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#include <xnnpack/intrinsics-polyfill.h> 16*4bdc9457SAndroid Build Coastguard Worker 17*4bdc9457SAndroid Build Coastguard Worker 18*4bdc9457SAndroid Build Coastguard Workervoid xnn_f16_dwconv_minmax_ukernel_up${CHANNEL_TILE}x${KERNEL_TILE}__fma3${"" 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 void** input, 22*4bdc9457SAndroid Build Coastguard Worker const void* weights, 23*4bdc9457SAndroid Build Coastguard Worker void* 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 void* zero, 28*4bdc9457SAndroid Build Coastguard Worker const union xnn_f16_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 36*4bdc9457SAndroid Build Coastguard Worker uint16_t* o = (uint16_t*) output; 37*4bdc9457SAndroid Build Coastguard Worker do { 38*4bdc9457SAndroid Build Coastguard Worker $for K in range(KERNEL_TILE): 39*4bdc9457SAndroid Build Coastguard Worker const uint16_t* i${K} = input[${K}]; 40*4bdc9457SAndroid Build Coastguard Worker assert(i${K} != NULL); 41*4bdc9457SAndroid Build Coastguard Worker if XNN_UNPREDICTABLE(i${K} != zero) { 42*4bdc9457SAndroid Build Coastguard Worker i${K} = (const uint16_t*) ((uintptr_t) i${K} + input_offset); 43*4bdc9457SAndroid Build Coastguard Worker } 44*4bdc9457SAndroid Build Coastguard Worker input = (const void**) ((uintptr_t) input + input_stride); 45*4bdc9457SAndroid Build Coastguard Worker 46*4bdc9457SAndroid Build Coastguard Worker size_t c = channels; 47*4bdc9457SAndroid Build Coastguard Worker const uint16_t* w = weights; 48*4bdc9457SAndroid Build Coastguard Worker for (; c >= ${CHANNEL_TILE}; c -= ${CHANNEL_TILE}) { 49*4bdc9457SAndroid Build Coastguard Worker __m256 vacc${ABC[0:8]}p0 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) w)); 50*4bdc9457SAndroid Build Coastguard Worker $for C in range(8, CHANNEL_TILE, 8): 51*4bdc9457SAndroid Build Coastguard Worker __m256 vacc${ABC[C:C+8]}p0 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + ${C}))); 52*4bdc9457SAndroid Build Coastguard Worker 53*4bdc9457SAndroid Build Coastguard Worker $for K in range(KERNEL_TILE): 54*4bdc9457SAndroid Build Coastguard Worker 55*4bdc9457SAndroid Build Coastguard Worker const __m256 vi${K}x${ABC[0:8]} = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i${K})); 56*4bdc9457SAndroid Build Coastguard Worker $for C in range(8, CHANNEL_TILE, 8): 57*4bdc9457SAndroid Build Coastguard Worker const __m256 vi${K}x${ABC[C:C+8]} = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (i${K} + ${C}))); 58*4bdc9457SAndroid Build Coastguard Worker i${K} += ${CHANNEL_TILE}; 59*4bdc9457SAndroid Build Coastguard Worker 60*4bdc9457SAndroid Build Coastguard Worker $for C in range(0, CHANNEL_TILE, 8): 61*4bdc9457SAndroid Build Coastguard Worker const __m256 vk${K}x${ABC[C:C+8]} = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + ${(K + 1) * CHANNEL_TILE + C}))); 62*4bdc9457SAndroid Build Coastguard Worker $for C in range(0, CHANNEL_TILE, 8): 63*4bdc9457SAndroid Build Coastguard Worker $if 1 <= K < ACCUMULATORS: 64*4bdc9457SAndroid Build Coastguard Worker __m256 vacc${ABC[C:C+8]}p${K} = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_mul_ps(vi${K}x${ABC[C:C+8]}, vk${K}x${ABC[C:C+8]}), _MM_FROUND_NO_EXC)); 65*4bdc9457SAndroid Build Coastguard Worker $else: 66*4bdc9457SAndroid Build Coastguard Worker vacc${ABC[C:C+8]}p${K % ACCUMULATORS} = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi${K}x${ABC[C:C+8]}, vk${K}x${ABC[C:C+8]}, vacc${ABC[C:C+8]}p${K % ACCUMULATORS}), _MM_FROUND_NO_EXC)); 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${A} = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_add_ps(vacc${ABC[C:C+8]}p${A}, vacc${ABC[C:C+8]}p${A + ACC_SLICE}), _MM_FROUND_NO_EXC)); 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${ABC[C:C+8]}, vmax); 84*4bdc9457SAndroid Build Coastguard Worker 85*4bdc9457SAndroid Build Coastguard Worker _mm_storeu_si128((__m128i*) o, _mm256_cvtps_ph(vacc${ABC[0:8]}, _MM_FROUND_NO_EXC)); 86*4bdc9457SAndroid Build Coastguard Worker $for C in range(8, CHANNEL_TILE, 8): 87*4bdc9457SAndroid Build Coastguard Worker _mm_storeu_si128((__m128i*) (o + ${C}), _mm256_cvtps_ph(vacc${ABC[C:C+8]}, _MM_FROUND_NO_EXC)); 88*4bdc9457SAndroid Build Coastguard Worker o += ${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_cvtph_ps(_mm_load_si128((const __m128i*) 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_cvtph_ps(_mm_loadu_si128((const __m128i*) 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_cvtph_ps(_mm_load_si128((const __m128i*) (w + ${(K + 1) * CHANNEL_TILE}))); 99*4bdc9457SAndroid Build Coastguard Worker $if 1 <= K < ACCUMULATORS: 100*4bdc9457SAndroid Build Coastguard Worker __m256 vacc01234567p${K} = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_mul_ps(vi${K}x01234567, vk${K}x01234567), _MM_FROUND_NO_EXC)); 101*4bdc9457SAndroid Build Coastguard Worker $else: 102*4bdc9457SAndroid Build Coastguard Worker vacc01234567p${K % ACCUMULATORS} = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi${K}x01234567, vk${K}x01234567, vacc01234567p${K % ACCUMULATORS}), _MM_FROUND_NO_EXC)); 103*4bdc9457SAndroid Build Coastguard Worker 104*4bdc9457SAndroid Build Coastguard Worker w += 8; 105*4bdc9457SAndroid Build Coastguard Worker 106*4bdc9457SAndroid Build Coastguard Worker $if ACCUMULATORS > 1: 107*4bdc9457SAndroid Build Coastguard Worker // Add up all accumulators to vacc${ABC[0:8]}p0 108*4bdc9457SAndroid Build Coastguard Worker $ACC_SLICE = 1 109*4bdc9457SAndroid Build Coastguard Worker $while ACC_SLICE < ACCUMULATORS: 110*4bdc9457SAndroid Build Coastguard Worker $for A in range(0, ACCUMULATORS, ACC_SLICE * 2): 111*4bdc9457SAndroid Build Coastguard Worker $if A + ACC_SLICE < ACCUMULATORS: 112*4bdc9457SAndroid Build Coastguard Worker vacc01234567p${A} = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_add_ps(vacc01234567p${A}, vacc01234567p${A + ACC_SLICE}), _MM_FROUND_NO_EXC)); 113*4bdc9457SAndroid Build Coastguard Worker $ACC_SLICE *= 2 114*4bdc9457SAndroid Build Coastguard Worker 115*4bdc9457SAndroid Build Coastguard Worker __m256 vacc01234567 = _mm256_max_ps(vacc01234567p0, vmin); 116*4bdc9457SAndroid Build Coastguard Worker vacc01234567 = _mm256_min_ps(vacc01234567, vmax); 117*4bdc9457SAndroid Build Coastguard Worker 118*4bdc9457SAndroid Build Coastguard Worker _mm_storeu_si128((__m128i*) o, _mm256_cvtps_ph(vacc01234567, _MM_FROUND_NO_EXC)); 119*4bdc9457SAndroid Build Coastguard Worker o += 8; 120*4bdc9457SAndroid Build Coastguard Worker } 121*4bdc9457SAndroid Build Coastguard Worker if XNN_UNLIKELY(c != 0) { 122*4bdc9457SAndroid Build Coastguard Worker assert(c >= 1); 123*4bdc9457SAndroid Build Coastguard Worker assert(c <= 7); 124*4bdc9457SAndroid Build Coastguard Worker 125*4bdc9457SAndroid Build Coastguard Worker __m256 vacc01234567p0 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) w)); 126*4bdc9457SAndroid Build Coastguard Worker $for K in range(KERNEL_TILE): 127*4bdc9457SAndroid Build Coastguard Worker 128*4bdc9457SAndroid Build Coastguard Worker const __m256 vi${K}x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i${K})); 129*4bdc9457SAndroid Build Coastguard Worker 130*4bdc9457SAndroid Build Coastguard Worker const __m256 vk${K}x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + ${(K + 1) * CHANNEL_TILE}))); 131*4bdc9457SAndroid Build Coastguard Worker $if 1 <= K < ACCUMULATORS: 132*4bdc9457SAndroid Build Coastguard Worker __m256 vacc01234567p${K} = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_mul_ps(vi${K}x01234567, vk${K}x01234567), _MM_FROUND_NO_EXC)); 133*4bdc9457SAndroid Build Coastguard Worker $else: 134*4bdc9457SAndroid Build Coastguard Worker vacc01234567p${K % ACCUMULATORS} = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi${K}x01234567, vk${K}x01234567, vacc01234567p${K % ACCUMULATORS}), _MM_FROUND_NO_EXC)); 135*4bdc9457SAndroid Build Coastguard Worker 136*4bdc9457SAndroid Build Coastguard Worker $if ACCUMULATORS > 1: 137*4bdc9457SAndroid Build Coastguard Worker // Add up all accumulators to vacc${ABC[0:8]}p0 138*4bdc9457SAndroid Build Coastguard Worker $ACC_SLICE = 1 139*4bdc9457SAndroid Build Coastguard Worker $while ACC_SLICE < ACCUMULATORS: 140*4bdc9457SAndroid Build Coastguard Worker $for A in range(0, ACCUMULATORS, ACC_SLICE * 2): 141*4bdc9457SAndroid Build Coastguard Worker $if A + ACC_SLICE < ACCUMULATORS: 142*4bdc9457SAndroid Build Coastguard Worker vacc01234567p${A} = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_add_ps(vacc01234567p${A}, vacc01234567p${A + ACC_SLICE}), _MM_FROUND_NO_EXC)); 143*4bdc9457SAndroid Build Coastguard Worker $ACC_SLICE *= 2 144*4bdc9457SAndroid Build Coastguard Worker 145*4bdc9457SAndroid Build Coastguard Worker __m256 vacc01234567 = _mm256_max_ps(vacc01234567p0, vmin); 146*4bdc9457SAndroid Build Coastguard Worker vacc01234567 = _mm256_min_ps(vacc01234567, vmax); 147*4bdc9457SAndroid Build Coastguard Worker 148*4bdc9457SAndroid Build Coastguard Worker __m128i vh01234567 = _mm256_cvtps_ph(vacc01234567, _MM_FROUND_NO_EXC); 149*4bdc9457SAndroid Build Coastguard Worker if (c & 4) { 150*4bdc9457SAndroid Build Coastguard Worker _mm_storel_epi64((__m128i*) o, vh01234567); 151*4bdc9457SAndroid Build Coastguard Worker vh01234567 = _mm_unpackhi_epi64(vh01234567, vh01234567); 152*4bdc9457SAndroid Build Coastguard Worker o += 4; 153*4bdc9457SAndroid Build Coastguard Worker } 154*4bdc9457SAndroid Build Coastguard Worker if (c & 2) { 155*4bdc9457SAndroid Build Coastguard Worker _mm_storeu_si32(o, vh01234567); 156*4bdc9457SAndroid Build Coastguard Worker vh01234567 = _mm_srli_epi64(vh01234567, 32); 157*4bdc9457SAndroid Build Coastguard Worker o += 2; 158*4bdc9457SAndroid Build Coastguard Worker } 159*4bdc9457SAndroid Build Coastguard Worker if (c & 1) { 160*4bdc9457SAndroid Build Coastguard Worker *o = (uint16_t) _mm_extract_epi16(vh01234567, 0); 161*4bdc9457SAndroid Build Coastguard Worker o += 1; 162*4bdc9457SAndroid Build Coastguard Worker } 163*4bdc9457SAndroid Build Coastguard Worker } 164*4bdc9457SAndroid Build Coastguard Worker 165*4bdc9457SAndroid Build Coastguard Worker o = (uint16_t*) ((uintptr_t) o + output_increment); 166*4bdc9457SAndroid Build Coastguard Worker } while (--output_width != 0); 167*4bdc9457SAndroid Build Coastguard Worker} 168