// Copyright 2022 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 void xnn_f16_avgpool_minmax_ukernel_9p8x__f16c_c8( size_t output_pixels, size_t kernel_elements, size_t channels, const void** input, size_t input_offset, const void* zero, void* buffer, void* output, size_t input_increment, size_t output_increment, const union xnn_f16_scaleminmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(output_pixels != 0); assert(kernel_elements > 9); assert(channels != 0); const __m256 vscale = _mm256_load_ps(params->avx.scale); const __m256 vmin = _mm256_load_ps(params->avx.min); const __m256 vmax = _mm256_load_ps(params->avx.max); uint16_t* o = (uint16_t*) output; do { { const uint16_t* i0 = *input++; assert(i0 != NULL); if XNN_UNPREDICTABLE(i0 != zero) { i0 = (const uint16_t*) ((uintptr_t) i0 + input_offset); } const uint16_t* i1 = *input++; assert(i1 != NULL); if XNN_UNPREDICTABLE(i1 != zero) { i1 = (const uint16_t*) ((uintptr_t) i1 + input_offset); } const uint16_t* i2 = *input++; assert(i2 != NULL); if XNN_UNPREDICTABLE(i2 != zero) { i2 = (const uint16_t*) ((uintptr_t) i2 + input_offset); } const uint16_t* i3 = *input++; assert(i3 != NULL); if XNN_UNPREDICTABLE(i3 != zero) { i3 = (const uint16_t*) ((uintptr_t) i3 + input_offset); } const uint16_t* i4 = *input++; assert(i4 != NULL); if XNN_UNPREDICTABLE(i4 != zero) { i4 = (const uint16_t*) ((uintptr_t) i4 + input_offset); } const uint16_t* i5 = *input++; assert(i5 != NULL); if XNN_UNPREDICTABLE(i5 != zero) { i5 = (const uint16_t*) ((uintptr_t) i5 + input_offset); } const uint16_t* i6 = *input++; assert(i6 != NULL); if XNN_UNPREDICTABLE(i6 != zero) { i6 = (const uint16_t*) ((uintptr_t) i6 + input_offset); } const uint16_t* i7 = *input++; assert(i7 != NULL); if XNN_UNPREDICTABLE(i7 != zero) { i7 = (const uint16_t*) ((uintptr_t) i7 + input_offset); } const uint16_t* i8 = *input++; assert(i8 != NULL); if XNN_UNPREDICTABLE(i8 != zero) { i8 = (const uint16_t*) ((uintptr_t) i8 + input_offset); } uint16_t* b = (uint16_t*) buffer; for (size_t c = 0; c < channels; c += 8) { const __m256 vi0 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i0)); i0 += 8; const __m256 vi1 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i1)); i1 += 8; const __m256 vi2 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i2)); i2 += 8; const __m256 vi3 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i3)); i3 += 8; const __m256 vi4 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i4)); i4 += 8; const __m256 vi5 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i5)); i5 += 8; const __m256 vi6 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i6)); i6 += 8; const __m256 vi7 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i7)); i7 += 8; const __m256 vi8 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i8)); i8 += 8; const __m256 vsum01 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_add_ps(vi0, vi1), _MM_FROUND_TO_NEAREST_INT)); const __m256 vsum23 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_add_ps(vi2, vi3), _MM_FROUND_TO_NEAREST_INT)); const __m256 vsum45 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_add_ps(vi4, vi5), _MM_FROUND_TO_NEAREST_INT)); const __m256 vsum67 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_add_ps(vi6, vi7), _MM_FROUND_TO_NEAREST_INT)); const __m256 vsum018 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_add_ps(vsum01, vi8), _MM_FROUND_TO_NEAREST_INT)); const __m256 vsum2345 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_add_ps(vsum23, vsum45), _MM_FROUND_TO_NEAREST_INT)); const __m256 vsum01678 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_add_ps(vsum018, vsum67), _MM_FROUND_TO_NEAREST_INT)); const __m128i vsum = _mm256_cvtps_ph(_mm256_add_ps(vsum2345, vsum01678), _MM_FROUND_TO_NEAREST_INT); _mm_storeu_si128((__m128i*) b, vsum); b += 8; } } size_t k = kernel_elements; for (k -= 9; k > 8; k -= 8) { const uint16_t* i0 = (const uint16_t*) *input++; assert(i0 != NULL); if XNN_UNPREDICTABLE(i0 != zero) { i0 = (const uint16_t*) ((uintptr_t) i0 + input_offset); } const uint16_t* i1 = (const uint16_t*) *input++; assert(i1 != NULL); if XNN_UNPREDICTABLE(i1 != zero) { i1 = (const uint16_t*) ((uintptr_t) i1 + input_offset); } const uint16_t* i2 = (const uint16_t*) *input++; assert(i2 != NULL); if XNN_UNPREDICTABLE(i2 != zero) { i2 = (const uint16_t*) ((uintptr_t) i2 + input_offset); } const uint16_t* i3 = (const uint16_t*) *input++; assert(i3 != NULL); if XNN_UNPREDICTABLE(i3 != zero) { i3 = (const uint16_t*) ((uintptr_t) i3 + input_offset); } const uint16_t* i4 = (const uint16_t*) *input++; assert(i4 != NULL); if XNN_UNPREDICTABLE(i4 != zero) { i4 = (const uint16_t*) ((uintptr_t) i4 + input_offset); } const uint16_t* i5 = (const uint16_t*) *input++; assert(i5 != NULL); if XNN_UNPREDICTABLE(i5 != zero) { i5 = (const uint16_t*) ((uintptr_t) i5 + input_offset); } const uint16_t* i6 = (const uint16_t*) *input++; assert(i6 != NULL); if XNN_UNPREDICTABLE(i6 != zero) { i6 = (const uint16_t*) ((uintptr_t) i6 + input_offset); } const uint16_t* i7 = (const uint16_t*) *input++; assert(i7 != NULL); if XNN_UNPREDICTABLE(i7 != zero) { i7 = (const uint16_t*) ((uintptr_t) i7 + input_offset); } uint16_t* b = (uint16_t*) buffer; for (size_t c = 0; c < channels; c += 8) { const __m256 vi0 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i0)); i0 += 8; const __m256 vi1 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i1)); i1 += 8; const __m256 vi2 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i2)); i2 += 8; const __m256 vi3 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i3)); i3 += 8; const __m256 vi4 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i4)); i4 += 8; const __m256 vi5 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i5)); i5 += 8; const __m256 vi6 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i6)); i6 += 8; const __m256 vi7 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i7)); i7 += 8; const __m256 vacc = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) b)); const __m256 vsum01 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_add_ps(vi0, vi1), _MM_FROUND_TO_NEAREST_INT)); const __m256 vsum23 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_add_ps(vi2, vi3), _MM_FROUND_TO_NEAREST_INT)); const __m256 vsum45 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_add_ps(vi4, vi5), _MM_FROUND_TO_NEAREST_INT)); const __m256 vsum67 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_add_ps(vi6, vi7), _MM_FROUND_TO_NEAREST_INT)); const __m256 vsum01a = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_add_ps(vsum01, vacc), _MM_FROUND_TO_NEAREST_INT)); const __m256 vsum2345 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_add_ps(vsum23, vsum45), _MM_FROUND_TO_NEAREST_INT)); const __m256 vsum0167a = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_add_ps(vsum01a, vsum67), _MM_FROUND_TO_NEAREST_INT)); const __m128i vsum = _mm256_cvtps_ph(_mm256_add_ps(vsum2345, vsum0167a), _MM_FROUND_TO_NEAREST_INT); _mm_storeu_si128((__m128i*) b, vsum); b += 8; } } assert(k >= 1); { const uint16_t* i0 = (const uint16_t*) input[0]; assert(i0 != NULL); const uint16_t* i1 = (const uint16_t*) input[1]; const uint16_t* i2 = (const uint16_t*) input[2]; const uint16_t* i3 = (const uint16_t*) input[3]; const uint16_t* i4 = (const uint16_t*) input[4]; const uint16_t* i5 = (const uint16_t*) input[5]; const uint16_t* i6 = (const uint16_t*) input[6]; const uint16_t* i7 = (const uint16_t*) input[7]; input = (const void**) ((uintptr_t) input + input_increment); if (k < 2) { i1 = (const uint16_t*) zero; } assert(i1 != NULL); if (k <= 2) { i2 = (const uint16_t*) zero; } assert(i2 != NULL); if (k < 4) { i3 = (const uint16_t*) zero; } assert(i3 != NULL); if (k <= 4) { i4 = (const uint16_t*) zero; } assert(i4 != NULL); if (k < 6) { i5 = (const uint16_t*) zero; } assert(i5 != NULL); if (k <= 6) { i6 = (const uint16_t*) zero; } assert(i6 != NULL); if (k < 8) { i7 = (const uint16_t*) zero; } assert(i7 != NULL); if XNN_UNPREDICTABLE(i0 != zero) { i0 = (const uint16_t*) ((uintptr_t) i0 + input_offset); } if XNN_UNPREDICTABLE(i1 != zero) { i1 = (const uint16_t*) ((uintptr_t) i1 + input_offset); } if XNN_UNPREDICTABLE(i2 != zero) { i2 = (const uint16_t*) ((uintptr_t) i2 + input_offset); } if XNN_UNPREDICTABLE(i3 != zero) { i3 = (const uint16_t*) ((uintptr_t) i3 + input_offset); } if XNN_UNPREDICTABLE(i4 != zero) { i4 = (const uint16_t*) ((uintptr_t) i4 + input_offset); } if XNN_UNPREDICTABLE(i5 != zero) { i5 = (const uint16_t*) ((uintptr_t) i5 + input_offset); } if XNN_UNPREDICTABLE(i6 != zero) { i6 = (const uint16_t*) ((uintptr_t) i6 + input_offset); } if XNN_UNPREDICTABLE(i7 != zero) { i7 = (const uint16_t*) ((uintptr_t) i7 + input_offset); } size_t c = channels; uint16_t* b = (uint16_t*) buffer; while (c >= 8) { const __m256 vi0 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i0)); i0 += 8; const __m256 vi1 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i1)); i1 += 8; const __m256 vi2 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i2)); i2 += 8; const __m256 vi3 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i3)); i3 += 8; const __m256 vi4 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i4)); i4 += 8; const __m256 vi5 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i5)); i5 += 8; const __m256 vi6 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i6)); i6 += 8; const __m256 vi7 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i7)); i7 += 8; const __m256 vacc = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) b)); b += 8; const __m256 vsum01 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_add_ps(vi0, vi1), _MM_FROUND_TO_NEAREST_INT)); const __m256 vsum23 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_add_ps(vi2, vi3), _MM_FROUND_TO_NEAREST_INT)); const __m256 vsum45 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_add_ps(vi4, vi5), _MM_FROUND_TO_NEAREST_INT)); const __m256 vsum67 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_add_ps(vi6, vi7), _MM_FROUND_TO_NEAREST_INT)); const __m256 vsum01a = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_add_ps(vsum01, vacc), _MM_FROUND_TO_NEAREST_INT)); const __m256 vsum2345 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_add_ps(vsum23, vsum45), _MM_FROUND_TO_NEAREST_INT)); const __m256 vsum0167a = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_add_ps(vsum01a, vsum67), _MM_FROUND_TO_NEAREST_INT)); const __m256 vsum = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_add_ps(vsum2345, vsum0167a), _MM_FROUND_TO_NEAREST_INT)); __m256 vout = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_mul_ps(vsum, vscale), _MM_FROUND_TO_NEAREST_INT)); vout = _mm256_max_ps(vout, vmin); vout = _mm256_min_ps(vout, vmax); _mm_storeu_si128((__m128i*) o, _mm256_cvtps_ph(vout, _MM_FROUND_TO_NEAREST_INT)); o += 8; c -= 8; } if (c != 0) { const __m256 vi0 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i0)); const __m256 vi1 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i1)); const __m256 vi2 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i2)); const __m256 vi3 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i3)); const __m256 vi4 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i4)); const __m256 vi5 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i5)); const __m256 vi6 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i6)); const __m256 vi7 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i7)); const __m256 vacc = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) b)); const __m256 vsum01 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_add_ps(vi0, vi1), _MM_FROUND_TO_NEAREST_INT)); const __m256 vsum23 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_add_ps(vi2, vi3), _MM_FROUND_TO_NEAREST_INT)); const __m256 vsum45 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_add_ps(vi4, vi5), _MM_FROUND_TO_NEAREST_INT)); const __m256 vsum67 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_add_ps(vi6, vi7), _MM_FROUND_TO_NEAREST_INT)); const __m256 vsum01a = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_add_ps(vsum01, vacc), _MM_FROUND_TO_NEAREST_INT)); const __m256 vsum2345 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_add_ps(vsum23, vsum45), _MM_FROUND_TO_NEAREST_INT)); const __m256 vsum0167a = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_add_ps(vsum01a, vsum67), _MM_FROUND_TO_NEAREST_INT)); const __m256 vsum = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_add_ps(vsum2345, vsum0167a), _MM_FROUND_TO_NEAREST_INT)); __m256 vout = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_mul_ps(vsum, vscale), _MM_FROUND_TO_NEAREST_INT)); vout = _mm256_max_ps(vout, vmin); vout = _mm256_min_ps(vout, vmax); __m128i vh = _mm256_cvtps_ph(vout, _MM_FROUND_TO_NEAREST_INT); if (c & 4) { _mm_storel_epi64((__m128i*) o, vh); vh = _mm_unpackhi_epi64(vh, vh); o += 4; } if (c & 2) { _mm_storeu_si32(o, vh); vh = _mm_srli_epi64(vh, 32); o += 2; } if (c & 1) { *o = (uint16_t) _mm_extract_epi16(vh, 0); o += 1; } } } o = (uint16_t*) ((uintptr_t) o + output_increment); } while (--output_pixels != 0); }