// 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_qd8_f32_qc8w_igemm_minmax_ukernel_7x8c8__avx256skx( size_t mr, size_t nc, size_t kc, size_t ks, const int8_t** restrict a, const void* restrict w, float* restrict c, size_t cm_stride, size_t cn_stride, size_t a_offset, const int8_t* zero, const int8_t* zero_data, const union xnn_f32_minmax_params params[restrict XNN_MIN_ELEMENTS(1)], const struct xnn_qd8_quantization_params quantization_params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 7); assert(nc != 0); assert(kc != 0); assert(ks != 0); assert(ks % (7 * sizeof(void*)) == 0); assert(a_offset % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 8 * sizeof(int8_t)); float* c0 = c; float* c1 = (float*) ((uintptr_t) c0 + cm_stride); if XNN_UNPREDICTABLE(mr < 2) { c1 = c0; } float* c2 = (float*) ((uintptr_t) c1 + cm_stride); if XNN_UNPREDICTABLE(mr <= 2) { c2 = c1; } float* c3 = (float*) ((uintptr_t) c2 + cm_stride); if XNN_UNPREDICTABLE(mr < 4) { c3 = c2; } float* c4 = (float*) ((uintptr_t) c3 + cm_stride); if XNN_UNPREDICTABLE(mr <= 4) { c4 = c3; } float* c5 = (float*) ((uintptr_t) c4 + cm_stride); if XNN_UNPREDICTABLE(mr < 6) { c5 = c4; } float* c6 = (float*) ((uintptr_t) c5 + cm_stride); if XNN_UNPREDICTABLE(mr <= 6) { c6 = c5; } const __m256i vinput_zero_point = _mm256_set1_epi32((int) quantization_params->zero_point); const __m256 vinput_scale = _mm256_broadcast_ss(&quantization_params->inv_scale); const __m256 vmin = _mm256_set1_ps(params->scalar.min); const __m256 vmax = _mm256_set1_ps(params->scalar.max); // XNN_FORCE_REALIZATION(vinput_zero_point); // XNN_FORCE_REALIZATION(vinput_scale); // XNN_FORCE_REALIZATION(vmin); // XNN_FORCE_REALIZATION(vmax); do { const __m128i vinit0 = _mm_cvtsi32_si128(((const int*) w)[0]); const __m128i vinit1 = _mm_cvtsi32_si128(((const int*) w)[1]); const __m256i vinit01 = _mm256_inserti128_si256(_mm256_castsi128_si256(vinit0), vinit1, 1); const __m128i vinit2 = _mm_cvtsi32_si128(((const int*) w)[2]); const __m128i vinit3 = _mm_cvtsi32_si128(((const int*) w)[3]); const __m256i vinit23 = _mm256_inserti128_si256(_mm256_castsi128_si256(vinit2), vinit3, 1); const __m128i vinit4 = _mm_cvtsi32_si128(((const int*) w)[4]); const __m128i vinit5 = _mm_cvtsi32_si128(((const int*) w)[5]); const __m256i vinit45 = _mm256_inserti128_si256(_mm256_castsi128_si256(vinit4), vinit5, 1); const __m128i vinit6 = _mm_cvtsi32_si128(((const int*) w)[6]); const __m128i vinit7 = _mm_cvtsi32_si128(((const int*) w)[7]); const __m256i vinit67 = _mm256_inserti128_si256(_mm256_castsi128_si256(vinit6), vinit7, 1); __m256i vacc0x01 = _mm256_mullo_epi32(vinit01, vinput_zero_point); __m256i vacc0x23 = _mm256_mullo_epi32(vinit23, vinput_zero_point); __m256i vacc0x45 = _mm256_mullo_epi32(vinit45, vinput_zero_point); __m256i vacc0x67 = _mm256_mullo_epi32(vinit67, vinput_zero_point); __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; __m256i vacc4x01 = vacc0x01; __m256i vacc4x23 = vacc0x23; __m256i vacc4x45 = vacc0x45; __m256i vacc4x67 = vacc0x67; __m256i vacc5x01 = vacc0x01; __m256i vacc5x23 = vacc0x23; __m256i vacc5x45 = vacc0x45; __m256i vacc5x67 = vacc0x67; __m256i vacc6x01 = vacc0x01; __m256i vacc6x23 = vacc0x23; __m256i vacc6x45 = vacc0x45; __m256i vacc6x67 = vacc0x67; w = (const int32_t*) w + 8; size_t p = ks; do { const int8_t* restrict a0 = a[0]; if XNN_UNPREDICTABLE(a0 != zero) { a0 = (const int8_t*) ((uintptr_t) a0 + a_offset); } else { a0 = zero_data; } const int8_t* restrict a1 = a[1]; if XNN_UNPREDICTABLE(a1 != zero) { a1 = (const int8_t*) ((uintptr_t) a1 + a_offset); } else { a1 = zero_data; } const int8_t* restrict a2 = a[2]; if XNN_UNPREDICTABLE(a2 != zero) { a2 = (const int8_t*) ((uintptr_t) a2 + a_offset); } else { a2 = zero_data; } const int8_t* restrict a3 = a[3]; if XNN_UNPREDICTABLE(a3 != zero) { a3 = (const int8_t*) ((uintptr_t) a3 + a_offset); } else { a3 = zero_data; } const int8_t* restrict a4 = a[4]; if XNN_UNPREDICTABLE(a4 != zero) { a4 = (const int8_t*) ((uintptr_t) a4 + a_offset); } else { a4 = zero_data; } const int8_t* restrict a5 = a[5]; if XNN_UNPREDICTABLE(a5 != zero) { a5 = (const int8_t*) ((uintptr_t) a5 + a_offset); } else { a5 = zero_data; } const int8_t* restrict a6 = a[6]; if XNN_UNPREDICTABLE(a6 != zero) { a6 = (const int8_t*) ((uintptr_t) a6 + a_offset); } else { a6 = zero_data; } a += 7; size_t k = 0; while (k < kc) { const __m128i va0 = _mm_broadcastq_epi64(_mm_loadl_epi64((const __m128i*) a0)); const __m256i vxa0 = _mm256_cvtepi8_epi16(va0); a0 += 8; const __m128i va1 = _mm_broadcastq_epi64(_mm_loadl_epi64((const __m128i*) a1)); const __m256i vxa1 = _mm256_cvtepi8_epi16(va1); a1 += 8; const __m128i va2 = _mm_broadcastq_epi64(_mm_loadl_epi64((const __m128i*) a2)); const __m256i vxa2 = _mm256_cvtepi8_epi16(va2); a2 += 8; const __m128i va3 = _mm_broadcastq_epi64(_mm_loadl_epi64((const __m128i*) a3)); const __m256i vxa3 = _mm256_cvtepi8_epi16(va3); a3 += 8; const __m128i va4 = _mm_broadcastq_epi64(_mm_loadl_epi64((const __m128i*) a4)); const __m256i vxa4 = _mm256_cvtepi8_epi16(va4); a4 += 8; const __m128i va5 = _mm_broadcastq_epi64(_mm_loadl_epi64((const __m128i*) a5)); const __m256i vxa5 = _mm256_cvtepi8_epi16(va5); a5 += 8; const __m128i va6 = _mm_broadcastq_epi64(_mm_loadl_epi64((const __m128i*) a6)); const __m256i vxa6 = _mm256_cvtepi8_epi16(va6); a6 += 8; const __m128i vb01 = _mm_load_si128((const __m128i*) w); const __m256i vxb01 = _mm256_cvtepi8_epi16(vb01); 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)); vacc4x01 = _mm256_add_epi32(vacc4x01, _mm256_madd_epi16(vxa4, vxb01)); vacc5x01 = _mm256_add_epi32(vacc5x01, _mm256_madd_epi16(vxa5, vxb01)); vacc6x01 = _mm256_add_epi32(vacc6x01, _mm256_madd_epi16(vxa6, vxb01)); const __m128i vb23 = _mm_load_si128((const __m128i*) ((const int8_t*) w + 16)); const __m256i vxb23 = _mm256_cvtepi8_epi16(vb23); 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)); vacc4x23 = _mm256_add_epi32(vacc4x23, _mm256_madd_epi16(vxa4, vxb23)); vacc5x23 = _mm256_add_epi32(vacc5x23, _mm256_madd_epi16(vxa5, vxb23)); vacc6x23 = _mm256_add_epi32(vacc6x23, _mm256_madd_epi16(vxa6, vxb23)); const __m128i vb45 = _mm_load_si128((const __m128i*) ((const int8_t*) w + 32)); const __m256i vxb45 = _mm256_cvtepi8_epi16(vb45); 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)); vacc4x45 = _mm256_add_epi32(vacc4x45, _mm256_madd_epi16(vxa4, vxb45)); vacc5x45 = _mm256_add_epi32(vacc5x45, _mm256_madd_epi16(vxa5, vxb45)); vacc6x45 = _mm256_add_epi32(vacc6x45, _mm256_madd_epi16(vxa6, vxb45)); const __m128i vb67 = _mm_load_si128((const __m128i*) ((const int8_t*) w + 48)); const __m256i vxb67 = _mm256_cvtepi8_epi16(vb67); 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)); vacc4x67 = _mm256_add_epi32(vacc4x67, _mm256_madd_epi16(vxa4, vxb67)); vacc5x67 = _mm256_add_epi32(vacc5x67, _mm256_madd_epi16(vxa5, vxb67)); vacc6x67 = _mm256_add_epi32(vacc6x67, _mm256_madd_epi16(vxa6, vxb67)); w = (const void*) ((const int8_t*) w + 64); k += 8 * sizeof(int8_t); } p -= 7 * 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 vacc4x0213 = _mm256_hadd_epi32(vacc4x01, vacc4x23); const __m256i vacc4x4657 = _mm256_hadd_epi32(vacc4x45, vacc4x67); const __m256i vacc5x0213 = _mm256_hadd_epi32(vacc5x01, vacc5x23); const __m256i vacc5x4657 = _mm256_hadd_epi32(vacc5x45, vacc5x67); const __m256i vacc6x0213 = _mm256_hadd_epi32(vacc6x01, vacc6x23); const __m256i vacc6x4657 = _mm256_hadd_epi32(vacc6x45, vacc6x67); 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 vacc4x02461357 = _mm256_hadd_epi32(vacc4x0213, vacc4x4657); const __m256i vacc5x02461357 = _mm256_hadd_epi32(vacc5x0213, vacc5x4657); const __m256i vacc6x02461357 = _mm256_hadd_epi32(vacc6x0213, vacc6x4657); 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); __m256i vacc4x01234567 = _mm256_permutevar8x32_epi32(vacc4x02461357, vpermute_mask); __m256i vacc5x01234567 = _mm256_permutevar8x32_epi32(vacc5x02461357, vpermute_mask); __m256i vacc6x01234567 = _mm256_permutevar8x32_epi32(vacc6x02461357, vpermute_mask); __m256 vout0x01234567 = _mm256_cvtepi32_ps(vacc0x01234567); __m256 vout1x01234567 = _mm256_cvtepi32_ps(vacc1x01234567); __m256 vout2x01234567 = _mm256_cvtepi32_ps(vacc2x01234567); __m256 vout3x01234567 = _mm256_cvtepi32_ps(vacc3x01234567); __m256 vout4x01234567 = _mm256_cvtepi32_ps(vacc4x01234567); __m256 vout5x01234567 = _mm256_cvtepi32_ps(vacc5x01234567); __m256 vout6x01234567 = _mm256_cvtepi32_ps(vacc6x01234567); vout0x01234567 = _mm256_mul_ps(vout0x01234567, vinput_scale); vout1x01234567 = _mm256_mul_ps(vout1x01234567, vinput_scale); vout2x01234567 = _mm256_mul_ps(vout2x01234567, vinput_scale); vout3x01234567 = _mm256_mul_ps(vout3x01234567, vinput_scale); vout4x01234567 = _mm256_mul_ps(vout4x01234567, vinput_scale); vout5x01234567 = _mm256_mul_ps(vout5x01234567, vinput_scale); vout6x01234567 = _mm256_mul_ps(vout6x01234567, vinput_scale); const __m256 vfilter_output_scale01234567 = _mm256_load_ps((const float*) w); const __m256 vbias01234567 = _mm256_load_ps((const float*) w + 8); w = (const float*) w + 16; vout0x01234567 = _mm256_fmadd_ps(vout0x01234567, vfilter_output_scale01234567, vbias01234567); vout1x01234567 = _mm256_fmadd_ps(vout1x01234567, vfilter_output_scale01234567, vbias01234567); vout2x01234567 = _mm256_fmadd_ps(vout2x01234567, vfilter_output_scale01234567, vbias01234567); vout3x01234567 = _mm256_fmadd_ps(vout3x01234567, vfilter_output_scale01234567, vbias01234567); vout4x01234567 = _mm256_fmadd_ps(vout4x01234567, vfilter_output_scale01234567, vbias01234567); vout5x01234567 = _mm256_fmadd_ps(vout5x01234567, vfilter_output_scale01234567, vbias01234567); vout6x01234567 = _mm256_fmadd_ps(vout6x01234567, vfilter_output_scale01234567, vbias01234567); vout0x01234567 = _mm256_max_ps(vout0x01234567, vmin); vout1x01234567 = _mm256_max_ps(vout1x01234567, vmin); vout2x01234567 = _mm256_max_ps(vout2x01234567, vmin); vout3x01234567 = _mm256_max_ps(vout3x01234567, vmin); vout4x01234567 = _mm256_max_ps(vout4x01234567, vmin); vout5x01234567 = _mm256_max_ps(vout5x01234567, vmin); vout6x01234567 = _mm256_max_ps(vout6x01234567, vmin); vout0x01234567 = _mm256_min_ps(vout0x01234567, vmax); vout1x01234567 = _mm256_min_ps(vout1x01234567, vmax); vout2x01234567 = _mm256_min_ps(vout2x01234567, vmax); vout3x01234567 = _mm256_min_ps(vout3x01234567, vmax); vout4x01234567 = _mm256_min_ps(vout4x01234567, vmax); vout5x01234567 = _mm256_min_ps(vout5x01234567, vmax); vout6x01234567 = _mm256_min_ps(vout6x01234567, vmax); if XNN_LIKELY(nc >= 8) { _mm256_storeu_ps(c6, vout6x01234567); c6 = (float*) ((uintptr_t) c6 + cn_stride); _mm256_storeu_ps(c5, vout5x01234567); c5 = (float*) ((uintptr_t) c5 + cn_stride); _mm256_storeu_ps(c4, vout4x01234567); c4 = (float*) ((uintptr_t) c4 + cn_stride); _mm256_storeu_ps(c3, vout3x01234567); c3 = (float*) ((uintptr_t) c3 + cn_stride); _mm256_storeu_ps(c2, vout2x01234567); c2 = (float*) ((uintptr_t) c2 + cn_stride); _mm256_storeu_ps(c1, vout1x01234567); c1 = (float*) ((uintptr_t) c1 + cn_stride); _mm256_storeu_ps(c0, vout0x01234567); c0 = (float*) ((uintptr_t) c0 + cn_stride); a = (const int8_t**restrict) ((uintptr_t) a - ks); nc -= 8; } else { // Prepare mask for valid 32-bit elements (depends on nc). const __mmask8 vmask = _cvtu32_mask8((UINT32_C(1) << nc) - 1); _mm256_mask_storeu_ps(c6, vmask, vout6x01234567); _mm256_mask_storeu_ps(c5, vmask, vout5x01234567); _mm256_mask_storeu_ps(c4, vmask, vout4x01234567); _mm256_mask_storeu_ps(c3, vmask, vout3x01234567); _mm256_mask_storeu_ps(c2, vmask, vout2x01234567); _mm256_mask_storeu_ps(c1, vmask, vout1x01234567); _mm256_mask_storeu_ps(c0, vmask, vout0x01234567); nc = 0; } } while (nc != 0); }