// Auto-generated file. Do not edit! // Template: src/qs8-gemm/MRx8c4-avxvnni.c.in // Generator: tools/xngen // // Copyright 2023 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 #include "xnnpack/common.h" #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_4x8c4__avxvnni_u2_acc2( 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 <= 4); 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, 4 * 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 __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 __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 vacc0x0x01234567 = _mm256_mullo_epi32(vksum01234567, vinput_zero_point0); __m256i vacc0x1x01234567 = _mm256_setzero_si256(); __m256i vacc1x0x01234567 = _mm256_mullo_epi32(vksum01234567, vinput_zero_point1); __m256i vacc1x1x01234567 = _mm256_setzero_si256(); __m256i vacc2x0x01234567 = _mm256_mullo_epi32(vksum01234567, vinput_zero_point2); __m256i vacc2x1x01234567 = _mm256_setzero_si256(); __m256i vacc3x0x01234567 = _mm256_mullo_epi32(vksum01234567, vinput_zero_point3); __m256i vacc3x1x01234567 = _mm256_setzero_si256(); w = (const int32_t*) w + 8; size_t k = kc; while (k >= 8 * sizeof(int8_t)) { __m256i va0x0x0123 = _mm256_set1_epi32((int) unaligned_load_u32(a0 + 0)); __m256i va0x1x0123 = _mm256_set1_epi32((int) unaligned_load_u32(a0 + 4)); a0 += 8; __m256i va1x0x0123 = _mm256_set1_epi32((int) unaligned_load_u32(a1 + 0)); __m256i va1x1x0123 = _mm256_set1_epi32((int) unaligned_load_u32(a1 + 4)); a1 += 8; __m256i va2x0x0123 = _mm256_set1_epi32((int) unaligned_load_u32(a2 + 0)); __m256i va2x1x0123 = _mm256_set1_epi32((int) unaligned_load_u32(a2 + 4)); a2 += 8; __m256i va3x0x0123 = _mm256_set1_epi32((int) unaligned_load_u32(a3 + 0)); __m256i va3x1x0123 = _mm256_set1_epi32((int) unaligned_load_u32(a3 + 4)); a3 += 8; const __m256i vb0x01234567 = _mm256_load_si256((const __m256i*) ((const int8_t*) w + 0)); const __m256i vb1x01234567 = _mm256_load_si256((const __m256i*) ((const int8_t*) w + 32)); w = (const int8_t*) w + 64; vacc0x0x01234567 = _mm256_dpbusd_avx_epi32(vacc0x0x01234567, va0x0x0123, vb0x01234567); vacc0x1x01234567 = _mm256_dpbusd_avx_epi32(vacc0x1x01234567, va0x1x0123, vb1x01234567); vacc1x0x01234567 = _mm256_dpbusd_avx_epi32(vacc1x0x01234567, va1x0x0123, vb0x01234567); vacc1x1x01234567 = _mm256_dpbusd_avx_epi32(vacc1x1x01234567, va1x1x0123, vb1x01234567); vacc2x0x01234567 = _mm256_dpbusd_avx_epi32(vacc2x0x01234567, va2x0x0123, vb0x01234567); vacc2x1x01234567 = _mm256_dpbusd_avx_epi32(vacc2x1x01234567, va2x1x0123, vb1x01234567); vacc3x0x01234567 = _mm256_dpbusd_avx_epi32(vacc3x0x01234567, va3x0x0123, vb0x01234567); vacc3x1x01234567 = _mm256_dpbusd_avx_epi32(vacc3x1x01234567, va3x1x0123, vb1x01234567); k -= 8 * sizeof(int8_t); } vacc0x0x01234567 = _mm256_add_epi32(vacc0x0x01234567, vacc0x1x01234567); vacc1x0x01234567 = _mm256_add_epi32(vacc1x0x01234567, vacc1x1x01234567); vacc2x0x01234567 = _mm256_add_epi32(vacc2x0x01234567, vacc2x1x01234567); vacc3x0x01234567 = _mm256_add_epi32(vacc3x0x01234567, vacc3x1x01234567); while (k != 0) { __m256i va0x0123 = _mm256_set1_epi32((int) unaligned_load_u32(a0)); a0 += 4; __m256i va1x0123 = _mm256_set1_epi32((int) unaligned_load_u32(a1)); a1 += 4; __m256i va2x0123 = _mm256_set1_epi32((int) unaligned_load_u32(a2)); a2 += 4; __m256i va3x0123 = _mm256_set1_epi32((int) unaligned_load_u32(a3)); a3 += 4; const __m256i vb01234567 = _mm256_load_si256(w); vacc0x0x01234567 = _mm256_dpbusd_avx_epi32(vacc0x0x01234567, va0x0123, vb01234567); vacc1x0x01234567 = _mm256_dpbusd_avx_epi32(vacc1x0x01234567, va1x0123, vb01234567); vacc2x0x01234567 = _mm256_dpbusd_avx_epi32(vacc2x0x01234567, va2x0123, vb01234567); vacc3x0x01234567 = _mm256_dpbusd_avx_epi32(vacc3x0x01234567, va3x0123, vb01234567); w = (const int8_t*) w + 32; k -= 4 * sizeof(int8_t); } __m256 vout0x01234567 = _mm256_cvtepi32_ps(vacc0x0x01234567); __m256 vout1x01234567 = _mm256_cvtepi32_ps(vacc1x0x01234567); __m256 vout2x01234567 = _mm256_cvtepi32_ps(vacc2x0x01234567); __m256 vout3x01234567 = _mm256_cvtepi32_ps(vacc3x0x01234567); 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)); 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); 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); 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); 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); nc -= 8; } else { __m128 vout0x0123 = _mm256_castps256_ps128(vout0x01234567); __m128 vout1x0123 = _mm256_castps256_ps128(vout1x01234567); __m128 vout2x0123 = _mm256_castps256_ps128(vout2x01234567); __m128 vout3x0123 = _mm256_castps256_ps128(vout3x01234567); if (nc & 4) { _mm_storeu_ps(c0, vout0x0123); c0 += 4; _mm_storeu_ps(c1, vout1x0123); c1 += 4; _mm_storeu_ps(c2, vout2x0123); c2 += 4; _mm_storeu_ps(c3, vout3x0123); c3 += 4; vout0x0123 = _mm256_extractf128_ps(vout0x01234567, 1); vout1x0123 = _mm256_extractf128_ps(vout1x01234567, 1); vout2x0123 = _mm256_extractf128_ps(vout2x01234567, 1); vout3x0123 = _mm256_extractf128_ps(vout3x01234567, 1); } if (nc & 2) { _mm_storel_pi((__m64*) c0, vout0x0123); c0 += 2; _mm_storel_pi((__m64*) c1, vout1x0123); c1 += 2; _mm_storel_pi((__m64*) c2, vout2x0123); c2 += 2; _mm_storel_pi((__m64*) c3, vout3x0123); c3 += 2; vout0x0123 = _mm_movehl_ps(vout0x0123, vout0x0123); vout1x0123 = _mm_movehl_ps(vout1x0123, vout1x0123); vout2x0123 = _mm_movehl_ps(vout2x0123, vout2x0123); vout3x0123 = _mm_movehl_ps(vout3x0123, vout3x0123); } if (nc & 1) { _mm_store_ss(c0, vout0x0123); _mm_store_ss(c1, vout1x0123); _mm_store_ss(c2, vout2x0123); _mm_store_ss(c3, vout3x0123); } nc = 0; } } while (nc != 0); }