 54 $for C in range(CHANNEL_TILE): 55 const float vw${ABC[C]} = w[${C}]; 56 57 $for M in range(ROW_TILE): 58 $for C in range(CHANNEL_TILE): 59 const float vi${M}x${ABC[C]} = i${M}[${C}]; 60 i${M} += ${CHANNEL_TILE}; 61 62 $for M in range(ROW_TILE): 63 $for C in range(CHANNEL_TILE): 64 const float vacc${M}x${ABC[C]} = XNN_UNPREDICTABLE(vi${M}x${ABC[C]} < 0.0f) ? vi${M}x${ABC[C]} * vw${ABC[C]} : vi${M}x${ABC[C]}; 65 66 $for M in range(ROW_TILE): 67 $for C in range(CHANNEL_TILE): 68 o${M}[${C}] = vacc${M}x${ABC[C]}; 69 o${M} += ${CHANNEL_TILE}; 70 71 w += ${CHANNEL_TILE}; 72 } 73 for (; c != 0; c -= sizeof(float)) { 74 const float vw = *w++; 75 76 $for M in range(ROW_TILE): 77 const float vi${M} = *i${M}++; 78 79 $for M in range(ROW_TILE): 80 const float vacc${M} = XNN_UNPREDICTABLE(vi${M} < 0.0f) ? vi${M} * vw : vi${M}; 81 82 $for M in range(ROW_TILE): 83 *o${M}++ = vacc${M}; 84 } 85 $else: 86 do { 87 const float vw = *w++; 88 89 $for M in range(ROW_TILE): 90 const float vi${M} = *i${M}++; 91 92 $for M in range(ROW_TILE): 93 const float vacc${M} = XNN_UNPREDICTABLE(vi${M} < 0.0f) ? vi${M} * vw : vi${M}; 94 95 $for M in range(ROW_TILE): 96 *o${M}++ = vacc${M}; 97 98 c -= sizeof(float); 99 } while (c != 0); 100 $for M in range(ROW_TILE): 101 i${M} = (const float*) ((uintptr_t) i${M} + input_increment); 102 o${M} = (float*) ((uintptr_t) o${M} + output_increment); 103 rows = doz(rows, ${ROW_TILE}); 104 } while (rows != 0); 105} 106