1*4bdc9457SAndroid Build Coastguard Worker// Copyright 2020 Google LLC 2*4bdc9457SAndroid Build Coastguard Worker// 3*4bdc9457SAndroid Build Coastguard Worker// This source code is licensed under the BSD-style license found in the 4*4bdc9457SAndroid Build Coastguard Worker// LICENSE file in the root directory of this source tree. 5*4bdc9457SAndroid Build Coastguard Worker 6*4bdc9457SAndroid Build Coastguard Worker$assert CHANNEL_TILE % 8 == 0 7*4bdc9457SAndroid Build Coastguard Worker$assert CHANNEL_TILE >= 8 8*4bdc9457SAndroid Build Coastguard Worker$assert ROW_TILE >= 1 9*4bdc9457SAndroid Build Coastguard Worker$ABC = "0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ" 10*4bdc9457SAndroid Build Coastguard Worker#include <assert.h> 11*4bdc9457SAndroid Build Coastguard Worker 12*4bdc9457SAndroid Build Coastguard Worker#include <arm_neon.h> 13*4bdc9457SAndroid Build Coastguard Worker 14*4bdc9457SAndroid Build Coastguard Worker#include <xnnpack/math.h> 15*4bdc9457SAndroid Build Coastguard Worker#include <xnnpack/prelu.h> 16*4bdc9457SAndroid Build Coastguard Worker 17*4bdc9457SAndroid Build Coastguard Worker 18*4bdc9457SAndroid Build Coastguard Workervoid xnn_f16_prelu_ukernel__neonfp16arith_${ROW_TILE}x${CHANNEL_TILE}( 19*4bdc9457SAndroid Build Coastguard Worker size_t rows, 20*4bdc9457SAndroid Build Coastguard Worker size_t channels, 21*4bdc9457SAndroid Build Coastguard Worker const void* restrict input, 22*4bdc9457SAndroid Build Coastguard Worker size_t input_stride, 23*4bdc9457SAndroid Build Coastguard Worker const void* restrict weights, 24*4bdc9457SAndroid Build Coastguard Worker void* restrict output, 25*4bdc9457SAndroid Build Coastguard Worker size_t output_stride) XNN_OOB_READS 26*4bdc9457SAndroid Build Coastguard Worker{ 27*4bdc9457SAndroid Build Coastguard Worker assert(rows != 0); 28*4bdc9457SAndroid Build Coastguard Worker assert(channels != 0); 29*4bdc9457SAndroid Build Coastguard Worker assert(channels % sizeof(__fp16) == 0); 30*4bdc9457SAndroid Build Coastguard Worker 31*4bdc9457SAndroid Build Coastguard Worker const __fp16* i0 = (const __fp16*) input; 32*4bdc9457SAndroid Build Coastguard Worker __fp16* o0 = (__fp16*) output; 33*4bdc9457SAndroid Build Coastguard Worker $for M in range(1, ROW_TILE): 34*4bdc9457SAndroid Build Coastguard Worker const __fp16* i${M} = (const __fp16*) ((uintptr_t) i${M-1} + input_stride); 35*4bdc9457SAndroid Build Coastguard Worker __fp16* o${M} = (__fp16*) ((uintptr_t) o${M-1} + output_stride); 36*4bdc9457SAndroid Build Coastguard Worker 37*4bdc9457SAndroid Build Coastguard Worker const size_t input_increment = input_stride * ${ROW_TILE} - channels; 38*4bdc9457SAndroid Build Coastguard Worker const size_t output_increment = output_stride * ${ROW_TILE} - channels; 39*4bdc9457SAndroid Build Coastguard Worker 40*4bdc9457SAndroid Build Coastguard Worker do { 41*4bdc9457SAndroid Build Coastguard Worker $for M in range(1, ROW_TILE): 42*4bdc9457SAndroid Build Coastguard Worker $if M % 2 == 0: 43*4bdc9457SAndroid Build Coastguard Worker if XNN_UNPREDICTABLE(rows <= ${M}) { 44*4bdc9457SAndroid Build Coastguard Worker i${M} = i${M-1}; 45*4bdc9457SAndroid Build Coastguard Worker o${M} = o${M-1}; 46*4bdc9457SAndroid Build Coastguard Worker } 47*4bdc9457SAndroid Build Coastguard Worker $else: 48*4bdc9457SAndroid Build Coastguard Worker if XNN_UNPREDICTABLE(rows < ${M+1}) { 49*4bdc9457SAndroid Build Coastguard Worker i${M} = i${M-1}; 50*4bdc9457SAndroid Build Coastguard Worker o${M} = o${M-1}; 51*4bdc9457SAndroid Build Coastguard Worker } 52*4bdc9457SAndroid Build Coastguard Worker 53*4bdc9457SAndroid Build Coastguard Worker const __fp16* w = (const __fp16*) weights; 54*4bdc9457SAndroid Build Coastguard Worker size_t c = channels; 55*4bdc9457SAndroid Build Coastguard Worker $if CHANNEL_TILE > 8: 56*4bdc9457SAndroid Build Coastguard Worker for (; c >= ${CHANNEL_TILE} * sizeof(__fp16); c -= ${CHANNEL_TILE} * sizeof(__fp16)) { 57*4bdc9457SAndroid Build Coastguard Worker $for C in range(0, CHANNEL_TILE, 8): 58*4bdc9457SAndroid Build Coastguard Worker const float16x8_t vw${ABC[C:C+8]} = vld1q_f16(w); w += 8; 59*4bdc9457SAndroid Build Coastguard Worker 60*4bdc9457SAndroid Build Coastguard Worker $for M in range(ROW_TILE): 61*4bdc9457SAndroid Build Coastguard Worker $for C in range(0, CHANNEL_TILE, 8): 62*4bdc9457SAndroid Build Coastguard Worker const float16x8_t vi${M}x0${ABC[C:C+8]} = vld1q_f16(i${M}); i${M} += 8; 63*4bdc9457SAndroid Build Coastguard Worker 64*4bdc9457SAndroid Build Coastguard Worker $for M in range(ROW_TILE): 65*4bdc9457SAndroid Build Coastguard Worker $for C in range(0, CHANNEL_TILE, 8): 66*4bdc9457SAndroid Build Coastguard Worker float16x8_t vacc${M}x0${ABC[C:C+8]} = vmulq_f16(vi${M}x0${ABC[C:C+8]}, vw${ABC[C:C+8]}); 67*4bdc9457SAndroid Build Coastguard Worker const uint16x8_t vm${M}x0${ABC[C:C+8]} = vcltq_s16(vreinterpretq_s16_f16(vi${M}x0${ABC[C:C+8]}), vmovq_n_s16(0)); 68*4bdc9457SAndroid Build Coastguard Worker 69*4bdc9457SAndroid Build Coastguard Worker $for M in range(ROW_TILE): 70*4bdc9457SAndroid Build Coastguard Worker $for C in range(0, CHANNEL_TILE, 8): 71*4bdc9457SAndroid Build Coastguard Worker vacc${M}x0${ABC[C:C+8]} = vbslq_f16(vm${M}x0${ABC[C:C+8]}, vacc${M}x0${ABC[C:C+8]}, vi${M}x0${ABC[C:C+8]}); 72*4bdc9457SAndroid Build Coastguard Worker 73*4bdc9457SAndroid Build Coastguard Worker $for M in range(ROW_TILE): 74*4bdc9457SAndroid Build Coastguard Worker $for C in range(0, CHANNEL_TILE, 8): 75*4bdc9457SAndroid Build Coastguard Worker vst1q_f16(o${M}, vacc${M}x0${ABC[C:C+8]}); o${M} += 8; 76*4bdc9457SAndroid Build Coastguard Worker } 77*4bdc9457SAndroid Build Coastguard Worker for (; c >= 8 * sizeof(__fp16); c -= 8 * sizeof(__fp16)) { 78*4bdc9457SAndroid Build Coastguard Worker const float16x8_t vw01234567 = vld1q_f16(w); w += 8; 79*4bdc9457SAndroid Build Coastguard Worker 80*4bdc9457SAndroid Build Coastguard Worker $for M in range(ROW_TILE): 81*4bdc9457SAndroid Build Coastguard Worker const float16x8_t vi${M}x01234567 = vld1q_f16(i${M}); 82*4bdc9457SAndroid Build Coastguard Worker i${M} += 8; 83*4bdc9457SAndroid Build Coastguard Worker 84*4bdc9457SAndroid Build Coastguard Worker $for M in range(ROW_TILE): 85*4bdc9457SAndroid Build Coastguard Worker float16x8_t vacc${M}x01234567 = vmulq_f16(vi${M}x01234567, vw01234567); 86*4bdc9457SAndroid Build Coastguard Worker const uint16x8_t vm${M}x01234567 = vcltq_s16(vreinterpretq_s16_f16(vi${M}x01234567), vmovq_n_s16(0)); 87*4bdc9457SAndroid Build Coastguard Worker 88*4bdc9457SAndroid Build Coastguard Worker $for M in range(ROW_TILE): 89*4bdc9457SAndroid Build Coastguard Worker vacc${M}x01234567 = vbslq_f16(vm${M}x01234567, vacc${M}x01234567, vi${M}x01234567); 90*4bdc9457SAndroid Build Coastguard Worker 91*4bdc9457SAndroid Build Coastguard Worker $for M in range(ROW_TILE): 92*4bdc9457SAndroid Build Coastguard Worker vst1q_f16(o${M}, vacc${M}x01234567); o${M} += 8; 93*4bdc9457SAndroid Build Coastguard Worker } 94*4bdc9457SAndroid Build Coastguard Worker if XNN_UNLIKELY(c != 0) { 95*4bdc9457SAndroid Build Coastguard Worker const float16x8_t vw01234567 = vld1q_f16(w); 96*4bdc9457SAndroid Build Coastguard Worker 97*4bdc9457SAndroid Build Coastguard Worker $for M in range(ROW_TILE): 98*4bdc9457SAndroid Build Coastguard Worker const float16x8_t vi${M}x01234567 = vld1q_f16(i${M}); 99*4bdc9457SAndroid Build Coastguard Worker i${M} = (const __fp16*) ((uintptr_t) i${M} + c); 100*4bdc9457SAndroid Build Coastguard Worker 101*4bdc9457SAndroid Build Coastguard Worker $for M in range(ROW_TILE): 102*4bdc9457SAndroid Build Coastguard Worker float16x8_t vacc${M}x01234567 = vmulq_f16(vi${M}x01234567, vw01234567); 103*4bdc9457SAndroid Build Coastguard Worker const uint16x8_t vm${M}x01234567 = vcltq_s16(vreinterpretq_s16_f16(vi${M}x01234567), vmovq_n_s16(0)); 104*4bdc9457SAndroid Build Coastguard Worker 105*4bdc9457SAndroid Build Coastguard Worker $for M in range(ROW_TILE): 106*4bdc9457SAndroid Build Coastguard Worker vacc${M}x01234567 = vbslq_f16(vm${M}x01234567, vacc${M}x01234567, vi${M}x01234567); 107*4bdc9457SAndroid Build Coastguard Worker 108*4bdc9457SAndroid Build Coastguard Worker $for M in range(ROW_TILE): 109*4bdc9457SAndroid Build Coastguard Worker float16x4_t vacc${M}x0123 = vget_low_f16(vacc${M}x01234567); 110*4bdc9457SAndroid Build Coastguard Worker if (c & (4 * sizeof(__fp16))) { 111*4bdc9457SAndroid Build Coastguard Worker $for M in range(ROW_TILE): 112*4bdc9457SAndroid Build Coastguard Worker vst1_f16(o${M}, vacc${M}x0123); o${M} += 4; 113*4bdc9457SAndroid Build Coastguard Worker 114*4bdc9457SAndroid Build Coastguard Worker $for M in range(ROW_TILE): 115*4bdc9457SAndroid Build Coastguard Worker vacc${M}x0123 = vget_high_f16(vacc${M}x01234567); 116*4bdc9457SAndroid Build Coastguard Worker } 117*4bdc9457SAndroid Build Coastguard Worker if (c & (2 * sizeof(__fp16))) { 118*4bdc9457SAndroid Build Coastguard Worker $for M in range(ROW_TILE): 119*4bdc9457SAndroid Build Coastguard Worker vst1_lane_u32((void*) o${M}, vreinterpret_u32_f16(vacc${M}x0123), 0); o${M} += 2; 120*4bdc9457SAndroid Build Coastguard Worker vacc${M}x0123 = vext_f16(vacc${M}x0123, vacc${M}x0123, 2); 121*4bdc9457SAndroid Build Coastguard Worker } 122*4bdc9457SAndroid Build Coastguard Worker if (c & (1 * sizeof(__fp16))) { 123*4bdc9457SAndroid Build Coastguard Worker $for M in range(ROW_TILE): 124*4bdc9457SAndroid Build Coastguard Worker vst1_lane_f16(o${M}, vacc${M}x0123, 0); o${M} += 1; 125*4bdc9457SAndroid Build Coastguard Worker } 126*4bdc9457SAndroid Build Coastguard Worker } 127*4bdc9457SAndroid Build Coastguard Worker $for M in range(ROW_TILE): 128*4bdc9457SAndroid Build Coastguard Worker i${M} = (const __fp16*) ((uintptr_t) i${M} + input_increment); 129*4bdc9457SAndroid Build Coastguard Worker o${M} = (__fp16*) ((uintptr_t) o${M} + output_increment); 130*4bdc9457SAndroid Build Coastguard Worker rows = doz(rows, ${ROW_TILE}); 131*4bdc9457SAndroid Build Coastguard Worker } while (rows != 0); 132*4bdc9457SAndroid Build Coastguard Worker} 133