// Auto-generated file. Do not edit! // Template: src/qs8-igemm/MRx16c8-avx512skx.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/common.h" #include "xnnpack/igemm.h" #include "xnnpack/intrinsics-polyfill.h" #include "xnnpack/math.h" #include "xnnpack/prefetch.h" void xnn_qd8_f32_qc8w_igemm_minmax_ukernel_1x16c8__avx512skx_prfm( 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 <= 1); 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)); float* c0 = c; const __mmask16 vbias_mask = _cvtu32_mask16(0x1111); const __m512i vinput_zero_point = _mm512_set1_epi32((int) quantization_params->zero_point); const __m512 vinput_inv_scale = _mm512_set1_ps(quantization_params->inv_scale); const __m512 voutput_min = _mm512_set1_ps(params->scalar.min); const __m512 voutput_max = _mm512_set1_ps(params->scalar.max); // XNN_FORCE_REALIZATION(vinput_zero_point); // XNN_FORCE_REALIZATION(vinput_inv_scale); // XNN_FORCE_REALIZATION(voutput_min); // XNN_FORCE_REALIZATION(voutput_max); do { const __m512i vksum0123 = _mm512_maskz_expandloadu_epi32(vbias_mask, w); const __m512i vksum4567 = _mm512_maskz_expandloadu_epi32(vbias_mask, (const int32_t*) w + 4); const __m512i vksum89AB = _mm512_maskz_expandloadu_epi32(vbias_mask, (const int32_t*) w + 8); const __m512i vksumCDEF = _mm512_maskz_expandloadu_epi32(vbias_mask, (const int32_t*) w + 12); __m512i vacc0x0123 = _mm512_mullo_epi32(vksum0123, vinput_zero_point); __m512i vacc0x4567 = _mm512_mullo_epi32(vksum4567, vinput_zero_point); __m512i vacc0x89AB = _mm512_mullo_epi32(vksum89AB, vinput_zero_point); __m512i vacc0xCDEF = _mm512_mullo_epi32(vksumCDEF, vinput_zero_point); w = (const int32_t*) w + 16; 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; } a += 1; size_t k = kc; while (k >= 8 * sizeof(int8_t)) { const __m512i va0 = _mm512_broadcast_i32x4(_mm_cvtepi8_epi16(_mm_loadl_epi64((const __m128i*) a0))); a0 += 8; const __m512i vb0123 = _mm512_cvtepi8_epi16(_mm256_load_si256((const __m256i*) w)); xnn_prefetch_to_l1((const int8_t*) w + 896); vacc0x0123 = _mm512_add_epi32(vacc0x0123, _mm512_madd_epi16(va0, vb0123)); const __m512i vb4567 = _mm512_cvtepi8_epi16(_mm256_load_si256((const __m256i*) ((const int8_t*) w + 32))); vacc0x4567 = _mm512_add_epi32(vacc0x4567, _mm512_madd_epi16(va0, vb4567)); const __m512i vb89AB = _mm512_cvtepi8_epi16(_mm256_load_si256((const __m256i*) ((const int8_t*) w + 64))); xnn_prefetch_to_l1((const int8_t*) w + 960); vacc0x89AB = _mm512_add_epi32(vacc0x89AB, _mm512_madd_epi16(va0, vb89AB)); const __m512i vbCDEF = _mm512_cvtepi8_epi16(_mm256_load_si256((const __m256i*) ((const int8_t*) w + 96))); vacc0xCDEF = _mm512_add_epi32(vacc0xCDEF, _mm512_madd_epi16(va0, vbCDEF)); w = (const int8_t*) w + 128; k -= 8 * sizeof(int8_t); } p -= 1 * sizeof(void*); } while (p != 0); // Add 4 adjacent sums const __m512i vacc0x04152637 = _mm512_add_epi32(_mm512_unpacklo_epi32(vacc0x0123, vacc0x4567), _mm512_unpackhi_epi32(vacc0x0123, vacc0x4567)); const __m512i vacc0x8C9DAEBF = _mm512_add_epi32(_mm512_unpacklo_epi32(vacc0x89AB, vacc0xCDEF), _mm512_unpackhi_epi32(vacc0x89AB, vacc0xCDEF)); const __m512i vacc0x084C195D2A6E3B7F = _mm512_add_epi32(_mm512_unpacklo_epi32(vacc0x04152637, vacc0x8C9DAEBF), _mm512_unpackhi_epi32(vacc0x04152637, vacc0x8C9DAEBF)); const __m512i vidx = _mm512_set_epi32(15, 11, 7, 3, 13, 9, 5, 1, 14, 10, 6, 2, 12, 8, 4, 0); __m512i vacc0x0123456789ABCDEF = _mm512_permutexvar_epi32(vidx, vacc0x084C195D2A6E3B7F); __m512 vscaled0x0123456789ABCDEF = _mm512_cvtepi32_ps(vacc0x0123456789ABCDEF); vscaled0x0123456789ABCDEF = _mm512_mul_ps(vscaled0x0123456789ABCDEF, vinput_inv_scale); const __m512 vfilter_output_scale0123456789ABCDEF = _mm512_load_ps((const float*) w); const __m512 vbias0123456789ABCDEF = _mm512_load_ps((const float*) w + 16); w = (const float*) w + 32; vscaled0x0123456789ABCDEF = _mm512_fmadd_ps(vscaled0x0123456789ABCDEF, vfilter_output_scale0123456789ABCDEF, vbias0123456789ABCDEF); vscaled0x0123456789ABCDEF = _mm512_max_ps(vscaled0x0123456789ABCDEF, voutput_min); vscaled0x0123456789ABCDEF = _mm512_min_ps(vscaled0x0123456789ABCDEF, voutput_max); if XNN_LIKELY(nc >= 16) { _mm512_storeu_ps(c0, vscaled0x0123456789ABCDEF); c0 = (float*) ((uintptr_t) c0 + cn_stride); a = (const int8_t**restrict) ((uintptr_t) a - ks); nc -= 16; } else { // Prepare mask for valid 32-bit elements (depends on nc). const __mmask16 vmask = _cvtu32_mask16((UINT32_C(1) << nc) - 1); _mm512_mask_storeu_ps(c0, vmask, vscaled0x0123456789ABCDEF); nc = 0; } } while (nc != 0); }