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 <immintrin.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 Workerstatic const int32_t mask_table[14] = {-1, -1, -1, -1, -1, -1, -1, 0, 0, 0, 0, 0, 0, 0}; 19*4bdc9457SAndroid Build Coastguard Worker 20*4bdc9457SAndroid Build Coastguard Workervoid xnn_f32_prelu_ukernel__avx_${ROW_TILE}x${CHANNEL_TILE}( 21*4bdc9457SAndroid Build Coastguard Worker size_t rows, 22*4bdc9457SAndroid Build Coastguard Worker size_t channels, 23*4bdc9457SAndroid Build Coastguard Worker const float*restrict input, 24*4bdc9457SAndroid Build Coastguard Worker size_t input_stride, 25*4bdc9457SAndroid Build Coastguard Worker const float*restrict weights, 26*4bdc9457SAndroid Build Coastguard Worker float*restrict output, 27*4bdc9457SAndroid Build Coastguard Worker size_t output_stride) 28*4bdc9457SAndroid Build Coastguard Worker{ 29*4bdc9457SAndroid Build Coastguard Worker assert(rows != 0); 30*4bdc9457SAndroid Build Coastguard Worker assert(channels != 0); 31*4bdc9457SAndroid Build Coastguard Worker assert(channels % sizeof(float) == 0); 32*4bdc9457SAndroid Build Coastguard Worker 33*4bdc9457SAndroid Build Coastguard Worker const float* i0 = input; 34*4bdc9457SAndroid Build Coastguard Worker float* o0 = output; 35*4bdc9457SAndroid Build Coastguard Worker $for M in range(1, ROW_TILE): 36*4bdc9457SAndroid Build Coastguard Worker const float* i${M} = (const float*) ((uintptr_t) i${M-1} + input_stride); 37*4bdc9457SAndroid Build Coastguard Worker float* o${M} = (float*) ((uintptr_t) o${M-1} + output_stride); 38*4bdc9457SAndroid Build Coastguard Worker 39*4bdc9457SAndroid Build Coastguard Worker const size_t input_increment = input_stride * ${ROW_TILE} - channels; 40*4bdc9457SAndroid Build Coastguard Worker const size_t output_increment = output_stride * ${ROW_TILE} - channels; 41*4bdc9457SAndroid Build Coastguard Worker 42*4bdc9457SAndroid Build Coastguard Worker do { 43*4bdc9457SAndroid Build Coastguard Worker $for M in range(1, ROW_TILE): 44*4bdc9457SAndroid Build Coastguard Worker $if M % 2 == 0: 45*4bdc9457SAndroid Build Coastguard Worker if XNN_UNPREDICTABLE(rows <= ${M}) { 46*4bdc9457SAndroid Build Coastguard Worker i${M} = i${M-1}; 47*4bdc9457SAndroid Build Coastguard Worker o${M} = o${M-1}; 48*4bdc9457SAndroid Build Coastguard Worker } 49*4bdc9457SAndroid Build Coastguard Worker $else: 50*4bdc9457SAndroid Build Coastguard Worker if XNN_UNPREDICTABLE(rows < ${M+1}) { 51*4bdc9457SAndroid Build Coastguard Worker i${M} = i${M-1}; 52*4bdc9457SAndroid Build Coastguard Worker o${M} = o${M-1}; 53*4bdc9457SAndroid Build Coastguard Worker } 54*4bdc9457SAndroid Build Coastguard Worker 55*4bdc9457SAndroid Build Coastguard Worker const float* w = weights; 56*4bdc9457SAndroid Build Coastguard Worker size_t c = channels; 57*4bdc9457SAndroid Build Coastguard Worker for (; c >= ${CHANNEL_TILE} * sizeof(float); c -= ${CHANNEL_TILE} * sizeof(float)) { 58*4bdc9457SAndroid Build Coastguard Worker const __m256 vw${ABC[0:8]} = _mm256_load_ps(w); 59*4bdc9457SAndroid Build Coastguard Worker $for C in range(8, CHANNEL_TILE, 8): 60*4bdc9457SAndroid Build Coastguard Worker const __m256 vw${ABC[C:C+8]} = _mm256_load_ps(w + ${C}); 61*4bdc9457SAndroid Build Coastguard Worker w += ${CHANNEL_TILE}; 62*4bdc9457SAndroid Build Coastguard Worker 63*4bdc9457SAndroid Build Coastguard Worker $for M in range(ROW_TILE): 64*4bdc9457SAndroid Build Coastguard Worker const __m256 vi${M}x${ABC[0:8]} = _mm256_loadu_ps(i${M}); 65*4bdc9457SAndroid Build Coastguard Worker $for C in range(8, CHANNEL_TILE, 8): 66*4bdc9457SAndroid Build Coastguard Worker const __m256 vi${M}x${ABC[C:C+8]} = _mm256_loadu_ps(i${M} + ${C}); 67*4bdc9457SAndroid Build Coastguard Worker i${M} += ${CHANNEL_TILE}; 68*4bdc9457SAndroid Build Coastguard Worker 69*4bdc9457SAndroid Build Coastguard Worker $for M in range(ROW_TILE): 70*4bdc9457SAndroid Build Coastguard Worker $for C in range(0, CHANNEL_TILE, 8): 71*4bdc9457SAndroid Build Coastguard Worker const __m256 vprod${M}x${ABC[C:C+8]} = _mm256_mul_ps(vi${M}x${ABC[C:C+8]}, vw${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 $for C in range(0, CHANNEL_TILE, 8): 75*4bdc9457SAndroid Build Coastguard Worker const __m256 vacc${M}x${ABC[C:C+8]} = _mm256_blendv_ps(vi${M}x${ABC[C:C+8]}, vprod${M}x${ABC[C:C+8]}, vi${M}x${ABC[C:C+8]}); 76*4bdc9457SAndroid Build Coastguard Worker 77*4bdc9457SAndroid Build Coastguard Worker $for M in range(ROW_TILE): 78*4bdc9457SAndroid Build Coastguard Worker _mm256_storeu_ps(o${M}, vacc${M}x${ABC[0:8]}); 79*4bdc9457SAndroid Build Coastguard Worker $for C in range(8, CHANNEL_TILE, 8): 80*4bdc9457SAndroid Build Coastguard Worker _mm256_storeu_ps(o${M} + ${C}, vacc${M}x${ABC[C:C+8]}); 81*4bdc9457SAndroid Build Coastguard Worker o${M} += ${CHANNEL_TILE}; 82*4bdc9457SAndroid Build Coastguard Worker } 83*4bdc9457SAndroid Build Coastguard Worker $if CHANNEL_TILE > 8: 84*4bdc9457SAndroid Build Coastguard Worker for (; c >= 8 * sizeof(float); c -= 8 * sizeof(float)) { 85*4bdc9457SAndroid Build Coastguard Worker const __m256 vw = _mm256_load_ps(w); 86*4bdc9457SAndroid Build Coastguard Worker w += 8; 87*4bdc9457SAndroid Build Coastguard Worker 88*4bdc9457SAndroid Build Coastguard Worker $for M in range(ROW_TILE): 89*4bdc9457SAndroid Build Coastguard Worker const __m256 vi${M} = _mm256_loadu_ps(i${M}); 90*4bdc9457SAndroid Build Coastguard Worker i${M} += 8; 91*4bdc9457SAndroid Build Coastguard Worker 92*4bdc9457SAndroid Build Coastguard Worker $for M in range(ROW_TILE): 93*4bdc9457SAndroid Build Coastguard Worker const __m256 vprod${M} = _mm256_mul_ps(vi${M}, vw); 94*4bdc9457SAndroid Build Coastguard Worker 95*4bdc9457SAndroid Build Coastguard Worker $for M in range(ROW_TILE): 96*4bdc9457SAndroid Build Coastguard Worker const __m256 vacc${M} = _mm256_blendv_ps(vi${M}, vprod${M}, vi${M}); 97*4bdc9457SAndroid Build Coastguard Worker 98*4bdc9457SAndroid Build Coastguard Worker $for M in range(ROW_TILE): 99*4bdc9457SAndroid Build Coastguard Worker _mm256_storeu_ps(o${M}, vacc${M}); 100*4bdc9457SAndroid Build Coastguard Worker o${M} += 8; 101*4bdc9457SAndroid Build Coastguard Worker } 102*4bdc9457SAndroid Build Coastguard Worker if XNN_UNLIKELY(c != 0) { 103*4bdc9457SAndroid Build Coastguard Worker assert(c >= 1 * sizeof(float)); 104*4bdc9457SAndroid Build Coastguard Worker assert(c <= 7 * sizeof(float)); 105*4bdc9457SAndroid Build Coastguard Worker __m256i vmask = _mm256_loadu_si256((const __m256i*) ((uintptr_t) &mask_table[7] - c)); 106*4bdc9457SAndroid Build Coastguard Worker 107*4bdc9457SAndroid Build Coastguard Worker const __m256 vw = _mm256_maskload_ps(w, vmask); 108*4bdc9457SAndroid Build Coastguard Worker 109*4bdc9457SAndroid Build Coastguard Worker $for M in range(ROW_TILE): 110*4bdc9457SAndroid Build Coastguard Worker const __m256 vi${M} = _mm256_maskload_ps(i${M}, vmask); 111*4bdc9457SAndroid Build Coastguard Worker i${M} = (const float*) ((uintptr_t) i${M} + c); 112*4bdc9457SAndroid Build Coastguard Worker 113*4bdc9457SAndroid Build Coastguard Worker $for M in range(ROW_TILE): 114*4bdc9457SAndroid Build Coastguard Worker const __m256 vprod${M} = _mm256_mul_ps(vi${M}, vw); 115*4bdc9457SAndroid Build Coastguard Worker 116*4bdc9457SAndroid Build Coastguard Worker $for M in range(ROW_TILE): 117*4bdc9457SAndroid Build Coastguard Worker __m256 vacc${M} = _mm256_blendv_ps(vi${M}, vprod${M}, vi${M}); 118*4bdc9457SAndroid Build Coastguard Worker 119*4bdc9457SAndroid Build Coastguard Worker $for M in range(ROW_TILE): 120*4bdc9457SAndroid Build Coastguard Worker __m128 vacc${M}_lo = _mm256_castps256_ps128(vacc${M}); 121*4bdc9457SAndroid Build Coastguard Worker if (c & (4 * sizeof(float))) { 122*4bdc9457SAndroid Build Coastguard Worker $for M in range(ROW_TILE): 123*4bdc9457SAndroid Build Coastguard Worker _mm_storeu_ps(o${M}, vacc${M}_lo); 124*4bdc9457SAndroid Build Coastguard Worker 125*4bdc9457SAndroid Build Coastguard Worker $for M in range(ROW_TILE): 126*4bdc9457SAndroid Build Coastguard Worker vacc${M}_lo = _mm256_extractf128_ps(vacc${M}, 1); 127*4bdc9457SAndroid Build Coastguard Worker 128*4bdc9457SAndroid Build Coastguard Worker $for M in range(ROW_TILE): 129*4bdc9457SAndroid Build Coastguard Worker o${M} += 4; 130*4bdc9457SAndroid Build Coastguard Worker } 131*4bdc9457SAndroid Build Coastguard Worker if (c & (2 * sizeof(float))) { 132*4bdc9457SAndroid Build Coastguard Worker $for M in range(ROW_TILE): 133*4bdc9457SAndroid Build Coastguard Worker _mm_storel_pi((__m64*) o${M}, vacc${M}_lo); 134*4bdc9457SAndroid Build Coastguard Worker 135*4bdc9457SAndroid Build Coastguard Worker $for M in range(ROW_TILE): 136*4bdc9457SAndroid Build Coastguard Worker vacc${M}_lo = _mm_movehl_ps(vacc${M}_lo, vacc${M}_lo); 137*4bdc9457SAndroid Build Coastguard Worker 138*4bdc9457SAndroid Build Coastguard Worker $for M in range(ROW_TILE): 139*4bdc9457SAndroid Build Coastguard Worker o${M} += 2; 140*4bdc9457SAndroid Build Coastguard Worker } 141*4bdc9457SAndroid Build Coastguard Worker if (c & (1 * sizeof(float))) { 142*4bdc9457SAndroid Build Coastguard Worker $for M in range(ROW_TILE): 143*4bdc9457SAndroid Build Coastguard Worker _mm_store_ss(o${M}, vacc${M}_lo); 144*4bdc9457SAndroid Build Coastguard Worker 145*4bdc9457SAndroid Build Coastguard Worker $for M in range(ROW_TILE): 146*4bdc9457SAndroid Build Coastguard Worker o${M} += 1; 147*4bdc9457SAndroid Build Coastguard Worker } 148*4bdc9457SAndroid Build Coastguard Worker } 149*4bdc9457SAndroid Build Coastguard Worker $for M in range(ROW_TILE): 150*4bdc9457SAndroid Build Coastguard Worker i${M} = (const float*) ((uintptr_t) i${M} + input_increment); 151*4bdc9457SAndroid Build Coastguard Worker o${M} = (float*) ((uintptr_t) o${M} + output_increment); 152*4bdc9457SAndroid Build Coastguard Worker rows = doz(rows, ${ROW_TILE}); 153*4bdc9457SAndroid Build Coastguard Worker } while (rows != 0); 154*4bdc9457SAndroid Build Coastguard Worker} 155