// Auto-generated file. Do not edit! // Template: src/qs8-igemm/MRx8c8-avx2.c.in // Generator: tools/xngen // // Copyright 2020 Google LLC // // This source code is licensed under the BSD-style license found in the // LICENSE file in the root directory of this source tree. #include #include #include "xnnpack/igemm.h" #include "xnnpack/intrinsics-polyfill.h" #include "xnnpack/math.h" #include "xnnpack/unaligned.h" void xnn_qu8_igemm_minmax_fp32_ukernel_4x8c8__avx2( size_t mr, size_t nc, size_t kc, size_t ks, const uint8_t** restrict a, const void* restrict w, uint8_t* restrict c, size_t cm_stride, size_t cn_stride, size_t a_offset, const uint8_t* zero, const union xnn_qu8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 4); assert(nc != 0); assert(kc != 0); assert(ks != 0); assert(ks % (4 * sizeof(void*)) == 0); assert(a_offset % sizeof(uint8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 8 * sizeof(uint8_t)); uint8_t* c0 = c; uint8_t* c1 = (uint8_t*) ((uintptr_t) c0 + cm_stride); if XNN_UNPREDICTABLE(mr < 2) { c1 = c0; } uint8_t* c2 = (uint8_t*) ((uintptr_t) c1 + cm_stride); if XNN_UNPREDICTABLE(mr <= 2) { c2 = c1; } uint8_t* c3 = (uint8_t*) ((uintptr_t) c2 + cm_stride); if XNN_UNPREDICTABLE(mr != 4) { c3 = c2; } const __m256 vscale = _mm256_set1_ps(params->fp32_scalar.scale); // XNN_FORCE_REALIZATION(vscale); const __m256 voutput_max_less_zero_point = _mm256_set1_ps((int32_t) params->fp32_scalar.output_max - (int32_t) params->fp32_scalar.output_zero_point); const __m256i voutput_zero_point = _mm256_set1_epi16(params->fp32_scalar.output_zero_point); const __m256i voutput_min = _mm256_set1_epi8(params->fp32_scalar.output_min); // XNN_FORCE_REALIZATION(voutput_max_less_zero_point); // XNN_FORCE_REALIZATION(voutput_zero_point); // XNN_FORCE_REALIZATION(voutput_min); const __m256i vb_zero_point = _mm256_set1_epi16(params->fp32_scalar.kernel_zero_point); XNN_FORCE_REALIZATION(vb_zero_point); do { const __m128i vbias0x0 = _mm_cvtsi32_si128(((const int*) w)[0]); const __m128i vbias0x1 = _mm_cvtsi32_si128(((const int*) w)[1]); __m256i vacc0x01 = _mm256_inserti128_si256(_mm256_castsi128_si256(vbias0x0), vbias0x1, 1); const __m128i vbias0x2 = _mm_cvtsi32_si128(((const int*) w)[2]); const __m128i vbias0x3 = _mm_cvtsi32_si128(((const int*) w)[3]); __m256i vacc0x23 = _mm256_inserti128_si256(_mm256_castsi128_si256(vbias0x2), vbias0x3, 1); const __m128i vbias0x4 = _mm_cvtsi32_si128(((const int*) w)[4]); const __m128i vbias0x5 = _mm_cvtsi32_si128(((const int*) w)[5]); __m256i vacc0x45 = _mm256_inserti128_si256(_mm256_castsi128_si256(vbias0x4), vbias0x5, 1); const __m128i vbias0x6 = _mm_cvtsi32_si128(((const int*) w)[6]); const __m128i vbias0x7 = _mm_cvtsi32_si128(((const int*) w)[7]); __m256i vacc0x67 = _mm256_inserti128_si256(_mm256_castsi128_si256(vbias0x6), vbias0x7, 1); __m256i vacc1x01 = vacc0x01; __m256i vacc1x23 = vacc0x23; __m256i vacc1x45 = vacc0x45; __m256i vacc1x67 = vacc0x67; __m256i vacc2x01 = vacc0x01; __m256i vacc2x23 = vacc0x23; __m256i vacc2x45 = vacc0x45; __m256i vacc2x67 = vacc0x67; __m256i vacc3x01 = vacc0x01; __m256i vacc3x23 = vacc0x23; __m256i vacc3x45 = vacc0x45; __m256i vacc3x67 = vacc0x67; w = (const int32_t*) w + 8; size_t p = ks; do { const uint8_t* restrict a0 = a[0]; if XNN_UNPREDICTABLE(a0 != zero) { a0 = (const uint8_t*) ((uintptr_t) a0 + a_offset); } const uint8_t* restrict a1 = a[1]; if XNN_UNPREDICTABLE(a1 != zero) { a1 = (const uint8_t*) ((uintptr_t) a1 + a_offset); } const uint8_t* restrict a2 = a[2]; if XNN_UNPREDICTABLE(a2 != zero) { a2 = (const uint8_t*) ((uintptr_t) a2 + a_offset); } const uint8_t* restrict a3 = a[3]; if XNN_UNPREDICTABLE(a3 != zero) { a3 = (const uint8_t*) ((uintptr_t) a3 + a_offset); } a += 4; size_t k = 0; while (k < kc) { const __m128i va0 = _mm_broadcastq_epi64(_mm_loadl_epi64((const __m128i*) a0)); const __m256i vxa0 = _mm256_cvtepu8_epi16(va0); a0 += 8; const __m128i va1 = _mm_broadcastq_epi64(_mm_loadl_epi64((const __m128i*) a1)); const __m256i vxa1 = _mm256_cvtepu8_epi16(va1); a1 += 8; const __m128i va2 = _mm_broadcastq_epi64(_mm_loadl_epi64((const __m128i*) a2)); const __m256i vxa2 = _mm256_cvtepu8_epi16(va2); a2 += 8; const __m128i va3 = _mm_broadcastq_epi64(_mm_loadl_epi64((const __m128i*) a3)); const __m256i vxa3 = _mm256_cvtepu8_epi16(va3); a3 += 8; const __m128i vb01 = _mm_load_si128((const __m128i*) w); const __m256i vxb01 = _mm256_sub_epi16(_mm256_cvtepu8_epi16(vb01), vb_zero_point); vacc0x01 = _mm256_add_epi32(vacc0x01, _mm256_madd_epi16(vxa0, vxb01)); vacc1x01 = _mm256_add_epi32(vacc1x01, _mm256_madd_epi16(vxa1, vxb01)); vacc2x01 = _mm256_add_epi32(vacc2x01, _mm256_madd_epi16(vxa2, vxb01)); vacc3x01 = _mm256_add_epi32(vacc3x01, _mm256_madd_epi16(vxa3, vxb01)); const __m128i vb23 = _mm_load_si128((const __m128i*) ((const uint8_t*) w + 16)); const __m256i vxb23 = _mm256_sub_epi16(_mm256_cvtepu8_epi16(vb23), vb_zero_point); vacc0x23 = _mm256_add_epi32(vacc0x23, _mm256_madd_epi16(vxa0, vxb23)); vacc1x23 = _mm256_add_epi32(vacc1x23, _mm256_madd_epi16(vxa1, vxb23)); vacc2x23 = _mm256_add_epi32(vacc2x23, _mm256_madd_epi16(vxa2, vxb23)); vacc3x23 = _mm256_add_epi32(vacc3x23, _mm256_madd_epi16(vxa3, vxb23)); const __m128i vb45 = _mm_load_si128((const __m128i*) ((const uint8_t*) w + 32)); const __m256i vxb45 = _mm256_sub_epi16(_mm256_cvtepu8_epi16(vb45), vb_zero_point); vacc0x45 = _mm256_add_epi32(vacc0x45, _mm256_madd_epi16(vxa0, vxb45)); vacc1x45 = _mm256_add_epi32(vacc1x45, _mm256_madd_epi16(vxa1, vxb45)); vacc2x45 = _mm256_add_epi32(vacc2x45, _mm256_madd_epi16(vxa2, vxb45)); vacc3x45 = _mm256_add_epi32(vacc3x45, _mm256_madd_epi16(vxa3, vxb45)); const __m128i vb67 = _mm_load_si128((const __m128i*) ((const uint8_t*) w + 48)); const __m256i vxb67 = _mm256_sub_epi16(_mm256_cvtepu8_epi16(vb67), vb_zero_point); vacc0x67 = _mm256_add_epi32(vacc0x67, _mm256_madd_epi16(vxa0, vxb67)); vacc1x67 = _mm256_add_epi32(vacc1x67, _mm256_madd_epi16(vxa1, vxb67)); vacc2x67 = _mm256_add_epi32(vacc2x67, _mm256_madd_epi16(vxa2, vxb67)); vacc3x67 = _mm256_add_epi32(vacc3x67, _mm256_madd_epi16(vxa3, vxb67)); w = (const void*) ((const uint8_t*) w + 64); k += 8 * sizeof(uint8_t); } p -= 4 * sizeof(void*); } while (p != 0); const __m256i vacc0x0213 = _mm256_hadd_epi32(vacc0x01, vacc0x23); const __m256i vacc0x4657 = _mm256_hadd_epi32(vacc0x45, vacc0x67); const __m256i vacc1x0213 = _mm256_hadd_epi32(vacc1x01, vacc1x23); const __m256i vacc1x4657 = _mm256_hadd_epi32(vacc1x45, vacc1x67); const __m256i vacc2x0213 = _mm256_hadd_epi32(vacc2x01, vacc2x23); const __m256i vacc2x4657 = _mm256_hadd_epi32(vacc2x45, vacc2x67); const __m256i vacc3x0213 = _mm256_hadd_epi32(vacc3x01, vacc3x23); const __m256i vacc3x4657 = _mm256_hadd_epi32(vacc3x45, vacc3x67); const __m256i vacc0x02461357 = _mm256_hadd_epi32(vacc0x0213, vacc0x4657); const __m256i vacc1x02461357 = _mm256_hadd_epi32(vacc1x0213, vacc1x4657); const __m256i vacc2x02461357 = _mm256_hadd_epi32(vacc2x0213, vacc2x4657); const __m256i vacc3x02461357 = _mm256_hadd_epi32(vacc3x0213, vacc3x4657); const __m256i vpermute_mask = _mm256_set_epi32(7, 3, 6, 2, 5, 1, 4, 0); __m256i vacc0x01234567 = _mm256_permutevar8x32_epi32(vacc0x02461357, vpermute_mask); __m256i vacc1x01234567 = _mm256_permutevar8x32_epi32(vacc1x02461357, vpermute_mask); __m256i vacc2x01234567 = _mm256_permutevar8x32_epi32(vacc2x02461357, vpermute_mask); __m256i vacc3x01234567 = _mm256_permutevar8x32_epi32(vacc3x02461357, vpermute_mask); __m256 vscaled0x01234567 = _mm256_cvtepi32_ps(vacc0x01234567); __m256 vscaled1x01234567 = _mm256_cvtepi32_ps(vacc1x01234567); __m256 vscaled2x01234567 = _mm256_cvtepi32_ps(vacc2x01234567); __m256 vscaled3x01234567 = _mm256_cvtepi32_ps(vacc3x01234567); vscaled0x01234567 = _mm256_mul_ps(vscaled0x01234567, vscale); vscaled1x01234567 = _mm256_mul_ps(vscaled1x01234567, vscale); vscaled2x01234567 = _mm256_mul_ps(vscaled2x01234567, vscale); vscaled3x01234567 = _mm256_mul_ps(vscaled3x01234567, vscale); vscaled0x01234567 = _mm256_min_ps(vscaled0x01234567, voutput_max_less_zero_point); vscaled1x01234567 = _mm256_min_ps(vscaled1x01234567, voutput_max_less_zero_point); vscaled2x01234567 = _mm256_min_ps(vscaled2x01234567, voutput_max_less_zero_point); vscaled3x01234567 = _mm256_min_ps(vscaled3x01234567, voutput_max_less_zero_point); vacc0x01234567 = _mm256_cvtps_epi32(vscaled0x01234567); vacc1x01234567 = _mm256_cvtps_epi32(vscaled1x01234567); vacc2x01234567 = _mm256_cvtps_epi32(vscaled2x01234567); vacc3x01234567 = _mm256_cvtps_epi32(vscaled3x01234567); __m256i vacc01x01234567 = _mm256_adds_epi16(_mm256_packs_epi32(vacc0x01234567, vacc1x01234567), voutput_zero_point); __m256i vacc23x01234567 = _mm256_adds_epi16(_mm256_packs_epi32(vacc2x01234567, vacc3x01234567), voutput_zero_point); vacc01x01234567 = _mm256_permute4x64_epi64(vacc01x01234567, _MM_SHUFFLE(3, 1, 2, 0)); vacc23x01234567 = _mm256_permute4x64_epi64(vacc23x01234567, _MM_SHUFFLE(3, 1, 2, 0)); __m256i vout = _mm256_packus_epi16(vacc01x01234567, vacc23x01234567); vout = _mm256_max_epu8(vout, voutput_min); __m128i vout_lo = _mm256_castsi256_si128(vout); __m128i vout_hi = _mm256_extracti128_si256(vout, 1); if (nc >= 8) { _mm_storeh_pi((__m64*) c3, _mm_castsi128_ps(vout_hi)); _mm_storeh_pi((__m64*) c2, _mm_castsi128_ps(vout_lo)); _mm_storel_epi64((__m128i*) c1, vout_hi); _mm_storel_epi64((__m128i*) c0, vout_lo); c3 = (uint8_t*) ((uintptr_t) c3 + cn_stride); c2 = (uint8_t*) ((uintptr_t) c2 + cn_stride); c1 = (uint8_t*) ((uintptr_t) c1 + cn_stride); c0 = (uint8_t*) ((uintptr_t) c0 + cn_stride); a = (const uint8_t**restrict) ((uintptr_t) a - ks); nc -= 8; } else { if (nc & 4) { unaligned_store_u32(c3, (uint32_t) _mm_extract_epi32(vout_hi, 2)); unaligned_store_u32(c2, (uint32_t) _mm_extract_epi32(vout_lo, 2)); _mm_storeu_si32(c1, vout_hi); _mm_storeu_si32(c0, vout_lo); c3 += 4; c2 += 4; c1 += 4; c0 += 4; vout_lo = _mm_srli_epi64(vout_lo, 32); vout_hi = _mm_srli_epi64(vout_hi, 32); } if (nc & 2) { unaligned_store_u16(c3, (uint16_t) _mm_extract_epi16(vout_hi, 4)); unaligned_store_u16(c2, (uint16_t) _mm_extract_epi16(vout_lo, 4)); unaligned_store_u16(c1, (uint16_t) _mm_extract_epi16(vout_hi, 0)); unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout_lo, 0)); c3 += 2; c2 += 2; c1 += 2; c0 += 2; vout_lo = _mm_srli_epi32(vout_lo, 16); vout_hi = _mm_srli_epi32(vout_hi, 16); } if (nc & 1) { *c3 = (uint8_t) _mm_extract_epi8(vout_hi, 8); *c2 = (uint8_t) _mm_extract_epi8(vout_lo, 8); *c1 = (uint8_t) _mm_extract_epi8(vout_hi, 0); *c0 = (uint8_t) _mm_extract_epi8(vout_lo, 0); } nc = 0; } } while (nc != 0); }