// Copyright (c) Facebook, Inc. and its affiliates. // All rights reserved. // // Copyright 2019 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 #include "xnnpack/avgpool.h" #include "xnnpack/common.h" #include "xnnpack/microparams.h" #include "xnnpack/unaligned.h" void xnn_qu8_avgpool_minmax_fp32_ukernel_9x__sse2_c8( size_t output_pixels, size_t kernel_elements, size_t channels, const uint8_t** input, size_t input_offset, const uint8_t* zero, uint8_t* output, size_t input_increment, size_t output_increment, const struct xnn_qu8_avgpool_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(output_pixels != 0); assert(kernel_elements != 0); assert(kernel_elements <= 9); assert(channels != 0); const __m128i vzero = _mm_setzero_si128(); const __m128i vinit_bias = _mm_set1_epi32(params->fp32_scalar.init_bias); const __m128 vscale = _mm_set1_ps(params->fp32_scalar.scale); const __m128 voutput_max_less_zero_point = _mm_set1_ps((float) ((int32_t) params->fp32_scalar.output_max - (int32_t) params->fp32_scalar.output_zero_point)); const __m128i voutput_zero_point = _mm_set1_epi16(params->fp32_scalar.output_zero_point); const __m128i voutput_min = _mm_set1_epi8(params->fp32_scalar.output_min); XNN_FORCE_REALIZATION(vinit_bias); XNN_FORCE_REALIZATION(vscale); XNN_FORCE_REALIZATION(voutput_max_less_zero_point); XNN_FORCE_REALIZATION(voutput_zero_point); XNN_FORCE_REALIZATION(voutput_min); do { const uint8_t* i0 = input[0]; assert(i0 != NULL); const uint8_t* i1 = input[1]; const uint8_t* i2 = input[2]; const uint8_t* i3 = input[3]; const uint8_t* i4 = input[4]; const uint8_t* i5 = input[5]; const uint8_t* i6 = input[6]; const uint8_t* i7 = input[7]; const uint8_t* i8 = input[8]; input = (const uint8_t**) ((uintptr_t) input + input_increment); if (kernel_elements < 2) { i1 = zero; } assert(i1 != NULL); if (kernel_elements <= 2) { i2 = zero; } assert(i2 != NULL); if (kernel_elements < 4) { i3 = zero; } assert(i3 != NULL); if (kernel_elements <= 4) { i4 = zero; } assert(i4 != NULL); if (kernel_elements < 6) { i5 = zero; } assert(i5 != NULL); if (kernel_elements <= 6) { i6 = zero; } assert(i6 != NULL); if (kernel_elements < 8) { i7 = zero; } assert(i7 != NULL); if (kernel_elements <= 8) { i8 = zero; } assert(i8 != NULL); if XNN_UNPREDICTABLE(i0 != zero) { i0 = (const uint8_t*) ((uintptr_t) i0 + input_offset); } if XNN_UNPREDICTABLE(i1 != zero) { i1 = (const uint8_t*) ((uintptr_t) i1 + input_offset); } if XNN_UNPREDICTABLE(i2 != zero) { i2 = (const uint8_t*) ((uintptr_t) i2 + input_offset); } if XNN_UNPREDICTABLE(i3 != zero) { i3 = (const uint8_t*) ((uintptr_t) i3 + input_offset); } if XNN_UNPREDICTABLE(i4 != zero) { i4 = (const uint8_t*) ((uintptr_t) i4 + input_offset); } if XNN_UNPREDICTABLE(i5 != zero) { i5 = (const uint8_t*) ((uintptr_t) i5 + input_offset); } if XNN_UNPREDICTABLE(i6 != zero) { i6 = (const uint8_t*) ((uintptr_t) i6 + input_offset); } if XNN_UNPREDICTABLE(i7 != zero) { i7 = (const uint8_t*) ((uintptr_t) i7 + input_offset); } if XNN_UNPREDICTABLE(i8 != zero) { i8 = (const uint8_t*) ((uintptr_t) i8 + input_offset); } size_t c = channels; while (c >= 8) { const __m128i vi0 = _mm_loadl_epi64((const __m128i*) i0); i0 += 8; const __m128i vi1 = _mm_loadl_epi64((const __m128i*) i1); i1 += 8; const __m128i vi2 = _mm_loadl_epi64((const __m128i*) i2); i2 += 8; const __m128i vi3 = _mm_loadl_epi64((const __m128i*) i3); i3 += 8; const __m128i vi4 = _mm_loadl_epi64((const __m128i*) i4); i4 += 8; const __m128i vi5 = _mm_loadl_epi64((const __m128i*) i5); i5 += 8; const __m128i vi6 = _mm_loadl_epi64((const __m128i*) i6); i6 += 8; const __m128i vi7 = _mm_loadl_epi64((const __m128i*) i7); i7 += 8; const __m128i vi8 = _mm_loadl_epi64((const __m128i*) i8); i8 += 8; const __m128i vxi0 = _mm_unpacklo_epi8(vi0, vzero); const __m128i vxi1 = _mm_unpacklo_epi8(vi1, vzero); const __m128i vxi2 = _mm_unpacklo_epi8(vi2, vzero); const __m128i vxi3 = _mm_unpacklo_epi8(vi3, vzero); const __m128i vxi4 = _mm_unpacklo_epi8(vi4, vzero); const __m128i vxi5 = _mm_unpacklo_epi8(vi5, vzero); const __m128i vxi6 = _mm_unpacklo_epi8(vi6, vzero); const __m128i vxi7 = _mm_unpacklo_epi8(vi7, vzero); const __m128i vxi8 = _mm_unpacklo_epi8(vi8, vzero); const __m128i vsum018 = _mm_add_epi16(_mm_add_epi16(vxi0, vxi1), vxi8); const __m128i vsum23 = _mm_add_epi16(vxi2, vxi3); const __m128i vsum45 = _mm_add_epi16(vxi4, vxi5); const __m128i vsum67 = _mm_add_epi16(vxi6, vxi7); const __m128i vsum2345 = _mm_add_epi16(vsum23, vsum45); const __m128i vsum01678 = _mm_add_epi16(vsum018, vsum67); const __m128i vsum = _mm_add_epi16(vsum2345, vsum01678); __m128i vacc_lo = _mm_add_epi32(vinit_bias, _mm_unpacklo_epi16(vsum, vzero)); __m128i vacc_hi = _mm_add_epi32(vinit_bias, _mm_unpackhi_epi16(vsum, vzero)); __m128 vfpacc_lo = _mm_cvtepi32_ps(vacc_lo); __m128 vfpacc_hi = _mm_cvtepi32_ps(vacc_hi); vfpacc_lo = _mm_mul_ps(vfpacc_lo, vscale); vfpacc_hi = _mm_mul_ps(vfpacc_hi, vscale); vfpacc_lo = _mm_min_ps(vfpacc_lo, voutput_max_less_zero_point); vfpacc_hi = _mm_min_ps(vfpacc_hi, voutput_max_less_zero_point); vacc_lo = _mm_cvtps_epi32(vfpacc_lo); vacc_hi = _mm_cvtps_epi32(vfpacc_hi); __m128i vout = _mm_adds_epi16(_mm_packs_epi32(vacc_lo, vacc_hi), voutput_zero_point); vout = _mm_packus_epi16(vout, vout); vout = _mm_max_epu8(vout, voutput_min); _mm_storel_epi64((__m128i*) output, vout); output += 8; c -= 8; } if (c != 0) { const __m128i vi0 = _mm_loadl_epi64((const __m128i*) i0); const __m128i vi1 = _mm_loadl_epi64((const __m128i*) i1); const __m128i vi2 = _mm_loadl_epi64((const __m128i*) i2); const __m128i vi3 = _mm_loadl_epi64((const __m128i*) i3); const __m128i vi4 = _mm_loadl_epi64((const __m128i*) i4); const __m128i vi5 = _mm_loadl_epi64((const __m128i*) i5); const __m128i vi6 = _mm_loadl_epi64((const __m128i*) i6); const __m128i vi7 = _mm_loadl_epi64((const __m128i*) i7); const __m128i vi8 = _mm_loadl_epi64((const __m128i*) i8); const __m128i vxi0 = _mm_unpacklo_epi8(vi0, vzero); const __m128i vxi1 = _mm_unpacklo_epi8(vi1, vzero); const __m128i vxi2 = _mm_unpacklo_epi8(vi2, vzero); const __m128i vxi3 = _mm_unpacklo_epi8(vi3, vzero); const __m128i vxi4 = _mm_unpacklo_epi8(vi4, vzero); const __m128i vxi5 = _mm_unpacklo_epi8(vi5, vzero); const __m128i vxi6 = _mm_unpacklo_epi8(vi6, vzero); const __m128i vxi7 = _mm_unpacklo_epi8(vi7, vzero); const __m128i vxi8 = _mm_unpacklo_epi8(vi8, vzero); const __m128i vsum018 = _mm_add_epi16(_mm_add_epi16(vxi0, vxi1), vxi8); const __m128i vsum23 = _mm_add_epi16(vxi2, vxi3); const __m128i vsum45 = _mm_add_epi16(vxi4, vxi5); const __m128i vsum67 = _mm_add_epi16(vxi6, vxi7); const __m128i vsum2345 = _mm_add_epi16(vsum23, vsum45); const __m128i vsum01678 = _mm_add_epi16(vsum018, vsum67); const __m128i vsum = _mm_add_epi16(vsum2345, vsum01678); __m128i vacc_lo = _mm_add_epi32(vinit_bias, _mm_unpacklo_epi16(vsum, vzero)); __m128i vacc_hi = _mm_add_epi32(vinit_bias, _mm_unpackhi_epi16(vsum, vzero)); __m128 vfpacc_lo = _mm_cvtepi32_ps(vacc_lo); __m128 vfpacc_hi = _mm_cvtepi32_ps(vacc_hi); vfpacc_lo = _mm_mul_ps(vfpacc_lo, vscale); vfpacc_hi = _mm_mul_ps(vfpacc_hi, vscale); vfpacc_lo = _mm_min_ps(vfpacc_lo, voutput_max_less_zero_point); vfpacc_hi = _mm_min_ps(vfpacc_hi, voutput_max_less_zero_point); vacc_lo = _mm_cvtps_epi32(vfpacc_lo); vacc_hi = _mm_cvtps_epi32(vfpacc_hi); __m128i vout = _mm_adds_epi16(_mm_packs_epi32(vacc_lo, vacc_hi), voutput_zero_point); vout = _mm_packus_epi16(vout, vout); vout = _mm_max_epu8(vout, voutput_min); if (c & 4) { unaligned_store_u32(output, (uint32_t) _mm_cvtsi128_si32(vout)); output += 4; vout = _mm_srli_epi64(vout, 32); } if (c & 2) { unaligned_store_u16(output, (uint16_t) _mm_extract_epi16(vout, 0)); output += 2; vout = _mm_srli_epi32(vout, 16); } if (c & 1) { *output = (uint8_t) _mm_cvtsi128_si32(vout); output += 1; } } output = (uint8_t*) ((uintptr_t) output + output_increment); } while (--output_pixels != 0); }