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$assert REQUANTIZATION == "FP32" 7*4bdc9457SAndroid Build Coastguard Worker$assert DATATYPE in ["QC8", "QS8", "QU8"] 8*4bdc9457SAndroid Build Coastguard Worker$assert MR <= 4 9*4bdc9457SAndroid Build Coastguard Worker#include <assert.h> 10*4bdc9457SAndroid Build Coastguard Worker 11*4bdc9457SAndroid Build Coastguard Worker#include <immintrin.h> 12*4bdc9457SAndroid Build Coastguard Worker 13*4bdc9457SAndroid Build Coastguard Worker#include <xnnpack/igemm.h> 14*4bdc9457SAndroid Build Coastguard Worker#include <xnnpack/intrinsics-polyfill.h> 15*4bdc9457SAndroid Build Coastguard Worker#include <xnnpack/math.h> 16*4bdc9457SAndroid Build Coastguard Worker#include <xnnpack/unaligned.h> 17*4bdc9457SAndroid Build Coastguard Worker 18*4bdc9457SAndroid Build Coastguard Worker 19*4bdc9457SAndroid Build Coastguard Worker$PARAMS_STRUCT = REQUANTIZATION.lower() + "_avx2" 20*4bdc9457SAndroid Build Coastguard Worker$PARAMS_UNION = "xnn_%s_conv_minmax_params" % DATATYPE.lower() 21*4bdc9457SAndroid Build Coastguard Worker$XINT8_T = "uint8_t" if DATATYPE == "QU8" else "int8_t" 22*4bdc9457SAndroid Build Coastguard Workervoid xnn_${DATATYPE.lower()}_igemm_minmax_fp32_ukernel_${MR}x8c8__avx2( 23*4bdc9457SAndroid Build Coastguard Worker size_t mr, 24*4bdc9457SAndroid Build Coastguard Worker size_t nc, 25*4bdc9457SAndroid Build Coastguard Worker size_t kc, 26*4bdc9457SAndroid Build Coastguard Worker size_t ks, 27*4bdc9457SAndroid Build Coastguard Worker const ${XINT8_T}** restrict a, 28*4bdc9457SAndroid Build Coastguard Worker const void* restrict w, 29*4bdc9457SAndroid Build Coastguard Worker ${XINT8_T}* restrict c, 30*4bdc9457SAndroid Build Coastguard Worker size_t cm_stride, 31*4bdc9457SAndroid Build Coastguard Worker size_t cn_stride, 32*4bdc9457SAndroid Build Coastguard Worker size_t a_offset, 33*4bdc9457SAndroid Build Coastguard Worker const ${XINT8_T}* zero, 34*4bdc9457SAndroid Build Coastguard Worker const union ${PARAMS_UNION} params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS 35*4bdc9457SAndroid Build Coastguard Worker{ 36*4bdc9457SAndroid Build Coastguard Worker assert(mr != 0); 37*4bdc9457SAndroid Build Coastguard Worker assert(mr <= ${MR}); 38*4bdc9457SAndroid Build Coastguard Worker assert(nc != 0); 39*4bdc9457SAndroid Build Coastguard Worker assert(kc != 0); 40*4bdc9457SAndroid Build Coastguard Worker assert(ks != 0); 41*4bdc9457SAndroid Build Coastguard Worker assert(ks % (${MR} * sizeof(void*)) == 0); 42*4bdc9457SAndroid Build Coastguard Worker assert(a_offset % sizeof(${XINT8_T}) == 0); 43*4bdc9457SAndroid Build Coastguard Worker assert(a != NULL); 44*4bdc9457SAndroid Build Coastguard Worker assert(w != NULL); 45*4bdc9457SAndroid Build Coastguard Worker assert(c != NULL); 46*4bdc9457SAndroid Build Coastguard Worker 47*4bdc9457SAndroid Build Coastguard Worker kc = round_up_po2(kc, 8); 48*4bdc9457SAndroid Build Coastguard Worker ${XINT8_T}* c0 = c; 49*4bdc9457SAndroid Build Coastguard Worker $for M in range(1, MR): 50*4bdc9457SAndroid Build Coastguard Worker ${XINT8_T}* c${M} = (${XINT8_T}*) ((uintptr_t) c${M-1} + cm_stride); 51*4bdc9457SAndroid Build Coastguard Worker $if M % 2 == 0: 52*4bdc9457SAndroid Build Coastguard Worker if XNN_UNPREDICTABLE(mr <= ${M}) { 53*4bdc9457SAndroid Build Coastguard Worker c${M} = c${M-1}; 54*4bdc9457SAndroid Build Coastguard Worker } 55*4bdc9457SAndroid Build Coastguard Worker $elif M + 1 == MR: 56*4bdc9457SAndroid Build Coastguard Worker if XNN_UNPREDICTABLE(mr != ${M+1}) { 57*4bdc9457SAndroid Build Coastguard Worker c${M} = c${M-1}; 58*4bdc9457SAndroid Build Coastguard Worker } 59*4bdc9457SAndroid Build Coastguard Worker $else: 60*4bdc9457SAndroid Build Coastguard Worker if XNN_UNPREDICTABLE(mr < ${M+1}) { 61*4bdc9457SAndroid Build Coastguard Worker c${M} = c${M-1}; 62*4bdc9457SAndroid Build Coastguard Worker } 63*4bdc9457SAndroid Build Coastguard Worker 64*4bdc9457SAndroid Build Coastguard Worker do { 65*4bdc9457SAndroid Build Coastguard Worker $for N in range(0, 8, 2): 66*4bdc9457SAndroid Build Coastguard Worker const __m128i vbias0x${N} = _mm_cvtsi32_si128(((const int*) w)[${N}]); 67*4bdc9457SAndroid Build Coastguard Worker const __m128i vbias0x${N+1} = _mm_cvtsi32_si128(((const int*) w)[${N+1}]); 68*4bdc9457SAndroid Build Coastguard Worker __m256i vacc0x${N}${N+1} = _mm256_inserti128_si256(_mm256_castsi128_si256(vbias0x${N}), vbias0x${N+1}, 1); 69*4bdc9457SAndroid Build Coastguard Worker $for M in range(1, MR): 70*4bdc9457SAndroid Build Coastguard Worker $for N in range(0, 8, 2): 71*4bdc9457SAndroid Build Coastguard Worker __m256i vacc${M}x${N}${N+1} = vacc0x${N}${N+1}; 72*4bdc9457SAndroid Build Coastguard Worker w = (const int32_t*) w + 8; 73*4bdc9457SAndroid Build Coastguard Worker 74*4bdc9457SAndroid Build Coastguard Worker size_t p = ks; 75*4bdc9457SAndroid Build Coastguard Worker $if DATATYPE == "QU8": 76*4bdc9457SAndroid Build Coastguard Worker const __m256i vb_zero_point = _mm256_load_si256((const __m256i*) params->${PARAMS_STRUCT}.kernel_zero_point); 77*4bdc9457SAndroid Build Coastguard Worker do { 78*4bdc9457SAndroid Build Coastguard Worker $for M in range(MR): 79*4bdc9457SAndroid Build Coastguard Worker const ${XINT8_T}* restrict a${M} = a[${M}]; 80*4bdc9457SAndroid Build Coastguard Worker if XNN_UNPREDICTABLE(a${M} != zero) { 81*4bdc9457SAndroid Build Coastguard Worker a${M} = (const ${XINT8_T}*) ((uintptr_t) a${M} + a_offset); 82*4bdc9457SAndroid Build Coastguard Worker } 83*4bdc9457SAndroid Build Coastguard Worker a += ${MR}; 84*4bdc9457SAndroid Build Coastguard Worker 85*4bdc9457SAndroid Build Coastguard Worker size_t k = 0; 86*4bdc9457SAndroid Build Coastguard Worker while (k < kc) { 87*4bdc9457SAndroid Build Coastguard Worker $for M in range(MR): 88*4bdc9457SAndroid Build Coastguard Worker const __m128i va${M} = _mm_broadcastq_epi64(_mm_loadl_epi64((const __m128i*) a${M})); 89*4bdc9457SAndroid Build Coastguard Worker $if DATATYPE == "QU8": 90*4bdc9457SAndroid Build Coastguard Worker const __m256i vxa${M} = _mm256_cvtepu8_epi16(va${M}); 91*4bdc9457SAndroid Build Coastguard Worker $else: 92*4bdc9457SAndroid Build Coastguard Worker const __m256i vxa${M} = _mm256_cvtepi8_epi16(va${M}); 93*4bdc9457SAndroid Build Coastguard Worker a${M} += 8; 94*4bdc9457SAndroid Build Coastguard Worker 95*4bdc9457SAndroid Build Coastguard Worker $for N in range(0, 8, 2): 96*4bdc9457SAndroid Build Coastguard Worker $if N == 0: 97*4bdc9457SAndroid Build Coastguard Worker const __m128i vb${N}${N+1} = _mm_load_si128((const __m128i*) w); 98*4bdc9457SAndroid Build Coastguard Worker $else: 99*4bdc9457SAndroid Build Coastguard Worker const __m128i vb${N}${N+1} = _mm_load_si128((const __m128i*) ((const ${XINT8_T}*) w + ${N * 8})); 100*4bdc9457SAndroid Build Coastguard Worker $if DATATYPE == "QU8": 101*4bdc9457SAndroid Build Coastguard Worker const __m256i vxb${N}${N+1} = _mm256_sub_epi16(_mm256_cvtepu8_epi16(vb${N}${N+1}), vb_zero_point); 102*4bdc9457SAndroid Build Coastguard Worker $else: 103*4bdc9457SAndroid Build Coastguard Worker const __m256i vxb${N}${N+1} = _mm256_cvtepi8_epi16(vb${N}${N+1}); 104*4bdc9457SAndroid Build Coastguard Worker 105*4bdc9457SAndroid Build Coastguard Worker $for M in range(MR): 106*4bdc9457SAndroid Build Coastguard Worker vacc${M}x${N}${N+1} = _mm256_add_epi32(vacc${M}x${N}${N+1}, _mm256_madd_epi16(vxa${M}, vxb${N}${N+1})); 107*4bdc9457SAndroid Build Coastguard Worker 108*4bdc9457SAndroid Build Coastguard Worker w = (const void*) ((const ${XINT8_T}*) w + 64); 109*4bdc9457SAndroid Build Coastguard Worker k += 8 * sizeof(${XINT8_T}); 110*4bdc9457SAndroid Build Coastguard Worker } 111*4bdc9457SAndroid Build Coastguard Worker p -= ${MR} * sizeof(void*); 112*4bdc9457SAndroid Build Coastguard Worker } while (p != 0); 113*4bdc9457SAndroid Build Coastguard Worker 114*4bdc9457SAndroid Build Coastguard Worker $for M in range(MR): 115*4bdc9457SAndroid Build Coastguard Worker const __m256i vacc${M}x0213 = _mm256_hadd_epi32(vacc${M}x01, vacc${M}x23); 116*4bdc9457SAndroid Build Coastguard Worker const __m256i vacc${M}x4657 = _mm256_hadd_epi32(vacc${M}x45, vacc${M}x67); 117*4bdc9457SAndroid Build Coastguard Worker 118*4bdc9457SAndroid Build Coastguard Worker $for M in range(MR): 119*4bdc9457SAndroid Build Coastguard Worker const __m256i vacc${M}x02461357 = _mm256_hadd_epi32(vacc${M}x0213, vacc${M}x4657); 120*4bdc9457SAndroid Build Coastguard Worker 121*4bdc9457SAndroid Build Coastguard Worker const __m256i vpermute_mask = _mm256_set_epi32(7, 3, 6, 2, 5, 1, 4, 0); 122*4bdc9457SAndroid Build Coastguard Worker $for M in range(MR): 123*4bdc9457SAndroid Build Coastguard Worker __m256i vacc${M}x01234567 = _mm256_permutevar8x32_epi32(vacc${M}x02461357, vpermute_mask); 124*4bdc9457SAndroid Build Coastguard Worker 125*4bdc9457SAndroid Build Coastguard Worker $for M in range(MR): 126*4bdc9457SAndroid Build Coastguard Worker __m256 vscaled${M}x01234567 = _mm256_cvtepi32_ps(vacc${M}x01234567); 127*4bdc9457SAndroid Build Coastguard Worker 128*4bdc9457SAndroid Build Coastguard Worker $if DATATYPE == "QC8": 129*4bdc9457SAndroid Build Coastguard Worker const __m256 vscale01234567 = _mm256_load_ps(w); 130*4bdc9457SAndroid Build Coastguard Worker w = (const void*) ((const float*) w + 8); 131*4bdc9457SAndroid Build Coastguard Worker $for M in range(MR): 132*4bdc9457SAndroid Build Coastguard Worker vscaled${M}x01234567 = _mm256_mul_ps(vscaled${M}x01234567, vscale01234567); 133*4bdc9457SAndroid Build Coastguard Worker $else: 134*4bdc9457SAndroid Build Coastguard Worker const __m256 vscale = _mm256_load_ps(params->fp32_avx2.scale); 135*4bdc9457SAndroid Build Coastguard Worker $for M in range(MR): 136*4bdc9457SAndroid Build Coastguard Worker vscaled${M}x01234567 = _mm256_mul_ps(vscaled${M}x01234567, vscale); 137*4bdc9457SAndroid Build Coastguard Worker 138*4bdc9457SAndroid Build Coastguard Worker const __m256 voutput_max_less_zero_point = _mm256_load_ps(params->${PARAMS_STRUCT}.output_max_less_zero_point); 139*4bdc9457SAndroid Build Coastguard Worker $for M in range(MR): 140*4bdc9457SAndroid Build Coastguard Worker vscaled${M}x01234567 = _mm256_min_ps(vscaled${M}x01234567, voutput_max_less_zero_point); 141*4bdc9457SAndroid Build Coastguard Worker 142*4bdc9457SAndroid Build Coastguard Worker $for M in range(MR): 143*4bdc9457SAndroid Build Coastguard Worker vacc${M}x01234567 = _mm256_cvtps_epi32(vscaled${M}x01234567); 144*4bdc9457SAndroid Build Coastguard Worker 145*4bdc9457SAndroid Build Coastguard Worker const __m256i voutput_zero_point = _mm256_load_si256((const __m256i*) params->${PARAMS_STRUCT}.output_zero_point); 146*4bdc9457SAndroid Build Coastguard Worker $for M in range(0, MR, 2): 147*4bdc9457SAndroid Build Coastguard Worker __m256i vacc${M}${min(M+1, MR-1)}x01234567 = _mm256_adds_epi16(_mm256_packs_epi32(vacc${M}x01234567, vacc${min(M+1, MR-1)}x01234567), voutput_zero_point); 148*4bdc9457SAndroid Build Coastguard Worker 149*4bdc9457SAndroid Build Coastguard Worker $for M in range(0, MR, 2): 150*4bdc9457SAndroid Build Coastguard Worker vacc${M}${min(M+1, MR-1)}x01234567 = _mm256_permute4x64_epi64(vacc${M}${min(M+1, MR-1)}x01234567, _MM_SHUFFLE(3, 1, 2, 0)); 151*4bdc9457SAndroid Build Coastguard Worker 152*4bdc9457SAndroid Build Coastguard Worker $if DATATYPE == "QU8": 153*4bdc9457SAndroid Build Coastguard Worker $if MR > 2: 154*4bdc9457SAndroid Build Coastguard Worker __m256i vout = _mm256_packus_epi16(vacc0${min(1, MR-1)}x01234567, vacc${min(2, MR-1)}${min(3, MR-1)}x01234567); 155*4bdc9457SAndroid Build Coastguard Worker $else: 156*4bdc9457SAndroid Build Coastguard Worker __m256i vout = _mm256_packus_epi16(vacc0${min(1, MR-1)}x01234567, vacc0${min(1, MR-1)}x01234567); 157*4bdc9457SAndroid Build Coastguard Worker 158*4bdc9457SAndroid Build Coastguard Worker vout = _mm256_max_epu8(vout, _mm256_load_si256((const __m256i*) params->${PARAMS_STRUCT}.output_min)); 159*4bdc9457SAndroid Build Coastguard Worker $else: 160*4bdc9457SAndroid Build Coastguard Worker $if MR > 2: 161*4bdc9457SAndroid Build Coastguard Worker __m256i vout = _mm256_packs_epi16(vacc0${min(1, MR-1)}x01234567, vacc${min(2, MR-1)}${min(3, MR-1)}x01234567); 162*4bdc9457SAndroid Build Coastguard Worker $else: 163*4bdc9457SAndroid Build Coastguard Worker __m256i vout = _mm256_packs_epi16(vacc0${min(1, MR-1)}x01234567, vacc0${min(1, MR-1)}x01234567); 164*4bdc9457SAndroid Build Coastguard Worker 165*4bdc9457SAndroid Build Coastguard Worker vout = _mm256_max_epi8(vout, _mm256_load_si256((const __m256i*) params->${PARAMS_STRUCT}.output_min)); 166*4bdc9457SAndroid Build Coastguard Worker 167*4bdc9457SAndroid Build Coastguard Worker __m128i vout_lo = _mm256_castsi256_si128(vout); 168*4bdc9457SAndroid Build Coastguard Worker __m128i vout_hi = _mm256_extracti128_si256(vout, 1); 169*4bdc9457SAndroid Build Coastguard Worker 170*4bdc9457SAndroid Build Coastguard Worker if (nc >= 8) { 171*4bdc9457SAndroid Build Coastguard Worker $if MR > 3: 172*4bdc9457SAndroid Build Coastguard Worker _mm_storeh_pi((__m64*) c3, _mm_castsi128_ps(vout_hi)); 173*4bdc9457SAndroid Build Coastguard Worker $if MR > 2: 174*4bdc9457SAndroid Build Coastguard Worker _mm_storeh_pi((__m64*) c2, _mm_castsi128_ps(vout_lo)); 175*4bdc9457SAndroid Build Coastguard Worker $if MR > 1: 176*4bdc9457SAndroid Build Coastguard Worker _mm_storel_epi64((__m128i*) c1, vout_hi); 177*4bdc9457SAndroid Build Coastguard Worker _mm_storel_epi64((__m128i*) c0, vout_lo); 178*4bdc9457SAndroid Build Coastguard Worker 179*4bdc9457SAndroid Build Coastguard Worker $for M in reversed(range(MR)): 180*4bdc9457SAndroid Build Coastguard Worker c${M} = (${XINT8_T}*) ((uintptr_t) c${M} + cn_stride); 181*4bdc9457SAndroid Build Coastguard Worker 182*4bdc9457SAndroid Build Coastguard Worker a = (const ${XINT8_T}**restrict) ((uintptr_t) a - ks); 183*4bdc9457SAndroid Build Coastguard Worker 184*4bdc9457SAndroid Build Coastguard Worker nc -= 8; 185*4bdc9457SAndroid Build Coastguard Worker } else { 186*4bdc9457SAndroid Build Coastguard Worker if (nc & 4) { 187*4bdc9457SAndroid Build Coastguard Worker $if MR > 3: 188*4bdc9457SAndroid Build Coastguard Worker unaligned_store_u32(c3, (uint32_t) _mm_extract_epi32(vout_hi, 2)); 189*4bdc9457SAndroid Build Coastguard Worker $if MR > 2: 190*4bdc9457SAndroid Build Coastguard Worker unaligned_store_u32(c2, (uint32_t) _mm_extract_epi32(vout_lo, 2)); 191*4bdc9457SAndroid Build Coastguard Worker $if MR > 1: 192*4bdc9457SAndroid Build Coastguard Worker _mm_storeu_si32(c1, vout_hi); 193*4bdc9457SAndroid Build Coastguard Worker _mm_storeu_si32(c0, vout_lo); 194*4bdc9457SAndroid Build Coastguard Worker 195*4bdc9457SAndroid Build Coastguard Worker $for M in reversed(range(MR)): 196*4bdc9457SAndroid Build Coastguard Worker c${M} += 4; 197*4bdc9457SAndroid Build Coastguard Worker 198*4bdc9457SAndroid Build Coastguard Worker vout_lo = _mm_srli_epi64(vout_lo, 32); 199*4bdc9457SAndroid Build Coastguard Worker vout_hi = _mm_srli_epi64(vout_hi, 32); 200*4bdc9457SAndroid Build Coastguard Worker } 201*4bdc9457SAndroid Build Coastguard Worker if (nc & 2) { 202*4bdc9457SAndroid Build Coastguard Worker $if MR > 3: 203*4bdc9457SAndroid Build Coastguard Worker unaligned_store_u16(c3, (uint16_t) _mm_extract_epi16(vout_hi, 4)); 204*4bdc9457SAndroid Build Coastguard Worker $if MR > 2: 205*4bdc9457SAndroid Build Coastguard Worker unaligned_store_u16(c2, (uint16_t) _mm_extract_epi16(vout_lo, 4)); 206*4bdc9457SAndroid Build Coastguard Worker $if MR > 1: 207*4bdc9457SAndroid Build Coastguard Worker unaligned_store_u16(c1, (uint16_t) _mm_extract_epi16(vout_hi, 0)); 208*4bdc9457SAndroid Build Coastguard Worker unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout_lo, 0)); 209*4bdc9457SAndroid Build Coastguard Worker 210*4bdc9457SAndroid Build Coastguard Worker $for M in reversed(range(MR)): 211*4bdc9457SAndroid Build Coastguard Worker c${M} += 2; 212*4bdc9457SAndroid Build Coastguard Worker 213*4bdc9457SAndroid Build Coastguard Worker vout_lo = _mm_srli_epi32(vout_lo, 16); 214*4bdc9457SAndroid Build Coastguard Worker vout_hi = _mm_srli_epi32(vout_hi, 16); 215*4bdc9457SAndroid Build Coastguard Worker } 216*4bdc9457SAndroid Build Coastguard Worker if (nc & 1) { 217*4bdc9457SAndroid Build Coastguard Worker $if MR > 3: 218*4bdc9457SAndroid Build Coastguard Worker *c3 = (${XINT8_T}) _mm_extract_epi8(vout_hi, 8); 219*4bdc9457SAndroid Build Coastguard Worker $if MR > 2: 220*4bdc9457SAndroid Build Coastguard Worker *c2 = (${XINT8_T}) _mm_extract_epi8(vout_lo, 8); 221*4bdc9457SAndroid Build Coastguard Worker $if MR > 1: 222*4bdc9457SAndroid Build Coastguard Worker *c1 = (${XINT8_T}) _mm_extract_epi8(vout_hi, 0); 223*4bdc9457SAndroid Build Coastguard Worker *c0 = (${XINT8_T}) _mm_extract_epi8(vout_lo, 0); 224*4bdc9457SAndroid Build Coastguard Worker } 225*4bdc9457SAndroid Build Coastguard Worker 226*4bdc9457SAndroid Build Coastguard Worker nc = 0; 227*4bdc9457SAndroid Build Coastguard Worker } 228*4bdc9457SAndroid Build Coastguard Worker } while (nc != 0); 229*4bdc9457SAndroid Build Coastguard Worker} 230