1*4bdc9457SAndroid Build Coastguard Worker// Copyright 2021 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$assert DATATYPE in ["QS8", "QU8"] 7*4bdc9457SAndroid Build Coastguard Worker$assert BATCH_TILE % 16 == 0 8*4bdc9457SAndroid Build Coastguard Worker$assert BATCH_TILE >= 16 9*4bdc9457SAndroid Build Coastguard Worker$SIMD_TILE = BATCH_TILE // 4 10*4bdc9457SAndroid Build Coastguard Worker$ABC = "0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ" 11*4bdc9457SAndroid Build Coastguard Worker#include <assert.h> 12*4bdc9457SAndroid Build Coastguard Worker 13*4bdc9457SAndroid Build Coastguard Worker#include <immintrin.h> 14*4bdc9457SAndroid Build Coastguard Worker 15*4bdc9457SAndroid Build Coastguard Worker#include <xnnpack/common.h> 16*4bdc9457SAndroid Build Coastguard Worker#include <xnnpack/intrinsics-polyfill.h> 17*4bdc9457SAndroid Build Coastguard Worker#include <xnnpack/vcvt.h> 18*4bdc9457SAndroid Build Coastguard Worker 19*4bdc9457SAndroid Build Coastguard Worker 20*4bdc9457SAndroid Build Coastguard Worker$XINT8_T = {"QS8": "int8_t", "QU8": "uint8_t"}[DATATYPE] 21*4bdc9457SAndroid Build Coastguard Worker$_MM256_PACKXS_EPI16 = {"QS8": "_mm256_packs_epi16", "QU8": "_mm256_packus_epi16"}[DATATYPE] 22*4bdc9457SAndroid Build Coastguard Worker$_MM_PACKXS_EPI16 = {"QS8": "_mm_packs_epi16", "QU8": "_mm_packus_epi16"}[DATATYPE] 23*4bdc9457SAndroid Build Coastguard Worker$_MM256_MAX_EPX8 = {"QS8": "_mm256_max_epi8", "QU8": "_mm256_max_epu8"}[DATATYPE] 24*4bdc9457SAndroid Build Coastguard Worker$_MM_MAX_EPX8 = {"QS8": "_mm_max_epi8", "QU8": "_mm_max_epu8"}[DATATYPE] 25*4bdc9457SAndroid Build Coastguard Workervoid xnn_f32_${DATATYPE.lower()}_vcvt_ukernel__avx2_x${BATCH_TILE}( 26*4bdc9457SAndroid Build Coastguard Worker size_t n, 27*4bdc9457SAndroid Build Coastguard Worker const float* x, 28*4bdc9457SAndroid Build Coastguard Worker ${XINT8_T}* y, 29*4bdc9457SAndroid Build Coastguard Worker const union xnn_f32_${DATATYPE.lower()}_cvt_params params[restrict XNN_MIN_ELEMENTS(1)]) 30*4bdc9457SAndroid Build Coastguard Worker{ 31*4bdc9457SAndroid Build Coastguard Worker assert(n != 0); 32*4bdc9457SAndroid Build Coastguard Worker assert(n % sizeof(float) == 0); 33*4bdc9457SAndroid Build Coastguard Worker assert(x != NULL); 34*4bdc9457SAndroid Build Coastguard Worker assert(y != NULL); 35*4bdc9457SAndroid Build Coastguard Worker 36*4bdc9457SAndroid Build Coastguard Worker const __m256 vscale = _mm256_load_ps(params->avx2.scale); 37*4bdc9457SAndroid Build Coastguard Worker const __m256 voutput_max_less_zero_point = _mm256_load_ps(params->avx2.output_max_less_zero_point); 38*4bdc9457SAndroid Build Coastguard Worker const __m256i voutput_zero_point = _mm256_load_si256((const __m256i*) params->avx2.output_zero_point); 39*4bdc9457SAndroid Build Coastguard Worker $if BATCH_TILE > 16: 40*4bdc9457SAndroid Build Coastguard Worker const __m256i vshuffle_mask = _mm256_load_si256((const __m256i*) params->avx2.shuffle_mask); 41*4bdc9457SAndroid Build Coastguard Worker const __m256i voutput_min = _mm256_load_si256((const __m256i*) params->avx2.output_min); 42*4bdc9457SAndroid Build Coastguard Worker $else: 43*4bdc9457SAndroid Build Coastguard Worker const __m128i voutput_min = _mm_load_si128((const __m128i*) params->avx2.output_min); 44*4bdc9457SAndroid Build Coastguard Worker 45*4bdc9457SAndroid Build Coastguard Worker for (; n >= ${BATCH_TILE} * sizeof(float); n -= ${BATCH_TILE} * sizeof(float)) { 46*4bdc9457SAndroid Build Coastguard Worker __m256 vx${ABC[0:2]} = _mm256_loadu_ps(x); 47*4bdc9457SAndroid Build Coastguard Worker $for N in range(2, SIMD_TILE, 2): 48*4bdc9457SAndroid Build Coastguard Worker __m256 vx${ABC[N:N+2]} = _mm256_loadu_ps(x + ${N * 4}); 49*4bdc9457SAndroid Build Coastguard Worker x += ${BATCH_TILE}; 50*4bdc9457SAndroid Build Coastguard Worker 51*4bdc9457SAndroid Build Coastguard Worker $for N in range(0, SIMD_TILE, 2): 52*4bdc9457SAndroid Build Coastguard Worker vx${ABC[N:N+2]} = _mm256_mul_ps(vx${ABC[N:N+2]}, vscale); 53*4bdc9457SAndroid Build Coastguard Worker 54*4bdc9457SAndroid Build Coastguard Worker $for N in range(0, SIMD_TILE, 2): 55*4bdc9457SAndroid Build Coastguard Worker vx${ABC[N:N+2]} = _mm256_min_ps(vx${ABC[N:N+2]}, voutput_max_less_zero_point); 56*4bdc9457SAndroid Build Coastguard Worker 57*4bdc9457SAndroid Build Coastguard Worker $for N in range(0, SIMD_TILE, 2): 58*4bdc9457SAndroid Build Coastguard Worker const __m256i vacc${ABC[N:N+2]} = _mm256_cvtps_epi32(vx${ABC[N:N+2]}); 59*4bdc9457SAndroid Build Coastguard Worker 60*4bdc9457SAndroid Build Coastguard Worker $for N in range(0, SIMD_TILE, 4): 61*4bdc9457SAndroid Build Coastguard Worker __m256i vacc${ABC[N]}${ABC[N+2]}${ABC[N+1]}${ABC[N+3]} = _mm256_packs_epi32(vacc${ABC[N:N+2]}, vacc${ABC[N+2:N+4]}); 62*4bdc9457SAndroid Build Coastguard Worker 63*4bdc9457SAndroid Build Coastguard Worker $for N in range(0, SIMD_TILE, 4): 64*4bdc9457SAndroid Build Coastguard Worker vacc${ABC[N]}${ABC[N+2]}${ABC[N+1]}${ABC[N+3]} = _mm256_adds_epi16(vacc${ABC[N]}${ABC[N+2]}${ABC[N+1]}${ABC[N+3]}, voutput_zero_point); 65*4bdc9457SAndroid Build Coastguard Worker 66*4bdc9457SAndroid Build Coastguard Worker $for N in range(0, SIMD_TILE, 8): 67*4bdc9457SAndroid Build Coastguard Worker $if N + 4 < SIMD_TILE: 68*4bdc9457SAndroid Build Coastguard Worker const __m256i vy${ABC[N]}${ABC[N+2]}${ABC[N+4]}${ABC[N+6]}${ABC[N+1]}${ABC[N+3]}${ABC[N+5]}${ABC[N+7]} = ${_MM256_PACKXS_EPI16}(vacc${ABC[N]}${ABC[N+2]}${ABC[N+1]}${ABC[N+3]}, vacc${ABC[N+4]}${ABC[N+6]}${ABC[N+5]}${ABC[N+7]}); 69*4bdc9457SAndroid Build Coastguard Worker $else: 70*4bdc9457SAndroid Build Coastguard Worker const __m128i vy${ABC[N]}${ABC[N+2]}${ABC[N+1]}${ABC[N+3]} = ${_MM_PACKXS_EPI16}(_mm256_castsi256_si128(vacc${ABC[N]}${ABC[N+2]}${ABC[N+1]}${ABC[N+3]}), _mm256_extracti128_si256(vacc${ABC[N]}${ABC[N+2]}${ABC[N+1]}${ABC[N+3]}, 1)); 71*4bdc9457SAndroid Build Coastguard Worker 72*4bdc9457SAndroid Build Coastguard Worker $for N in range(0, SIMD_TILE, 8): 73*4bdc9457SAndroid Build Coastguard Worker $if N + 4 < SIMD_TILE: 74*4bdc9457SAndroid Build Coastguard Worker __m256i vy${ABC[N:N+8]} = _mm256_permutevar8x32_epi32(vy${ABC[N]}${ABC[N+2]}${ABC[N+4]}${ABC[N+6]}${ABC[N+1]}${ABC[N+3]}${ABC[N+5]}${ABC[N+7]}, vshuffle_mask); 75*4bdc9457SAndroid Build Coastguard Worker $else: 76*4bdc9457SAndroid Build Coastguard Worker __m128i vy${ABC[N:N+4]} = _mm_shuffle_epi32(vy${ABC[N]}${ABC[N+2]}${ABC[N+1]}${ABC[N+3]}, _MM_SHUFFLE(3, 1, 2, 0)); 77*4bdc9457SAndroid Build Coastguard Worker 78*4bdc9457SAndroid Build Coastguard Worker $for N in range(0, SIMD_TILE, 8): 79*4bdc9457SAndroid Build Coastguard Worker $if N + 4 < SIMD_TILE: 80*4bdc9457SAndroid Build Coastguard Worker vy${ABC[N:N+8]} = ${_MM256_MAX_EPX8}(vy${ABC[N:N+8]}, voutput_min); 81*4bdc9457SAndroid Build Coastguard Worker $elif BATCH_TILE > 16: 82*4bdc9457SAndroid Build Coastguard Worker vy${ABC[N:N+4]} = ${_MM_MAX_EPX8}(vy${ABC[N:N+4]}, _mm256_castsi256_si128(voutput_min)); 83*4bdc9457SAndroid Build Coastguard Worker $else: 84*4bdc9457SAndroid Build Coastguard Worker vy${ABC[N:N+4]} = ${_MM_MAX_EPX8}(vy${ABC[N:N+4]}, voutput_min); 85*4bdc9457SAndroid Build Coastguard Worker 86*4bdc9457SAndroid Build Coastguard Worker $if SIMD_TILE > 4: 87*4bdc9457SAndroid Build Coastguard Worker _mm256_storeu_si256((__m256i*) y, vy${ABC[0:8]}); 88*4bdc9457SAndroid Build Coastguard Worker $else: 89*4bdc9457SAndroid Build Coastguard Worker _mm_storeu_si128((__m128i*) y, vy${ABC[0:4]}); 90*4bdc9457SAndroid Build Coastguard Worker $for N in range(8, SIMD_TILE, 8): 91*4bdc9457SAndroid Build Coastguard Worker $if N + 4 < SIMD_TILE: 92*4bdc9457SAndroid Build Coastguard Worker _mm256_storeu_si256((__m256i*) (y + ${N * 4}), vy${ABC[N:N+8]}); 93*4bdc9457SAndroid Build Coastguard Worker $else: 94*4bdc9457SAndroid Build Coastguard Worker _mm_storeu_si128((__m128i*) (y + ${N * 4}), vy${ABC[N:N+4]}); 95*4bdc9457SAndroid Build Coastguard Worker y += ${BATCH_TILE}; 96*4bdc9457SAndroid Build Coastguard Worker } 97*4bdc9457SAndroid Build Coastguard Worker for (; n >= 8 * sizeof(float); n -= 8 * sizeof(float)) { 98*4bdc9457SAndroid Build Coastguard Worker __m256 vx = _mm256_loadu_ps(x); 99*4bdc9457SAndroid Build Coastguard Worker vx = _mm256_mul_ps(vx, vscale); 100*4bdc9457SAndroid Build Coastguard Worker vx = _mm256_min_ps(vx, voutput_max_less_zero_point); 101*4bdc9457SAndroid Build Coastguard Worker x += 8; 102*4bdc9457SAndroid Build Coastguard Worker 103*4bdc9457SAndroid Build Coastguard Worker const __m256i vacc = _mm256_cvtps_epi32(vx); 104*4bdc9457SAndroid Build Coastguard Worker 105*4bdc9457SAndroid Build Coastguard Worker __m128i vy = _mm_packs_epi32(_mm256_castsi256_si128(vacc), _mm256_extracti128_si256(vacc, 1)); 106*4bdc9457SAndroid Build Coastguard Worker vy = _mm_adds_epi16(vy, _mm256_castsi256_si128(voutput_zero_point)); 107*4bdc9457SAndroid Build Coastguard Worker vy = ${_MM_PACKXS_EPI16}(vy, vy); 108*4bdc9457SAndroid Build Coastguard Worker $if BATCH_TILE > 16: 109*4bdc9457SAndroid Build Coastguard Worker vy = ${_MM_MAX_EPX8}(vy, _mm256_castsi256_si128(voutput_min)); 110*4bdc9457SAndroid Build Coastguard Worker $else: 111*4bdc9457SAndroid Build Coastguard Worker vy = ${_MM_MAX_EPX8}(vy, voutput_min); 112*4bdc9457SAndroid Build Coastguard Worker 113*4bdc9457SAndroid Build Coastguard Worker _mm_storel_epi64((__m128i*) y, vy); 114*4bdc9457SAndroid Build Coastguard Worker y += 8; 115*4bdc9457SAndroid Build Coastguard Worker } 116*4bdc9457SAndroid Build Coastguard Worker if XNN_UNLIKELY(n != 0) { 117*4bdc9457SAndroid Build Coastguard Worker assert(n >= 1 * sizeof(float)); 118*4bdc9457SAndroid Build Coastguard Worker assert(n <= 7 * sizeof(float)); 119*4bdc9457SAndroid Build Coastguard Worker const __m256i vmask = _mm256_loadu_si256((const __m256i*) ((uintptr_t) ¶ms->avx2.mask_table[7] - n)); 120*4bdc9457SAndroid Build Coastguard Worker 121*4bdc9457SAndroid Build Coastguard Worker __m256 vx = _mm256_maskload_ps(x, vmask); 122*4bdc9457SAndroid Build Coastguard Worker vx = _mm256_mul_ps(vx, vscale); 123*4bdc9457SAndroid Build Coastguard Worker vx = _mm256_min_ps(vx, voutput_max_less_zero_point); 124*4bdc9457SAndroid Build Coastguard Worker 125*4bdc9457SAndroid Build Coastguard Worker const __m256i vacc = _mm256_cvtps_epi32(vx); 126*4bdc9457SAndroid Build Coastguard Worker 127*4bdc9457SAndroid Build Coastguard Worker __m128i vy = _mm_packs_epi32(_mm256_castsi256_si128(vacc), _mm256_extracti128_si256(vacc, 1)); 128*4bdc9457SAndroid Build Coastguard Worker vy = _mm_adds_epi16(vy, _mm256_castsi256_si128(voutput_zero_point)); 129*4bdc9457SAndroid Build Coastguard Worker vy = ${_MM_PACKXS_EPI16}(vy, vy); 130*4bdc9457SAndroid Build Coastguard Worker $if BATCH_TILE > 16: 131*4bdc9457SAndroid Build Coastguard Worker vy = ${_MM_MAX_EPX8}(vy, _mm256_castsi256_si128(voutput_min)); 132*4bdc9457SAndroid Build Coastguard Worker $else: 133*4bdc9457SAndroid Build Coastguard Worker vy = ${_MM_MAX_EPX8}(vy, voutput_min); 134*4bdc9457SAndroid Build Coastguard Worker 135*4bdc9457SAndroid Build Coastguard Worker if (n & (4 * sizeof(float))) { 136*4bdc9457SAndroid Build Coastguard Worker _mm_storeu_si32(y, vy); 137*4bdc9457SAndroid Build Coastguard Worker y += 4; 138*4bdc9457SAndroid Build Coastguard Worker vy = _mm_srli_epi64(vy, 32); 139*4bdc9457SAndroid Build Coastguard Worker } 140*4bdc9457SAndroid Build Coastguard Worker if (n & (2 * sizeof(float))) { 141*4bdc9457SAndroid Build Coastguard Worker _mm_storeu_si16(y, vy); 142*4bdc9457SAndroid Build Coastguard Worker y += 2; 143*4bdc9457SAndroid Build Coastguard Worker vy = _mm_srli_epi32(vy, 16); 144*4bdc9457SAndroid Build Coastguard Worker } 145*4bdc9457SAndroid Build Coastguard Worker if (n & (1 * sizeof(float))) { 146*4bdc9457SAndroid Build Coastguard Worker *y = (${XINT8_T}) _mm_extract_epi8(vy, 0); 147*4bdc9457SAndroid Build Coastguard Worker } 148*4bdc9457SAndroid Build Coastguard Worker } 149*4bdc9457SAndroid Build Coastguard Worker} 150