1*4bdc9457SAndroid Build Coastguard Worker// Copyright 2019 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$assert CHANNEL_TILE % 4 == 0 7*4bdc9457SAndroid Build Coastguard Worker$assert CHANNEL_TILE >= 4 8*4bdc9457SAndroid Build Coastguard Worker$assert ROW_TILE >= 1 9*4bdc9457SAndroid Build Coastguard Worker$assert SSE in [1, 2, 4] 10*4bdc9457SAndroid Build Coastguard Worker$ABC = "0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ" 11*4bdc9457SAndroid Build Coastguard Worker$SSE_HEADER = {1: "xmmintrin.h", 2: "emmintrin.h", 4: "smmintrin.h"}[SSE] 12*4bdc9457SAndroid Build Coastguard Worker#include <assert.h> 13*4bdc9457SAndroid Build Coastguard Worker 14*4bdc9457SAndroid Build Coastguard Worker#include <${SSE_HEADER}> 15*4bdc9457SAndroid Build Coastguard Worker 16*4bdc9457SAndroid Build Coastguard Worker#include <xnnpack/math.h> 17*4bdc9457SAndroid Build Coastguard Worker#include <xnnpack/prelu.h> 18*4bdc9457SAndroid Build Coastguard Worker 19*4bdc9457SAndroid Build Coastguard Worker 20*4bdc9457SAndroid Build Coastguard Worker$ISA = {1: "sse", 2: "sse2", 4: "sse41"}[SSE] 21*4bdc9457SAndroid Build Coastguard Workervoid xnn_f32_prelu_ukernel__${ISA}_${ROW_TILE}x${CHANNEL_TILE}( 22*4bdc9457SAndroid Build Coastguard Worker size_t rows, 23*4bdc9457SAndroid Build Coastguard Worker size_t channels, 24*4bdc9457SAndroid Build Coastguard Worker const float*restrict input, 25*4bdc9457SAndroid Build Coastguard Worker size_t input_stride, 26*4bdc9457SAndroid Build Coastguard Worker const float*restrict weights, 27*4bdc9457SAndroid Build Coastguard Worker float*restrict output, 28*4bdc9457SAndroid Build Coastguard Worker size_t output_stride) XNN_OOB_READS 29*4bdc9457SAndroid Build Coastguard Worker{ 30*4bdc9457SAndroid Build Coastguard Worker assert(rows != 0); 31*4bdc9457SAndroid Build Coastguard Worker assert(channels != 0); 32*4bdc9457SAndroid Build Coastguard Worker assert(channels % sizeof(float) == 0); 33*4bdc9457SAndroid Build Coastguard Worker 34*4bdc9457SAndroid Build Coastguard Worker const float* i0 = input; 35*4bdc9457SAndroid Build Coastguard Worker float* o0 = output; 36*4bdc9457SAndroid Build Coastguard Worker $for M in range(1, ROW_TILE): 37*4bdc9457SAndroid Build Coastguard Worker const float* i${M} = (const float*) ((uintptr_t) i${M-1} + input_stride); 38*4bdc9457SAndroid Build Coastguard Worker float* o${M} = (float*) ((uintptr_t) o${M-1} + output_stride); 39*4bdc9457SAndroid Build Coastguard Worker 40*4bdc9457SAndroid Build Coastguard Worker const size_t input_increment = input_stride * ${ROW_TILE} - channels; 41*4bdc9457SAndroid Build Coastguard Worker const size_t output_increment = output_stride * ${ROW_TILE} - channels; 42*4bdc9457SAndroid Build Coastguard Worker 43*4bdc9457SAndroid Build Coastguard Worker $if SSE == 1: 44*4bdc9457SAndroid Build Coastguard Worker const __m128 vzero = _mm_setzero_ps(); 45*4bdc9457SAndroid Build Coastguard Worker do { 46*4bdc9457SAndroid Build Coastguard Worker $for M in range(1, ROW_TILE): 47*4bdc9457SAndroid Build Coastguard Worker $if M % 2 == 0: 48*4bdc9457SAndroid Build Coastguard Worker if XNN_UNPREDICTABLE(rows <= ${M}) { 49*4bdc9457SAndroid Build Coastguard Worker i${M} = i${M-1}; 50*4bdc9457SAndroid Build Coastguard Worker o${M} = o${M-1}; 51*4bdc9457SAndroid Build Coastguard Worker } 52*4bdc9457SAndroid Build Coastguard Worker $else: 53*4bdc9457SAndroid Build Coastguard Worker if XNN_UNPREDICTABLE(rows < ${M+1}) { 54*4bdc9457SAndroid Build Coastguard Worker i${M} = i${M-1}; 55*4bdc9457SAndroid Build Coastguard Worker o${M} = o${M-1}; 56*4bdc9457SAndroid Build Coastguard Worker } 57*4bdc9457SAndroid Build Coastguard Worker 58*4bdc9457SAndroid Build Coastguard Worker const float* w = weights; 59*4bdc9457SAndroid Build Coastguard Worker size_t c = channels; 60*4bdc9457SAndroid Build Coastguard Worker for (; c >= ${CHANNEL_TILE} * sizeof(float); c -= ${CHANNEL_TILE} * sizeof(float)) { 61*4bdc9457SAndroid Build Coastguard Worker const __m128 vw${ABC[0:4]} = _mm_load_ps(w); 62*4bdc9457SAndroid Build Coastguard Worker $for C in range(4, CHANNEL_TILE, 4): 63*4bdc9457SAndroid Build Coastguard Worker const __m128 vw${ABC[C:C+4]} = _mm_load_ps(w + ${C}); 64*4bdc9457SAndroid Build Coastguard Worker w += ${CHANNEL_TILE}; 65*4bdc9457SAndroid Build Coastguard Worker 66*4bdc9457SAndroid Build Coastguard Worker $for M in range(ROW_TILE): 67*4bdc9457SAndroid Build Coastguard Worker $if SSE == 1: 68*4bdc9457SAndroid Build Coastguard Worker __m128 vi${M}x${ABC[0:4]} = _mm_loadu_ps(i${M}); 69*4bdc9457SAndroid Build Coastguard Worker $for C in range(4, CHANNEL_TILE, 4): 70*4bdc9457SAndroid Build Coastguard Worker __m128 vi${M}x${ABC[C:C+4]} = _mm_loadu_ps(i${M} + ${C}); 71*4bdc9457SAndroid Build Coastguard Worker $else: 72*4bdc9457SAndroid Build Coastguard Worker const __m128 vi${M}x${ABC[0:4]} = _mm_loadu_ps(i${M}); 73*4bdc9457SAndroid Build Coastguard Worker $for C in range(4, CHANNEL_TILE, 4): 74*4bdc9457SAndroid Build Coastguard Worker const __m128 vi${M}x${ABC[C:C+4]} = _mm_loadu_ps(i${M} + ${C}); 75*4bdc9457SAndroid Build Coastguard Worker i${M} += ${CHANNEL_TILE}; 76*4bdc9457SAndroid Build Coastguard Worker 77*4bdc9457SAndroid Build Coastguard Worker $for M in range(ROW_TILE): 78*4bdc9457SAndroid Build Coastguard Worker $for C in range(0, CHANNEL_TILE, 4): 79*4bdc9457SAndroid Build Coastguard Worker $if SSE == 1: 80*4bdc9457SAndroid Build Coastguard Worker __m128 vacc${M}x${ABC[C:C+4]} = _mm_max_ps(_mm_setzero_ps(), vi${M}x${ABC[C:C+4]}); 81*4bdc9457SAndroid Build Coastguard Worker vi${M}x${ABC[C:C+4]} = _mm_min_ps(vi${M}x${ABC[C:C+4]}, vzero); 82*4bdc9457SAndroid Build Coastguard Worker $else: 83*4bdc9457SAndroid Build Coastguard Worker const __m128 vprod${M}x${ABC[C:C+4]} = _mm_mul_ps(vi${M}x${ABC[C:C+4]}, vw${ABC[C:C+4]}); 84*4bdc9457SAndroid Build Coastguard Worker $if SSE == 2: 85*4bdc9457SAndroid Build Coastguard Worker const __m128 vmask${M}x${ABC[C:C+4]} = _mm_castsi128_ps(_mm_cmpgt_epi32(_mm_setzero_si128(), _mm_castps_si128(vi${M}x${ABC[C:C+4]}))); 86*4bdc9457SAndroid Build Coastguard Worker 87*4bdc9457SAndroid Build Coastguard Worker $for M in range(ROW_TILE): 88*4bdc9457SAndroid Build Coastguard Worker $for C in range(0, CHANNEL_TILE, 4): 89*4bdc9457SAndroid Build Coastguard Worker $if SSE == 1: 90*4bdc9457SAndroid Build Coastguard Worker vacc${M}x${ABC[C:C+4]} = _mm_add_ps(vacc${M}x${ABC[C:C+4]}, _mm_mul_ps(vi${M}x${ABC[C:C+4]}, vw${ABC[C:C+4]})); 91*4bdc9457SAndroid Build Coastguard Worker $elif SSE == 2: 92*4bdc9457SAndroid Build Coastguard Worker const __m128 vacc${M}x${ABC[C:C+4]} = _mm_or_ps(_mm_and_ps(vprod${M}x${ABC[C:C+4]}, vmask${M}x${ABC[C:C+4]}), _mm_andnot_ps(vmask${M}x${ABC[C:C+4]}, vi${M}x${ABC[C:C+4]})); 93*4bdc9457SAndroid Build Coastguard Worker $elif SSE == 4: 94*4bdc9457SAndroid Build Coastguard Worker const __m128 vacc${M}x${ABC[C:C+4]} = _mm_blendv_ps(vi${M}x${ABC[C:C+4]}, vprod${M}x${ABC[C:C+4]}, vi${M}x${ABC[C:C+4]}); 95*4bdc9457SAndroid Build Coastguard Worker 96*4bdc9457SAndroid Build Coastguard Worker $for M in range(ROW_TILE): 97*4bdc9457SAndroid Build Coastguard Worker _mm_storeu_ps(o${M}, vacc${M}x${ABC[0:4]}); 98*4bdc9457SAndroid Build Coastguard Worker $for C in range(4, CHANNEL_TILE, 4): 99*4bdc9457SAndroid Build Coastguard Worker _mm_storeu_ps(o${M} + ${C}, vacc${M}x${ABC[C:C+4]}); 100*4bdc9457SAndroid Build Coastguard Worker o${M} += ${CHANNEL_TILE}; 101*4bdc9457SAndroid Build Coastguard Worker } 102*4bdc9457SAndroid Build Coastguard Worker $if CHANNEL_TILE > 4: 103*4bdc9457SAndroid Build Coastguard Worker for (; c >= 4 * sizeof(float); c -= 4 * sizeof(float)) { 104*4bdc9457SAndroid Build Coastguard Worker const __m128 vw0123 = _mm_load_ps(w); 105*4bdc9457SAndroid Build Coastguard Worker w += 4; 106*4bdc9457SAndroid Build Coastguard Worker 107*4bdc9457SAndroid Build Coastguard Worker $for M in range(ROW_TILE): 108*4bdc9457SAndroid Build Coastguard Worker $if SSE == 1: 109*4bdc9457SAndroid Build Coastguard Worker __m128 vi${M}x0123 = _mm_loadu_ps(i${M}); 110*4bdc9457SAndroid Build Coastguard Worker $else: 111*4bdc9457SAndroid Build Coastguard Worker const __m128 vi${M}x0123 = _mm_loadu_ps(i${M}); 112*4bdc9457SAndroid Build Coastguard Worker i${M} += 4; 113*4bdc9457SAndroid Build Coastguard Worker 114*4bdc9457SAndroid Build Coastguard Worker $for M in range(ROW_TILE): 115*4bdc9457SAndroid Build Coastguard Worker $if SSE == 1: 116*4bdc9457SAndroid Build Coastguard Worker __m128 vacc${M}x0123 = _mm_max_ps(_mm_setzero_ps(), vi${M}x0123); 117*4bdc9457SAndroid Build Coastguard Worker vi${M}x0123 = _mm_min_ps(vi${M}x0123, vzero); 118*4bdc9457SAndroid Build Coastguard Worker $else: 119*4bdc9457SAndroid Build Coastguard Worker const __m128 vprod${M}x0123 = _mm_mul_ps(vi${M}x0123, vw0123); 120*4bdc9457SAndroid Build Coastguard Worker $if SSE == 2: 121*4bdc9457SAndroid Build Coastguard Worker const __m128 vmask${M}x0123 = _mm_castsi128_ps(_mm_cmpgt_epi32(_mm_setzero_si128(), _mm_castps_si128(vi${M}x0123))); 122*4bdc9457SAndroid Build Coastguard Worker 123*4bdc9457SAndroid Build Coastguard Worker $for M in range(ROW_TILE): 124*4bdc9457SAndroid Build Coastguard Worker $if SSE == 1: 125*4bdc9457SAndroid Build Coastguard Worker vacc${M}x0123 = _mm_add_ps(vacc${M}x0123, _mm_mul_ps(vi${M}x0123, vw0123)); 126*4bdc9457SAndroid Build Coastguard Worker $elif SSE == 2: 127*4bdc9457SAndroid Build Coastguard Worker __m128 vacc${M}x0123 = _mm_or_ps(_mm_and_ps(vprod${M}x0123, vmask${M}x0123), _mm_andnot_ps(vmask${M}x0123, vi${M}x0123)); 128*4bdc9457SAndroid Build Coastguard Worker $elif SSE == 4: 129*4bdc9457SAndroid Build Coastguard Worker __m128 vacc${M}x0123 = _mm_blendv_ps(vi${M}x0123, vprod${M}x0123, vi${M}x0123); 130*4bdc9457SAndroid Build Coastguard Worker 131*4bdc9457SAndroid Build Coastguard Worker $for M in range(ROW_TILE): 132*4bdc9457SAndroid Build Coastguard Worker _mm_storeu_ps(o${M}, vacc${M}x0123); 133*4bdc9457SAndroid Build Coastguard Worker o${M} += 4; 134*4bdc9457SAndroid Build Coastguard Worker } 135*4bdc9457SAndroid Build Coastguard Worker if XNN_UNLIKELY(c != 0) { 136*4bdc9457SAndroid Build Coastguard Worker const __m128 vw0123 = _mm_load_ps(w); 137*4bdc9457SAndroid Build Coastguard Worker w = (const float*) ((uintptr_t) w + c); 138*4bdc9457SAndroid Build Coastguard Worker 139*4bdc9457SAndroid Build Coastguard Worker $for M in range(ROW_TILE): 140*4bdc9457SAndroid Build Coastguard Worker $if SSE == 1: 141*4bdc9457SAndroid Build Coastguard Worker __m128 vi${M}x0123 = _mm_loadu_ps(i${M}); 142*4bdc9457SAndroid Build Coastguard Worker $else: 143*4bdc9457SAndroid Build Coastguard Worker const __m128 vi${M}x0123 = _mm_loadu_ps(i${M}); 144*4bdc9457SAndroid Build Coastguard Worker i${M} = (const float*) ((uintptr_t) i${M} + c); 145*4bdc9457SAndroid Build Coastguard Worker 146*4bdc9457SAndroid Build Coastguard Worker $for M in range(ROW_TILE): 147*4bdc9457SAndroid Build Coastguard Worker $if SSE == 1: 148*4bdc9457SAndroid Build Coastguard Worker __m128 vacc${M}x0123 = _mm_max_ps(_mm_setzero_ps(), vi${M}x0123); 149*4bdc9457SAndroid Build Coastguard Worker vi${M}x0123 = _mm_min_ps(vi${M}x0123, vzero); 150*4bdc9457SAndroid Build Coastguard Worker $else: 151*4bdc9457SAndroid Build Coastguard Worker const __m128 vprod${M}x0123 = _mm_mul_ps(vi${M}x0123, vw0123); 152*4bdc9457SAndroid Build Coastguard Worker $if SSE == 2: 153*4bdc9457SAndroid Build Coastguard Worker const __m128 vmask${M}x0123 = _mm_castsi128_ps(_mm_cmpgt_epi32(_mm_setzero_si128(), _mm_castps_si128(vi${M}x0123))); 154*4bdc9457SAndroid Build Coastguard Worker 155*4bdc9457SAndroid Build Coastguard Worker $for M in range(ROW_TILE): 156*4bdc9457SAndroid Build Coastguard Worker $if SSE == 1: 157*4bdc9457SAndroid Build Coastguard Worker vacc${M}x0123 = _mm_add_ps(vacc${M}x0123, _mm_mul_ps(vi${M}x0123, vw0123)); 158*4bdc9457SAndroid Build Coastguard Worker $elif SSE == 2: 159*4bdc9457SAndroid Build Coastguard Worker __m128 vacc${M}x0123 = _mm_or_ps(_mm_and_ps(vprod${M}x0123, vmask${M}x0123), _mm_andnot_ps(vmask${M}x0123, vi${M}x0123)); 160*4bdc9457SAndroid Build Coastguard Worker $elif SSE == 4: 161*4bdc9457SAndroid Build Coastguard Worker __m128 vacc${M}x0123 = _mm_blendv_ps(vi${M}x0123, vprod${M}x0123, vi${M}x0123); 162*4bdc9457SAndroid Build Coastguard Worker 163*4bdc9457SAndroid Build Coastguard Worker if (c & (2 * sizeof(float))) { 164*4bdc9457SAndroid Build Coastguard Worker $for M in range(ROW_TILE): 165*4bdc9457SAndroid Build Coastguard Worker _mm_storel_pi((__m64*) o${M}, vacc${M}x0123); 166*4bdc9457SAndroid Build Coastguard Worker 167*4bdc9457SAndroid Build Coastguard Worker $for M in range(ROW_TILE): 168*4bdc9457SAndroid Build Coastguard Worker vacc${M}x0123 = _mm_movehl_ps(vacc${M}x0123, vacc${M}x0123); 169*4bdc9457SAndroid Build Coastguard Worker 170*4bdc9457SAndroid Build Coastguard Worker $for M in range(ROW_TILE): 171*4bdc9457SAndroid Build Coastguard Worker o${M} += 2; 172*4bdc9457SAndroid Build Coastguard Worker } 173*4bdc9457SAndroid Build Coastguard Worker if (c & (1 * sizeof(float))) { 174*4bdc9457SAndroid Build Coastguard Worker $for M in range(ROW_TILE): 175*4bdc9457SAndroid Build Coastguard Worker _mm_store_ss(o${M}, vacc${M}x0123); 176*4bdc9457SAndroid Build Coastguard Worker 177*4bdc9457SAndroid Build Coastguard Worker $for M in range(ROW_TILE): 178*4bdc9457SAndroid Build Coastguard Worker o${M} += 1; 179*4bdc9457SAndroid Build Coastguard Worker } 180*4bdc9457SAndroid Build Coastguard Worker } 181*4bdc9457SAndroid Build Coastguard Worker $for M in range(ROW_TILE): 182*4bdc9457SAndroid Build Coastguard Worker i${M} = (const float*) ((uintptr_t) i${M} + input_increment); 183*4bdc9457SAndroid Build Coastguard Worker o${M} = (float*) ((uintptr_t) o${M} + output_increment); 184*4bdc9457SAndroid Build Coastguard Worker rows = doz(rows, ${ROW_TILE}); 185*4bdc9457SAndroid Build Coastguard Worker } while (rows != 0); 186*4bdc9457SAndroid Build Coastguard Worker} 187