// Auto-generated file. Do not edit! // Template: src/qs8-gemm/MRx8c8-avxvnni.c.in // Generator: tools/xngen // // Copyright 2024 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/gemm.h" #include "xnnpack/intrinsics-polyfill.h" #include "xnnpack/math.h" #include "xnnpack/unaligned.h" #include "xnnpack/prefetch.h" void xnn_qd8_f32_qc8w_gemm_minmax_ukernel_7x8c8__avx256vnni_prfm( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, float* restrict c, size_t cm_stride, size_t cn_stride, 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(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 8 * sizeof(int8_t)); const int8_t* a0 = a; float* c0 = c; const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride); float* c1 = (float*) ((uintptr_t) c0 + cm_stride); if XNN_UNPREDICTABLE(mr < 2) { a1 = a0; c1 = c0; } const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride); float* c2 = (float*) ((uintptr_t) c1 + cm_stride); if XNN_UNPREDICTABLE(mr <= 2) { a2 = a1; c2 = c1; } const int8_t* a3 = (const int8_t*) ((uintptr_t) a2 + a_stride); float* c3 = (float*) ((uintptr_t) c2 + cm_stride); if XNN_UNPREDICTABLE(mr < 4) { a3 = a2; c3 = c2; } const int8_t* a4 = (const int8_t*) ((uintptr_t) a3 + a_stride); float* c4 = (float*) ((uintptr_t) c3 + cm_stride); if XNN_UNPREDICTABLE(mr <= 4) { a4 = a3; c4 = c3; } const int8_t* a5 = (const int8_t*) ((uintptr_t) a4 + a_stride); float* c5 = (float*) ((uintptr_t) c4 + cm_stride); if XNN_UNPREDICTABLE(mr < 6) { a5 = a4; c5 = c4; } const int8_t* a6 = (const int8_t*) ((uintptr_t) a5 + a_stride); float* c6 = (float*) ((uintptr_t) c5 + cm_stride); if XNN_UNPREDICTABLE(mr <= 6) { a6 = a5; c6 = c5; } const __m256i vinput_zero_point0 = _mm256_set1_epi32((int) quantization_params[0].zero_point); const __m256i vinput_zero_point1 = _mm256_set1_epi32((int) quantization_params[1].zero_point); const __m256i vinput_zero_point2 = _mm256_set1_epi32((int) quantization_params[2].zero_point); const __m256i vinput_zero_point3 = _mm256_set1_epi32((int) quantization_params[3].zero_point); const __m256i vinput_zero_point4 = _mm256_set1_epi32((int) quantization_params[4].zero_point); const __m256i vinput_zero_point5 = _mm256_set1_epi32((int) quantization_params[5].zero_point); const __m256i vinput_zero_point6 = _mm256_set1_epi32((int) quantization_params[6].zero_point); const __m256 voutput_min = _mm256_set1_ps(params->scalar.min); const __m256 voutput_max = _mm256_set1_ps(params->scalar.max); // XNN_FORCE_REALIZATION(voutput_min); // XNN_FORCE_REALIZATION(voutput_max); do { const __m256i vksum01234567 = _mm256_load_si256(w); __m256i vsum0x01234567 = _mm256_mullo_epi32(vksum01234567, vinput_zero_point0); __m256i vacc0x0123 = _mm256_cvtepu32_epi64(_mm256_extracti128_si256(vsum0x01234567, 0)); __m256i vacc0x4567 = _mm256_cvtepu32_epi64(_mm256_extracti128_si256(vsum0x01234567, 1)); __m256i vsum1x01234567 = _mm256_mullo_epi32(vksum01234567, vinput_zero_point1); __m256i vacc1x0123 = _mm256_cvtepu32_epi64(_mm256_extracti128_si256(vsum1x01234567, 0)); __m256i vacc1x4567 = _mm256_cvtepu32_epi64(_mm256_extracti128_si256(vsum1x01234567, 1)); __m256i vsum2x01234567 = _mm256_mullo_epi32(vksum01234567, vinput_zero_point2); __m256i vacc2x0123 = _mm256_cvtepu32_epi64(_mm256_extracti128_si256(vsum2x01234567, 0)); __m256i vacc2x4567 = _mm256_cvtepu32_epi64(_mm256_extracti128_si256(vsum2x01234567, 1)); __m256i vsum3x01234567 = _mm256_mullo_epi32(vksum01234567, vinput_zero_point3); __m256i vacc3x0123 = _mm256_cvtepu32_epi64(_mm256_extracti128_si256(vsum3x01234567, 0)); __m256i vacc3x4567 = _mm256_cvtepu32_epi64(_mm256_extracti128_si256(vsum3x01234567, 1)); __m256i vsum4x01234567 = _mm256_mullo_epi32(vksum01234567, vinput_zero_point4); __m256i vacc4x0123 = _mm256_cvtepu32_epi64(_mm256_extracti128_si256(vsum4x01234567, 0)); __m256i vacc4x4567 = _mm256_cvtepu32_epi64(_mm256_extracti128_si256(vsum4x01234567, 1)); __m256i vsum5x01234567 = _mm256_mullo_epi32(vksum01234567, vinput_zero_point5); __m256i vacc5x0123 = _mm256_cvtepu32_epi64(_mm256_extracti128_si256(vsum5x01234567, 0)); __m256i vacc5x4567 = _mm256_cvtepu32_epi64(_mm256_extracti128_si256(vsum5x01234567, 1)); __m256i vsum6x01234567 = _mm256_mullo_epi32(vksum01234567, vinput_zero_point6); __m256i vacc6x0123 = _mm256_cvtepu32_epi64(_mm256_extracti128_si256(vsum6x01234567, 0)); __m256i vacc6x4567 = _mm256_cvtepu32_epi64(_mm256_extracti128_si256(vsum6x01234567, 1)); w = (const int32_t*) w + 8; size_t k = kc; while (k >= 16 * sizeof(int8_t)) { const __m256i va0x01234567 = _mm256_set1_epi64x((int64_t) unaligned_load_u64(a0)); const __m256i va0x89ABCDEF = _mm256_set1_epi64x((int64_t) unaligned_load_u64(a0 + 8)); a0 += 16; const __m256i va1x01234567 = _mm256_set1_epi64x((int64_t) unaligned_load_u64(a1)); const __m256i va1x89ABCDEF = _mm256_set1_epi64x((int64_t) unaligned_load_u64(a1 + 8)); a1 += 16; const __m256i va2x01234567 = _mm256_set1_epi64x((int64_t) unaligned_load_u64(a2)); const __m256i va2x89ABCDEF = _mm256_set1_epi64x((int64_t) unaligned_load_u64(a2 + 8)); a2 += 16; const __m256i va3x01234567 = _mm256_set1_epi64x((int64_t) unaligned_load_u64(a3)); const __m256i va3x89ABCDEF = _mm256_set1_epi64x((int64_t) unaligned_load_u64(a3 + 8)); a3 += 16; const __m256i va4x01234567 = _mm256_set1_epi64x((int64_t) unaligned_load_u64(a4)); const __m256i va4x89ABCDEF = _mm256_set1_epi64x((int64_t) unaligned_load_u64(a4 + 8)); a4 += 16; const __m256i va5x01234567 = _mm256_set1_epi64x((int64_t) unaligned_load_u64(a5)); const __m256i va5x89ABCDEF = _mm256_set1_epi64x((int64_t) unaligned_load_u64(a5 + 8)); a5 += 16; const __m256i va6x01234567 = _mm256_set1_epi64x((int64_t) unaligned_load_u64(a6)); const __m256i va6x89ABCDEF = _mm256_set1_epi64x((int64_t) unaligned_load_u64(a6 + 8)); a6 += 16; const __m256i vb01234567x0123 = _mm256_load_si256(w); const __m256i vb89ABCDEFx0123 = _mm256_load_si256((const __m256i*) ((const int8_t*) w + 32)); const __m256i vb01234567x4567 = _mm256_load_si256((const __m256i*) ((const int8_t*) w + 64)); const __m256i vb89ABCDEFx4567 = _mm256_load_si256((const __m256i*) ((const int8_t*) w + 96)); xnn_prefetch_to_l1((const int8_t*) w + 896); vacc0x0123 = _mm256_dpbusd_epi32(vacc0x0123, va0x01234567, vb01234567x0123); vacc0x4567 = _mm256_dpbusd_epi32(vacc0x4567, va0x01234567, vb89ABCDEFx0123); vacc1x0123 = _mm256_dpbusd_epi32(vacc1x0123, va1x01234567, vb01234567x0123); vacc1x4567 = _mm256_dpbusd_epi32(vacc1x4567, va1x01234567, vb89ABCDEFx0123); vacc2x0123 = _mm256_dpbusd_epi32(vacc2x0123, va2x01234567, vb01234567x0123); vacc2x4567 = _mm256_dpbusd_epi32(vacc2x4567, va2x01234567, vb89ABCDEFx0123); vacc3x0123 = _mm256_dpbusd_epi32(vacc3x0123, va3x01234567, vb01234567x0123); vacc3x4567 = _mm256_dpbusd_epi32(vacc3x4567, va3x01234567, vb89ABCDEFx0123); vacc4x0123 = _mm256_dpbusd_epi32(vacc4x0123, va4x01234567, vb01234567x0123); vacc4x4567 = _mm256_dpbusd_epi32(vacc4x4567, va4x01234567, vb89ABCDEFx0123); vacc5x0123 = _mm256_dpbusd_epi32(vacc5x0123, va5x01234567, vb01234567x0123); vacc5x4567 = _mm256_dpbusd_epi32(vacc5x4567, va5x01234567, vb89ABCDEFx0123); vacc6x0123 = _mm256_dpbusd_epi32(vacc6x0123, va6x01234567, vb01234567x0123); vacc6x4567 = _mm256_dpbusd_epi32(vacc6x4567, va6x01234567, vb89ABCDEFx0123); xnn_prefetch_to_l1((const int8_t*) w + 960); vacc0x0123 = _mm256_dpbusd_epi32(vacc0x0123, va0x89ABCDEF, vb01234567x4567); vacc0x4567 = _mm256_dpbusd_epi32(vacc0x4567, va0x89ABCDEF, vb89ABCDEFx4567); vacc1x0123 = _mm256_dpbusd_epi32(vacc1x0123, va1x89ABCDEF, vb01234567x4567); vacc1x4567 = _mm256_dpbusd_epi32(vacc1x4567, va1x89ABCDEF, vb89ABCDEFx4567); vacc2x0123 = _mm256_dpbusd_epi32(vacc2x0123, va2x89ABCDEF, vb01234567x4567); vacc2x4567 = _mm256_dpbusd_epi32(vacc2x4567, va2x89ABCDEF, vb89ABCDEFx4567); vacc3x0123 = _mm256_dpbusd_epi32(vacc3x0123, va3x89ABCDEF, vb01234567x4567); vacc3x4567 = _mm256_dpbusd_epi32(vacc3x4567, va3x89ABCDEF, vb89ABCDEFx4567); vacc4x0123 = _mm256_dpbusd_epi32(vacc4x0123, va4x89ABCDEF, vb01234567x4567); vacc4x4567 = _mm256_dpbusd_epi32(vacc4x4567, va4x89ABCDEF, vb89ABCDEFx4567); vacc5x0123 = _mm256_dpbusd_epi32(vacc5x0123, va5x89ABCDEF, vb01234567x4567); vacc5x4567 = _mm256_dpbusd_epi32(vacc5x4567, va5x89ABCDEF, vb89ABCDEFx4567); vacc6x0123 = _mm256_dpbusd_epi32(vacc6x0123, va6x89ABCDEF, vb01234567x4567); vacc6x4567 = _mm256_dpbusd_epi32(vacc6x4567, va6x89ABCDEF, vb89ABCDEFx4567); w = (const int8_t*) w + 128; k -= 16 * sizeof(int8_t); } if (k != 0) { const __m256i va0x01234567 = _mm256_set1_epi64x((int64_t) unaligned_load_u64(a0)); a0 += 8; const __m256i va1x01234567 = _mm256_set1_epi64x((int64_t) unaligned_load_u64(a1)); a1 += 8; const __m256i va2x01234567 = _mm256_set1_epi64x((int64_t) unaligned_load_u64(a2)); a2 += 8; const __m256i va3x01234567 = _mm256_set1_epi64x((int64_t) unaligned_load_u64(a3)); a3 += 8; const __m256i va4x01234567 = _mm256_set1_epi64x((int64_t) unaligned_load_u64(a4)); a4 += 8; const __m256i va5x01234567 = _mm256_set1_epi64x((int64_t) unaligned_load_u64(a5)); a5 += 8; const __m256i va6x01234567 = _mm256_set1_epi64x((int64_t) unaligned_load_u64(a6)); a6 += 8; const __m256i vb01234567x0123 = _mm256_load_si256(w); const __m256i vb89ABCDEFx0123 = _mm256_load_si256((const __m256i*) ((const int8_t*) w + 32)); vacc0x0123 = _mm256_dpbusd_epi32(vacc0x0123, va0x01234567, vb01234567x0123); vacc0x4567 = _mm256_dpbusd_epi32(vacc0x4567, va0x01234567, vb89ABCDEFx0123); vacc1x0123 = _mm256_dpbusd_epi32(vacc1x0123, va1x01234567, vb01234567x0123); vacc1x4567 = _mm256_dpbusd_epi32(vacc1x4567, va1x01234567, vb89ABCDEFx0123); vacc2x0123 = _mm256_dpbusd_epi32(vacc2x0123, va2x01234567, vb01234567x0123); vacc2x4567 = _mm256_dpbusd_epi32(vacc2x4567, va2x01234567, vb89ABCDEFx0123); vacc3x0123 = _mm256_dpbusd_epi32(vacc3x0123, va3x01234567, vb01234567x0123); vacc3x4567 = _mm256_dpbusd_epi32(vacc3x4567, va3x01234567, vb89ABCDEFx0123); vacc4x0123 = _mm256_dpbusd_epi32(vacc4x0123, va4x01234567, vb01234567x0123); vacc4x4567 = _mm256_dpbusd_epi32(vacc4x4567, va4x01234567, vb89ABCDEFx0123); vacc5x0123 = _mm256_dpbusd_epi32(vacc5x0123, va5x01234567, vb01234567x0123); vacc5x4567 = _mm256_dpbusd_epi32(vacc5x4567, va5x01234567, vb89ABCDEFx0123); vacc6x0123 = _mm256_dpbusd_epi32(vacc6x0123, va6x01234567, vb01234567x0123); vacc6x4567 = _mm256_dpbusd_epi32(vacc6x4567, va6x01234567, vb89ABCDEFx0123); xnn_prefetch_to_l1((const int8_t*) w + 960); w = (const int8_t*) w + 64; k -= 8 * sizeof(int8_t); } // Add adjacent pairs const __m256i vsum0x02134657 = _mm256_hadd_epi32(vacc0x0123, vacc0x4567); __m256i vacc0x01234567 = _mm256_permute4x64_epi64(vsum0x02134657, _MM_SHUFFLE(3, 1, 2, 0)); const __m256i vsum1x02134657 = _mm256_hadd_epi32(vacc1x0123, vacc1x4567); __m256i vacc1x01234567 = _mm256_permute4x64_epi64(vsum1x02134657, _MM_SHUFFLE(3, 1, 2, 0)); const __m256i vsum2x02134657 = _mm256_hadd_epi32(vacc2x0123, vacc2x4567); __m256i vacc2x01234567 = _mm256_permute4x64_epi64(vsum2x02134657, _MM_SHUFFLE(3, 1, 2, 0)); const __m256i vsum3x02134657 = _mm256_hadd_epi32(vacc3x0123, vacc3x4567); __m256i vacc3x01234567 = _mm256_permute4x64_epi64(vsum3x02134657, _MM_SHUFFLE(3, 1, 2, 0)); const __m256i vsum4x02134657 = _mm256_hadd_epi32(vacc4x0123, vacc4x4567); __m256i vacc4x01234567 = _mm256_permute4x64_epi64(vsum4x02134657, _MM_SHUFFLE(3, 1, 2, 0)); const __m256i vsum5x02134657 = _mm256_hadd_epi32(vacc5x0123, vacc5x4567); __m256i vacc5x01234567 = _mm256_permute4x64_epi64(vsum5x02134657, _MM_SHUFFLE(3, 1, 2, 0)); const __m256i vsum6x02134657 = _mm256_hadd_epi32(vacc6x0123, vacc6x4567); __m256i vacc6x01234567 = _mm256_permute4x64_epi64(vsum6x02134657, _MM_SHUFFLE(3, 1, 2, 0)); __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, _mm256_set1_ps(quantization_params[0].inv_scale)); vout1x01234567 = _mm256_mul_ps(vout1x01234567, _mm256_set1_ps(quantization_params[1].inv_scale)); vout2x01234567 = _mm256_mul_ps(vout2x01234567, _mm256_set1_ps(quantization_params[2].inv_scale)); vout3x01234567 = _mm256_mul_ps(vout3x01234567, _mm256_set1_ps(quantization_params[3].inv_scale)); vout4x01234567 = _mm256_mul_ps(vout4x01234567, _mm256_set1_ps(quantization_params[4].inv_scale)); vout5x01234567 = _mm256_mul_ps(vout5x01234567, _mm256_set1_ps(quantization_params[5].inv_scale)); vout6x01234567 = _mm256_mul_ps(vout6x01234567, _mm256_set1_ps(quantization_params[6].inv_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, voutput_min); vout1x01234567 = _mm256_max_ps(vout1x01234567, voutput_min); vout2x01234567 = _mm256_max_ps(vout2x01234567, voutput_min); vout3x01234567 = _mm256_max_ps(vout3x01234567, voutput_min); vout4x01234567 = _mm256_max_ps(vout4x01234567, voutput_min); vout5x01234567 = _mm256_max_ps(vout5x01234567, voutput_min); vout6x01234567 = _mm256_max_ps(vout6x01234567, voutput_min); vout0x01234567 = _mm256_min_ps(vout0x01234567, voutput_max); vout1x01234567 = _mm256_min_ps(vout1x01234567, voutput_max); vout2x01234567 = _mm256_min_ps(vout2x01234567, voutput_max); vout3x01234567 = _mm256_min_ps(vout3x01234567, voutput_max); vout4x01234567 = _mm256_min_ps(vout4x01234567, voutput_max); vout5x01234567 = _mm256_min_ps(vout5x01234567, voutput_max); vout6x01234567 = _mm256_min_ps(vout6x01234567, voutput_max); if XNN_LIKELY(nc >= 8) { _mm256_storeu_ps(c0, vout0x01234567); a0 = (const int8_t*) ((uintptr_t) a0 - kc); c0 = (float*) ((uintptr_t) c0 + cn_stride); _mm256_storeu_ps(c1, vout1x01234567); a1 = (const int8_t*) ((uintptr_t) a1 - kc); c1 = (float*) ((uintptr_t) c1 + cn_stride); _mm256_storeu_ps(c2, vout2x01234567); a2 = (const int8_t*) ((uintptr_t) a2 - kc); c2 = (float*) ((uintptr_t) c2 + cn_stride); _mm256_storeu_ps(c3, vout3x01234567); a3 = (const int8_t*) ((uintptr_t) a3 - kc); c3 = (float*) ((uintptr_t) c3 + cn_stride); _mm256_storeu_ps(c4, vout4x01234567); a4 = (const int8_t*) ((uintptr_t) a4 - kc); c4 = (float*) ((uintptr_t) c4 + cn_stride); _mm256_storeu_ps(c5, vout5x01234567); a5 = (const int8_t*) ((uintptr_t) a5 - kc); c5 = (float*) ((uintptr_t) c5 + cn_stride); _mm256_storeu_ps(c6, vout6x01234567); a6 = (const int8_t*) ((uintptr_t) a6 - kc); c6 = (float*) ((uintptr_t) c6 + cn_stride); nc -= 8; } else { // Prepare mask for valid 32-bit elements (depends on nc). const __mmask16 vmask = _cvtu32_mask16((UINT32_C(1) << nc) - 1); _mm256_mask_storeu_ps(c0, vmask, vout0x01234567); _mm256_mask_storeu_ps(c1, vmask, vout1x01234567); _mm256_mask_storeu_ps(c2, vmask, vout2x01234567); _mm256_mask_storeu_ps(c3, vmask, vout3x01234567); _mm256_mask_storeu_ps(c4, vmask, vout4x01234567); _mm256_mask_storeu_ps(c5, vmask, vout5x01234567); _mm256_mask_storeu_ps(c6, vmask, vout6x01234567); nc = 0; } } while (nc != 0); }