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$assert SSE in [2, 4] 7*4bdc9457SAndroid Build Coastguard Worker$assert DATATYPE in ["QS8", "QU8"] 8*4bdc9457SAndroid Build Coastguard Worker$assert BATCH_TILE % 8 == 0 9*4bdc9457SAndroid Build Coastguard Worker$assert BATCH_TILE >= 8 10*4bdc9457SAndroid Build Coastguard Worker$SSE_HEADER = {2: "emmintrin.h", 4: "smmintrin.h"}[SSE] 11*4bdc9457SAndroid Build Coastguard Worker$ABC = "0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ" 12*4bdc9457SAndroid Build Coastguard Worker#include <assert.h> 13*4bdc9457SAndroid Build Coastguard Worker 14*4bdc9457SAndroid Build Coastguard Worker#include <${SSE_HEADER}> 15*4bdc9457SAndroid Build Coastguard Worker 16*4bdc9457SAndroid Build Coastguard Worker#include <xnnpack/common.h> 17*4bdc9457SAndroid Build Coastguard Worker#include <xnnpack/unaligned.h> 18*4bdc9457SAndroid Build Coastguard Worker#include <xnnpack/vcvt.h> 19*4bdc9457SAndroid Build Coastguard Worker 20*4bdc9457SAndroid Build Coastguard Worker 21*4bdc9457SAndroid Build Coastguard Worker$ISA = {2: "sse2", 4: "sse41"}[SSE] 22*4bdc9457SAndroid Build Coastguard Worker$XINT8_T = {"QS8": "int8_t", "QU8": "uint8_t"}[DATATYPE] 23*4bdc9457SAndroid Build Coastguard Worker$_MM_PACKXS_EPI16 = {"QS8": "_mm_packs_epi16", "QU8": "_mm_packus_epi16"}[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__${ISA}_x${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)]) XNN_OOB_READS 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 __m128 vscale = _mm_load_ps(params->sse${SSE}.scale); 37*4bdc9457SAndroid Build Coastguard Worker const __m128 voutput_max_less_zero_point = _mm_load_ps(params->sse${SSE}.output_max_less_zero_point); 38*4bdc9457SAndroid Build Coastguard Worker const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->sse${SSE}.output_zero_point); 39*4bdc9457SAndroid Build Coastguard Worker const __m128i voutput_min = _mm_load_si128((const __m128i*) params->sse${SSE}.output_min); 40*4bdc9457SAndroid Build Coastguard Worker 41*4bdc9457SAndroid Build Coastguard Worker $if BATCH_TILE > 8: 42*4bdc9457SAndroid Build Coastguard Worker for (; n >= ${BATCH_TILE} * sizeof(float); n -= ${BATCH_TILE} * sizeof(float)) { 43*4bdc9457SAndroid Build Coastguard Worker __m128 vx${ABC[0:4]} = _mm_loadu_ps(x); 44*4bdc9457SAndroid Build Coastguard Worker $for N in range(4, BATCH_TILE, 4): 45*4bdc9457SAndroid Build Coastguard Worker __m128 vx${ABC[N:N+4]} = _mm_loadu_ps(x + ${N}); 46*4bdc9457SAndroid Build Coastguard Worker x += ${BATCH_TILE}; 47*4bdc9457SAndroid Build Coastguard Worker 48*4bdc9457SAndroid Build Coastguard Worker $for N in range(0, BATCH_TILE, 4): 49*4bdc9457SAndroid Build Coastguard Worker vx${ABC[N:N+4]} = _mm_mul_ps(vx${ABC[N:N+4]}, vscale); 50*4bdc9457SAndroid Build Coastguard Worker 51*4bdc9457SAndroid Build Coastguard Worker $for N in range(0, BATCH_TILE, 4): 52*4bdc9457SAndroid Build Coastguard Worker vx${ABC[N:N+4]} = _mm_min_ps(vx${ABC[N:N+4]}, voutput_max_less_zero_point); 53*4bdc9457SAndroid Build Coastguard Worker 54*4bdc9457SAndroid Build Coastguard Worker $for N in range(0, BATCH_TILE, 4): 55*4bdc9457SAndroid Build Coastguard Worker const __m128i vy${ABC[N:N+4]} = _mm_cvtps_epi32(vx${ABC[N:N+4]}); 56*4bdc9457SAndroid Build Coastguard Worker 57*4bdc9457SAndroid Build Coastguard Worker $for N in range(0, BATCH_TILE, 8): 58*4bdc9457SAndroid Build Coastguard Worker __m128i vy${ABC[N:N+8]} = _mm_packs_epi32(vy${ABC[N:N+4]}, vy${ABC[N+4:N+8]}); 59*4bdc9457SAndroid Build Coastguard Worker 60*4bdc9457SAndroid Build Coastguard Worker $for N in range(0, BATCH_TILE, 8): 61*4bdc9457SAndroid Build Coastguard Worker vy${ABC[N:N+8]} = _mm_adds_epi16(vy${ABC[N:N+8]}, voutput_zero_point); 62*4bdc9457SAndroid Build Coastguard Worker 63*4bdc9457SAndroid Build Coastguard Worker $if DATATYPE == "QS8" and SSE < 4: 64*4bdc9457SAndroid Build Coastguard Worker $for N in range(0, BATCH_TILE, 8): 65*4bdc9457SAndroid Build Coastguard Worker vy${ABC[N:N+8]} = _mm_max_epi16(vy${ABC[N:N+8]}, voutput_min); 66*4bdc9457SAndroid Build Coastguard Worker 67*4bdc9457SAndroid Build Coastguard Worker $for N in range(0, BATCH_TILE, 16): 68*4bdc9457SAndroid Build Coastguard Worker $if N + 8 < BATCH_TILE: 69*4bdc9457SAndroid Build Coastguard Worker __m128i vy${ABC[N:N+16]} = ${_MM_PACKXS_EPI16}(vy${ABC[N:N+8]}, vy${ABC[N+8:N+16]}); 70*4bdc9457SAndroid Build Coastguard Worker $else: 71*4bdc9457SAndroid Build Coastguard Worker vy${ABC[N:N+8]} = ${_MM_PACKXS_EPI16}(vy${ABC[N:N+8]}, vy${ABC[N:N+8]}); 72*4bdc9457SAndroid Build Coastguard Worker 73*4bdc9457SAndroid Build Coastguard Worker $if DATATYPE == "QU8" or SSE == 4: 74*4bdc9457SAndroid Build Coastguard Worker $for N in range(0, BATCH_TILE, 16): 75*4bdc9457SAndroid Build Coastguard Worker $if N + 8 < BATCH_TILE: 76*4bdc9457SAndroid Build Coastguard Worker vy${ABC[N:N+16]} = ${_MM_MAX_EPX8}(vy${ABC[N:N+16]}, voutput_min); 77*4bdc9457SAndroid Build Coastguard Worker $else: 78*4bdc9457SAndroid Build Coastguard Worker vy${ABC[N:N+8]} = ${_MM_MAX_EPX8}(vy${ABC[N:N+8]}, voutput_min); 79*4bdc9457SAndroid Build Coastguard Worker 80*4bdc9457SAndroid Build Coastguard Worker _mm_storeu_si128((__m128i*) y, vy${ABC[0:16]}); 81*4bdc9457SAndroid Build Coastguard Worker $for N in range(16, BATCH_TILE, 16): 82*4bdc9457SAndroid Build Coastguard Worker $if N + 8 < BATCH_TILE: 83*4bdc9457SAndroid Build Coastguard Worker _mm_storeu_si128((__m128i*) (y + ${N}), vy${ABC[N:N+16]}); 84*4bdc9457SAndroid Build Coastguard Worker $else: 85*4bdc9457SAndroid Build Coastguard Worker _mm_storel_epi64((__m128i*) (y + ${N}), vy${ABC[N:N+8]}); 86*4bdc9457SAndroid Build Coastguard Worker y += ${BATCH_TILE}; 87*4bdc9457SAndroid Build Coastguard Worker } 88*4bdc9457SAndroid Build Coastguard Worker for (; n >= 8 * sizeof(float); n -= 8 * sizeof(float)) { 89*4bdc9457SAndroid Build Coastguard Worker __m128 vx_lo = _mm_loadu_ps(x); 90*4bdc9457SAndroid Build Coastguard Worker __m128 vx_hi = _mm_loadu_ps(x + 4); 91*4bdc9457SAndroid Build Coastguard Worker x += 8; 92*4bdc9457SAndroid Build Coastguard Worker 93*4bdc9457SAndroid Build Coastguard Worker vx_lo = _mm_mul_ps(vx_lo, vscale); 94*4bdc9457SAndroid Build Coastguard Worker vx_hi = _mm_mul_ps(vx_hi, vscale); 95*4bdc9457SAndroid Build Coastguard Worker 96*4bdc9457SAndroid Build Coastguard Worker vx_lo = _mm_min_ps(vx_lo, voutput_max_less_zero_point); 97*4bdc9457SAndroid Build Coastguard Worker vx_hi = _mm_min_ps(vx_hi, voutput_max_less_zero_point); 98*4bdc9457SAndroid Build Coastguard Worker 99*4bdc9457SAndroid Build Coastguard Worker const __m128i vy_lo = _mm_cvtps_epi32(vx_lo); 100*4bdc9457SAndroid Build Coastguard Worker const __m128i vy_hi = _mm_cvtps_epi32(vx_hi); 101*4bdc9457SAndroid Build Coastguard Worker 102*4bdc9457SAndroid Build Coastguard Worker __m128i vy = _mm_packs_epi32(vy_lo, vy_hi); 103*4bdc9457SAndroid Build Coastguard Worker vy = _mm_adds_epi16(vy, voutput_zero_point); 104*4bdc9457SAndroid Build Coastguard Worker $if DATATYPE == "QS8" and SSE < 4: 105*4bdc9457SAndroid Build Coastguard Worker vy = _mm_max_epi16(vy, voutput_min); 106*4bdc9457SAndroid Build Coastguard Worker vy = ${_MM_PACKXS_EPI16}(vy, vy); 107*4bdc9457SAndroid Build Coastguard Worker $if DATATYPE == "QU8" or SSE == 4: 108*4bdc9457SAndroid Build Coastguard Worker vy = ${_MM_MAX_EPX8}(vy, voutput_min); 109*4bdc9457SAndroid Build Coastguard Worker 110*4bdc9457SAndroid Build Coastguard Worker _mm_storel_epi64((__m128i*) y, vy); 111*4bdc9457SAndroid Build Coastguard Worker y += 8; 112*4bdc9457SAndroid Build Coastguard Worker } 113*4bdc9457SAndroid Build Coastguard Worker if XNN_UNLIKELY(n != 0) { 114*4bdc9457SAndroid Build Coastguard Worker __m128 vx_lo = _mm_loadu_ps(x); 115*4bdc9457SAndroid Build Coastguard Worker const float* x_hi = (const float*) ((uintptr_t) x + (n & (4 * sizeof(float)))); 116*4bdc9457SAndroid Build Coastguard Worker __m128 vx_hi = _mm_loadu_ps(x_hi); 117*4bdc9457SAndroid Build Coastguard Worker 118*4bdc9457SAndroid Build Coastguard Worker vx_lo = _mm_mul_ps(vx_lo, vscale); 119*4bdc9457SAndroid Build Coastguard Worker vx_hi = _mm_mul_ps(vx_hi, vscale); 120*4bdc9457SAndroid Build Coastguard Worker 121*4bdc9457SAndroid Build Coastguard Worker vx_lo = _mm_min_ps(vx_lo, voutput_max_less_zero_point); 122*4bdc9457SAndroid Build Coastguard Worker vx_hi = _mm_min_ps(vx_hi, voutput_max_less_zero_point); 123*4bdc9457SAndroid Build Coastguard Worker 124*4bdc9457SAndroid Build Coastguard Worker const __m128i vy_lo = _mm_cvtps_epi32(vx_lo); 125*4bdc9457SAndroid Build Coastguard Worker const __m128i vy_hi = _mm_cvtps_epi32(vx_hi); 126*4bdc9457SAndroid Build Coastguard Worker 127*4bdc9457SAndroid Build Coastguard Worker __m128i vy = _mm_packs_epi32(vy_lo, vy_hi); 128*4bdc9457SAndroid Build Coastguard Worker vy = _mm_adds_epi16(vy, voutput_zero_point); 129*4bdc9457SAndroid Build Coastguard Worker $if DATATYPE == "QS8" and SSE < 4: 130*4bdc9457SAndroid Build Coastguard Worker vy = _mm_max_epi16(vy, voutput_min); 131*4bdc9457SAndroid Build Coastguard Worker vy = ${_MM_PACKXS_EPI16}(vy, vy); 132*4bdc9457SAndroid Build Coastguard Worker $if DATATYPE == "QU8" or SSE == 4: 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 unaligned_store_u32(y, (uint32_t) _mm_cvtsi128_si32(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 $if SSE == 4: 141*4bdc9457SAndroid Build Coastguard Worker if (n & (2 * sizeof(float))) { 142*4bdc9457SAndroid Build Coastguard Worker unaligned_store_u16(y, (uint16_t) _mm_extract_epi16(vy, 0)); 143*4bdc9457SAndroid Build Coastguard Worker y += 2; 144*4bdc9457SAndroid Build Coastguard Worker vy = _mm_srli_epi32(vy, 16); 145*4bdc9457SAndroid Build Coastguard Worker } 146*4bdc9457SAndroid Build Coastguard Worker if (n & (1 * sizeof(float))) { 147*4bdc9457SAndroid Build Coastguard Worker *y = (${XINT8_T}) _mm_extract_epi8(vy, 0); 148*4bdc9457SAndroid Build Coastguard Worker } 149*4bdc9457SAndroid Build Coastguard Worker $else: 150*4bdc9457SAndroid Build Coastguard Worker { 151*4bdc9457SAndroid Build Coastguard Worker uint32_t vy_lo = (uint32_t) _mm_cvtsi128_si32(vy); 152*4bdc9457SAndroid Build Coastguard Worker if (n & (2 * sizeof(float))) { 153*4bdc9457SAndroid Build Coastguard Worker unaligned_store_u16(y, (uint16_t) vy_lo); 154*4bdc9457SAndroid Build Coastguard Worker y += 2; 155*4bdc9457SAndroid Build Coastguard Worker vy_lo >>= 16; 156*4bdc9457SAndroid Build Coastguard Worker } 157*4bdc9457SAndroid Build Coastguard Worker if (n & (1 * sizeof(float))) { 158*4bdc9457SAndroid Build Coastguard Worker *y = (${XINT8_T}) vy_lo; 159*4bdc9457SAndroid Build Coastguard Worker } 160*4bdc9457SAndroid Build Coastguard Worker } 161*4bdc9457SAndroid Build Coastguard Worker } 162*4bdc9457SAndroid Build Coastguard Worker} 163