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$assert CHANNEL_TILE % 8 == 0 7*4bdc9457SAndroid Build Coastguard Worker$assert KERNEL_TILE >= 2 8*4bdc9457SAndroid Build Coastguard Worker$assert ACCUMULATORS >= 1 9*4bdc9457SAndroid Build Coastguard Worker$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/dwconv.h> 15*4bdc9457SAndroid Build Coastguard Worker 16*4bdc9457SAndroid Build Coastguard Worker 17*4bdc9457SAndroid Build Coastguard Worker$ISA = {0: "avx", 3: "fma3"}[FMA] 18*4bdc9457SAndroid Build Coastguard Workervoid xnn_f32_dwconv_minmax_ukernel_up${CHANNEL_TILE}x${KERNEL_TILE}__${ISA}${"" if ACCUMULATORS == 1 else "_acc%d" % ACCUMULATORS}( 19*4bdc9457SAndroid Build Coastguard Worker size_t channels, 20*4bdc9457SAndroid Build Coastguard Worker size_t output_width, 21*4bdc9457SAndroid Build Coastguard Worker const float** input, 22*4bdc9457SAndroid Build Coastguard Worker const float* weights, 23*4bdc9457SAndroid Build Coastguard Worker float* output, 24*4bdc9457SAndroid Build Coastguard Worker size_t input_stride, 25*4bdc9457SAndroid Build Coastguard Worker size_t output_increment, 26*4bdc9457SAndroid Build Coastguard Worker size_t input_offset, 27*4bdc9457SAndroid Build Coastguard Worker const float* zero, 28*4bdc9457SAndroid Build Coastguard Worker const union xnn_f32_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS 29*4bdc9457SAndroid Build Coastguard Worker{ 30*4bdc9457SAndroid Build Coastguard Worker assert(channels != 0); 31*4bdc9457SAndroid Build Coastguard Worker assert(output_width != 0); 32*4bdc9457SAndroid Build Coastguard Worker 33*4bdc9457SAndroid Build Coastguard Worker const __m256 vmax = _mm256_load_ps(params->avx.max); 34*4bdc9457SAndroid Build Coastguard Worker const __m256 vmin = _mm256_load_ps(params->avx.min); 35*4bdc9457SAndroid Build Coastguard Worker do { 36*4bdc9457SAndroid Build Coastguard Worker $for K in range(KERNEL_TILE): 37*4bdc9457SAndroid Build Coastguard Worker const float* i${K} = input[${K}]; 38*4bdc9457SAndroid Build Coastguard Worker assert(i${K} != NULL); 39*4bdc9457SAndroid Build Coastguard Worker if XNN_UNPREDICTABLE(i${K} != zero) { 40*4bdc9457SAndroid Build Coastguard Worker i${K} = (const float*) ((uintptr_t) i${K} + input_offset); 41*4bdc9457SAndroid Build Coastguard Worker } 42*4bdc9457SAndroid Build Coastguard Worker input = (const float**) ((uintptr_t) input + input_stride); 43*4bdc9457SAndroid Build Coastguard Worker 44*4bdc9457SAndroid Build Coastguard Worker size_t c = channels; 45*4bdc9457SAndroid Build Coastguard Worker const float* w = weights; 46*4bdc9457SAndroid Build Coastguard Worker for (; c >= ${CHANNEL_TILE}; c -= ${CHANNEL_TILE}) { 47*4bdc9457SAndroid Build Coastguard Worker __m256 vacc${ABC[0:8]}p0 = _mm256_load_ps(w); 48*4bdc9457SAndroid Build Coastguard Worker $for C in range(8, CHANNEL_TILE, 8): 49*4bdc9457SAndroid Build Coastguard Worker __m256 vacc${ABC[C:C+8]}p0 = _mm256_load_ps(w + ${C}); 50*4bdc9457SAndroid Build Coastguard Worker 51*4bdc9457SAndroid Build Coastguard Worker $for K in range(KERNEL_TILE): 52*4bdc9457SAndroid Build Coastguard Worker 53*4bdc9457SAndroid Build Coastguard Worker const __m256 vi${K}x${ABC[0:8]} = _mm256_loadu_ps(i${K}); 54*4bdc9457SAndroid Build Coastguard Worker $for C in range(8, CHANNEL_TILE, 8): 55*4bdc9457SAndroid Build Coastguard Worker const __m256 vi${K}x${ABC[C:C+8]} = _mm256_loadu_ps(i${K} + ${C}); 56*4bdc9457SAndroid Build Coastguard Worker i${K} += ${CHANNEL_TILE}; 57*4bdc9457SAndroid Build Coastguard Worker 58*4bdc9457SAndroid Build Coastguard Worker $for C in range(0, CHANNEL_TILE, 8): 59*4bdc9457SAndroid Build Coastguard Worker const __m256 vk${K}x${ABC[C:C+8]} = _mm256_load_ps(w + ${(K + 1) * CHANNEL_TILE + C}); 60*4bdc9457SAndroid Build Coastguard Worker $for C in range(0, CHANNEL_TILE, 8): 61*4bdc9457SAndroid Build Coastguard Worker $if 1 <= K < ACCUMULATORS: 62*4bdc9457SAndroid Build Coastguard Worker __m256 vacc${ABC[C:C+8]}p${K} = _mm256_mul_ps(vi${K}x${ABC[C:C+8]}, vk${K}x${ABC[C:C+8]}); 63*4bdc9457SAndroid Build Coastguard Worker $elif FMA == 3: 64*4bdc9457SAndroid Build Coastguard Worker vacc${ABC[C:C+8]}p${K % ACCUMULATORS} = _mm256_fmadd_ps(vi${K}x${ABC[C:C+8]}, vk${K}x${ABC[C:C+8]}, vacc${ABC[C:C+8]}p${K % ACCUMULATORS}); 65*4bdc9457SAndroid Build Coastguard Worker $else: 66*4bdc9457SAndroid Build Coastguard Worker vacc${ABC[C:C+8]}p${K % ACCUMULATORS} = _mm256_add_ps(vacc${ABC[C:C+8]}p${K % ACCUMULATORS}, _mm256_mul_ps(vi${K}x${ABC[C:C+8]}, vk${K}x${ABC[C:C+8]})); 67*4bdc9457SAndroid Build Coastguard Worker 68*4bdc9457SAndroid Build Coastguard Worker w += ${(KERNEL_TILE + 1) * CHANNEL_TILE}; 69*4bdc9457SAndroid Build Coastguard Worker 70*4bdc9457SAndroid Build Coastguard Worker $if ACCUMULATORS > 1: 71*4bdc9457SAndroid Build Coastguard Worker // Add up all accumulators to vacc${ABC[0:CHANNEL_TILE]}p0 72*4bdc9457SAndroid Build Coastguard Worker $ACC_SLICE = 1 73*4bdc9457SAndroid Build Coastguard Worker $while ACC_SLICE < ACCUMULATORS: 74*4bdc9457SAndroid Build Coastguard Worker $for A in range(0, ACCUMULATORS, ACC_SLICE * 2): 75*4bdc9457SAndroid Build Coastguard Worker $if A + ACC_SLICE < ACCUMULATORS: 76*4bdc9457SAndroid Build Coastguard Worker $for C in range(0, CHANNEL_TILE, 8): 77*4bdc9457SAndroid Build Coastguard Worker vacc${ABC[C:C+8]}p${A} = _mm256_add_ps(vacc${ABC[C:C+8]}p${A}, vacc${ABC[C:C+8]}p${A + ACC_SLICE}); 78*4bdc9457SAndroid Build Coastguard Worker $ACC_SLICE *= 2 79*4bdc9457SAndroid Build Coastguard Worker 80*4bdc9457SAndroid Build Coastguard Worker $for C in range(0, CHANNEL_TILE, 8): 81*4bdc9457SAndroid Build Coastguard Worker __m256 vacc${ABC[C:C+8]} = _mm256_max_ps(vacc${ABC[C:C+8]}p0, vmin); 82*4bdc9457SAndroid Build Coastguard Worker $for C in range(0, CHANNEL_TILE, 8): 83*4bdc9457SAndroid Build Coastguard Worker vacc${ABC[C:C+8]} = _mm256_min_ps(vacc${ABC[C:C+8]}, vmax); 84*4bdc9457SAndroid Build Coastguard Worker 85*4bdc9457SAndroid Build Coastguard Worker _mm256_storeu_ps(output, vacc${ABC[0:8]}); 86*4bdc9457SAndroid Build Coastguard Worker $for C in range(8, CHANNEL_TILE, 8): 87*4bdc9457SAndroid Build Coastguard Worker _mm256_storeu_ps(output + ${C}, vacc${ABC[C:C+8]}); 88*4bdc9457SAndroid Build Coastguard Worker output += ${CHANNEL_TILE}; 89*4bdc9457SAndroid Build Coastguard Worker } 90*4bdc9457SAndroid Build Coastguard Worker $if CHANNEL_TILE > 8: 91*4bdc9457SAndroid Build Coastguard Worker for (; c >= 8; c -= 8) { 92*4bdc9457SAndroid Build Coastguard Worker __m256 vacc01234567p0 = _mm256_load_ps(w); 93*4bdc9457SAndroid Build Coastguard Worker $for K in range(KERNEL_TILE): 94*4bdc9457SAndroid Build Coastguard Worker 95*4bdc9457SAndroid Build Coastguard Worker const __m256 vi${K}x01234567 = _mm256_loadu_ps(i${K}); 96*4bdc9457SAndroid Build Coastguard Worker i${K} += 8; 97*4bdc9457SAndroid Build Coastguard Worker 98*4bdc9457SAndroid Build Coastguard Worker const __m256 vk${K}x01234567 = _mm256_load_ps(w + ${(K + 1) * CHANNEL_TILE}); 99*4bdc9457SAndroid Build Coastguard Worker $if 1 <= K < ACCUMULATORS: 100*4bdc9457SAndroid Build Coastguard Worker __m256 vacc01234567p${K} = _mm256_mul_ps(vi${K}x01234567, vk${K}x01234567); 101*4bdc9457SAndroid Build Coastguard Worker $elif FMA == 3: 102*4bdc9457SAndroid Build Coastguard Worker vacc01234567p${K % ACCUMULATORS} = _mm256_fmadd_ps(vi${K}x01234567, vk${K}x01234567, vacc01234567p${K % ACCUMULATORS}); 103*4bdc9457SAndroid Build Coastguard Worker $else: 104*4bdc9457SAndroid Build Coastguard Worker vacc01234567p${K % ACCUMULATORS} = _mm256_add_ps(vacc01234567p${K % ACCUMULATORS}, _mm256_mul_ps(vi${K}x01234567, vk${K}x01234567)); 105*4bdc9457SAndroid Build Coastguard Worker 106*4bdc9457SAndroid Build Coastguard Worker w += 8; 107*4bdc9457SAndroid Build Coastguard Worker 108*4bdc9457SAndroid Build Coastguard Worker $if ACCUMULATORS > 1: 109*4bdc9457SAndroid Build Coastguard Worker // Add up all accumulators to vacc${ABC[0:8]}p0 110*4bdc9457SAndroid Build Coastguard Worker $ACC_SLICE = 1 111*4bdc9457SAndroid Build Coastguard Worker $while ACC_SLICE < ACCUMULATORS: 112*4bdc9457SAndroid Build Coastguard Worker $for A in range(0, ACCUMULATORS, ACC_SLICE * 2): 113*4bdc9457SAndroid Build Coastguard Worker $if A + ACC_SLICE < ACCUMULATORS: 114*4bdc9457SAndroid Build Coastguard Worker vacc01234567p${A} = _mm256_add_ps(vacc01234567p${A}, vacc01234567p${A + ACC_SLICE}); 115*4bdc9457SAndroid Build Coastguard Worker $ACC_SLICE *= 2 116*4bdc9457SAndroid Build Coastguard Worker 117*4bdc9457SAndroid Build Coastguard Worker __m256 vacc01234567 = _mm256_max_ps(vacc01234567p0, vmin); 118*4bdc9457SAndroid Build Coastguard Worker vacc01234567 = _mm256_min_ps(vacc01234567, vmax); 119*4bdc9457SAndroid Build Coastguard Worker 120*4bdc9457SAndroid Build Coastguard Worker _mm256_storeu_ps(output, vacc01234567); 121*4bdc9457SAndroid Build Coastguard Worker output += 8; 122*4bdc9457SAndroid Build Coastguard Worker } 123*4bdc9457SAndroid Build Coastguard Worker if XNN_UNLIKELY(c != 0) { 124*4bdc9457SAndroid Build Coastguard Worker assert(c >= 1); 125*4bdc9457SAndroid Build Coastguard Worker assert(c <= 7); 126*4bdc9457SAndroid Build Coastguard Worker const __m256i vmask = _mm256_loadu_si256((const __m256i*) ¶ms->avx.mask_table[7 - c]); 127*4bdc9457SAndroid Build Coastguard Worker 128*4bdc9457SAndroid Build Coastguard Worker __m256 vacc01234567p0 = _mm256_load_ps(w); 129*4bdc9457SAndroid Build Coastguard Worker $for K in range(KERNEL_TILE): 130*4bdc9457SAndroid Build Coastguard Worker 131*4bdc9457SAndroid Build Coastguard Worker const __m256 vi${K}x01234567 = _mm256_maskload_ps(i${K}, vmask); 132*4bdc9457SAndroid Build Coastguard Worker const __m256 vk${K}x01234567 = _mm256_load_ps(w + ${(K + 1) * CHANNEL_TILE}); 133*4bdc9457SAndroid Build Coastguard Worker $if 1 <= K < ACCUMULATORS: 134*4bdc9457SAndroid Build Coastguard Worker __m256 vacc01234567p${K} = _mm256_mul_ps(vi${K}x01234567, vk${K}x01234567); 135*4bdc9457SAndroid Build Coastguard Worker $elif FMA == 3: 136*4bdc9457SAndroid Build Coastguard Worker vacc01234567p${K % ACCUMULATORS} = _mm256_fmadd_ps(vi${K}x01234567, vk${K}x01234567, vacc01234567p${K % ACCUMULATORS}); 137*4bdc9457SAndroid Build Coastguard Worker $else: 138*4bdc9457SAndroid Build Coastguard Worker vacc01234567p${K % ACCUMULATORS} = _mm256_add_ps(vacc01234567p${K % ACCUMULATORS}, _mm256_mul_ps(vi${K}x01234567, vk${K}x01234567)); 139*4bdc9457SAndroid Build Coastguard Worker 140*4bdc9457SAndroid Build Coastguard Worker $if ACCUMULATORS > 1: 141*4bdc9457SAndroid Build Coastguard Worker // Add up all accumulators to vacc${ABC[0:8]}p0 142*4bdc9457SAndroid Build Coastguard Worker $ACC_SLICE = 1 143*4bdc9457SAndroid Build Coastguard Worker $while ACC_SLICE < ACCUMULATORS: 144*4bdc9457SAndroid Build Coastguard Worker $for A in range(0, ACCUMULATORS, ACC_SLICE * 2): 145*4bdc9457SAndroid Build Coastguard Worker $if A + ACC_SLICE < ACCUMULATORS: 146*4bdc9457SAndroid Build Coastguard Worker vacc01234567p${A} = _mm256_add_ps(vacc01234567p${A}, vacc01234567p${A + ACC_SLICE}); 147*4bdc9457SAndroid Build Coastguard Worker $ACC_SLICE *= 2 148*4bdc9457SAndroid Build Coastguard Worker 149*4bdc9457SAndroid Build Coastguard Worker __m256 vacc01234567 = _mm256_max_ps(vacc01234567p0, vmin); 150*4bdc9457SAndroid Build Coastguard Worker vacc01234567 = _mm256_min_ps(vacc01234567, vmax); 151*4bdc9457SAndroid Build Coastguard Worker 152*4bdc9457SAndroid Build Coastguard Worker __m128 vacc0123 = _mm256_castps256_ps128(vacc01234567); 153*4bdc9457SAndroid Build Coastguard Worker if (c & 4) { 154*4bdc9457SAndroid Build Coastguard Worker _mm_storeu_ps(output, vacc0123); 155*4bdc9457SAndroid Build Coastguard Worker vacc0123 = _mm256_extractf128_ps(vacc01234567, 1); 156*4bdc9457SAndroid Build Coastguard Worker output += 4; 157*4bdc9457SAndroid Build Coastguard Worker } 158*4bdc9457SAndroid Build Coastguard Worker if (c & 2) { 159*4bdc9457SAndroid Build Coastguard Worker _mm_storel_pi((__m64*) output, vacc0123); 160*4bdc9457SAndroid Build Coastguard Worker vacc0123 = _mm_movehl_ps(vacc0123, vacc0123); 161*4bdc9457SAndroid Build Coastguard Worker output += 2; 162*4bdc9457SAndroid Build Coastguard Worker } 163*4bdc9457SAndroid Build Coastguard Worker if (c & 1) { 164*4bdc9457SAndroid Build Coastguard Worker _mm_store_ss(output, vacc0123); 165*4bdc9457SAndroid Build Coastguard Worker output += 1; 166*4bdc9457SAndroid Build Coastguard Worker } 167*4bdc9457SAndroid Build Coastguard Worker } 168*4bdc9457SAndroid Build Coastguard Worker 169*4bdc9457SAndroid Build Coastguard Worker output = (float*) ((uintptr_t) output + output_increment); 170*4bdc9457SAndroid Build Coastguard Worker } while (--output_width != 0); 171*4bdc9457SAndroid Build Coastguard Worker} 172