// Copyright 2021 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 #include #include #include #include #include #include #include #include #include #include #include #include void xnn_f16_dwconv_minmax_ukernel_25p8c__fma3_acc2( size_t channels, size_t output_width, const void** input, const void* weights, void* output, intptr_t input_stride, size_t output_increment, size_t input_offset, const void* zero, const union xnn_f16_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(channels != 0); assert(output_width != 0); const __m256 vmax = _mm256_load_ps(params->avx.max); const __m256 vmin = _mm256_load_ps(params->avx.min); uint16_t* o = (uint16_t*) output; do { const uint16_t* i0 = input[0]; assert(i0 != NULL); if XNN_UNPREDICTABLE(i0 != zero) { i0 = (const uint16_t*) ((uintptr_t) i0 + input_offset); } const uint16_t* i1 = input[1]; assert(i1 != NULL); if XNN_UNPREDICTABLE(i1 != zero) { i1 = (const uint16_t*) ((uintptr_t) i1 + input_offset); } const uint16_t* i2 = input[2]; assert(i2 != NULL); if XNN_UNPREDICTABLE(i2 != zero) { i2 = (const uint16_t*) ((uintptr_t) i2 + input_offset); } const uint16_t* i3 = input[3]; assert(i3 != NULL); if XNN_UNPREDICTABLE(i3 != zero) { i3 = (const uint16_t*) ((uintptr_t) i3 + input_offset); } const uint16_t* i4 = input[4]; assert(i4 != NULL); if XNN_UNPREDICTABLE(i4 != zero) { i4 = (const uint16_t*) ((uintptr_t) i4 + input_offset); } const uint16_t* i5 = input[5]; assert(i5 != NULL); if XNN_UNPREDICTABLE(i5 != zero) { i5 = (const uint16_t*) ((uintptr_t) i5 + input_offset); } const uint16_t* i6 = input[6]; assert(i6 != NULL); if XNN_UNPREDICTABLE(i6 != zero) { i6 = (const uint16_t*) ((uintptr_t) i6 + input_offset); } const uint16_t* i7 = input[7]; assert(i7 != NULL); if XNN_UNPREDICTABLE(i7 != zero) { i7 = (const uint16_t*) ((uintptr_t) i7 + input_offset); } const uint16_t* i8 = input[8]; assert(i8 != NULL); if XNN_UNPREDICTABLE(i8 != zero) { i8 = (const uint16_t*) ((uintptr_t) i8 + input_offset); } const uint16_t* i9 = input[9]; assert(i9 != NULL); if XNN_UNPREDICTABLE(i9 != zero) { i9 = (const uint16_t*) ((uintptr_t) i9 + input_offset); } const uint16_t* i10 = input[10]; assert(i10 != NULL); if XNN_UNPREDICTABLE(i10 != zero) { i10 = (const uint16_t*) ((uintptr_t) i10 + input_offset); } const uint16_t* i11 = input[11]; assert(i11 != NULL); if XNN_UNPREDICTABLE(i11 != zero) { i11 = (const uint16_t*) ((uintptr_t) i11 + input_offset); } const uint16_t* i12 = input[12]; assert(i12 != NULL); if XNN_UNPREDICTABLE(i12 != zero) { i12 = (const uint16_t*) ((uintptr_t) i12 + input_offset); } const uint16_t* i13 = input[13]; assert(i13 != NULL); if XNN_UNPREDICTABLE(i13 != zero) { i13 = (const uint16_t*) ((uintptr_t) i13 + input_offset); } const uint16_t* i14 = input[14]; assert(i14 != NULL); if XNN_UNPREDICTABLE(i14 != zero) { i14 = (const uint16_t*) ((uintptr_t) i14 + input_offset); } const uint16_t* i15 = input[15]; assert(i15 != NULL); if XNN_UNPREDICTABLE(i15 != zero) { i15 = (const uint16_t*) ((uintptr_t) i15 + input_offset); } const uint16_t* i16 = input[16]; assert(i16 != NULL); if XNN_UNPREDICTABLE(i16 != zero) { i16 = (const uint16_t*) ((uintptr_t) i16 + input_offset); } const uint16_t* i17 = input[17]; assert(i17 != NULL); if XNN_UNPREDICTABLE(i17 != zero) { i17 = (const uint16_t*) ((uintptr_t) i17 + input_offset); } const uint16_t* i18 = input[18]; assert(i18 != NULL); if XNN_UNPREDICTABLE(i18 != zero) { i18 = (const uint16_t*) ((uintptr_t) i18 + input_offset); } const uint16_t* i19 = input[19]; assert(i19 != NULL); if XNN_UNPREDICTABLE(i19 != zero) { i19 = (const uint16_t*) ((uintptr_t) i19 + input_offset); } const uint16_t* i20 = input[20]; assert(i20 != NULL); if XNN_UNPREDICTABLE(i20 != zero) { i20 = (const uint16_t*) ((uintptr_t) i20 + input_offset); } const uint16_t* i21 = input[21]; assert(i21 != NULL); if XNN_UNPREDICTABLE(i21 != zero) { i21 = (const uint16_t*) ((uintptr_t) i21 + input_offset); } const uint16_t* i22 = input[22]; assert(i22 != NULL); if XNN_UNPREDICTABLE(i22 != zero) { i22 = (const uint16_t*) ((uintptr_t) i22 + input_offset); } const uint16_t* i23 = input[23]; assert(i23 != NULL); if XNN_UNPREDICTABLE(i23 != zero) { i23 = (const uint16_t*) ((uintptr_t) i23 + input_offset); } const uint16_t* i24 = input[24]; assert(i24 != NULL); if XNN_UNPREDICTABLE(i24 != zero) { i24 = (const uint16_t*) ((uintptr_t) i24 + input_offset); } input = (const void**) ((uintptr_t) input + input_stride); size_t c = channels; const uint16_t* w = weights; for (; c >= 8; c -= 8) { __m256 vacc01234567p0 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) w)); const __m256 vi0x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i0)); i0 += 8; const __m256 vk0x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 8))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi0x01234567, vk0x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi1x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i1)); i1 += 8; const __m256 vk1x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 16))); __m256 vacc01234567p1 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_mul_ps(vi1x01234567, vk1x01234567), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi2x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i2)); i2 += 8; const __m256 vk2x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 24))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi2x01234567, vk2x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi3x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i3)); i3 += 8; const __m256 vk3x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 32))); vacc01234567p1 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi3x01234567, vk3x01234567, vacc01234567p1), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi4x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i4)); i4 += 8; const __m256 vk4x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 40))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi4x01234567, vk4x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi5x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i5)); i5 += 8; const __m256 vk5x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 48))); vacc01234567p1 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi5x01234567, vk5x01234567, vacc01234567p1), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi6x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i6)); i6 += 8; const __m256 vk6x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 56))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi6x01234567, vk6x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi7x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i7)); i7 += 8; const __m256 vk7x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 64))); vacc01234567p1 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi7x01234567, vk7x01234567, vacc01234567p1), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi8x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i8)); i8 += 8; const __m256 vk8x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 72))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi8x01234567, vk8x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi9x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i9)); i9 += 8; const __m256 vk9x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 80))); vacc01234567p1 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi9x01234567, vk9x01234567, vacc01234567p1), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi10x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i10)); i10 += 8; const __m256 vk10x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 88))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi10x01234567, vk10x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi11x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i11)); i11 += 8; const __m256 vk11x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 96))); vacc01234567p1 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi11x01234567, vk11x01234567, vacc01234567p1), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi12x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i12)); i12 += 8; const __m256 vk12x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 104))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi12x01234567, vk12x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi13x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i13)); i13 += 8; const __m256 vk13x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 112))); vacc01234567p1 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi13x01234567, vk13x01234567, vacc01234567p1), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi14x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i14)); i14 += 8; const __m256 vk14x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 120))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi14x01234567, vk14x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi15x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i15)); i15 += 8; const __m256 vk15x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 128))); vacc01234567p1 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi15x01234567, vk15x01234567, vacc01234567p1), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi16x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i16)); i16 += 8; const __m256 vk16x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 136))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi16x01234567, vk16x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi17x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i17)); i17 += 8; const __m256 vk17x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 144))); vacc01234567p1 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi17x01234567, vk17x01234567, vacc01234567p1), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi18x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i18)); i18 += 8; const __m256 vk18x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 152))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi18x01234567, vk18x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi19x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i19)); i19 += 8; const __m256 vk19x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 160))); vacc01234567p1 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi19x01234567, vk19x01234567, vacc01234567p1), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi20x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i20)); i20 += 8; const __m256 vk20x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 168))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi20x01234567, vk20x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi21x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i21)); i21 += 8; const __m256 vk21x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 176))); vacc01234567p1 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi21x01234567, vk21x01234567, vacc01234567p1), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi22x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i22)); i22 += 8; const __m256 vk22x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 184))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi22x01234567, vk22x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi23x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i23)); i23 += 8; const __m256 vk23x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 192))); vacc01234567p1 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi23x01234567, vk23x01234567, vacc01234567p1), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi24x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i24)); i24 += 8; const __m256 vk24x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 200))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi24x01234567, vk24x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); w += 208; // Add up all accumulators to vacc01234567p0 vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_add_ps(vacc01234567p0, vacc01234567p1), _MM_FROUND_TO_NEAREST_INT)); __m256 vacc01234567 = _mm256_max_ps(vacc01234567p0, vmin); vacc01234567 = _mm256_min_ps(vacc01234567, vmax); _mm_storeu_si128((__m128i*) o, _mm256_cvtps_ph(vacc01234567, _MM_FROUND_TO_NEAREST_INT)); o += 8; } if XNN_UNLIKELY(c != 0) { assert(c >= 1); assert(c <= 7); __m256 vacc01234567p0 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) w)); const __m256 vi0x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i0)); const __m256 vk0x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 8))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi0x01234567, vk0x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi1x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i1)); const __m256 vk1x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 16))); __m256 vacc01234567p1 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_mul_ps(vi1x01234567, vk1x01234567), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi2x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i2)); const __m256 vk2x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 24))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi2x01234567, vk2x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi3x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i3)); const __m256 vk3x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 32))); vacc01234567p1 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi3x01234567, vk3x01234567, vacc01234567p1), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi4x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i4)); const __m256 vk4x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 40))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi4x01234567, vk4x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi5x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i5)); const __m256 vk5x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 48))); vacc01234567p1 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi5x01234567, vk5x01234567, vacc01234567p1), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi6x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i6)); const __m256 vk6x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 56))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi6x01234567, vk6x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi7x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i7)); const __m256 vk7x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 64))); vacc01234567p1 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi7x01234567, vk7x01234567, vacc01234567p1), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi8x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i8)); const __m256 vk8x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 72))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi8x01234567, vk8x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi9x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i9)); const __m256 vk9x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 80))); vacc01234567p1 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi9x01234567, vk9x01234567, vacc01234567p1), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi10x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i10)); const __m256 vk10x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 88))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi10x01234567, vk10x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi11x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i11)); const __m256 vk11x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 96))); vacc01234567p1 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi11x01234567, vk11x01234567, vacc01234567p1), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi12x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i12)); const __m256 vk12x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 104))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi12x01234567, vk12x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi13x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i13)); const __m256 vk13x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 112))); vacc01234567p1 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi13x01234567, vk13x01234567, vacc01234567p1), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi14x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i14)); const __m256 vk14x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 120))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi14x01234567, vk14x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi15x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i15)); const __m256 vk15x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 128))); vacc01234567p1 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi15x01234567, vk15x01234567, vacc01234567p1), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi16x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i16)); const __m256 vk16x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 136))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi16x01234567, vk16x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi17x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i17)); const __m256 vk17x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 144))); vacc01234567p1 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi17x01234567, vk17x01234567, vacc01234567p1), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi18x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i18)); const __m256 vk18x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 152))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi18x01234567, vk18x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi19x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i19)); const __m256 vk19x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 160))); vacc01234567p1 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi19x01234567, vk19x01234567, vacc01234567p1), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi20x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i20)); const __m256 vk20x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 168))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi20x01234567, vk20x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi21x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i21)); const __m256 vk21x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 176))); vacc01234567p1 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi21x01234567, vk21x01234567, vacc01234567p1), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi22x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i22)); const __m256 vk22x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 184))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi22x01234567, vk22x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi23x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i23)); const __m256 vk23x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 192))); vacc01234567p1 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi23x01234567, vk23x01234567, vacc01234567p1), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi24x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i24)); const __m256 vk24x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 200))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi24x01234567, vk24x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); // Add up all accumulators to vacc01234567p0 vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_add_ps(vacc01234567p0, vacc01234567p1), _MM_FROUND_TO_NEAREST_INT)); __m256 vacc01234567 = _mm256_max_ps(vacc01234567p0, vmin); vacc01234567 = _mm256_min_ps(vacc01234567, vmax); __m128i vh01234567 = _mm256_cvtps_ph(vacc01234567, _MM_FROUND_TO_NEAREST_INT); if (c & 4) { _mm_storel_epi64((__m128i*) o, vh01234567); vh01234567 = _mm_unpackhi_epi64(vh01234567, vh01234567); o += 4; } if (c & 2) { _mm_storeu_si32(o, vh01234567); vh01234567 = _mm_srli_epi64(vh01234567, 32); o += 2; } if (c & 1) { *o = (uint16_t) _mm_extract_epi16(vh01234567, 0); o += 1; } } o = (uint16_t*) ((uintptr_t) o + output_increment); } while (--output_width != 0); } void xnn_f16_dwconv_minmax_ukernel_3p16c__fma3( size_t channels, size_t output_width, const void** input, const void* weights, void* output, intptr_t input_stride, size_t output_increment, size_t input_offset, const void* zero, const union xnn_f16_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(channels != 0); assert(output_width != 0); const __m256 vmax = _mm256_load_ps(params->avx.max); const __m256 vmin = _mm256_load_ps(params->avx.min); uint16_t* o = (uint16_t*) output; do { const uint16_t* i0 = input[0]; assert(i0 != NULL); if XNN_UNPREDICTABLE(i0 != zero) { i0 = (const uint16_t*) ((uintptr_t) i0 + input_offset); } const uint16_t* i1 = input[1]; assert(i1 != NULL); if XNN_UNPREDICTABLE(i1 != zero) { i1 = (const uint16_t*) ((uintptr_t) i1 + input_offset); } const uint16_t* i2 = input[2]; assert(i2 != NULL); if XNN_UNPREDICTABLE(i2 != zero) { i2 = (const uint16_t*) ((uintptr_t) i2 + input_offset); } input = (const void**) ((uintptr_t) input + input_stride); size_t c = channels; const uint16_t* w = weights; for (; c >= 16; c -= 16) { __m256 vacc01234567p0 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) w)); __m256 vacc89ABCDEFp0 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 8))); const __m256 vi0x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i0)); const __m256 vi0x89ABCDEF = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (i0 + 8))); i0 += 16; const __m256 vk0x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 16))); const __m256 vk0x89ABCDEF = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 24))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi0x01234567, vk0x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); vacc89ABCDEFp0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi0x89ABCDEF, vk0x89ABCDEF, vacc89ABCDEFp0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi1x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i1)); const __m256 vi1x89ABCDEF = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (i1 + 8))); i1 += 16; const __m256 vk1x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 32))); const __m256 vk1x89ABCDEF = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 40))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi1x01234567, vk1x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); vacc89ABCDEFp0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi1x89ABCDEF, vk1x89ABCDEF, vacc89ABCDEFp0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi2x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i2)); const __m256 vi2x89ABCDEF = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (i2 + 8))); i2 += 16; const __m256 vk2x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 48))); const __m256 vk2x89ABCDEF = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 56))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi2x01234567, vk2x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); vacc89ABCDEFp0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi2x89ABCDEF, vk2x89ABCDEF, vacc89ABCDEFp0), _MM_FROUND_TO_NEAREST_INT)); w += 64; __m256 vacc01234567 = _mm256_max_ps(vacc01234567p0, vmin); __m256 vacc89ABCDEF = _mm256_max_ps(vacc89ABCDEFp0, vmin); vacc01234567 = _mm256_min_ps(vacc01234567, vmax); vacc89ABCDEF = _mm256_min_ps(vacc89ABCDEF, vmax); _mm_storeu_si128((__m128i*) o, _mm256_cvtps_ph(vacc01234567, _MM_FROUND_TO_NEAREST_INT)); _mm_storeu_si128((__m128i*) (o + 8), _mm256_cvtps_ph(vacc89ABCDEF, _MM_FROUND_TO_NEAREST_INT)); o += 16; } for (; c >= 8; c -= 8) { __m256 vacc01234567p0 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) w)); const __m256 vi0x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i0)); i0 += 8; const __m256 vk0x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 16))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi0x01234567, vk0x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi1x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i1)); i1 += 8; const __m256 vk1x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 32))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi1x01234567, vk1x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi2x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i2)); i2 += 8; const __m256 vk2x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 48))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi2x01234567, vk2x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); w += 8; __m256 vacc01234567 = _mm256_max_ps(vacc01234567p0, vmin); vacc01234567 = _mm256_min_ps(vacc01234567, vmax); _mm_storeu_si128((__m128i*) o, _mm256_cvtps_ph(vacc01234567, _MM_FROUND_TO_NEAREST_INT)); o += 8; } if XNN_UNLIKELY(c != 0) { assert(c >= 1); assert(c <= 7); __m256 vacc01234567p0 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) w)); const __m256 vi0x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i0)); const __m256 vk0x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 16))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi0x01234567, vk0x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi1x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i1)); const __m256 vk1x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 32))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi1x01234567, vk1x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi2x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i2)); const __m256 vk2x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 48))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi2x01234567, vk2x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); __m256 vacc01234567 = _mm256_max_ps(vacc01234567p0, vmin); vacc01234567 = _mm256_min_ps(vacc01234567, vmax); __m128i vh01234567 = _mm256_cvtps_ph(vacc01234567, _MM_FROUND_TO_NEAREST_INT); if (c & 4) { _mm_storel_epi64((__m128i*) o, vh01234567); vh01234567 = _mm_unpackhi_epi64(vh01234567, vh01234567); o += 4; } if (c & 2) { _mm_storeu_si32(o, vh01234567); vh01234567 = _mm_srli_epi64(vh01234567, 32); o += 2; } if (c & 1) { *o = (uint16_t) _mm_extract_epi16(vh01234567, 0); o += 1; } } o = (uint16_t*) ((uintptr_t) o + output_increment); } while (--output_width != 0); } void xnn_f16_dwconv_minmax_ukernel_4p16c__fma3( size_t channels, size_t output_width, const void** input, const void* weights, void* output, intptr_t input_stride, size_t output_increment, size_t input_offset, const void* zero, const union xnn_f16_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(channels != 0); assert(output_width != 0); const __m256 vmax = _mm256_load_ps(params->avx.max); const __m256 vmin = _mm256_load_ps(params->avx.min); uint16_t* o = (uint16_t*) output; do { const uint16_t* i0 = input[0]; assert(i0 != NULL); if XNN_UNPREDICTABLE(i0 != zero) { i0 = (const uint16_t*) ((uintptr_t) i0 + input_offset); } const uint16_t* i1 = input[1]; assert(i1 != NULL); if XNN_UNPREDICTABLE(i1 != zero) { i1 = (const uint16_t*) ((uintptr_t) i1 + input_offset); } const uint16_t* i2 = input[2]; assert(i2 != NULL); if XNN_UNPREDICTABLE(i2 != zero) { i2 = (const uint16_t*) ((uintptr_t) i2 + input_offset); } const uint16_t* i3 = input[3]; assert(i3 != NULL); if XNN_UNPREDICTABLE(i3 != zero) { i3 = (const uint16_t*) ((uintptr_t) i3 + input_offset); } input = (const void**) ((uintptr_t) input + input_stride); size_t c = channels; const uint16_t* w = weights; for (; c >= 16; c -= 16) { __m256 vacc01234567p0 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) w)); __m256 vacc89ABCDEFp0 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 8))); const __m256 vi0x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i0)); const __m256 vi0x89ABCDEF = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (i0 + 8))); i0 += 16; const __m256 vk0x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 16))); const __m256 vk0x89ABCDEF = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 24))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi0x01234567, vk0x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); vacc89ABCDEFp0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi0x89ABCDEF, vk0x89ABCDEF, vacc89ABCDEFp0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi1x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i1)); const __m256 vi1x89ABCDEF = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (i1 + 8))); i1 += 16; const __m256 vk1x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 32))); const __m256 vk1x89ABCDEF = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 40))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi1x01234567, vk1x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); vacc89ABCDEFp0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi1x89ABCDEF, vk1x89ABCDEF, vacc89ABCDEFp0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi2x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i2)); const __m256 vi2x89ABCDEF = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (i2 + 8))); i2 += 16; const __m256 vk2x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 48))); const __m256 vk2x89ABCDEF = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 56))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi2x01234567, vk2x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); vacc89ABCDEFp0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi2x89ABCDEF, vk2x89ABCDEF, vacc89ABCDEFp0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi3x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i3)); const __m256 vi3x89ABCDEF = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (i3 + 8))); i3 += 16; const __m256 vk3x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 64))); const __m256 vk3x89ABCDEF = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 72))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi3x01234567, vk3x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); vacc89ABCDEFp0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi3x89ABCDEF, vk3x89ABCDEF, vacc89ABCDEFp0), _MM_FROUND_TO_NEAREST_INT)); w += 80; __m256 vacc01234567 = _mm256_max_ps(vacc01234567p0, vmin); __m256 vacc89ABCDEF = _mm256_max_ps(vacc89ABCDEFp0, vmin); vacc01234567 = _mm256_min_ps(vacc01234567, vmax); vacc89ABCDEF = _mm256_min_ps(vacc89ABCDEF, vmax); _mm_storeu_si128((__m128i*) o, _mm256_cvtps_ph(vacc01234567, _MM_FROUND_TO_NEAREST_INT)); _mm_storeu_si128((__m128i*) (o + 8), _mm256_cvtps_ph(vacc89ABCDEF, _MM_FROUND_TO_NEAREST_INT)); o += 16; } for (; c >= 8; c -= 8) { __m256 vacc01234567p0 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) w)); const __m256 vi0x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i0)); i0 += 8; const __m256 vk0x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 16))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi0x01234567, vk0x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi1x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i1)); i1 += 8; const __m256 vk1x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 32))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi1x01234567, vk1x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi2x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i2)); i2 += 8; const __m256 vk2x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 48))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi2x01234567, vk2x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi3x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i3)); i3 += 8; const __m256 vk3x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 64))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi3x01234567, vk3x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); w += 8; __m256 vacc01234567 = _mm256_max_ps(vacc01234567p0, vmin); vacc01234567 = _mm256_min_ps(vacc01234567, vmax); _mm_storeu_si128((__m128i*) o, _mm256_cvtps_ph(vacc01234567, _MM_FROUND_TO_NEAREST_INT)); o += 8; } if XNN_UNLIKELY(c != 0) { assert(c >= 1); assert(c <= 7); __m256 vacc01234567p0 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) w)); const __m256 vi0x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i0)); const __m256 vk0x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 16))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi0x01234567, vk0x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi1x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i1)); const __m256 vk1x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 32))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi1x01234567, vk1x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi2x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i2)); const __m256 vk2x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 48))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi2x01234567, vk2x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi3x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i3)); const __m256 vk3x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 64))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi3x01234567, vk3x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); __m256 vacc01234567 = _mm256_max_ps(vacc01234567p0, vmin); vacc01234567 = _mm256_min_ps(vacc01234567, vmax); __m128i vh01234567 = _mm256_cvtps_ph(vacc01234567, _MM_FROUND_TO_NEAREST_INT); if (c & 4) { _mm_storel_epi64((__m128i*) o, vh01234567); vh01234567 = _mm_unpackhi_epi64(vh01234567, vh01234567); o += 4; } if (c & 2) { _mm_storeu_si32(o, vh01234567); vh01234567 = _mm_srli_epi64(vh01234567, 32); o += 2; } if (c & 1) { *o = (uint16_t) _mm_extract_epi16(vh01234567, 0); o += 1; } } o = (uint16_t*) ((uintptr_t) o + output_increment); } while (--output_width != 0); } void xnn_f16_dwconv_minmax_ukernel_9p16c__fma3( size_t channels, size_t output_width, const void** input, const void* weights, void* output, intptr_t input_stride, size_t output_increment, size_t input_offset, const void* zero, const union xnn_f16_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(channels != 0); assert(output_width != 0); const __m256 vmax = _mm256_load_ps(params->avx.max); const __m256 vmin = _mm256_load_ps(params->avx.min); uint16_t* o = (uint16_t*) output; do { const uint16_t* i0 = input[0]; assert(i0 != NULL); if XNN_UNPREDICTABLE(i0 != zero) { i0 = (const uint16_t*) ((uintptr_t) i0 + input_offset); } const uint16_t* i1 = input[1]; assert(i1 != NULL); if XNN_UNPREDICTABLE(i1 != zero) { i1 = (const uint16_t*) ((uintptr_t) i1 + input_offset); } const uint16_t* i2 = input[2]; assert(i2 != NULL); if XNN_UNPREDICTABLE(i2 != zero) { i2 = (const uint16_t*) ((uintptr_t) i2 + input_offset); } const uint16_t* i3 = input[3]; assert(i3 != NULL); if XNN_UNPREDICTABLE(i3 != zero) { i3 = (const uint16_t*) ((uintptr_t) i3 + input_offset); } const uint16_t* i4 = input[4]; assert(i4 != NULL); if XNN_UNPREDICTABLE(i4 != zero) { i4 = (const uint16_t*) ((uintptr_t) i4 + input_offset); } const uint16_t* i5 = input[5]; assert(i5 != NULL); if XNN_UNPREDICTABLE(i5 != zero) { i5 = (const uint16_t*) ((uintptr_t) i5 + input_offset); } const uint16_t* i6 = input[6]; assert(i6 != NULL); if XNN_UNPREDICTABLE(i6 != zero) { i6 = (const uint16_t*) ((uintptr_t) i6 + input_offset); } const uint16_t* i7 = input[7]; assert(i7 != NULL); if XNN_UNPREDICTABLE(i7 != zero) { i7 = (const uint16_t*) ((uintptr_t) i7 + input_offset); } const uint16_t* i8 = input[8]; assert(i8 != NULL); if XNN_UNPREDICTABLE(i8 != zero) { i8 = (const uint16_t*) ((uintptr_t) i8 + input_offset); } input = (const void**) ((uintptr_t) input + input_stride); size_t c = channels; const uint16_t* w = weights; for (; c >= 16; c -= 16) { __m256 vacc01234567p0 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) w)); __m256 vacc89ABCDEFp0 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 8))); const __m256 vi0x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i0)); const __m256 vi0x89ABCDEF = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (i0 + 8))); i0 += 16; const __m256 vk0x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 16))); const __m256 vk0x89ABCDEF = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 24))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi0x01234567, vk0x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); vacc89ABCDEFp0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi0x89ABCDEF, vk0x89ABCDEF, vacc89ABCDEFp0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi1x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i1)); const __m256 vi1x89ABCDEF = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (i1 + 8))); i1 += 16; const __m256 vk1x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 32))); const __m256 vk1x89ABCDEF = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 40))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi1x01234567, vk1x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); vacc89ABCDEFp0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi1x89ABCDEF, vk1x89ABCDEF, vacc89ABCDEFp0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi2x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i2)); const __m256 vi2x89ABCDEF = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (i2 + 8))); i2 += 16; const __m256 vk2x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 48))); const __m256 vk2x89ABCDEF = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 56))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi2x01234567, vk2x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); vacc89ABCDEFp0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi2x89ABCDEF, vk2x89ABCDEF, vacc89ABCDEFp0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi3x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i3)); const __m256 vi3x89ABCDEF = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (i3 + 8))); i3 += 16; const __m256 vk3x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 64))); const __m256 vk3x89ABCDEF = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 72))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi3x01234567, vk3x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); vacc89ABCDEFp0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi3x89ABCDEF, vk3x89ABCDEF, vacc89ABCDEFp0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi4x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i4)); const __m256 vi4x89ABCDEF = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (i4 + 8))); i4 += 16; const __m256 vk4x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 80))); const __m256 vk4x89ABCDEF = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 88))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi4x01234567, vk4x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); vacc89ABCDEFp0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi4x89ABCDEF, vk4x89ABCDEF, vacc89ABCDEFp0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi5x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i5)); const __m256 vi5x89ABCDEF = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (i5 + 8))); i5 += 16; const __m256 vk5x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 96))); const __m256 vk5x89ABCDEF = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 104))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi5x01234567, vk5x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); vacc89ABCDEFp0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi5x89ABCDEF, vk5x89ABCDEF, vacc89ABCDEFp0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi6x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i6)); const __m256 vi6x89ABCDEF = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (i6 + 8))); i6 += 16; const __m256 vk6x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 112))); const __m256 vk6x89ABCDEF = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 120))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi6x01234567, vk6x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); vacc89ABCDEFp0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi6x89ABCDEF, vk6x89ABCDEF, vacc89ABCDEFp0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi7x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i7)); const __m256 vi7x89ABCDEF = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (i7 + 8))); i7 += 16; const __m256 vk7x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 128))); const __m256 vk7x89ABCDEF = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 136))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi7x01234567, vk7x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); vacc89ABCDEFp0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi7x89ABCDEF, vk7x89ABCDEF, vacc89ABCDEFp0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi8x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i8)); const __m256 vi8x89ABCDEF = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (i8 + 8))); i8 += 16; const __m256 vk8x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 144))); const __m256 vk8x89ABCDEF = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 152))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi8x01234567, vk8x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); vacc89ABCDEFp0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi8x89ABCDEF, vk8x89ABCDEF, vacc89ABCDEFp0), _MM_FROUND_TO_NEAREST_INT)); w += 160; __m256 vacc01234567 = _mm256_max_ps(vacc01234567p0, vmin); __m256 vacc89ABCDEF = _mm256_max_ps(vacc89ABCDEFp0, vmin); vacc01234567 = _mm256_min_ps(vacc01234567, vmax); vacc89ABCDEF = _mm256_min_ps(vacc89ABCDEF, vmax); _mm_storeu_si128((__m128i*) o, _mm256_cvtps_ph(vacc01234567, _MM_FROUND_TO_NEAREST_INT)); _mm_storeu_si128((__m128i*) (o + 8), _mm256_cvtps_ph(vacc89ABCDEF, _MM_FROUND_TO_NEAREST_INT)); o += 16; } for (; c >= 8; c -= 8) { __m256 vacc01234567p0 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) w)); const __m256 vi0x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i0)); i0 += 8; const __m256 vk0x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 16))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi0x01234567, vk0x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi1x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i1)); i1 += 8; const __m256 vk1x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 32))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi1x01234567, vk1x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi2x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i2)); i2 += 8; const __m256 vk2x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 48))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi2x01234567, vk2x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi3x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i3)); i3 += 8; const __m256 vk3x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 64))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi3x01234567, vk3x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi4x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i4)); i4 += 8; const __m256 vk4x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 80))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi4x01234567, vk4x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi5x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i5)); i5 += 8; const __m256 vk5x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 96))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi5x01234567, vk5x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi6x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i6)); i6 += 8; const __m256 vk6x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 112))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi6x01234567, vk6x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi7x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i7)); i7 += 8; const __m256 vk7x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 128))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi7x01234567, vk7x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi8x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i8)); i8 += 8; const __m256 vk8x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 144))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi8x01234567, vk8x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); w += 8; __m256 vacc01234567 = _mm256_max_ps(vacc01234567p0, vmin); vacc01234567 = _mm256_min_ps(vacc01234567, vmax); _mm_storeu_si128((__m128i*) o, _mm256_cvtps_ph(vacc01234567, _MM_FROUND_TO_NEAREST_INT)); o += 8; } if XNN_UNLIKELY(c != 0) { assert(c >= 1); assert(c <= 7); __m256 vacc01234567p0 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) w)); const __m256 vi0x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i0)); const __m256 vk0x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 16))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi0x01234567, vk0x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi1x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i1)); const __m256 vk1x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 32))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi1x01234567, vk1x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi2x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i2)); const __m256 vk2x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 48))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi2x01234567, vk2x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi3x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i3)); const __m256 vk3x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 64))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi3x01234567, vk3x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi4x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i4)); const __m256 vk4x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 80))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi4x01234567, vk4x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi5x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i5)); const __m256 vk5x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 96))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi5x01234567, vk5x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi6x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i6)); const __m256 vk6x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 112))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi6x01234567, vk6x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi7x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i7)); const __m256 vk7x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 128))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi7x01234567, vk7x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); const __m256 vi8x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i8)); const __m256 vk8x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + 144))); vacc01234567p0 = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi8x01234567, vk8x01234567, vacc01234567p0), _MM_FROUND_TO_NEAREST_INT)); __m256 vacc01234567 = _mm256_max_ps(vacc01234567p0, vmin); vacc01234567 = _mm256_min_ps(vacc01234567, vmax); __m128i vh01234567 = _mm256_cvtps_ph(vacc01234567, _MM_FROUND_TO_NEAREST_INT); if (c & 4) { _mm_storel_epi64((__m128i*) o, vh01234567); vh01234567 = _mm_unpackhi_epi64(vh01234567, vh01234567); o += 4; } if (c & 2) { _mm_storeu_si32(o, vh01234567); vh01234567 = _mm_srli_epi64(vh01234567, 32); o += 2; } if (c & 1) { *o = (uint16_t) _mm_extract_epi16(vh01234567, 0); o += 1; } } o = (uint16_t*) ((uintptr_t) o + output_increment); } while (--output_width != 0); } void xnn_f16_ibilinear_ukernel__fma3_c8( size_t output_pixels, size_t channels, const void** restrict input, size_t input_offset, const void* restrict weights, void* restrict output, size_t output_increment) XNN_OOB_READS { assert(output_pixels != 0); assert(channels != 0); assert(channels % sizeof(uint16_t) == 0); uint16_t* o = (uint16_t*) output; do { const uint16_t* i0 = (const uint16_t*) ((uintptr_t) input[0] + input_offset); const uint16_t* i1 = (const uint16_t*) ((uintptr_t) input[1] + input_offset); const uint16_t* i2 = (const uint16_t*) ((uintptr_t) input[2] + input_offset); const uint16_t* i3 = (const uint16_t*) ((uintptr_t) input[3] + input_offset); input += 4; const __m256 valphahv = _mm256_cvtph_ps(_mm_castps_si128(_mm_broadcast_ss(weights))); const __m256 valphah = _mm256_permute_ps(valphahv, _MM_SHUFFLE(2, 0, 2, 0)); const __m256 valphav = _mm256_permute_ps(valphahv, _MM_SHUFFLE(3, 1, 3, 1)); weights = (const uint16_t*) weights + 2; size_t c = channels; for (; c >= 8 * sizeof(uint16_t); c -= 8 * sizeof(uint16_t)) { const __m256 vtl = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i0)); i0 += 8; const __m256 vtr = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i1)); i1 += 8; const __m256 vbl = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i2)); i2 += 8; const __m256 vbr = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i3)); i3 += 8; const __m256 vtd = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_sub_ps(vtr, vtl), _MM_FROUND_TO_NEAREST_INT)); const __m256 vbd = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_sub_ps(vbr, vbl), _MM_FROUND_TO_NEAREST_INT)); const __m256 vt = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vtd, valphah, vtl), _MM_FROUND_TO_NEAREST_INT)); const __m256 vb = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vbd, valphah, vbl), _MM_FROUND_TO_NEAREST_INT)); const __m256 vd = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_sub_ps(vb, vt), _MM_FROUND_TO_NEAREST_INT)); const __m128i vo = _mm256_cvtps_ph(_mm256_fmadd_ps(vd, valphav, vt), _MM_FROUND_TO_NEAREST_INT); _mm_storeu_si128((__m128i*) o, vo); o += 8; } if XNN_UNLIKELY(c != 0) { const __m256 vtl = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i0)); i0 += 8; const __m256 vtr = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i1)); i1 += 8; const __m256 vbl = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i2)); i2 += 8; const __m256 vbr = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i3)); i3 += 8; const __m256 vtd = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_sub_ps(vtr, vtl), _MM_FROUND_TO_NEAREST_INT)); const __m256 vbd = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_sub_ps(vbr, vbl), _MM_FROUND_TO_NEAREST_INT)); const __m256 vt = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vtd, valphah, vtl), _MM_FROUND_TO_NEAREST_INT)); const __m256 vb = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vbd, valphah, vbl), _MM_FROUND_TO_NEAREST_INT)); const __m256 vd = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_sub_ps(vb, vt), _MM_FROUND_TO_NEAREST_INT)); __m128i vo = _mm256_cvtps_ph(_mm256_fmadd_ps(vd, valphav, vt), _MM_FROUND_TO_NEAREST_INT); if (c & (4 * sizeof(uint16_t))) { _mm_storel_epi64((__m128i*) o, vo); vo = _mm_unpackhi_epi64(vo, vo); o += 4; } if (c & (2 * sizeof(uint16_t))) { _mm_storeu_si32(o, vo); vo = _mm_srli_epi64(vo, 32); o += 2; } if (c & (1 * sizeof(uint16_t))) { *o = (uint16_t) _mm_extract_epi16(vo, 0); o += 1; } } o = (uint16_t*) ((uintptr_t) o + output_increment); } while (--output_pixels != 0); } void xnn_f16_vmulcaddc_minmax_ukernel_c8__fma3_2x( size_t rows, size_t channels, const void* restrict input, size_t input_stride, const void* restrict weights, void* restrict output, size_t output_stride, const union xnn_f16_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(rows != 0); assert(channels != 0); assert(channels % sizeof(uint16_t) == 0); const uint16_t* i0 = (const uint16_t*) input; uint16_t* o0 = (uint16_t*) output; const uint16_t* i1 = (const uint16_t*) ((uintptr_t) i0 + input_stride); uint16_t* o1 = (uint16_t*) ((uintptr_t) o0 + output_stride); const size_t input_increment = input_stride * 2 - channels; const size_t output_increment = output_stride * 2 - channels; const __m256 vmin = _mm256_load_ps(params->avx.min); const __m256 vmax = _mm256_load_ps(params->avx.max); do { if XNN_UNPREDICTABLE(rows < 2) { i1 = i0; o1 = o0; } const uint16_t* w = (const uint16_t*) weights; size_t c = channels; for (; c >= 8 * sizeof(uint16_t); c -= 8 * sizeof(uint16_t)) { const __m256 vscale = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) w)); __m256 vacc0 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i0)); i0 += 8; __m256 vacc1 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i1)); i1 += 8; const __m256 vbias = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 8))); w += 16; vacc0 = _mm256_fmadd_ps(vacc0, vscale, vbias); vacc1 = _mm256_fmadd_ps(vacc1, vscale, vbias); vacc0 = _mm256_max_ps(vacc0, vmin); vacc1 = _mm256_max_ps(vacc1, vmin); vacc0 = _mm256_min_ps(vacc0, vmax); vacc1 = _mm256_min_ps(vacc1, vmax); _mm_storeu_si128((__m128i*) o0, _mm256_cvtps_ph(vacc0, _MM_FROUND_TO_NEAREST_INT)); o0 += 8; _mm_storeu_si128((__m128i*) o1, _mm256_cvtps_ph(vacc1, _MM_FROUND_TO_NEAREST_INT)); o1 += 8; } if XNN_UNLIKELY(c != 0) { const __m256 vscale = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) w)); __m256 vacc0 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i0)); i0 = (const uint16_t*) ((uintptr_t) i0 + c); __m256 vacc1 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i1)); i1 = (const uint16_t*) ((uintptr_t) i1 + c); const __m256 vbias = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + 8))); vacc0 = _mm256_fmadd_ps(vacc0, vscale, vbias); vacc1 = _mm256_fmadd_ps(vacc1, vscale, vbias); vacc0 = _mm256_max_ps(vacc0, vmin); vacc1 = _mm256_max_ps(vacc1, vmin); vacc0 = _mm256_min_ps(vacc0, vmax); vacc1 = _mm256_min_ps(vacc1, vmax); __m128i vh0 = _mm256_cvtps_ph(vacc0, _MM_FROUND_TO_NEAREST_INT); __m128i vh1 = _mm256_cvtps_ph(vacc1, _MM_FROUND_TO_NEAREST_INT); if (c & (4 * sizeof(uint16_t))) { _mm_storel_epi64((__m128i*) o0, vh0); _mm_storel_epi64((__m128i*) o1, vh1); vh0 = _mm_unpackhi_epi64(vh0, vh0); vh1 = _mm_unpackhi_epi64(vh1, vh1); o0 += 4; o1 += 4; } if (c & (2 * sizeof(uint16_t))) { _mm_storeu_si32(o0, vh0); _mm_storeu_si32(o1, vh1); vh0 = _mm_srli_epi64(vh0, 32); vh1 = _mm_srli_epi64(vh1, 32); o0 += 2; o1 += 2; } if (c & (1 * sizeof(uint16_t))) { *o0 = (uint16_t) _mm_extract_epi16(vh0, 0); *o1 = (uint16_t) _mm_extract_epi16(vh1, 0); o0 += 1; o1 += 1; } } i0 = (const uint16_t*) ((uintptr_t) i0 + input_increment); o0 = (uint16_t*) ((uintptr_t) o0 + output_increment); i1 = (const uint16_t*) ((uintptr_t) i1 + input_increment); o1 = (uint16_t*) ((uintptr_t) o1 + output_increment); rows = doz(rows, 2); } while (rows != 0); } void xnn_f16_vtanh_ukernel__fma3_polynomial_p19h9t2_x32( size_t batch, const void* input, void* output, const union xnn_f16_tanh_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(batch != 0); assert(batch % sizeof(uint16_t) == 0); assert(input != NULL); assert(output != NULL); const __m256 vneg_sat_cutoff = _mm256_load_ps(params->avx_polynomial_p19h9t2.neg_sat_cutoff); const __m256 vpos_sat_cutoff = _mm256_load_ps(params->avx_polynomial_p19h9t2.pos_sat_cutoff); const __m256 vc19 = _mm256_load_ps(params->avx_polynomial_p19h9t2.c19); const __m256 vc17 = _mm256_load_ps(params->avx_polynomial_p19h9t2.c17); const __m256 vc15 = _mm256_load_ps(params->avx_polynomial_p19h9t2.c15); const __m256 vc13 = _mm256_load_ps(params->avx_polynomial_p19h9t2.c13); const __m256 vc11 = _mm256_load_ps(params->avx_polynomial_p19h9t2.c11); const __m256 vc9 = _mm256_load_ps(params->avx_polynomial_p19h9t2.c9); const __m256 vc7 = _mm256_load_ps(params->avx_polynomial_p19h9t2.c7); const __m256 vc5 = _mm256_load_ps(params->avx_polynomial_p19h9t2.c5); const __m256 vc3 = _mm256_load_ps(params->avx_polynomial_p19h9t2.c3); const uint16_t* i = (const uint16_t*) input; uint16_t* o = (uint16_t*) output; for (; batch >= 32 * sizeof(uint16_t); batch -= 32 * sizeof(uint16_t)) { __m256 vx0 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i)); __m256 vx1 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (i + 8))); __m256 vx2 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (i + 16))); __m256 vx3 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (i + 24))); i += 32; vx0 = _mm256_max_ps(vneg_sat_cutoff, vx0); vx1 = _mm256_max_ps(vneg_sat_cutoff, vx1); vx2 = _mm256_max_ps(vneg_sat_cutoff, vx2); vx3 = _mm256_max_ps(vneg_sat_cutoff, vx3); vx0 = _mm256_min_ps(vpos_sat_cutoff, vx0); vx1 = _mm256_min_ps(vpos_sat_cutoff, vx1); vx2 = _mm256_min_ps(vpos_sat_cutoff, vx2); vx3 = _mm256_min_ps(vpos_sat_cutoff, vx3); const __m256 vt0 = _mm256_mul_ps(vx0, vx0); const __m256 vt1 = _mm256_mul_ps(vx1, vx1); const __m256 vt2 = _mm256_mul_ps(vx2, vx2); const __m256 vt3 = _mm256_mul_ps(vx3, vx3); __m256 vp0 = vc19; __m256 vp1 = vc19; __m256 vp2 = vc19; __m256 vp3 = vc19; vp0 = _mm256_fmadd_ps(vp0, vt0, vc17); vp1 = _mm256_fmadd_ps(vp1, vt1, vc17); vp2 = _mm256_fmadd_ps(vp2, vt2, vc17); vp3 = _mm256_fmadd_ps(vp3, vt3, vc17); vp0 = _mm256_fmadd_ps(vp0, vt0, vc15); vp1 = _mm256_fmadd_ps(vp1, vt1, vc15); vp2 = _mm256_fmadd_ps(vp2, vt2, vc15); vp3 = _mm256_fmadd_ps(vp3, vt3, vc15); vp0 = _mm256_fmadd_ps(vp0, vt0, vc13); vp1 = _mm256_fmadd_ps(vp1, vt1, vc13); vp2 = _mm256_fmadd_ps(vp2, vt2, vc13); vp3 = _mm256_fmadd_ps(vp3, vt3, vc13); vp0 = _mm256_fmadd_ps(vp0, vt0, vc11); vp1 = _mm256_fmadd_ps(vp1, vt1, vc11); vp2 = _mm256_fmadd_ps(vp2, vt2, vc11); vp3 = _mm256_fmadd_ps(vp3, vt3, vc11); vp0 = _mm256_fmadd_ps(vp0, vt0, vc9); vp1 = _mm256_fmadd_ps(vp1, vt1, vc9); vp2 = _mm256_fmadd_ps(vp2, vt2, vc9); vp3 = _mm256_fmadd_ps(vp3, vt3, vc9); vp0 = _mm256_fmadd_ps(vp0, vt0, vc7); vp1 = _mm256_fmadd_ps(vp1, vt1, vc7); vp2 = _mm256_fmadd_ps(vp2, vt2, vc7); vp3 = _mm256_fmadd_ps(vp3, vt3, vc7); vp0 = _mm256_fmadd_ps(vp0, vt0, vc5); vp1 = _mm256_fmadd_ps(vp1, vt1, vc5); vp2 = _mm256_fmadd_ps(vp2, vt2, vc5); vp3 = _mm256_fmadd_ps(vp3, vt3, vc5); vp0 = _mm256_fmadd_ps(vp0, vt0, vc3); vp1 = _mm256_fmadd_ps(vp1, vt1, vc3); vp2 = _mm256_fmadd_ps(vp2, vt2, vc3); vp3 = _mm256_fmadd_ps(vp3, vt3, vc3); const __m256 vxt0 = _mm256_mul_ps(vx0, vt0); const __m256 vxt1 = _mm256_mul_ps(vx1, vt1); const __m256 vxt2 = _mm256_mul_ps(vx2, vt2); const __m256 vxt3 = _mm256_mul_ps(vx3, vt3); const __m256 vy0 = _mm256_fmadd_ps(vp0, vxt0, vx0); const __m256 vy1 = _mm256_fmadd_ps(vp1, vxt1, vx1); const __m256 vy2 = _mm256_fmadd_ps(vp2, vxt2, vx2); const __m256 vy3 = _mm256_fmadd_ps(vp3, vxt3, vx3); _mm_storeu_si128((__m128i*) o, _mm256_cvtps_ph(vy0, _MM_FROUND_TO_NEAREST_INT)); _mm_storeu_si128((__m128i*) (o + 8), _mm256_cvtps_ph(vy1, _MM_FROUND_TO_NEAREST_INT)); _mm_storeu_si128((__m128i*) (o + 16), _mm256_cvtps_ph(vy2, _MM_FROUND_TO_NEAREST_INT)); _mm_storeu_si128((__m128i*) (o + 24), _mm256_cvtps_ph(vy3, _MM_FROUND_TO_NEAREST_INT)); o += 32; } for (; batch >= 8 * sizeof(uint16_t); batch -= 8 * sizeof(uint16_t)) { __m256 vx = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i)); i += 8; vx = _mm256_max_ps(vneg_sat_cutoff, vx); vx = _mm256_min_ps(vpos_sat_cutoff, vx); const __m256 vt = _mm256_mul_ps(vx, vx); __m256 vp = vc19; vp = _mm256_fmadd_ps(vp, vt, vc17); vp = _mm256_fmadd_ps(vp, vt, vc15); vp = _mm256_fmadd_ps(vp, vt, vc13); vp = _mm256_fmadd_ps(vp, vt, vc11); vp = _mm256_fmadd_ps(vp, vt, vc9); vp = _mm256_fmadd_ps(vp, vt, vc7); vp = _mm256_fmadd_ps(vp, vt, vc5); vp = _mm256_fmadd_ps(vp, vt, vc3); const __m256 vxt = _mm256_mul_ps(vx, vt); const __m256 vy = _mm256_fmadd_ps(vp, vxt, vx); _mm_storeu_si128((__m128i*) o, _mm256_cvtps_ph(vy, _MM_FROUND_TO_NEAREST_INT)); o += 8; } if (batch != 0) { __m256 vx = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) i)); vx = _mm256_max_ps(vneg_sat_cutoff, vx); vx = _mm256_min_ps(vpos_sat_cutoff, vx); const __m256 vt = _mm256_mul_ps(vx, vx); __m256 vp = vc19; vp = _mm256_fmadd_ps(vp, vt, vc17); vp = _mm256_fmadd_ps(vp, vt, vc15); vp = _mm256_fmadd_ps(vp, vt, vc13); vp = _mm256_fmadd_ps(vp, vt, vc11); vp = _mm256_fmadd_ps(vp, vt, vc9); vp = _mm256_fmadd_ps(vp, vt, vc7); vp = _mm256_fmadd_ps(vp, vt, vc5); vp = _mm256_fmadd_ps(vp, vt, vc3); const __m256 vxt = _mm256_mul_ps(vx, vt); const __m256 vy = _mm256_fmadd_ps(vp, vxt, vx); __m128i vh = _mm256_cvtps_ph(vy, _MM_FROUND_TO_NEAREST_INT); if (batch & (4 * sizeof(uint16_t))) { _mm_storel_epi64((__m128i*) o, vh); vh = _mm_unpackhi_epi64(vh, vh); o += 4; } if (batch & (2 * sizeof(uint16_t))) { _mm_storeu_si32(o, vh); vh = _mm_srli_epi64(vh, 32); o += 2; } if (batch & (1 * sizeof(uint16_t))) { *o = (uint16_t) _mm_extract_epi16(vh, 0); } } } void xnn_f32_dwconv_minmax_ukernel_25p8c__fma3( size_t channels, size_t output_width, const float** input, const float* weights, float* output, intptr_t input_stride, size_t output_increment, size_t input_offset, const float* zero, const union xnn_f32_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(channels != 0); assert(output_width != 0); const __m256 vmin = _mm256_load_ps(params->avx.min); const __m256 vmax = _mm256_load_ps(params->avx.max); do { const float* i0 = input[0]; assert(i0 != NULL); if XNN_UNPREDICTABLE(i0 != zero) { i0 = (const float*) ((uintptr_t) i0 + input_offset); } const float* i1 = input[1]; assert(i1 != NULL); if XNN_UNPREDICTABLE(i1 != zero) { i1 = (const float*) ((uintptr_t) i1 + input_offset); } const float* i2 = input[2]; assert(i2 != NULL); if XNN_UNPREDICTABLE(i2 != zero) { i2 = (const float*) ((uintptr_t) i2 + input_offset); } const float* i3 = input[3]; assert(i3 != NULL); if XNN_UNPREDICTABLE(i3 != zero) { i3 = (const float*) ((uintptr_t) i3 + input_offset); } const float* i4 = input[4]; assert(i4 != NULL); if XNN_UNPREDICTABLE(i4 != zero) { i4 = (const float*) ((uintptr_t) i4 + input_offset); } const float* i5 = input[5]; assert(i5 != NULL); if XNN_UNPREDICTABLE(i5 != zero) { i5 = (const float*) ((uintptr_t) i5 + input_offset); } const float* i6 = input[6]; assert(i6 != NULL); if XNN_UNPREDICTABLE(i6 != zero) { i6 = (const float*) ((uintptr_t) i6 + input_offset); } const float* i7 = input[7]; assert(i7 != NULL); if XNN_UNPREDICTABLE(i7 != zero) { i7 = (const float*) ((uintptr_t) i7 + input_offset); } const float* i8 = input[8]; assert(i8 != NULL); if XNN_UNPREDICTABLE(i8 != zero) { i8 = (const float*) ((uintptr_t) i8 + input_offset); } const float* i9 = input[9]; assert(i9 != NULL); if XNN_UNPREDICTABLE(i9 != zero) { i9 = (const float*) ((uintptr_t) i9 + input_offset); } const float* i10 = input[10]; assert(i10 != NULL); if XNN_UNPREDICTABLE(i10 != zero) { i10 = (const float*) ((uintptr_t) i10 + input_offset); } const float* i11 = input[11]; assert(i11 != NULL); if XNN_UNPREDICTABLE(i11 != zero) { i11 = (const float*) ((uintptr_t) i11 + input_offset); } const float* i12 = input[12]; assert(i12 != NULL); if XNN_UNPREDICTABLE(i12 != zero) { i12 = (const float*) ((uintptr_t) i12 + input_offset); } const float* i13 = input[13]; assert(i13 != NULL); if XNN_UNPREDICTABLE(i13 != zero) { i13 = (const float*) ((uintptr_t) i13 + input_offset); } const float* i14 = input[14]; assert(i14 != NULL); if XNN_UNPREDICTABLE(i14 != zero) { i14 = (const float*) ((uintptr_t) i14 + input_offset); } const float* i15 = input[15]; assert(i15 != NULL); if XNN_UNPREDICTABLE(i15 != zero) { i15 = (const float*) ((uintptr_t) i15 + input_offset); } const float* i16 = input[16]; assert(i16 != NULL); if XNN_UNPREDICTABLE(i16 != zero) { i16 = (const float*) ((uintptr_t) i16 + input_offset); } const float* i17 = input[17]; assert(i17 != NULL); if XNN_UNPREDICTABLE(i17 != zero) { i17 = (const float*) ((uintptr_t) i17 + input_offset); } const float* i18 = input[18]; assert(i18 != NULL); if XNN_UNPREDICTABLE(i18 != zero) { i18 = (const float*) ((uintptr_t) i18 + input_offset); } const float* i19 = input[19]; assert(i19 != NULL); if XNN_UNPREDICTABLE(i19 != zero) { i19 = (const float*) ((uintptr_t) i19 + input_offset); } const float* i20 = input[20]; assert(i20 != NULL); if XNN_UNPREDICTABLE(i20 != zero) { i20 = (const float*) ((uintptr_t) i20 + input_offset); } const float* i21 = input[21]; assert(i21 != NULL); if XNN_UNPREDICTABLE(i21 != zero) { i21 = (const float*) ((uintptr_t) i21 + input_offset); } const float* i22 = input[22]; assert(i22 != NULL); if XNN_UNPREDICTABLE(i22 != zero) { i22 = (const float*) ((uintptr_t) i22 + input_offset); } const float* i23 = input[23]; assert(i23 != NULL); if XNN_UNPREDICTABLE(i23 != zero) { i23 = (const float*) ((uintptr_t) i23 + input_offset); } const float* i24 = input[24]; assert(i24 != NULL); if XNN_UNPREDICTABLE(i24 != zero) { i24 = (const float*) ((uintptr_t) i24 + input_offset); } input = (const float**) ((uintptr_t) input + input_stride); size_t c = channels; const float* w = weights; for (; c >= 8; c -= 8) { __m256 vacc01234567p0 = _mm256_load_ps(w); const __m256 vi0x01234567 = _mm256_loadu_ps(i0); i0 += 8; const __m256 vk0x01234567 = _mm256_load_ps(w + 8); vacc01234567p0 = _mm256_fmadd_ps(vi0x01234567, vk0x01234567, vacc01234567p0); const __m256 vi1x01234567 = _mm256_loadu_ps(i1); i1 += 8; const __m256 vk1x01234567 = _mm256_load_ps(w + 16); vacc01234567p0 = _mm256_fmadd_ps(vi1x01234567, vk1x01234567, vacc01234567p0); const __m256 vi2x01234567 = _mm256_loadu_ps(i2); i2 += 8; const __m256 vk2x01234567 = _mm256_load_ps(w + 24); vacc01234567p0 = _mm256_fmadd_ps(vi2x01234567, vk2x01234567, vacc01234567p0); const __m256 vi3x01234567 = _mm256_loadu_ps(i3); i3 += 8; const __m256 vk3x01234567 = _mm256_load_ps(w + 32); vacc01234567p0 = _mm256_fmadd_ps(vi3x01234567, vk3x01234567, vacc01234567p0); const __m256 vi4x01234567 = _mm256_loadu_ps(i4); i4 += 8; const __m256 vk4x01234567 = _mm256_load_ps(w + 40); vacc01234567p0 = _mm256_fmadd_ps(vi4x01234567, vk4x01234567, vacc01234567p0); const __m256 vi5x01234567 = _mm256_loadu_ps(i5); i5 += 8; const __m256 vk5x01234567 = _mm256_load_ps(w + 48); vacc01234567p0 = _mm256_fmadd_ps(vi5x01234567, vk5x01234567, vacc01234567p0); const __m256 vi6x01234567 = _mm256_loadu_ps(i6); i6 += 8; const __m256 vk6x01234567 = _mm256_load_ps(w + 56); vacc01234567p0 = _mm256_fmadd_ps(vi6x01234567, vk6x01234567, vacc01234567p0); const __m256 vi7x01234567 = _mm256_loadu_ps(i7); i7 += 8; const __m256 vk7x01234567 = _mm256_load_ps(w + 64); vacc01234567p0 = _mm256_fmadd_ps(vi7x01234567, vk7x01234567, vacc01234567p0); const __m256 vi8x01234567 = _mm256_loadu_ps(i8); i8 += 8; const __m256 vk8x01234567 = _mm256_load_ps(w + 72); vacc01234567p0 = _mm256_fmadd_ps(vi8x01234567, vk8x01234567, vacc01234567p0); const __m256 vi9x01234567 = _mm256_loadu_ps(i9); i9 += 8; const __m256 vk9x01234567 = _mm256_load_ps(w + 80); vacc01234567p0 = _mm256_fmadd_ps(vi9x01234567, vk9x01234567, vacc01234567p0); const __m256 vi10x01234567 = _mm256_loadu_ps(i10); i10 += 8; const __m256 vk10x01234567 = _mm256_load_ps(w + 88); vacc01234567p0 = _mm256_fmadd_ps(vi10x01234567, vk10x01234567, vacc01234567p0); const __m256 vi11x01234567 = _mm256_loadu_ps(i11); i11 += 8; const __m256 vk11x01234567 = _mm256_load_ps(w + 96); vacc01234567p0 = _mm256_fmadd_ps(vi11x01234567, vk11x01234567, vacc01234567p0); const __m256 vi12x01234567 = _mm256_loadu_ps(i12); i12 += 8; const __m256 vk12x01234567 = _mm256_load_ps(w + 104); vacc01234567p0 = _mm256_fmadd_ps(vi12x01234567, vk12x01234567, vacc01234567p0); const __m256 vi13x01234567 = _mm256_loadu_ps(i13); i13 += 8; const __m256 vk13x01234567 = _mm256_load_ps(w + 112); vacc01234567p0 = _mm256_fmadd_ps(vi13x01234567, vk13x01234567, vacc01234567p0); const __m256 vi14x01234567 = _mm256_loadu_ps(i14); i14 += 8; const __m256 vk14x01234567 = _mm256_load_ps(w + 120); vacc01234567p0 = _mm256_fmadd_ps(vi14x01234567, vk14x01234567, vacc01234567p0); const __m256 vi15x01234567 = _mm256_loadu_ps(i15); i15 += 8; const __m256 vk15x01234567 = _mm256_load_ps(w + 128); vacc01234567p0 = _mm256_fmadd_ps(vi15x01234567, vk15x01234567, vacc01234567p0); const __m256 vi16x01234567 = _mm256_loadu_ps(i16); i16 += 8; const __m256 vk16x01234567 = _mm256_load_ps(w + 136); vacc01234567p0 = _mm256_fmadd_ps(vi16x01234567, vk16x01234567, vacc01234567p0); const __m256 vi17x01234567 = _mm256_loadu_ps(i17); i17 += 8; const __m256 vk17x01234567 = _mm256_load_ps(w + 144); vacc01234567p0 = _mm256_fmadd_ps(vi17x01234567, vk17x01234567, vacc01234567p0); const __m256 vi18x01234567 = _mm256_loadu_ps(i18); i18 += 8; const __m256 vk18x01234567 = _mm256_load_ps(w + 152); vacc01234567p0 = _mm256_fmadd_ps(vi18x01234567, vk18x01234567, vacc01234567p0); const __m256 vi19x01234567 = _mm256_loadu_ps(i19); i19 += 8; const __m256 vk19x01234567 = _mm256_load_ps(w + 160); vacc01234567p0 = _mm256_fmadd_ps(vi19x01234567, vk19x01234567, vacc01234567p0); const __m256 vi20x01234567 = _mm256_loadu_ps(i20); i20 += 8; const __m256 vk20x01234567 = _mm256_load_ps(w + 168); vacc01234567p0 = _mm256_fmadd_ps(vi20x01234567, vk20x01234567, vacc01234567p0); const __m256 vi21x01234567 = _mm256_loadu_ps(i21); i21 += 8; const __m256 vk21x01234567 = _mm256_load_ps(w + 176); vacc01234567p0 = _mm256_fmadd_ps(vi21x01234567, vk21x01234567, vacc01234567p0); const __m256 vi22x01234567 = _mm256_loadu_ps(i22); i22 += 8; const __m256 vk22x01234567 = _mm256_load_ps(w + 184); vacc01234567p0 = _mm256_fmadd_ps(vi22x01234567, vk22x01234567, vacc01234567p0); const __m256 vi23x01234567 = _mm256_loadu_ps(i23); i23 += 8; const __m256 vk23x01234567 = _mm256_load_ps(w + 192); vacc01234567p0 = _mm256_fmadd_ps(vi23x01234567, vk23x01234567, vacc01234567p0); const __m256 vi24x01234567 = _mm256_loadu_ps(i24); i24 += 8; const __m256 vk24x01234567 = _mm256_load_ps(w + 200); vacc01234567p0 = _mm256_fmadd_ps(vi24x01234567, vk24x01234567, vacc01234567p0); w += 208; __m256 vacc01234567 = _mm256_max_ps(vmin, vacc01234567p0); vacc01234567 = _mm256_min_ps(vmax, vacc01234567); _mm256_storeu_ps(output, vacc01234567); output += 8; } if XNN_UNLIKELY(c != 0) { assert(c >= 1); assert(c <= 7); const __m256i vmask = _mm256_loadu_si256((const __m256i*) ¶ms->avx.mask_table[7 - c]); __m256 vacc01234567p0 = _mm256_load_ps(w); const __m256 vi0x01234567 = _mm256_maskload_ps(i0, vmask); const __m256 vk0x01234567 = _mm256_load_ps(w + 8); vacc01234567p0 = _mm256_fmadd_ps(vi0x01234567, vk0x01234567, vacc01234567p0); const __m256 vi1x01234567 = _mm256_maskload_ps(i1, vmask); const __m256 vk1x01234567 = _mm256_load_ps(w + 16); vacc01234567p0 = _mm256_fmadd_ps(vi1x01234567, vk1x01234567, vacc01234567p0); const __m256 vi2x01234567 = _mm256_maskload_ps(i2, vmask); const __m256 vk2x01234567 = _mm256_load_ps(w + 24); vacc01234567p0 = _mm256_fmadd_ps(vi2x01234567, vk2x01234567, vacc01234567p0); const __m256 vi3x01234567 = _mm256_maskload_ps(i3, vmask); const __m256 vk3x01234567 = _mm256_load_ps(w + 32); vacc01234567p0 = _mm256_fmadd_ps(vi3x01234567, vk3x01234567, vacc01234567p0); const __m256 vi4x01234567 = _mm256_maskload_ps(i4, vmask); const __m256 vk4x01234567 = _mm256_load_ps(w + 40); vacc01234567p0 = _mm256_fmadd_ps(vi4x01234567, vk4x01234567, vacc01234567p0); const __m256 vi5x01234567 = _mm256_maskload_ps(i5, vmask); const __m256 vk5x01234567 = _mm256_load_ps(w + 48); vacc01234567p0 = _mm256_fmadd_ps(vi5x01234567, vk5x01234567, vacc01234567p0); const __m256 vi6x01234567 = _mm256_maskload_ps(i6, vmask); const __m256 vk6x01234567 = _mm256_load_ps(w + 56); vacc01234567p0 = _mm256_fmadd_ps(vi6x01234567, vk6x01234567, vacc01234567p0); const __m256 vi7x01234567 = _mm256_maskload_ps(i7, vmask); const __m256 vk7x01234567 = _mm256_load_ps(w + 64); vacc01234567p0 = _mm256_fmadd_ps(vi7x01234567, vk7x01234567, vacc01234567p0); const __m256 vi8x01234567 = _mm256_maskload_ps(i8, vmask); const __m256 vk8x01234567 = _mm256_load_ps(w + 72); vacc01234567p0 = _mm256_fmadd_ps(vi8x01234567, vk8x01234567, vacc01234567p0); const __m256 vi9x01234567 = _mm256_maskload_ps(i9, vmask); const __m256 vk9x01234567 = _mm256_load_ps(w + 80); vacc01234567p0 = _mm256_fmadd_ps(vi9x01234567, vk9x01234567, vacc01234567p0); const __m256 vi10x01234567 = _mm256_maskload_ps(i10, vmask); const __m256 vk10x01234567 = _mm256_load_ps(w + 88); vacc01234567p0 = _mm256_fmadd_ps(vi10x01234567, vk10x01234567, vacc01234567p0); const __m256 vi11x01234567 = _mm256_maskload_ps(i11, vmask); const __m256 vk11x01234567 = _mm256_load_ps(w + 96); vacc01234567p0 = _mm256_fmadd_ps(vi11x01234567, vk11x01234567, vacc01234567p0); const __m256 vi12x01234567 = _mm256_maskload_ps(i12, vmask); const __m256 vk12x01234567 = _mm256_load_ps(w + 104); vacc01234567p0 = _mm256_fmadd_ps(vi12x01234567, vk12x01234567, vacc01234567p0); const __m256 vi13x01234567 = _mm256_maskload_ps(i13, vmask); const __m256 vk13x01234567 = _mm256_load_ps(w + 112); vacc01234567p0 = _mm256_fmadd_ps(vi13x01234567, vk13x01234567, vacc01234567p0); const __m256 vi14x01234567 = _mm256_maskload_ps(i14, vmask); const __m256 vk14x01234567 = _mm256_load_ps(w + 120); vacc01234567p0 = _mm256_fmadd_ps(vi14x01234567, vk14x01234567, vacc01234567p0); const __m256 vi15x01234567 = _mm256_maskload_ps(i15, vmask); const __m256 vk15x01234567 = _mm256_load_ps(w + 128); vacc01234567p0 = _mm256_fmadd_ps(vi15x01234567, vk15x01234567, vacc01234567p0); const __m256 vi16x01234567 = _mm256_maskload_ps(i16, vmask); const __m256 vk16x01234567 = _mm256_load_ps(w + 136); vacc01234567p0 = _mm256_fmadd_ps(vi16x01234567, vk16x01234567, vacc01234567p0); const __m256 vi17x01234567 = _mm256_maskload_ps(i17, vmask); const __m256 vk17x01234567 = _mm256_load_ps(w + 144); vacc01234567p0 = _mm256_fmadd_ps(vi17x01234567, vk17x01234567, vacc01234567p0); const __m256 vi18x01234567 = _mm256_maskload_ps(i18, vmask); const __m256 vk18x01234567 = _mm256_load_ps(w + 152); vacc01234567p0 = _mm256_fmadd_ps(vi18x01234567, vk18x01234567, vacc01234567p0); const __m256 vi19x01234567 = _mm256_maskload_ps(i19, vmask); const __m256 vk19x01234567 = _mm256_load_ps(w + 160); vacc01234567p0 = _mm256_fmadd_ps(vi19x01234567, vk19x01234567, vacc01234567p0); const __m256 vi20x01234567 = _mm256_maskload_ps(i20, vmask); const __m256 vk20x01234567 = _mm256_load_ps(w + 168); vacc01234567p0 = _mm256_fmadd_ps(vi20x01234567, vk20x01234567, vacc01234567p0); const __m256 vi21x01234567 = _mm256_maskload_ps(i21, vmask); const __m256 vk21x01234567 = _mm256_load_ps(w + 176); vacc01234567p0 = _mm256_fmadd_ps(vi21x01234567, vk21x01234567, vacc01234567p0); const __m256 vi22x01234567 = _mm256_maskload_ps(i22, vmask); const __m256 vk22x01234567 = _mm256_load_ps(w + 184); vacc01234567p0 = _mm256_fmadd_ps(vi22x01234567, vk22x01234567, vacc01234567p0); const __m256 vi23x01234567 = _mm256_maskload_ps(i23, vmask); const __m256 vk23x01234567 = _mm256_load_ps(w + 192); vacc01234567p0 = _mm256_fmadd_ps(vi23x01234567, vk23x01234567, vacc01234567p0); const __m256 vi24x01234567 = _mm256_maskload_ps(i24, vmask); const __m256 vk24x01234567 = _mm256_load_ps(w + 200); vacc01234567p0 = _mm256_fmadd_ps(vi24x01234567, vk24x01234567, vacc01234567p0); __m256 vacc01234567 = _mm256_max_ps(vmin, vacc01234567p0); vacc01234567 = _mm256_min_ps(vmax, vacc01234567); __m128 vacc0123 = _mm256_castps256_ps128(vacc01234567); if (c & 4) { _mm_storeu_ps(output, vacc0123); vacc0123 = _mm256_extractf128_ps(vacc01234567, 1); output += 4; } if (c & 2) { _mm_storel_pi((__m64*) output, vacc0123); vacc0123 = _mm_movehl_ps(vacc0123, vacc0123); output += 2; } if (c & 1) { _mm_store_ss(output, vacc0123); output += 1; } } output = (float*) ((uintptr_t) output + output_increment); } while (--output_width != 0); } void xnn_f32_dwconv_minmax_ukernel_3p16c__fma3( size_t channels, size_t output_width, const float** input, const float* weights, float* output, intptr_t input_stride, size_t output_increment, size_t input_offset, const float* zero, const union xnn_f32_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(channels != 0); assert(output_width != 0); const __m256 vmin = _mm256_load_ps(params->avx.min); const __m256 vmax = _mm256_load_ps(params->avx.max); do { const float* i0 = input[0]; assert(i0 != NULL); if XNN_UNPREDICTABLE(i0 != zero) { i0 = (const float*) ((uintptr_t) i0 + input_offset); } const float* i1 = input[1]; assert(i1 != NULL); if XNN_UNPREDICTABLE(i1 != zero) { i1 = (const float*) ((uintptr_t) i1 + input_offset); } const float* i2 = input[2]; assert(i2 != NULL); if XNN_UNPREDICTABLE(i2 != zero) { i2 = (const float*) ((uintptr_t) i2 + input_offset); } input = (const float**) ((uintptr_t) input + input_stride); size_t c = channels; const float* w = weights; for (; c >= 16; c -= 16) { __m256 vacc01234567p0 = _mm256_load_ps(w); __m256 vacc89ABCDEFp0 = _mm256_load_ps(w + 8); const __m256 vi0x01234567 = _mm256_loadu_ps(i0); const __m256 vi0x89ABCDEF = _mm256_loadu_ps(i0 + 8); i0 += 16; const __m256 vk0x01234567 = _mm256_load_ps(w + 16); const __m256 vk0x89ABCDEF = _mm256_load_ps(w + 24); vacc01234567p0 = _mm256_fmadd_ps(vi0x01234567, vk0x01234567, vacc01234567p0); vacc89ABCDEFp0 = _mm256_fmadd_ps(vi0x89ABCDEF, vk0x89ABCDEF, vacc89ABCDEFp0); const __m256 vi1x01234567 = _mm256_loadu_ps(i1); const __m256 vi1x89ABCDEF = _mm256_loadu_ps(i1 + 8); i1 += 16; const __m256 vk1x01234567 = _mm256_load_ps(w + 32); const __m256 vk1x89ABCDEF = _mm256_load_ps(w + 40); vacc01234567p0 = _mm256_fmadd_ps(vi1x01234567, vk1x01234567, vacc01234567p0); vacc89ABCDEFp0 = _mm256_fmadd_ps(vi1x89ABCDEF, vk1x89ABCDEF, vacc89ABCDEFp0); const __m256 vi2x01234567 = _mm256_loadu_ps(i2); const __m256 vi2x89ABCDEF = _mm256_loadu_ps(i2 + 8); i2 += 16; const __m256 vk2x01234567 = _mm256_load_ps(w + 48); const __m256 vk2x89ABCDEF = _mm256_load_ps(w + 56); vacc01234567p0 = _mm256_fmadd_ps(vi2x01234567, vk2x01234567, vacc01234567p0); vacc89ABCDEFp0 = _mm256_fmadd_ps(vi2x89ABCDEF, vk2x89ABCDEF, vacc89ABCDEFp0); w += 64; __m256 vacc01234567 = _mm256_max_ps(vmin, vacc01234567p0); __m256 vacc89ABCDEF = _mm256_max_ps(vmin, vacc89ABCDEFp0); vacc01234567 = _mm256_min_ps(vmax, vacc01234567); vacc89ABCDEF = _mm256_min_ps(vmax, vacc89ABCDEF); _mm256_storeu_ps(output, vacc01234567); _mm256_storeu_ps(output + 8, vacc89ABCDEF); output += 16; } for (; c >= 8; c -= 8) { __m256 vacc01234567p0 = _mm256_load_ps(w); const __m256 vi0x01234567 = _mm256_loadu_ps(i0); i0 += 8; const __m256 vk0x01234567 = _mm256_load_ps(w + 16); vacc01234567p0 = _mm256_fmadd_ps(vi0x01234567, vk0x01234567, vacc01234567p0); const __m256 vi1x01234567 = _mm256_loadu_ps(i1); i1 += 8; const __m256 vk1x01234567 = _mm256_load_ps(w + 32); vacc01234567p0 = _mm256_fmadd_ps(vi1x01234567, vk1x01234567, vacc01234567p0); const __m256 vi2x01234567 = _mm256_loadu_ps(i2); i2 += 8; const __m256 vk2x01234567 = _mm256_load_ps(w + 48); vacc01234567p0 = _mm256_fmadd_ps(vi2x01234567, vk2x01234567, vacc01234567p0); w += 8; __m256 vacc01234567 = _mm256_max_ps(vmin, vacc01234567p0); vacc01234567 = _mm256_min_ps(vmax, vacc01234567); _mm256_storeu_ps(output, vacc01234567); output += 8; } if XNN_UNLIKELY(c != 0) { assert(c >= 1); assert(c <= 7); const __m256i vmask = _mm256_loadu_si256((const __m256i*) ¶ms->avx.mask_table[7 - c]); __m256 vacc01234567p0 = _mm256_load_ps(w); const __m256 vi0x01234567 = _mm256_maskload_ps(i0, vmask); const __m256 vk0x01234567 = _mm256_load_ps(w + 16); vacc01234567p0 = _mm256_fmadd_ps(vi0x01234567, vk0x01234567, vacc01234567p0); const __m256 vi1x01234567 = _mm256_maskload_ps(i1, vmask); const __m256 vk1x01234567 = _mm256_load_ps(w + 32); vacc01234567p0 = _mm256_fmadd_ps(vi1x01234567, vk1x01234567, vacc01234567p0); const __m256 vi2x01234567 = _mm256_maskload_ps(i2, vmask); const __m256 vk2x01234567 = _mm256_load_ps(w + 48); vacc01234567p0 = _mm256_fmadd_ps(vi2x01234567, vk2x01234567, vacc01234567p0); __m256 vacc01234567 = _mm256_max_ps(vmin, vacc01234567p0); vacc01234567 = _mm256_min_ps(vmax, vacc01234567); __m128 vacc0123 = _mm256_castps256_ps128(vacc01234567); if (c & 4) { _mm_storeu_ps(output, vacc0123); vacc0123 = _mm256_extractf128_ps(vacc01234567, 1); output += 4; } if (c & 2) { _mm_storel_pi((__m64*) output, vacc0123); vacc0123 = _mm_movehl_ps(vacc0123, vacc0123); output += 2; } if (c & 1) { _mm_store_ss(output, vacc0123); output += 1; } } output = (float*) ((uintptr_t) output + output_increment); } while (--output_width != 0); } void xnn_f32_dwconv_minmax_ukernel_4p16c__fma3( size_t channels, size_t output_width, const float** input, const float* weights, float* output, intptr_t input_stride, size_t output_increment, size_t input_offset, const float* zero, const union xnn_f32_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(channels != 0); assert(output_width != 0); const __m256 vmin = _mm256_load_ps(params->avx.min); const __m256 vmax = _mm256_load_ps(params->avx.max); do { const float* i0 = input[0]; assert(i0 != NULL); if XNN_UNPREDICTABLE(i0 != zero) { i0 = (const float*) ((uintptr_t) i0 + input_offset); } const float* i1 = input[1]; assert(i1 != NULL); if XNN_UNPREDICTABLE(i1 != zero) { i1 = (const float*) ((uintptr_t) i1 + input_offset); } const float* i2 = input[2]; assert(i2 != NULL); if XNN_UNPREDICTABLE(i2 != zero) { i2 = (const float*) ((uintptr_t) i2 + input_offset); } const float* i3 = input[3]; assert(i3 != NULL); if XNN_UNPREDICTABLE(i3 != zero) { i3 = (const float*) ((uintptr_t) i3 + input_offset); } input = (const float**) ((uintptr_t) input + input_stride); size_t c = channels; const float* w = weights; for (; c >= 16; c -= 16) { __m256 vacc01234567p0 = _mm256_load_ps(w); __m256 vacc89ABCDEFp0 = _mm256_load_ps(w + 8); const __m256 vi0x01234567 = _mm256_loadu_ps(i0); const __m256 vi0x89ABCDEF = _mm256_loadu_ps(i0 + 8); i0 += 16; const __m256 vk0x01234567 = _mm256_load_ps(w + 16); const __m256 vk0x89ABCDEF = _mm256_load_ps(w + 24); vacc01234567p0 = _mm256_fmadd_ps(vi0x01234567, vk0x01234567, vacc01234567p0); vacc89ABCDEFp0 = _mm256_fmadd_ps(vi0x89ABCDEF, vk0x89ABCDEF, vacc89ABCDEFp0); const __m256 vi1x01234567 = _mm256_loadu_ps(i1); const __m256 vi1x89ABCDEF = _mm256_loadu_ps(i1 + 8); i1 += 16; const __m256 vk1x01234567 = _mm256_load_ps(w + 32); const __m256 vk1x89ABCDEF = _mm256_load_ps(w + 40); vacc01234567p0 = _mm256_fmadd_ps(vi1x01234567, vk1x01234567, vacc01234567p0); vacc89ABCDEFp0 = _mm256_fmadd_ps(vi1x89ABCDEF, vk1x89ABCDEF, vacc89ABCDEFp0); const __m256 vi2x01234567 = _mm256_loadu_ps(i2); const __m256 vi2x89ABCDEF = _mm256_loadu_ps(i2 + 8); i2 += 16; const __m256 vk2x01234567 = _mm256_load_ps(w + 48); const __m256 vk2x89ABCDEF = _mm256_load_ps(w + 56); vacc01234567p0 = _mm256_fmadd_ps(vi2x01234567, vk2x01234567, vacc01234567p0); vacc89ABCDEFp0 = _mm256_fmadd_ps(vi2x89ABCDEF, vk2x89ABCDEF, vacc89ABCDEFp0); const __m256 vi3x01234567 = _mm256_loadu_ps(i3); const __m256 vi3x89ABCDEF = _mm256_loadu_ps(i3 + 8); i3 += 16; const __m256 vk3x01234567 = _mm256_load_ps(w + 64); const __m256 vk3x89ABCDEF = _mm256_load_ps(w + 72); vacc01234567p0 = _mm256_fmadd_ps(vi3x01234567, vk3x01234567, vacc01234567p0); vacc89ABCDEFp0 = _mm256_fmadd_ps(vi3x89ABCDEF, vk3x89ABCDEF, vacc89ABCDEFp0); w += 80; __m256 vacc01234567 = _mm256_max_ps(vmin, vacc01234567p0); __m256 vacc89ABCDEF = _mm256_max_ps(vmin, vacc89ABCDEFp0); vacc01234567 = _mm256_min_ps(vmax, vacc01234567); vacc89ABCDEF = _mm256_min_ps(vmax, vacc89ABCDEF); _mm256_storeu_ps(output, vacc01234567); _mm256_storeu_ps(output + 8, vacc89ABCDEF); output += 16; } for (; c >= 8; c -= 8) { __m256 vacc01234567p0 = _mm256_load_ps(w); const __m256 vi0x01234567 = _mm256_loadu_ps(i0); i0 += 8; const __m256 vk0x01234567 = _mm256_load_ps(w + 16); vacc01234567p0 = _mm256_fmadd_ps(vi0x01234567, vk0x01234567, vacc01234567p0); const __m256 vi1x01234567 = _mm256_loadu_ps(i1); i1 += 8; const __m256 vk1x01234567 = _mm256_load_ps(w + 32); vacc01234567p0 = _mm256_fmadd_ps(vi1x01234567, vk1x01234567, vacc01234567p0); const __m256 vi2x01234567 = _mm256_loadu_ps(i2); i2 += 8; const __m256 vk2x01234567 = _mm256_load_ps(w + 48); vacc01234567p0 = _mm256_fmadd_ps(vi2x01234567, vk2x01234567, vacc01234567p0); const __m256 vi3x01234567 = _mm256_loadu_ps(i3); i3 += 8; const __m256 vk3x01234567 = _mm256_load_ps(w + 64); vacc01234567p0 = _mm256_fmadd_ps(vi3x01234567, vk3x01234567, vacc01234567p0); w += 8; __m256 vacc01234567 = _mm256_max_ps(vmin, vacc01234567p0); vacc01234567 = _mm256_min_ps(vmax, vacc01234567); _mm256_storeu_ps(output, vacc01234567); output += 8; } if XNN_UNLIKELY(c != 0) { assert(c >= 1); assert(c <= 7); const __m256i vmask = _mm256_loadu_si256((const __m256i*) ¶ms->avx.mask_table[7 - c]); __m256 vacc01234567p0 = _mm256_load_ps(w); const __m256 vi0x01234567 = _mm256_maskload_ps(i0, vmask); const __m256 vk0x01234567 = _mm256_load_ps(w + 16); vacc01234567p0 = _mm256_fmadd_ps(vi0x01234567, vk0x01234567, vacc01234567p0); const __m256 vi1x01234567 = _mm256_maskload_ps(i1, vmask); const __m256 vk1x01234567 = _mm256_load_ps(w + 32); vacc01234567p0 = _mm256_fmadd_ps(vi1x01234567, vk1x01234567, vacc01234567p0); const __m256 vi2x01234567 = _mm256_maskload_ps(i2, vmask); const __m256 vk2x01234567 = _mm256_load_ps(w + 48); vacc01234567p0 = _mm256_fmadd_ps(vi2x01234567, vk2x01234567, vacc01234567p0); const __m256 vi3x01234567 = _mm256_maskload_ps(i3, vmask); const __m256 vk3x01234567 = _mm256_load_ps(w + 64); vacc01234567p0 = _mm256_fmadd_ps(vi3x01234567, vk3x01234567, vacc01234567p0); __m256 vacc01234567 = _mm256_max_ps(vmin, vacc01234567p0); vacc01234567 = _mm256_min_ps(vmax, vacc01234567); __m128 vacc0123 = _mm256_castps256_ps128(vacc01234567); if (c & 4) { _mm_storeu_ps(output, vacc0123); vacc0123 = _mm256_extractf128_ps(vacc01234567, 1); output += 4; } if (c & 2) { _mm_storel_pi((__m64*) output, vacc0123); vacc0123 = _mm_movehl_ps(vacc0123, vacc0123); output += 2; } if (c & 1) { _mm_store_ss(output, vacc0123); output += 1; } } output = (float*) ((uintptr_t) output + output_increment); } while (--output_width != 0); } void xnn_f32_dwconv_minmax_ukernel_5f5m5l8c8s4r__fma3( size_t channels, size_t output_width, const float** input, const float* weights, float* output, intptr_t input_stride, size_t output_increment, size_t input_offset, const float* zero, size_t kernel_size, float* buffer, const union xnn_f32_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(channels != 0); assert(output_width != 0); assert(kernel_size > 5); const __m256 vmin = _mm256_load_ps(params->avx.min); const __m256 vmax = _mm256_load_ps(params->avx.max); do { const float* w = weights; // First pass to process 5 inputs. { float* b = buffer; const float* i0 = input[0]; assert(i0 != NULL); if XNN_UNPREDICTABLE(i0 != zero) { i0 = (const float*) ((uintptr_t) i0 + input_offset); } const float* i1 = input[1]; assert(i1 != NULL); if XNN_UNPREDICTABLE(i1 != zero) { i1 = (const float*) ((uintptr_t) i1 + input_offset); } const float* i2 = input[2]; assert(i2 != NULL); if XNN_UNPREDICTABLE(i2 != zero) { i2 = (const float*) ((uintptr_t) i2 + input_offset); } const float* i3 = input[3]; assert(i3 != NULL); if XNN_UNPREDICTABLE(i3 != zero) { i3 = (const float*) ((uintptr_t) i3 + input_offset); } const float* i4 = input[4]; assert(i4 != NULL); if XNN_UNPREDICTABLE(i4 != zero) { i4 = (const float*) ((uintptr_t) i4 + input_offset); } input += 5; // Process c channels and write to buffer. size_t c = round_up_po2(channels, 4); for (; c >= 8; c -= 8) { __m256 vacc01234567p0 = _mm256_load_ps(w); const __m256 vi0x01234567 = _mm256_loadu_ps(i0); i0 += 8; const __m256 vk0x01234567 = _mm256_load_ps(w + 8); vacc01234567p0 = _mm256_fmadd_ps(vi0x01234567, vk0x01234567, vacc01234567p0); const __m256 vi1x01234567 = _mm256_loadu_ps(i1); i1 += 8; const __m256 vk1x01234567 = _mm256_load_ps(w + 16); vacc01234567p0 = _mm256_fmadd_ps(vi1x01234567, vk1x01234567, vacc01234567p0); const __m256 vi2x01234567 = _mm256_loadu_ps(i2); i2 += 8; const __m256 vk2x01234567 = _mm256_load_ps(w + 24); vacc01234567p0 = _mm256_fmadd_ps(vi2x01234567, vk2x01234567, vacc01234567p0); const __m256 vi3x01234567 = _mm256_loadu_ps(i3); i3 += 8; const __m256 vk3x01234567 = _mm256_load_ps(w + 32); vacc01234567p0 = _mm256_fmadd_ps(vi3x01234567, vk3x01234567, vacc01234567p0); const __m256 vi4x01234567 = _mm256_loadu_ps(i4); i4 += 8; const __m256 vk4x01234567 = _mm256_load_ps(w + 40); vacc01234567p0 = _mm256_fmadd_ps(vi4x01234567, vk4x01234567, vacc01234567p0); w += 48; _mm256_store_ps(b, vacc01234567p0); b += 8; } if (c != 0) { assert(c >= 1); assert(c <= 7); const __m256i vmask = _mm256_loadu_si256((const __m256i*) ¶ms->avx.mask_table[7 - c]); __m256 vacc01234567p0 = _mm256_load_ps(w); const __m256 vi0x01234567 = _mm256_maskload_ps(i0, vmask); const __m256 vk0x01234567 = _mm256_load_ps(w + 8); vacc01234567p0 = _mm256_fmadd_ps(vi0x01234567, vk0x01234567, vacc01234567p0); const __m256 vi1x01234567 = _mm256_maskload_ps(i1, vmask); const __m256 vk1x01234567 = _mm256_load_ps(w + 16); vacc01234567p0 = _mm256_fmadd_ps(vi1x01234567, vk1x01234567, vacc01234567p0); const __m256 vi2x01234567 = _mm256_maskload_ps(i2, vmask); const __m256 vk2x01234567 = _mm256_load_ps(w + 24); vacc01234567p0 = _mm256_fmadd_ps(vi2x01234567, vk2x01234567, vacc01234567p0); const __m256 vi3x01234567 = _mm256_maskload_ps(i3, vmask); const __m256 vk3x01234567 = _mm256_load_ps(w + 32); vacc01234567p0 = _mm256_fmadd_ps(vi3x01234567, vk3x01234567, vacc01234567p0); const __m256 vi4x01234567 = _mm256_maskload_ps(i4, vmask); const __m256 vk4x01234567 = _mm256_load_ps(w + 40); vacc01234567p0 = _mm256_fmadd_ps(vi4x01234567, vk4x01234567, vacc01234567p0); w += 48; _mm256_store_ps(b, vacc01234567p0); } } // Middle pass to process 5 inputs in each iteration. for (size_t ks = kernel_size - 5; ks > 5; ks -= 5) { float* b = buffer; const float* i0 = input[0]; assert(i0 != NULL); if XNN_UNPREDICTABLE(i0 != zero) { i0 = (const float*) ((uintptr_t) i0 + input_offset); } const float* i1 = input[1]; assert(i1 != NULL); if XNN_UNPREDICTABLE(i1 != zero) { i1 = (const float*) ((uintptr_t) i1 + input_offset); } const float* i2 = input[2]; assert(i2 != NULL); if XNN_UNPREDICTABLE(i2 != zero) { i2 = (const float*) ((uintptr_t) i2 + input_offset); } const float* i3 = input[3]; assert(i3 != NULL); if XNN_UNPREDICTABLE(i3 != zero) { i3 = (const float*) ((uintptr_t) i3 + input_offset); } const float* i4 = input[4]; assert(i4 != NULL); if XNN_UNPREDICTABLE(i4 != zero) { i4 = (const float*) ((uintptr_t) i4 + input_offset); } input += 5; size_t c = round_up_po2(channels, 4); for (; c >= 8; c -= 8) { __m256 vacc01234567p0 = _mm256_load_ps(b); const __m256 vi0x01234567 = _mm256_loadu_ps(i0); i0 += 8; const __m256 vk0x01234567 = _mm256_load_ps(w); vacc01234567p0 = _mm256_fmadd_ps(vi0x01234567, vk0x01234567, vacc01234567p0); const __m256 vi1x01234567 = _mm256_loadu_ps(i1); i1 += 8; const __m256 vk1x01234567 = _mm256_load_ps(w + 8); vacc01234567p0 = _mm256_fmadd_ps(vi1x01234567, vk1x01234567, vacc01234567p0); const __m256 vi2x01234567 = _mm256_loadu_ps(i2); i2 += 8; const __m256 vk2x01234567 = _mm256_load_ps(w + 16); vacc01234567p0 = _mm256_fmadd_ps(vi2x01234567, vk2x01234567, vacc01234567p0); const __m256 vi3x01234567 = _mm256_loadu_ps(i3); i3 += 8; const __m256 vk3x01234567 = _mm256_load_ps(w + 24); vacc01234567p0 = _mm256_fmadd_ps(vi3x01234567, vk3x01234567, vacc01234567p0); const __m256 vi4x01234567 = _mm256_loadu_ps(i4); i4 += 8; const __m256 vk4x01234567 = _mm256_load_ps(w + 32); vacc01234567p0 = _mm256_fmadd_ps(vi4x01234567, vk4x01234567, vacc01234567p0); w += 40; _mm256_store_ps(b, vacc01234567p0); b += 8; } if (c != 0) { assert(c >= 1); assert(c <= 7); const __m256i vmask = _mm256_loadu_si256((const __m256i*) ¶ms->avx.mask_table[7 - c]); __m256 vacc01234567p0 = _mm256_load_ps(b); const __m256 vi0x01234567 = _mm256_maskload_ps(i0, vmask); const __m256 vk0x01234567 = _mm256_load_ps(w); vacc01234567p0 = _mm256_fmadd_ps(vi0x01234567, vk0x01234567, vacc01234567p0); const __m256 vi1x01234567 = _mm256_maskload_ps(i1, vmask); const __m256 vk1x01234567 = _mm256_load_ps(w + 8); vacc01234567p0 = _mm256_fmadd_ps(vi1x01234567, vk1x01234567, vacc01234567p0); const __m256 vi2x01234567 = _mm256_maskload_ps(i2, vmask); const __m256 vk2x01234567 = _mm256_load_ps(w + 16); vacc01234567p0 = _mm256_fmadd_ps(vi2x01234567, vk2x01234567, vacc01234567p0); const __m256 vi3x01234567 = _mm256_maskload_ps(i3, vmask); const __m256 vk3x01234567 = _mm256_load_ps(w + 24); vacc01234567p0 = _mm256_fmadd_ps(vi3x01234567, vk3x01234567, vacc01234567p0); const __m256 vi4x01234567 = _mm256_maskload_ps(i4, vmask); const __m256 vk4x01234567 = _mm256_load_ps(w + 32); vacc01234567p0 = _mm256_fmadd_ps(vi4x01234567, vk4x01234567, vacc01234567p0); w += 40; _mm256_store_ps(b, vacc01234567p0); } } // Last pass to process up to 5 inputs. { float* b = buffer; const float* i0 = input[0]; assert(i0 != NULL); if XNN_UNPREDICTABLE(i0 != zero) { i0 = (const float*) ((uintptr_t) i0 + input_offset); } const float* i1 = input[1]; assert(i1 != NULL); if XNN_UNPREDICTABLE(i1 != zero) { i1 = (const float*) ((uintptr_t) i1 + input_offset); } const float* i2 = input[2]; assert(i2 != NULL); if XNN_UNPREDICTABLE(i2 != zero) { i2 = (const float*) ((uintptr_t) i2 + input_offset); } const float* i3 = input[3]; assert(i3 != NULL); if XNN_UNPREDICTABLE(i3 != zero) { i3 = (const float*) ((uintptr_t) i3 + input_offset); } const float* i4 = input[4]; assert(i4 != NULL); if XNN_UNPREDICTABLE(i4 != zero) { i4 = (const float*) ((uintptr_t) i4 + input_offset); } size_t c = channels; for (; c >= 8; c -= 8) { __m256 vacc01234567p0 = _mm256_load_ps(b); b += 8; const __m256 vi0x01234567 = _mm256_loadu_ps(i0); i0 += 8; __m256 vk0x01234567 = _mm256_load_ps(w); vacc01234567p0 = _mm256_fmadd_ps(vi0x01234567, vk0x01234567, vacc01234567p0); const __m256 vi1x01234567 = _mm256_loadu_ps(i1); i1 += 8; __m256 vk1x01234567 = _mm256_load_ps(w + 8); vacc01234567p0 = _mm256_fmadd_ps(vi1x01234567, vk1x01234567, vacc01234567p0); const __m256 vi2x01234567 = _mm256_loadu_ps(i2); i2 += 8; __m256 vk2x01234567 = _mm256_load_ps(w + 16); vacc01234567p0 = _mm256_fmadd_ps(vi2x01234567, vk2x01234567, vacc01234567p0); const __m256 vi3x01234567 = _mm256_loadu_ps(i3); i3 += 8; __m256 vk3x01234567 = _mm256_load_ps(w + 24); vacc01234567p0 = _mm256_fmadd_ps(vi3x01234567, vk3x01234567, vacc01234567p0); const __m256 vi4x01234567 = _mm256_loadu_ps(i4); i4 += 8; __m256 vk4x01234567 = _mm256_load_ps(w + 32); vacc01234567p0 = _mm256_fmadd_ps(vi4x01234567, vk4x01234567, vacc01234567p0); w += 40; __m256 vacc01234567 = _mm256_max_ps(vmin, vacc01234567p0); vacc01234567 = _mm256_min_ps(vmax, vacc01234567); _mm256_storeu_ps(output, vacc01234567); output += 8; } if XNN_UNLIKELY(c != 0) { assert(c >= 1); assert(c <= 7); __m256 vacc01234567p0 = _mm256_load_ps(b); const __m256i vmask = _mm256_loadu_si256((const __m256i*) ¶ms->avx.mask_table[7 - c]); const __m256 vi0x01234567 = _mm256_maskload_ps(i0, vmask); __m256 vk0x01234567 = _mm256_load_ps(w); vacc01234567p0 = _mm256_fmadd_ps(vi0x01234567, vk0x01234567, vacc01234567p0); const __m256 vi1x01234567 = _mm256_maskload_ps(i1, vmask); __m256 vk1x01234567 = _mm256_load_ps(w + 8); vacc01234567p0 = _mm256_fmadd_ps(vi1x01234567, vk1x01234567, vacc01234567p0); const __m256 vi2x01234567 = _mm256_maskload_ps(i2, vmask); __m256 vk2x01234567 = _mm256_load_ps(w + 16); vacc01234567p0 = _mm256_fmadd_ps(vi2x01234567, vk2x01234567, vacc01234567p0); const __m256 vi3x01234567 = _mm256_maskload_ps(i3, vmask); __m256 vk3x01234567 = _mm256_load_ps(w + 24); vacc01234567p0 = _mm256_fmadd_ps(vi3x01234567, vk3x01234567, vacc01234567p0); const __m256 vi4x01234567 = _mm256_maskload_ps(i4, vmask); __m256 vk4x01234567 = _mm256_load_ps(w + 32); vacc01234567p0 = _mm256_fmadd_ps(vi4x01234567, vk4x01234567, vacc01234567p0); __m256 vacc01234567 = _mm256_max_ps(vmin, vacc01234567p0); vacc01234567 = _mm256_min_ps(vmax, vacc01234567); __m128 vacc0123 = _mm256_castps256_ps128(vacc01234567); if (c & 4) { _mm_storeu_ps(output, vacc0123); vacc0123 = _mm256_extractf128_ps(vacc01234567, 1); output += 4; } if (c & 2) { _mm_storel_pi((__m64*) output, vacc0123); vacc0123 = _mm_movehl_ps(vacc0123, vacc0123); output += 2; } if (c & 1) { _mm_store_ss(output, vacc0123); output += 1; } } } input = (const float**) ((uintptr_t) input + input_stride); output = (float*) ((uintptr_t) output + output_increment); } while (--output_width != 0); } void xnn_f32_dwconv_minmax_ukernel_9p16c__fma3( size_t channels, size_t output_width, const float** input, const float* weights, float* output, intptr_t input_stride, size_t output_increment, size_t input_offset, const float* zero, const union xnn_f32_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(channels != 0); assert(output_width != 0); const __m256 vmin = _mm256_load_ps(params->avx.min); const __m256 vmax = _mm256_load_ps(params->avx.max); do { const float* i0 = input[0]; assert(i0 != NULL); if XNN_UNPREDICTABLE(i0 != zero) { i0 = (const float*) ((uintptr_t) i0 + input_offset); } const float* i1 = input[1]; assert(i1 != NULL); if XNN_UNPREDICTABLE(i1 != zero) { i1 = (const float*) ((uintptr_t) i1 + input_offset); } const float* i2 = input[2]; assert(i2 != NULL); if XNN_UNPREDICTABLE(i2 != zero) { i2 = (const float*) ((uintptr_t) i2 + input_offset); } const float* i3 = input[3]; assert(i3 != NULL); if XNN_UNPREDICTABLE(i3 != zero) { i3 = (const float*) ((uintptr_t) i3 + input_offset); } const float* i4 = input[4]; assert(i4 != NULL); if XNN_UNPREDICTABLE(i4 != zero) { i4 = (const float*) ((uintptr_t) i4 + input_offset); } const float* i5 = input[5]; assert(i5 != NULL); if XNN_UNPREDICTABLE(i5 != zero) { i5 = (const float*) ((uintptr_t) i5 + input_offset); } const float* i6 = input[6]; assert(i6 != NULL); if XNN_UNPREDICTABLE(i6 != zero) { i6 = (const float*) ((uintptr_t) i6 + input_offset); } const float* i7 = input[7]; assert(i7 != NULL); if XNN_UNPREDICTABLE(i7 != zero) { i7 = (const float*) ((uintptr_t) i7 + input_offset); } const float* i8 = input[8]; assert(i8 != NULL); if XNN_UNPREDICTABLE(i8 != zero) { i8 = (const float*) ((uintptr_t) i8 + input_offset); } input = (const float**) ((uintptr_t) input + input_stride); size_t c = channels; const float* w = weights; for (; c >= 16; c -= 16) { __m256 vacc01234567p0 = _mm256_load_ps(w); __m256 vacc89ABCDEFp0 = _mm256_load_ps(w + 8); const __m256 vi0x01234567 = _mm256_loadu_ps(i0); const __m256 vi0x89ABCDEF = _mm256_loadu_ps(i0 + 8); i0 += 16; const __m256 vk0x01234567 = _mm256_load_ps(w + 16); const __m256 vk0x89ABCDEF = _mm256_load_ps(w + 24); vacc01234567p0 = _mm256_fmadd_ps(vi0x01234567, vk0x01234567, vacc01234567p0); vacc89ABCDEFp0 = _mm256_fmadd_ps(vi0x89ABCDEF, vk0x89ABCDEF, vacc89ABCDEFp0); const __m256 vi1x01234567 = _mm256_loadu_ps(i1); const __m256 vi1x89ABCDEF = _mm256_loadu_ps(i1 + 8); i1 += 16; const __m256 vk1x01234567 = _mm256_load_ps(w + 32); const __m256 vk1x89ABCDEF = _mm256_load_ps(w + 40); vacc01234567p0 = _mm256_fmadd_ps(vi1x01234567, vk1x01234567, vacc01234567p0); vacc89ABCDEFp0 = _mm256_fmadd_ps(vi1x89ABCDEF, vk1x89ABCDEF, vacc89ABCDEFp0); const __m256 vi2x01234567 = _mm256_loadu_ps(i2); const __m256 vi2x89ABCDEF = _mm256_loadu_ps(i2 + 8); i2 += 16; const __m256 vk2x01234567 = _mm256_load_ps(w + 48); const __m256 vk2x89ABCDEF = _mm256_load_ps(w + 56); vacc01234567p0 = _mm256_fmadd_ps(vi2x01234567, vk2x01234567, vacc01234567p0); vacc89ABCDEFp0 = _mm256_fmadd_ps(vi2x89ABCDEF, vk2x89ABCDEF, vacc89ABCDEFp0); const __m256 vi3x01234567 = _mm256_loadu_ps(i3); const __m256 vi3x89ABCDEF = _mm256_loadu_ps(i3 + 8); i3 += 16; const __m256 vk3x01234567 = _mm256_load_ps(w + 64); const __m256 vk3x89ABCDEF = _mm256_load_ps(w + 72); vacc01234567p0 = _mm256_fmadd_ps(vi3x01234567, vk3x01234567, vacc01234567p0); vacc89ABCDEFp0 = _mm256_fmadd_ps(vi3x89ABCDEF, vk3x89ABCDEF, vacc89ABCDEFp0); const __m256 vi4x01234567 = _mm256_loadu_ps(i4); const __m256 vi4x89ABCDEF = _mm256_loadu_ps(i4 + 8); i4 += 16; const __m256 vk4x01234567 = _mm256_load_ps(w + 80); const __m256 vk4x89ABCDEF = _mm256_load_ps(w + 88); vacc01234567p0 = _mm256_fmadd_ps(vi4x01234567, vk4x01234567, vacc01234567p0); vacc89ABCDEFp0 = _mm256_fmadd_ps(vi4x89ABCDEF, vk4x89ABCDEF, vacc89ABCDEFp0); const __m256 vi5x01234567 = _mm256_loadu_ps(i5); const __m256 vi5x89ABCDEF = _mm256_loadu_ps(i5 + 8); i5 += 16; const __m256 vk5x01234567 = _mm256_load_ps(w + 96); const __m256 vk5x89ABCDEF = _mm256_load_ps(w + 104); vacc01234567p0 = _mm256_fmadd_ps(vi5x01234567, vk5x01234567, vacc01234567p0); vacc89ABCDEFp0 = _mm256_fmadd_ps(vi5x89ABCDEF, vk5x89ABCDEF, vacc89ABCDEFp0); const __m256 vi6x01234567 = _mm256_loadu_ps(i6); const __m256 vi6x89ABCDEF = _mm256_loadu_ps(i6 + 8); i6 += 16; const __m256 vk6x01234567 = _mm256_load_ps(w + 112); const __m256 vk6x89ABCDEF = _mm256_load_ps(w + 120); vacc01234567p0 = _mm256_fmadd_ps(vi6x01234567, vk6x01234567, vacc01234567p0); vacc89ABCDEFp0 = _mm256_fmadd_ps(vi6x89ABCDEF, vk6x89ABCDEF, vacc89ABCDEFp0); const __m256 vi7x01234567 = _mm256_loadu_ps(i7); const __m256 vi7x89ABCDEF = _mm256_loadu_ps(i7 + 8); i7 += 16; const __m256 vk7x01234567 = _mm256_load_ps(w + 128); const __m256 vk7x89ABCDEF = _mm256_load_ps(w + 136); vacc01234567p0 = _mm256_fmadd_ps(vi7x01234567, vk7x01234567, vacc01234567p0); vacc89ABCDEFp0 = _mm256_fmadd_ps(vi7x89ABCDEF, vk7x89ABCDEF, vacc89ABCDEFp0); const __m256 vi8x01234567 = _mm256_loadu_ps(i8); const __m256 vi8x89ABCDEF = _mm256_loadu_ps(i8 + 8); i8 += 16; const __m256 vk8x01234567 = _mm256_load_ps(w + 144); const __m256 vk8x89ABCDEF = _mm256_load_ps(w + 152); vacc01234567p0 = _mm256_fmadd_ps(vi8x01234567, vk8x01234567, vacc01234567p0); vacc89ABCDEFp0 = _mm256_fmadd_ps(vi8x89ABCDEF, vk8x89ABCDEF, vacc89ABCDEFp0); w += 160; __m256 vacc01234567 = _mm256_max_ps(vmin, vacc01234567p0); __m256 vacc89ABCDEF = _mm256_max_ps(vmin, vacc89ABCDEFp0); vacc01234567 = _mm256_min_ps(vmax, vacc01234567); vacc89ABCDEF = _mm256_min_ps(vmax, vacc89ABCDEF); _mm256_storeu_ps(output, vacc01234567); _mm256_storeu_ps(output + 8, vacc89ABCDEF); output += 16; } for (; c >= 8; c -= 8) { __m256 vacc01234567p0 = _mm256_load_ps(w); const __m256 vi0x01234567 = _mm256_loadu_ps(i0); i0 += 8; const __m256 vk0x01234567 = _mm256_load_ps(w + 16); vacc01234567p0 = _mm256_fmadd_ps(vi0x01234567, vk0x01234567, vacc01234567p0); const __m256 vi1x01234567 = _mm256_loadu_ps(i1); i1 += 8; const __m256 vk1x01234567 = _mm256_load_ps(w + 32); vacc01234567p0 = _mm256_fmadd_ps(vi1x01234567, vk1x01234567, vacc01234567p0); const __m256 vi2x01234567 = _mm256_loadu_ps(i2); i2 += 8; const __m256 vk2x01234567 = _mm256_load_ps(w + 48); vacc01234567p0 = _mm256_fmadd_ps(vi2x01234567, vk2x01234567, vacc01234567p0); const __m256 vi3x01234567 = _mm256_loadu_ps(i3); i3 += 8; const __m256 vk3x01234567 = _mm256_load_ps(w + 64); vacc01234567p0 = _mm256_fmadd_ps(vi3x01234567, vk3x01234567, vacc01234567p0); const __m256 vi4x01234567 = _mm256_loadu_ps(i4); i4 += 8; const __m256 vk4x01234567 = _mm256_load_ps(w + 80); vacc01234567p0 = _mm256_fmadd_ps(vi4x01234567, vk4x01234567, vacc01234567p0); const __m256 vi5x01234567 = _mm256_loadu_ps(i5); i5 += 8; const __m256 vk5x01234567 = _mm256_load_ps(w + 96); vacc01234567p0 = _mm256_fmadd_ps(vi5x01234567, vk5x01234567, vacc01234567p0); const __m256 vi6x01234567 = _mm256_loadu_ps(i6); i6 += 8; const __m256 vk6x01234567 = _mm256_load_ps(w + 112); vacc01234567p0 = _mm256_fmadd_ps(vi6x01234567, vk6x01234567, vacc01234567p0); const __m256 vi7x01234567 = _mm256_loadu_ps(i7); i7 += 8; const __m256 vk7x01234567 = _mm256_load_ps(w + 128); vacc01234567p0 = _mm256_fmadd_ps(vi7x01234567, vk7x01234567, vacc01234567p0); const __m256 vi8x01234567 = _mm256_loadu_ps(i8); i8 += 8; const __m256 vk8x01234567 = _mm256_load_ps(w + 144); vacc01234567p0 = _mm256_fmadd_ps(vi8x01234567, vk8x01234567, vacc01234567p0); w += 8; __m256 vacc01234567 = _mm256_max_ps(vmin, vacc01234567p0); vacc01234567 = _mm256_min_ps(vmax, vacc01234567); _mm256_storeu_ps(output, vacc01234567); output += 8; } if XNN_UNLIKELY(c != 0) { assert(c >= 1); assert(c <= 7); const __m256i vmask = _mm256_loadu_si256((const __m256i*) ¶ms->avx.mask_table[7 - c]); __m256 vacc01234567p0 = _mm256_load_ps(w); const __m256 vi0x01234567 = _mm256_maskload_ps(i0, vmask); const __m256 vk0x01234567 = _mm256_load_ps(w + 16); vacc01234567p0 = _mm256_fmadd_ps(vi0x01234567, vk0x01234567, vacc01234567p0); const __m256 vi1x01234567 = _mm256_maskload_ps(i1, vmask); const __m256 vk1x01234567 = _mm256_load_ps(w + 32); vacc01234567p0 = _mm256_fmadd_ps(vi1x01234567, vk1x01234567, vacc01234567p0); const __m256 vi2x01234567 = _mm256_maskload_ps(i2, vmask); const __m256 vk2x01234567 = _mm256_load_ps(w + 48); vacc01234567p0 = _mm256_fmadd_ps(vi2x01234567, vk2x01234567, vacc01234567p0); const __m256 vi3x01234567 = _mm256_maskload_ps(i3, vmask); const __m256 vk3x01234567 = _mm256_load_ps(w + 64); vacc01234567p0 = _mm256_fmadd_ps(vi3x01234567, vk3x01234567, vacc01234567p0); const __m256 vi4x01234567 = _mm256_maskload_ps(i4, vmask); const __m256 vk4x01234567 = _mm256_load_ps(w + 80); vacc01234567p0 = _mm256_fmadd_ps(vi4x01234567, vk4x01234567, vacc01234567p0); const __m256 vi5x01234567 = _mm256_maskload_ps(i5, vmask); const __m256 vk5x01234567 = _mm256_load_ps(w + 96); vacc01234567p0 = _mm256_fmadd_ps(vi5x01234567, vk5x01234567, vacc01234567p0); const __m256 vi6x01234567 = _mm256_maskload_ps(i6, vmask); const __m256 vk6x01234567 = _mm256_load_ps(w + 112); vacc01234567p0 = _mm256_fmadd_ps(vi6x01234567, vk6x01234567, vacc01234567p0); const __m256 vi7x01234567 = _mm256_maskload_ps(i7, vmask); const __m256 vk7x01234567 = _mm256_load_ps(w + 128); vacc01234567p0 = _mm256_fmadd_ps(vi7x01234567, vk7x01234567, vacc01234567p0); const __m256 vi8x01234567 = _mm256_maskload_ps(i8, vmask); const __m256 vk8x01234567 = _mm256_load_ps(w + 144); vacc01234567p0 = _mm256_fmadd_ps(vi8x01234567, vk8x01234567, vacc01234567p0); __m256 vacc01234567 = _mm256_max_ps(vmin, vacc01234567p0); vacc01234567 = _mm256_min_ps(vmax, vacc01234567); __m128 vacc0123 = _mm256_castps256_ps128(vacc01234567); if (c & 4) { _mm_storeu_ps(output, vacc0123); vacc0123 = _mm256_extractf128_ps(vacc01234567, 1); output += 4; } if (c & 2) { _mm_storel_pi((__m64*) output, vacc0123); vacc0123 = _mm_movehl_ps(vacc0123, vacc0123); output += 2; } if (c & 1) { _mm_store_ss(output, vacc0123); output += 1; } } output = (float*) ((uintptr_t) output + output_increment); } while (--output_width != 0); } void xnn_f32_gemm_minmax_ukernel_1x16__fma3_broadcast( size_t mr, size_t nc, size_t kc, const float* restrict a, size_t a_stride, const float* 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)]) { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(float) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); const float* a0 = a; float* c0 = c; do { __m256 vacc0x01234567 = _mm256_load_ps(w + 0); __m256 vacc0x89ABCDEF = _mm256_load_ps(w + 8); w += 16; size_t k = kc; do { const __m256 va0 = _mm256_broadcast_ss(a0); a0 += 1; const __m256 vb01234567 = _mm256_load_ps(w); const __m256 vb89ABCDEF = _mm256_load_ps(w + 8); w += 16; vacc0x01234567 = _mm256_fmadd_ps(va0, vb01234567, vacc0x01234567); vacc0x89ABCDEF = _mm256_fmadd_ps(va0, vb89ABCDEF, vacc0x89ABCDEF); k -= sizeof(float); } while (k != 0); const __m256 vmin = _mm256_load_ps(params->avx.min); vacc0x01234567 = _mm256_max_ps(vmin, vacc0x01234567); vacc0x89ABCDEF = _mm256_max_ps(vmin, vacc0x89ABCDEF); const __m256 vmax = _mm256_load_ps(params->avx.max); vacc0x01234567 = _mm256_min_ps(vmax, vacc0x01234567); vacc0x89ABCDEF = _mm256_min_ps(vmax, vacc0x89ABCDEF); if XNN_LIKELY(nc >= 16) { _mm256_storeu_ps(c0, vacc0x01234567); _mm256_storeu_ps(c0 + 8, vacc0x89ABCDEF); c0 = (float*) ((uintptr_t) c0 + cn_stride); a0 = (const float*) ((uintptr_t) a0 - kc); nc -= 16; } else { if (nc & 8) { _mm256_storeu_ps(c0, vacc0x01234567); vacc0x01234567 = vacc0x89ABCDEF; c0 += 8; } __m128 vacc0x0123 = _mm256_castps256_ps128(vacc0x01234567); if (nc & 4) { _mm_storeu_ps(c0, vacc0x0123); vacc0x0123 = _mm256_extractf128_ps(vacc0x01234567, 1); c0 += 4; } if (nc & 2) { _mm_storel_pi((__m64*) c0, vacc0x0123); vacc0x0123 = _mm_movehl_ps(vacc0x0123, vacc0x0123); c0 += 2; } if (nc & 1) { _mm_store_ss(c0, vacc0x0123); } nc = 0; } } while (nc != 0); } void xnn_f32_gemm_minmax_ukernel_1x16s4__fma3_broadcast( size_t mr, size_t nc, size_t kc, const float* restrict a, size_t a_stride, const float* 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)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(float) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); const float* a0 = a; float* c0 = c; do { __m256 vacc0x01234567 = _mm256_load_ps(w + 0); __m256 vacc0x89ABCDEF = _mm256_load_ps(w + 8); w += 16; size_t k = kc; while (k >= 4 * sizeof(float)) { __m256 va0 = _mm256_broadcast_ps((const __m128*) a0); a0 += 4; const __m256 vb01234567c0 = _mm256_load_ps(w + 0); const __m256 vb89ABCDEFc0 = _mm256_load_ps(w + 8); vacc0x01234567 = _mm256_fmadd_ps(va0, vb01234567c0, vacc0x01234567); vacc0x89ABCDEF = _mm256_fmadd_ps(va0, vb89ABCDEFc0, vacc0x89ABCDEF); va0 = _mm256_permute_ps(va0, _MM_SHUFFLE(0, 3, 2, 1)); const __m256 vb01234567c1 = _mm256_load_ps(w + 16); const __m256 vb89ABCDEFc1 = _mm256_load_ps(w + 24); vacc0x01234567 = _mm256_fmadd_ps(va0, vb01234567c1, vacc0x01234567); vacc0x89ABCDEF = _mm256_fmadd_ps(va0, vb89ABCDEFc1, vacc0x89ABCDEF); va0 = _mm256_permute_ps(va0, _MM_SHUFFLE(0, 3, 2, 1)); const __m256 vb01234567c2 = _mm256_load_ps(w + 32); const __m256 vb89ABCDEFc2 = _mm256_load_ps(w + 40); vacc0x01234567 = _mm256_fmadd_ps(va0, vb01234567c2, vacc0x01234567); vacc0x89ABCDEF = _mm256_fmadd_ps(va0, vb89ABCDEFc2, vacc0x89ABCDEF); va0 = _mm256_permute_ps(va0, _MM_SHUFFLE(0, 3, 2, 1)); const __m256 vb01234567c3 = _mm256_load_ps(w + 48); const __m256 vb89ABCDEFc3 = _mm256_load_ps(w + 56); vacc0x01234567 = _mm256_fmadd_ps(va0, vb01234567c3, vacc0x01234567); vacc0x89ABCDEF = _mm256_fmadd_ps(va0, vb89ABCDEFc3, vacc0x89ABCDEF); w += 64; k -= 4 * sizeof(float); } if XNN_UNLIKELY(k != 0) { __m256 va0 = _mm256_broadcast_ps((const __m128*) a0); a0 = (const float*) ((uintptr_t) a0 + k); const __m256 vzero = _mm256_setzero_ps(); const __m256 vb01234567c0 = _mm256_load_ps(w + 0); const __m256 vb89ABCDEFc0 = _mm256_load_ps(w + 8); vacc0x01234567 = _mm256_fmadd_ps(_mm256_and_ps(va0, _mm256_cmp_ps(vb01234567c0, vzero, _CMP_NEQ_OQ)), vb01234567c0, vacc0x01234567); vacc0x89ABCDEF = _mm256_fmadd_ps(_mm256_and_ps(va0, _mm256_cmp_ps(vb89ABCDEFc0, vzero, _CMP_NEQ_OQ)), vb89ABCDEFc0, vacc0x89ABCDEF); va0 = _mm256_permute_ps(va0, _MM_SHUFFLE(0, 3, 2, 1)); const __m256 vb01234567c1 = _mm256_load_ps(w + 16); const __m256 vb89ABCDEFc1 = _mm256_load_ps(w + 24); vacc0x01234567 = _mm256_fmadd_ps(_mm256_and_ps(va0, _mm256_cmp_ps(vb01234567c1, vzero, _CMP_NEQ_OQ)), vb01234567c1, vacc0x01234567); vacc0x89ABCDEF = _mm256_fmadd_ps(_mm256_and_ps(va0, _mm256_cmp_ps(vb89ABCDEFc1, vzero, _CMP_NEQ_OQ)), vb89ABCDEFc1, vacc0x89ABCDEF); va0 = _mm256_permute_ps(va0, _MM_SHUFFLE(0, 3, 2, 1)); const __m256 vb01234567c2 = _mm256_load_ps(w + 32); const __m256 vb89ABCDEFc2 = _mm256_load_ps(w + 40); vacc0x01234567 = _mm256_fmadd_ps(_mm256_and_ps(va0, _mm256_cmp_ps(vb01234567c2, vzero, _CMP_NEQ_OQ)), vb01234567c2, vacc0x01234567); vacc0x89ABCDEF = _mm256_fmadd_ps(_mm256_and_ps(va0, _mm256_cmp_ps(vb89ABCDEFc2, vzero, _CMP_NEQ_OQ)), vb89ABCDEFc2, vacc0x89ABCDEF); va0 = _mm256_permute_ps(va0, _MM_SHUFFLE(0, 3, 2, 1)); const __m256 vb01234567c3 = _mm256_load_ps(w + 48); const __m256 vb89ABCDEFc3 = _mm256_load_ps(w + 56); vacc0x01234567 = _mm256_fmadd_ps(_mm256_and_ps(va0, _mm256_cmp_ps(vb01234567c3, vzero, _CMP_NEQ_OQ)), vb01234567c3, vacc0x01234567); vacc0x89ABCDEF = _mm256_fmadd_ps(_mm256_and_ps(va0, _mm256_cmp_ps(vb89ABCDEFc3, vzero, _CMP_NEQ_OQ)), vb89ABCDEFc3, vacc0x89ABCDEF); w += 64; } const __m256 vmin = _mm256_load_ps(params->avx.min); vacc0x01234567 = _mm256_max_ps(vmin, vacc0x01234567); vacc0x89ABCDEF = _mm256_max_ps(vmin, vacc0x89ABCDEF); const __m256 vmax = _mm256_load_ps(params->avx.max); vacc0x01234567 = _mm256_min_ps(vmax, vacc0x01234567); vacc0x89ABCDEF = _mm256_min_ps(vmax, vacc0x89ABCDEF); if XNN_LIKELY(nc >= 16) { _mm256_storeu_ps(c0, vacc0x01234567); _mm256_storeu_ps(c0 + 8, vacc0x89ABCDEF); c0 = (float*) ((uintptr_t) c0 + cn_stride); a0 = (const float*) ((uintptr_t) a0 - kc); nc -= 16; } else { if (nc & 8) { _mm256_storeu_ps(c0, vacc0x01234567); vacc0x01234567 = vacc0x89ABCDEF; c0 += 8; } __m128 vacc0x0123 = _mm256_castps256_ps128(vacc0x01234567); if (nc & 4) { _mm_storeu_ps(c0, vacc0x0123); vacc0x0123 = _mm256_extractf128_ps(vacc0x01234567, 1); c0 += 4; } if (nc & 2) { _mm_storel_pi((__m64*) c0, vacc0x0123); vacc0x0123 = _mm_movehl_ps(vacc0x0123, vacc0x0123); c0 += 2; } if (nc & 1) { _mm_store_ss(c0, vacc0x0123); } nc = 0; } } while (nc != 0); } void xnn_f32_gemm_minmax_ukernel_4x16s4__fma3_broadcast( size_t mr, size_t nc, size_t kc, const float* restrict a, size_t a_stride, const float* 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)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 4); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(float) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); const float* a0 = a; float* c0 = c; const float* a1 = (const float*) ((uintptr_t) a0 + a_stride); float* c1 = (float*) ((uintptr_t) c0 + cm_stride); if XNN_UNPREDICTABLE(mr < 2) { a1 = a0; c1 = c0; } const float* a2 = (const float*) ((uintptr_t) a1 + a_stride); float* c2 = (float*) ((uintptr_t) c1 + cm_stride); if XNN_UNPREDICTABLE(mr <= 2) { a2 = a1; c2 = c1; } const float* a3 = (const float*) ((uintptr_t) a2 + a_stride); float* c3 = (float*) ((uintptr_t) c2 + cm_stride); if XNN_UNPREDICTABLE(mr != 4) { a3 = a2; c3 = c2; } do { __m256 vacc0x01234567 = _mm256_load_ps(w + 0); __m256 vacc0x89ABCDEF = _mm256_load_ps(w + 8); __m256 vacc1x01234567 = vacc0x01234567; __m256 vacc1x89ABCDEF = vacc0x89ABCDEF; __m256 vacc2x01234567 = vacc0x01234567; __m256 vacc2x89ABCDEF = vacc0x89ABCDEF; __m256 vacc3x01234567 = vacc0x01234567; __m256 vacc3x89ABCDEF = vacc0x89ABCDEF; w += 16; size_t k = kc; while (k >= 4 * sizeof(float)) { __m256 va0 = _mm256_broadcast_ps((const __m128*) a0); a0 += 4; __m256 va1 = _mm256_broadcast_ps((const __m128*) a1); a1 += 4; __m256 va2 = _mm256_broadcast_ps((const __m128*) a2); a2 += 4; __m256 va3 = _mm256_broadcast_ps((const __m128*) a3); a3 += 4; const __m256 vb01234567c0 = _mm256_load_ps(w + 0); const __m256 vb89ABCDEFc0 = _mm256_load_ps(w + 8); vacc0x01234567 = _mm256_fmadd_ps(va0, vb01234567c0, vacc0x01234567); vacc1x01234567 = _mm256_fmadd_ps(va1, vb01234567c0, vacc1x01234567); vacc2x01234567 = _mm256_fmadd_ps(va2, vb01234567c0, vacc2x01234567); vacc3x01234567 = _mm256_fmadd_ps(va3, vb01234567c0, vacc3x01234567); vacc0x89ABCDEF = _mm256_fmadd_ps(va0, vb89ABCDEFc0, vacc0x89ABCDEF); vacc1x89ABCDEF = _mm256_fmadd_ps(va1, vb89ABCDEFc0, vacc1x89ABCDEF); vacc2x89ABCDEF = _mm256_fmadd_ps(va2, vb89ABCDEFc0, vacc2x89ABCDEF); vacc3x89ABCDEF = _mm256_fmadd_ps(va3, vb89ABCDEFc0, vacc3x89ABCDEF); va0 = _mm256_permute_ps(va0, _MM_SHUFFLE(0, 3, 2, 1)); va1 = _mm256_permute_ps(va1, _MM_SHUFFLE(0, 3, 2, 1)); va2 = _mm256_permute_ps(va2, _MM_SHUFFLE(0, 3, 2, 1)); va3 = _mm256_permute_ps(va3, _MM_SHUFFLE(0, 3, 2, 1)); const __m256 vb01234567c1 = _mm256_load_ps(w + 16); const __m256 vb89ABCDEFc1 = _mm256_load_ps(w + 24); vacc0x01234567 = _mm256_fmadd_ps(va0, vb01234567c1, vacc0x01234567); vacc1x01234567 = _mm256_fmadd_ps(va1, vb01234567c1, vacc1x01234567); vacc2x01234567 = _mm256_fmadd_ps(va2, vb01234567c1, vacc2x01234567); vacc3x01234567 = _mm256_fmadd_ps(va3, vb01234567c1, vacc3x01234567); vacc0x89ABCDEF = _mm256_fmadd_ps(va0, vb89ABCDEFc1, vacc0x89ABCDEF); vacc1x89ABCDEF = _mm256_fmadd_ps(va1, vb89ABCDEFc1, vacc1x89ABCDEF); vacc2x89ABCDEF = _mm256_fmadd_ps(va2, vb89ABCDEFc1, vacc2x89ABCDEF); vacc3x89ABCDEF = _mm256_fmadd_ps(va3, vb89ABCDEFc1, vacc3x89ABCDEF); va0 = _mm256_permute_ps(va0, _MM_SHUFFLE(0, 3, 2, 1)); va1 = _mm256_permute_ps(va1, _MM_SHUFFLE(0, 3, 2, 1)); va2 = _mm256_permute_ps(va2, _MM_SHUFFLE(0, 3, 2, 1)); va3 = _mm256_permute_ps(va3, _MM_SHUFFLE(0, 3, 2, 1)); const __m256 vb01234567c2 = _mm256_load_ps(w + 32); const __m256 vb89ABCDEFc2 = _mm256_load_ps(w + 40); vacc0x01234567 = _mm256_fmadd_ps(va0, vb01234567c2, vacc0x01234567); vacc1x01234567 = _mm256_fmadd_ps(va1, vb01234567c2, vacc1x01234567); vacc2x01234567 = _mm256_fmadd_ps(va2, vb01234567c2, vacc2x01234567); vacc3x01234567 = _mm256_fmadd_ps(va3, vb01234567c2, vacc3x01234567); vacc0x89ABCDEF = _mm256_fmadd_ps(va0, vb89ABCDEFc2, vacc0x89ABCDEF); vacc1x89ABCDEF = _mm256_fmadd_ps(va1, vb89ABCDEFc2, vacc1x89ABCDEF); vacc2x89ABCDEF = _mm256_fmadd_ps(va2, vb89ABCDEFc2, vacc2x89ABCDEF); vacc3x89ABCDEF = _mm256_fmadd_ps(va3, vb89ABCDEFc2, vacc3x89ABCDEF); va0 = _mm256_permute_ps(va0, _MM_SHUFFLE(0, 3, 2, 1)); va1 = _mm256_permute_ps(va1, _MM_SHUFFLE(0, 3, 2, 1)); va2 = _mm256_permute_ps(va2, _MM_SHUFFLE(0, 3, 2, 1)); va3 = _mm256_permute_ps(va3, _MM_SHUFFLE(0, 3, 2, 1)); const __m256 vb01234567c3 = _mm256_load_ps(w + 48); const __m256 vb89ABCDEFc3 = _mm256_load_ps(w + 56); vacc0x01234567 = _mm256_fmadd_ps(va0, vb01234567c3, vacc0x01234567); vacc1x01234567 = _mm256_fmadd_ps(va1, vb01234567c3, vacc1x01234567); vacc2x01234567 = _mm256_fmadd_ps(va2, vb01234567c3, vacc2x01234567); vacc3x01234567 = _mm256_fmadd_ps(va3, vb01234567c3, vacc3x01234567); vacc0x89ABCDEF = _mm256_fmadd_ps(va0, vb89ABCDEFc3, vacc0x89ABCDEF); vacc1x89ABCDEF = _mm256_fmadd_ps(va1, vb89ABCDEFc3, vacc1x89ABCDEF); vacc2x89ABCDEF = _mm256_fmadd_ps(va2, vb89ABCDEFc3, vacc2x89ABCDEF); vacc3x89ABCDEF = _mm256_fmadd_ps(va3, vb89ABCDEFc3, vacc3x89ABCDEF); w += 64; k -= 4 * sizeof(float); } if XNN_UNLIKELY(k != 0) { __m256 va0 = _mm256_broadcast_ps((const __m128*) a0); a0 = (const float*) ((uintptr_t) a0 + k); __m256 va1 = _mm256_broadcast_ps((const __m128*) a1); a1 = (const float*) ((uintptr_t) a1 + k); __m256 va2 = _mm256_broadcast_ps((const __m128*) a2); a2 = (const float*) ((uintptr_t) a2 + k); __m256 va3 = _mm256_broadcast_ps((const __m128*) a3); a3 = (const float*) ((uintptr_t) a3 + k); const __m256 vzero = _mm256_setzero_ps(); const __m256 vb01234567c0 = _mm256_load_ps(w + 0); const __m256 vb89ABCDEFc0 = _mm256_load_ps(w + 8); vacc0x01234567 = _mm256_fmadd_ps(_mm256_and_ps(va0, _mm256_cmp_ps(vb01234567c0, vzero, _CMP_NEQ_OQ)), vb01234567c0, vacc0x01234567); vacc1x01234567 = _mm256_fmadd_ps(_mm256_and_ps(va1, _mm256_cmp_ps(vb01234567c0, vzero, _CMP_NEQ_OQ)), vb01234567c0, vacc1x01234567); vacc2x01234567 = _mm256_fmadd_ps(_mm256_and_ps(va2, _mm256_cmp_ps(vb01234567c0, vzero, _CMP_NEQ_OQ)), vb01234567c0, vacc2x01234567); vacc3x01234567 = _mm256_fmadd_ps(_mm256_and_ps(va3, _mm256_cmp_ps(vb01234567c0, vzero, _CMP_NEQ_OQ)), vb01234567c0, vacc3x01234567); vacc0x89ABCDEF = _mm256_fmadd_ps(_mm256_and_ps(va0, _mm256_cmp_ps(vb89ABCDEFc0, vzero, _CMP_NEQ_OQ)), vb89ABCDEFc0, vacc0x89ABCDEF); vacc1x89ABCDEF = _mm256_fmadd_ps(_mm256_and_ps(va1, _mm256_cmp_ps(vb89ABCDEFc0, vzero, _CMP_NEQ_OQ)), vb89ABCDEFc0, vacc1x89ABCDEF); vacc2x89ABCDEF = _mm256_fmadd_ps(_mm256_and_ps(va2, _mm256_cmp_ps(vb89ABCDEFc0, vzero, _CMP_NEQ_OQ)), vb89ABCDEFc0, vacc2x89ABCDEF); vacc3x89ABCDEF = _mm256_fmadd_ps(_mm256_and_ps(va3, _mm256_cmp_ps(vb89ABCDEFc0, vzero, _CMP_NEQ_OQ)), vb89ABCDEFc0, vacc3x89ABCDEF); va0 = _mm256_permute_ps(va0, _MM_SHUFFLE(0, 3, 2, 1)); va1 = _mm256_permute_ps(va1, _MM_SHUFFLE(0, 3, 2, 1)); va2 = _mm256_permute_ps(va2, _MM_SHUFFLE(0, 3, 2, 1)); va3 = _mm256_permute_ps(va3, _MM_SHUFFLE(0, 3, 2, 1)); const __m256 vb01234567c1 = _mm256_load_ps(w + 16); const __m256 vb89ABCDEFc1 = _mm256_load_ps(w + 24); vacc0x01234567 = _mm256_fmadd_ps(_mm256_and_ps(va0, _mm256_cmp_ps(vb01234567c1, vzero, _CMP_NEQ_OQ)), vb01234567c1, vacc0x01234567); vacc1x01234567 = _mm256_fmadd_ps(_mm256_and_ps(va1, _mm256_cmp_ps(vb01234567c1, vzero, _CMP_NEQ_OQ)), vb01234567c1, vacc1x01234567); vacc2x01234567 = _mm256_fmadd_ps(_mm256_and_ps(va2, _mm256_cmp_ps(vb01234567c1, vzero, _CMP_NEQ_OQ)), vb01234567c1, vacc2x01234567); vacc3x01234567 = _mm256_fmadd_ps(_mm256_and_ps(va3, _mm256_cmp_ps(vb01234567c1, vzero, _CMP_NEQ_OQ)), vb01234567c1, vacc3x01234567); vacc0x89ABCDEF = _mm256_fmadd_ps(_mm256_and_ps(va0, _mm256_cmp_ps(vb89ABCDEFc1, vzero, _CMP_NEQ_OQ)), vb89ABCDEFc1, vacc0x89ABCDEF); vacc1x89ABCDEF = _mm256_fmadd_ps(_mm256_and_ps(va1, _mm256_cmp_ps(vb89ABCDEFc1, vzero, _CMP_NEQ_OQ)), vb89ABCDEFc1, vacc1x89ABCDEF); vacc2x89ABCDEF = _mm256_fmadd_ps(_mm256_and_ps(va2, _mm256_cmp_ps(vb89ABCDEFc1, vzero, _CMP_NEQ_OQ)), vb89ABCDEFc1, vacc2x89ABCDEF); vacc3x89ABCDEF = _mm256_fmadd_ps(_mm256_and_ps(va3, _mm256_cmp_ps(vb89ABCDEFc1, vzero, _CMP_NEQ_OQ)), vb89ABCDEFc1, vacc3x89ABCDEF); va0 = _mm256_permute_ps(va0, _MM_SHUFFLE(0, 3, 2, 1)); va1 = _mm256_permute_ps(va1, _MM_SHUFFLE(0, 3, 2, 1)); va2 = _mm256_permute_ps(va2, _MM_SHUFFLE(0, 3, 2, 1)); va3 = _mm256_permute_ps(va3, _MM_SHUFFLE(0, 3, 2, 1)); const __m256 vb01234567c2 = _mm256_load_ps(w + 32); const __m256 vb89ABCDEFc2 = _mm256_load_ps(w + 40); vacc0x01234567 = _mm256_fmadd_ps(_mm256_and_ps(va0, _mm256_cmp_ps(vb01234567c2, vzero, _CMP_NEQ_OQ)), vb01234567c2, vacc0x01234567); vacc1x01234567 = _mm256_fmadd_ps(_mm256_and_ps(va1, _mm256_cmp_ps(vb01234567c2, vzero, _CMP_NEQ_OQ)), vb01234567c2, vacc1x01234567); vacc2x01234567 = _mm256_fmadd_ps(_mm256_and_ps(va2, _mm256_cmp_ps(vb01234567c2, vzero, _CMP_NEQ_OQ)), vb01234567c2, vacc2x01234567); vacc3x01234567 = _mm256_fmadd_ps(_mm256_and_ps(va3, _mm256_cmp_ps(vb01234567c2, vzero, _CMP_NEQ_OQ)), vb01234567c2, vacc3x01234567); vacc0x89ABCDEF = _mm256_fmadd_ps(_mm256_and_ps(va0, _mm256_cmp_ps(vb89ABCDEFc2, vzero, _CMP_NEQ_OQ)), vb89ABCDEFc2, vacc0x89ABCDEF); vacc1x89ABCDEF = _mm256_fmadd_ps(_mm256_and_ps(va1, _mm256_cmp_ps(vb89ABCDEFc2, vzero, _CMP_NEQ_OQ)), vb89ABCDEFc2, vacc1x89ABCDEF); vacc2x89ABCDEF = _mm256_fmadd_ps(_mm256_and_ps(va2, _mm256_cmp_ps(vb89ABCDEFc2, vzero, _CMP_NEQ_OQ)), vb89ABCDEFc2, vacc2x89ABCDEF); vacc3x89ABCDEF = _mm256_fmadd_ps(_mm256_and_ps(va3, _mm256_cmp_ps(vb89ABCDEFc2, vzero, _CMP_NEQ_OQ)), vb89ABCDEFc2, vacc3x89ABCDEF); va0 = _mm256_permute_ps(va0, _MM_SHUFFLE(0, 3, 2, 1)); va1 = _mm256_permute_ps(va1, _MM_SHUFFLE(0, 3, 2, 1)); va2 = _mm256_permute_ps(va2, _MM_SHUFFLE(0, 3, 2, 1)); va3 = _mm256_permute_ps(va3, _MM_SHUFFLE(0, 3, 2, 1)); const __m256 vb01234567c3 = _mm256_load_ps(w + 48); const __m256 vb89ABCDEFc3 = _mm256_load_ps(w + 56); vacc0x01234567 = _mm256_fmadd_ps(_mm256_and_ps(va0, _mm256_cmp_ps(vb01234567c3, vzero, _CMP_NEQ_OQ)), vb01234567c3, vacc0x01234567); vacc1x01234567 = _mm256_fmadd_ps(_mm256_and_ps(va1, _mm256_cmp_ps(vb01234567c3, vzero, _CMP_NEQ_OQ)), vb01234567c3, vacc1x01234567); vacc2x01234567 = _mm256_fmadd_ps(_mm256_and_ps(va2, _mm256_cmp_ps(vb01234567c3, vzero, _CMP_NEQ_OQ)), vb01234567c3, vacc2x01234567); vacc3x01234567 = _mm256_fmadd_ps(_mm256_and_ps(va3, _mm256_cmp_ps(vb01234567c3, vzero, _CMP_NEQ_OQ)), vb01234567c3, vacc3x01234567); vacc0x89ABCDEF = _mm256_fmadd_ps(_mm256_and_ps(va0, _mm256_cmp_ps(vb89ABCDEFc3, vzero, _CMP_NEQ_OQ)), vb89ABCDEFc3, vacc0x89ABCDEF); vacc1x89ABCDEF = _mm256_fmadd_ps(_mm256_and_ps(va1, _mm256_cmp_ps(vb89ABCDEFc3, vzero, _CMP_NEQ_OQ)), vb89ABCDEFc3, vacc1x89ABCDEF); vacc2x89ABCDEF = _mm256_fmadd_ps(_mm256_and_ps(va2, _mm256_cmp_ps(vb89ABCDEFc3, vzero, _CMP_NEQ_OQ)), vb89ABCDEFc3, vacc2x89ABCDEF); vacc3x89ABCDEF = _mm256_fmadd_ps(_mm256_and_ps(va3, _mm256_cmp_ps(vb89ABCDEFc3, vzero, _CMP_NEQ_OQ)), vb89ABCDEFc3, vacc3x89ABCDEF); w += 64; } const __m256 vmin = _mm256_load_ps(params->avx.min); vacc0x01234567 = _mm256_max_ps(vmin, vacc0x01234567); vacc1x01234567 = _mm256_max_ps(vmin, vacc1x01234567); vacc2x01234567 = _mm256_max_ps(vmin, vacc2x01234567); vacc3x01234567 = _mm256_max_ps(vmin, vacc3x01234567); vacc0x89ABCDEF = _mm256_max_ps(vmin, vacc0x89ABCDEF); vacc1x89ABCDEF = _mm256_max_ps(vmin, vacc1x89ABCDEF); vacc2x89ABCDEF = _mm256_max_ps(vmin, vacc2x89ABCDEF); vacc3x89ABCDEF = _mm256_max_ps(vmin, vacc3x89ABCDEF); const __m256 vmax = _mm256_load_ps(params->avx.max); vacc0x01234567 = _mm256_min_ps(vmax, vacc0x01234567); vacc1x01234567 = _mm256_min_ps(vmax, vacc1x01234567); vacc2x01234567 = _mm256_min_ps(vmax, vacc2x01234567); vacc3x01234567 = _mm256_min_ps(vmax, vacc3x01234567); vacc0x89ABCDEF = _mm256_min_ps(vmax, vacc0x89ABCDEF); vacc1x89ABCDEF = _mm256_min_ps(vmax, vacc1x89ABCDEF); vacc2x89ABCDEF = _mm256_min_ps(vmax, vacc2x89ABCDEF); vacc3x89ABCDEF = _mm256_min_ps(vmax, vacc3x89ABCDEF); if XNN_LIKELY(nc >= 16) { _mm256_storeu_ps(c3, vacc3x01234567); _mm256_storeu_ps(c3 + 8, vacc3x89ABCDEF); c3 = (float*) ((uintptr_t) c3 + cn_stride); _mm256_storeu_ps(c2, vacc2x01234567); _mm256_storeu_ps(c2 + 8, vacc2x89ABCDEF); c2 = (float*) ((uintptr_t) c2 + cn_stride); _mm256_storeu_ps(c1, vacc1x01234567); _mm256_storeu_ps(c1 + 8, vacc1x89ABCDEF); c1 = (float*) ((uintptr_t) c1 + cn_stride); _mm256_storeu_ps(c0, vacc0x01234567); _mm256_storeu_ps(c0 + 8, vacc0x89ABCDEF); c0 = (float*) ((uintptr_t) c0 + cn_stride); a3 = (const float*) ((uintptr_t) a3 - kc); a2 = (const float*) ((uintptr_t) a2 - kc); a1 = (const float*) ((uintptr_t) a1 - kc); a0 = (const float*) ((uintptr_t) a0 - kc); nc -= 16; } else { if (nc & 8) { _mm256_storeu_ps(c3, vacc3x01234567); _mm256_storeu_ps(c2, vacc2x01234567); _mm256_storeu_ps(c1, vacc1x01234567); _mm256_storeu_ps(c0, vacc0x01234567); vacc3x01234567 = vacc3x89ABCDEF; vacc2x01234567 = vacc2x89ABCDEF; vacc1x01234567 = vacc1x89ABCDEF; vacc0x01234567 = vacc0x89ABCDEF; c3 += 8; c2 += 8; c1 += 8; c0 += 8; } __m128 vacc3x0123 = _mm256_castps256_ps128(vacc3x01234567); __m128 vacc2x0123 = _mm256_castps256_ps128(vacc2x01234567); __m128 vacc1x0123 = _mm256_castps256_ps128(vacc1x01234567); __m128 vacc0x0123 = _mm256_castps256_ps128(vacc0x01234567); if (nc & 4) { _mm_storeu_ps(c3, vacc3x0123); _mm_storeu_ps(c2, vacc2x0123); _mm_storeu_ps(c1, vacc1x0123); _mm_storeu_ps(c0, vacc0x0123); vacc3x0123 = _mm256_extractf128_ps(vacc3x01234567, 1); vacc2x0123 = _mm256_extractf128_ps(vacc2x01234567, 1); vacc1x0123 = _mm256_extractf128_ps(vacc1x01234567, 1); vacc0x0123 = _mm256_extractf128_ps(vacc0x01234567, 1); c3 += 4; c2 += 4; c1 += 4; c0 += 4; } if (nc & 2) { _mm_storel_pi((__m64*) c3, vacc3x0123); _mm_storel_pi((__m64*) c2, vacc2x0123); _mm_storel_pi((__m64*) c1, vacc1x0123); _mm_storel_pi((__m64*) c0, vacc0x0123); vacc3x0123 = _mm_movehl_ps(vacc3x0123, vacc3x0123); vacc2x0123 = _mm_movehl_ps(vacc2x0123, vacc2x0123); vacc1x0123 = _mm_movehl_ps(vacc1x0123, vacc1x0123); vacc0x0123 = _mm_movehl_ps(vacc0x0123, vacc0x0123); c3 += 2; c2 += 2; c1 += 2; c0 += 2; } if (nc & 1) { _mm_store_ss(c3, vacc3x0123); _mm_store_ss(c2, vacc2x0123); _mm_store_ss(c1, vacc1x0123); _mm_store_ss(c0, vacc0x0123); } nc = 0; } } while (nc != 0); } void xnn_f32_gemm_minmax_ukernel_5x16__fma3_broadcast( size_t mr, size_t nc, size_t kc, const float* restrict a, size_t a_stride, const float* 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)]) { assert(mr != 0); assert(mr <= 5); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(float) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); const float* a0 = a; float* c0 = c; const float* a1 = (const float*) ((uintptr_t) a0 + a_stride); float* c1 = (float*) ((uintptr_t) c0 + cm_stride); if XNN_UNPREDICTABLE(mr < 2) { a1 = a0; c1 = c0; } const float* a2 = (const float*) ((uintptr_t) a1 + a_stride); float* c2 = (float*) ((uintptr_t) c1 + cm_stride); if XNN_UNPREDICTABLE(mr <= 2) { a2 = a1; c2 = c1; } const float* a3 = (const float*) ((uintptr_t) a2 + a_stride); float* c3 = (float*) ((uintptr_t) c2 + cm_stride); if XNN_UNPREDICTABLE(mr < 4) { a3 = a2; c3 = c2; } const float* a4 = (const float*) ((uintptr_t) a3 + a_stride); float* c4 = (float*) ((uintptr_t) c3 + cm_stride); if XNN_UNPREDICTABLE(mr <= 4) { a4 = a3; c4 = c3; } do { __m256 vacc0x01234567 = _mm256_load_ps(w + 0); __m256 vacc0x89ABCDEF = _mm256_load_ps(w + 8); __m256 vacc1x01234567 = vacc0x01234567; __m256 vacc1x89ABCDEF = vacc0x89ABCDEF; __m256 vacc2x01234567 = vacc0x01234567; __m256 vacc2x89ABCDEF = vacc0x89ABCDEF; __m256 vacc3x01234567 = vacc0x01234567; __m256 vacc3x89ABCDEF = vacc0x89ABCDEF; __m256 vacc4x01234567 = vacc0x01234567; __m256 vacc4x89ABCDEF = vacc0x89ABCDEF; w += 16; size_t k = kc; do { const __m256 va0 = _mm256_broadcast_ss(a0); a0 += 1; const __m256 va1 = _mm256_broadcast_ss(a1); a1 += 1; const __m256 va2 = _mm256_broadcast_ss(a2); a2 += 1; const __m256 va3 = _mm256_broadcast_ss(a3); a3 += 1; const __m256 va4 = _mm256_broadcast_ss(a4); a4 += 1; const __m256 vb01234567 = _mm256_load_ps(w); const __m256 vb89ABCDEF = _mm256_load_ps(w + 8); w += 16; vacc0x01234567 = _mm256_fmadd_ps(va0, vb01234567, vacc0x01234567); vacc1x01234567 = _mm256_fmadd_ps(va1, vb01234567, vacc1x01234567); vacc2x01234567 = _mm256_fmadd_ps(va2, vb01234567, vacc2x01234567); vacc3x01234567 = _mm256_fmadd_ps(va3, vb01234567, vacc3x01234567); vacc4x01234567 = _mm256_fmadd_ps(va4, vb01234567, vacc4x01234567); vacc0x89ABCDEF = _mm256_fmadd_ps(va0, vb89ABCDEF, vacc0x89ABCDEF); vacc1x89ABCDEF = _mm256_fmadd_ps(va1, vb89ABCDEF, vacc1x89ABCDEF); vacc2x89ABCDEF = _mm256_fmadd_ps(va2, vb89ABCDEF, vacc2x89ABCDEF); vacc3x89ABCDEF = _mm256_fmadd_ps(va3, vb89ABCDEF, vacc3x89ABCDEF); vacc4x89ABCDEF = _mm256_fmadd_ps(va4, vb89ABCDEF, vacc4x89ABCDEF); k -= sizeof(float); } while (k != 0); const __m256 vmin = _mm256_load_ps(params->avx.min); vacc0x01234567 = _mm256_max_ps(vmin, vacc0x01234567); vacc1x01234567 = _mm256_max_ps(vmin, vacc1x01234567); vacc2x01234567 = _mm256_max_ps(vmin, vacc2x01234567); vacc3x01234567 = _mm256_max_ps(vmin, vacc3x01234567); vacc4x01234567 = _mm256_max_ps(vmin, vacc4x01234567); vacc0x89ABCDEF = _mm256_max_ps(vmin, vacc0x89ABCDEF); vacc1x89ABCDEF = _mm256_max_ps(vmin, vacc1x89ABCDEF); vacc2x89ABCDEF = _mm256_max_ps(vmin, vacc2x89ABCDEF); vacc3x89ABCDEF = _mm256_max_ps(vmin, vacc3x89ABCDEF); vacc4x89ABCDEF = _mm256_max_ps(vmin, vacc4x89ABCDEF); const __m256 vmax = _mm256_load_ps(params->avx.max); vacc0x01234567 = _mm256_min_ps(vmax, vacc0x01234567); vacc1x01234567 = _mm256_min_ps(vmax, vacc1x01234567); vacc2x01234567 = _mm256_min_ps(vmax, vacc2x01234567); vacc3x01234567 = _mm256_min_ps(vmax, vacc3x01234567); vacc4x01234567 = _mm256_min_ps(vmax, vacc4x01234567); vacc0x89ABCDEF = _mm256_min_ps(vmax, vacc0x89ABCDEF); vacc1x89ABCDEF = _mm256_min_ps(vmax, vacc1x89ABCDEF); vacc2x89ABCDEF = _mm256_min_ps(vmax, vacc2x89ABCDEF); vacc3x89ABCDEF = _mm256_min_ps(vmax, vacc3x89ABCDEF); vacc4x89ABCDEF = _mm256_min_ps(vmax, vacc4x89ABCDEF); if XNN_LIKELY(nc >= 16) { _mm256_storeu_ps(c4, vacc4x01234567); _mm256_storeu_ps(c4 + 8, vacc4x89ABCDEF); c4 = (float*) ((uintptr_t) c4 + cn_stride); _mm256_storeu_ps(c3, vacc3x01234567); _mm256_storeu_ps(c3 + 8, vacc3x89ABCDEF); c3 = (float*) ((uintptr_t) c3 + cn_stride); _mm256_storeu_ps(c2, vacc2x01234567); _mm256_storeu_ps(c2 + 8, vacc2x89ABCDEF); c2 = (float*) ((uintptr_t) c2 + cn_stride); _mm256_storeu_ps(c1, vacc1x01234567); _mm256_storeu_ps(c1 + 8, vacc1x89ABCDEF); c1 = (float*) ((uintptr_t) c1 + cn_stride); _mm256_storeu_ps(c0, vacc0x01234567); _mm256_storeu_ps(c0 + 8, vacc0x89ABCDEF); c0 = (float*) ((uintptr_t) c0 + cn_stride); a4 = (const float*) ((uintptr_t) a4 - kc); a3 = (const float*) ((uintptr_t) a3 - kc); a2 = (const float*) ((uintptr_t) a2 - kc); a1 = (const float*) ((uintptr_t) a1 - kc); a0 = (const float*) ((uintptr_t) a0 - kc); nc -= 16; } else { if (nc & 8) { _mm256_storeu_ps(c4, vacc4x01234567); _mm256_storeu_ps(c3, vacc3x01234567); _mm256_storeu_ps(c2, vacc2x01234567); _mm256_storeu_ps(c1, vacc1x01234567); _mm256_storeu_ps(c0, vacc0x01234567); vacc4x01234567 = vacc4x89ABCDEF; vacc3x01234567 = vacc3x89ABCDEF; vacc2x01234567 = vacc2x89ABCDEF; vacc1x01234567 = vacc1x89ABCDEF; vacc0x01234567 = vacc0x89ABCDEF; c4 += 8; c3 += 8; c2 += 8; c1 += 8; c0 += 8; } __m128 vacc4x0123 = _mm256_castps256_ps128(vacc4x01234567); __m128 vacc3x0123 = _mm256_castps256_ps128(vacc3x01234567); __m128 vacc2x0123 = _mm256_castps256_ps128(vacc2x01234567); __m128 vacc1x0123 = _mm256_castps256_ps128(vacc1x01234567); __m128 vacc0x0123 = _mm256_castps256_ps128(vacc0x01234567); if (nc & 4) { _mm_storeu_ps(c4, vacc4x0123); _mm_storeu_ps(c3, vacc3x0123); _mm_storeu_ps(c2, vacc2x0123); _mm_storeu_ps(c1, vacc1x0123); _mm_storeu_ps(c0, vacc0x0123); vacc4x0123 = _mm256_extractf128_ps(vacc4x01234567, 1); vacc3x0123 = _mm256_extractf128_ps(vacc3x01234567, 1); vacc2x0123 = _mm256_extractf128_ps(vacc2x01234567, 1); vacc1x0123 = _mm256_extractf128_ps(vacc1x01234567, 1); vacc0x0123 = _mm256_extractf128_ps(vacc0x01234567, 1); c4 += 4; c3 += 4; c2 += 4; c1 += 4; c0 += 4; } if (nc & 2) { _mm_storel_pi((__m64*) c4, vacc4x0123); _mm_storel_pi((__m64*) c3, vacc3x0123); _mm_storel_pi((__m64*) c2, vacc2x0123); _mm_storel_pi((__m64*) c1, vacc1x0123); _mm_storel_pi((__m64*) c0, vacc0x0123); vacc4x0123 = _mm_movehl_ps(vacc4x0123, vacc4x0123); vacc3x0123 = _mm_movehl_ps(vacc3x0123, vacc3x0123); vacc2x0123 = _mm_movehl_ps(vacc2x0123, vacc2x0123); vacc1x0123 = _mm_movehl_ps(vacc1x0123, vacc1x0123); vacc0x0123 = _mm_movehl_ps(vacc0x0123, vacc0x0123); c4 += 2; c3 += 2; c2 += 2; c1 += 2; c0 += 2; } if (nc & 1) { _mm_store_ss(c4, vacc4x0123); _mm_store_ss(c3, vacc3x0123); _mm_store_ss(c2, vacc2x0123); _mm_store_ss(c1, vacc1x0123); _mm_store_ss(c0, vacc0x0123); } nc = 0; } } while (nc != 0); } void xnn_f32_igemm_minmax_ukernel_1x16__fma3_broadcast( size_t mr, size_t nc, size_t kc, size_t ks, const float** restrict a, const float* restrict w, float* restrict c, size_t cm_stride, size_t cn_stride, size_t a_offset, const float* zero, const union xnn_f32_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(float) == 0); assert(ks != 0); assert(ks % (1 * sizeof(void*)) == 0); assert(a_offset % sizeof(float) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); float* c0 = c; do { __m256 vacc0x01234567 = _mm256_load_ps(w); __m256 vacc0x89ABCDEF = _mm256_load_ps(w + 8); w += 16; size_t p = ks; do { const float* restrict a0 = a[0]; assert(a0 != NULL); if XNN_UNPREDICTABLE(a0 != zero) { a0 = (const float*) ((uintptr_t) a0 + a_offset); } a += 1; size_t k = kc; do { const __m256 vb01234567 = _mm256_load_ps(w); const __m256 vb89ABCDEF = _mm256_load_ps(w + 8); w += 16; const __m256 va0 = _mm256_broadcast_ss(a0); a0 += 1; vacc0x01234567 = _mm256_fmadd_ps(va0, vb01234567, vacc0x01234567); vacc0x89ABCDEF = _mm256_fmadd_ps(va0, vb89ABCDEF, vacc0x89ABCDEF); k -= sizeof(float); } while (k != 0); p -= 1 * sizeof(void*); } while (p != 0); const __m256 vmin = _mm256_load_ps(params->avx.min); vacc0x01234567 = _mm256_max_ps(vmin, vacc0x01234567); vacc0x89ABCDEF = _mm256_max_ps(vmin, vacc0x89ABCDEF); const __m256 vmax = _mm256_load_ps(params->avx.max); vacc0x01234567 = _mm256_min_ps(vmax, vacc0x01234567); vacc0x89ABCDEF = _mm256_min_ps(vmax, vacc0x89ABCDEF); if XNN_LIKELY(nc >= 16) { _mm256_storeu_ps(c0, vacc0x01234567); _mm256_storeu_ps(c0 + 8, vacc0x89ABCDEF); c0 = (float*) ((uintptr_t) c0 + cn_stride); a = (const float**restrict) ((uintptr_t) a - ks); nc -= 16; } else { if (nc & 8) { _mm256_storeu_ps(c0, vacc0x01234567); vacc0x01234567 = vacc0x89ABCDEF; c0 += 8; } __m128 vacc0x0123 = _mm256_castps256_ps128(vacc0x01234567); if (nc & 4) { _mm_storeu_ps(c0, vacc0x0123); vacc0x0123 = _mm256_extractf128_ps(vacc0x01234567, 1); c0 += 4; } if (nc & 2) { _mm_storel_pi((__m64*) c0, vacc0x0123); vacc0x0123 = _mm_movehl_ps(vacc0x0123, vacc0x0123); c0 += 2; } if (nc & 1) { _mm_store_ss(c0, vacc0x0123); } nc = 0; } } while (nc != 0); } void xnn_f32_igemm_minmax_ukernel_1x16s4__fma3_broadcast( size_t mr, size_t nc, size_t kc, size_t ks, const float** restrict a, const float* restrict w, float* restrict c, size_t cm_stride, size_t cn_stride, size_t a_offset, const float* zero, const union xnn_f32_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(float) == 0); assert(ks != 0); assert(ks % (1 * sizeof(void*)) == 0); assert(a_offset % sizeof(float) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); float* c0 = c; do { __m256 vacc0x01234567 = _mm256_load_ps(w); __m256 vacc0x89ABCDEF = _mm256_load_ps(w + 8); w += 16; size_t p = ks; do { const float* restrict a0 = a[0]; assert(a0 != NULL); if XNN_UNPREDICTABLE(a0 != zero) { a0 = (const float*) ((uintptr_t) a0 + a_offset); } a += 1; size_t k = kc; while (k >= 4 * sizeof(float)) { __m256 va0 = _mm256_broadcast_ps((const __m128*) a0); a0 += 4; const __m256 vb01234567c0 = _mm256_load_ps(w + 0); const __m256 vb89ABCDEFc0 = _mm256_load_ps(w + 8); vacc0x01234567 = _mm256_fmadd_ps(va0, vb01234567c0, vacc0x01234567); vacc0x89ABCDEF = _mm256_fmadd_ps(va0, vb89ABCDEFc0, vacc0x89ABCDEF); va0 = _mm256_permute_ps(va0, _MM_SHUFFLE(0, 3, 2, 1)); const __m256 vb01234567c1 = _mm256_load_ps(w + 16); const __m256 vb89ABCDEFc1 = _mm256_load_ps(w + 24); vacc0x01234567 = _mm256_fmadd_ps(va0, vb01234567c1, vacc0x01234567); vacc0x89ABCDEF = _mm256_fmadd_ps(va0, vb89ABCDEFc1, vacc0x89ABCDEF); va0 = _mm256_permute_ps(va0, _MM_SHUFFLE(0, 3, 2, 1)); const __m256 vb01234567c2 = _mm256_load_ps(w + 32); const __m256 vb89ABCDEFc2 = _mm256_load_ps(w + 40); vacc0x01234567 = _mm256_fmadd_ps(va0, vb01234567c2, vacc0x01234567); vacc0x89ABCDEF = _mm256_fmadd_ps(va0, vb89ABCDEFc2, vacc0x89ABCDEF); va0 = _mm256_permute_ps(va0, _MM_SHUFFLE(0, 3, 2, 1)); const __m256 vb01234567c3 = _mm256_load_ps(w + 48); const __m256 vb89ABCDEFc3 = _mm256_load_ps(w + 56); vacc0x01234567 = _mm256_fmadd_ps(va0, vb01234567c3, vacc0x01234567); vacc0x89ABCDEF = _mm256_fmadd_ps(va0, vb89ABCDEFc3, vacc0x89ABCDEF); w += 64; k -= 4 * sizeof(float); } if XNN_UNLIKELY(k != 0) { __m256 va0 = _mm256_broadcast_ps((const __m128*) a0); a0 = (const float*) ((uintptr_t) a0 + k); const __m256 vzero = _mm256_setzero_ps(); const __m256 vb01234567c0 = _mm256_load_ps(w + 0); const __m256 vb89ABCDEFc0 = _mm256_load_ps(w + 8); vacc0x01234567 = _mm256_fmadd_ps(_mm256_and_ps(va0, _mm256_cmp_ps(vb01234567c0, vzero, _CMP_NEQ_OQ)), vb01234567c0, vacc0x01234567); vacc0x89ABCDEF = _mm256_fmadd_ps(_mm256_and_ps(va0, _mm256_cmp_ps(vb89ABCDEFc0, vzero, _CMP_NEQ_OQ)), vb89ABCDEFc0, vacc0x89ABCDEF); va0 = _mm256_permute_ps(va0, _MM_SHUFFLE(0, 3, 2, 1)); const __m256 vb01234567c1 = _mm256_load_ps(w + 16); const __m256 vb89ABCDEFc1 = _mm256_load_ps(w + 24); vacc0x01234567 = _mm256_fmadd_ps(_mm256_and_ps(va0, _mm256_cmp_ps(vb01234567c1, vzero, _CMP_NEQ_OQ)), vb01234567c1, vacc0x01234567); vacc0x89ABCDEF = _mm256_fmadd_ps(_mm256_and_ps(va0, _mm256_cmp_ps(vb89ABCDEFc1, vzero, _CMP_NEQ_OQ)), vb89ABCDEFc1, vacc0x89ABCDEF); va0 = _mm256_permute_ps(va0, _MM_SHUFFLE(0, 3, 2, 1)); const __m256 vb01234567c2 = _mm256_load_ps(w + 32); const __m256 vb89ABCDEFc2 = _mm256_load_ps(w + 40); vacc0x01234567 = _mm256_fmadd_ps(_mm256_and_ps(va0, _mm256_cmp_ps(vb01234567c2, vzero, _CMP_NEQ_OQ)), vb01234567c2, vacc0x01234567); vacc0x89ABCDEF = _mm256_fmadd_ps(_mm256_and_ps(va0, _mm256_cmp_ps(vb89ABCDEFc2, vzero, _CMP_NEQ_OQ)), vb89ABCDEFc2, vacc0x89ABCDEF); va0 = _mm256_permute_ps(va0, _MM_SHUFFLE(0, 3, 2, 1)); const __m256 vb01234567c3 = _mm256_load_ps(w + 48); const __m256 vb89ABCDEFc3 = _mm256_load_ps(w + 56); vacc0x01234567 = _mm256_fmadd_ps(_mm256_and_ps(va0, _mm256_cmp_ps(vb01234567c3, vzero, _CMP_NEQ_OQ)), vb01234567c3, vacc0x01234567); vacc0x89ABCDEF = _mm256_fmadd_ps(_mm256_and_ps(va0, _mm256_cmp_ps(vb89ABCDEFc3, vzero, _CMP_NEQ_OQ)), vb89ABCDEFc3, vacc0x89ABCDEF); w += 64; } p -= 1 * sizeof(void*); } while (p != 0); const __m256 vmin = _mm256_load_ps(params->avx.min); vacc0x01234567 = _mm256_max_ps(vmin, vacc0x01234567); vacc0x89ABCDEF = _mm256_max_ps(vmin, vacc0x89ABCDEF); const __m256 vmax = _mm256_load_ps(params->avx.max); vacc0x01234567 = _mm256_min_ps(vmax, vacc0x01234567); vacc0x89ABCDEF = _mm256_min_ps(vmax, vacc0x89ABCDEF); if XNN_LIKELY(nc >= 16) { _mm256_storeu_ps(c0, vacc0x01234567); _mm256_storeu_ps(c0 + 8, vacc0x89ABCDEF); c0 = (float*) ((uintptr_t) c0 + cn_stride); a = (const float**restrict) ((uintptr_t) a - ks); nc -= 16; } else { if (nc & 8) { _mm256_storeu_ps(c0, vacc0x01234567); vacc0x01234567 = vacc0x89ABCDEF; c0 += 8; } __m128 vacc0x0123 = _mm256_castps256_ps128(vacc0x01234567); if (nc & 4) { _mm_storeu_ps(c0, vacc0x0123); vacc0x0123 = _mm256_extractf128_ps(vacc0x01234567, 1); c0 += 4; } if (nc & 2) { _mm_storel_pi((__m64*) c0, vacc0x0123); vacc0x0123 = _mm_movehl_ps(vacc0x0123, vacc0x0123); c0 += 2; } if (nc & 1) { _mm_store_ss(c0, vacc0x0123); } nc = 0; } } while (nc != 0); } void xnn_f32_igemm_minmax_ukernel_4x16s4__fma3_broadcast( size_t mr, size_t nc, size_t kc, size_t ks, const float** restrict a, const float* restrict w, float* restrict c, size_t cm_stride, size_t cn_stride, size_t a_offset, const float* zero, const union xnn_f32_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 4); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(float) == 0); assert(ks != 0); assert(ks % (4 * sizeof(void*)) == 0); assert(a_offset % sizeof(float) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); float* c0 = c; float* c1 = (float*) ((uintptr_t) c0 + cm_stride); if XNN_UNPREDICTABLE(mr < 2) { c1 = c0; } float* c2 = (float*) ((uintptr_t) c1 + cm_stride); if XNN_UNPREDICTABLE(mr <= 2) { c2 = c1; } float* c3 = (float*) ((uintptr_t) c2 + cm_stride); if XNN_UNPREDICTABLE(mr != 4) { c3 = c2; } do { __m256 vacc0x01234567 = _mm256_load_ps(w); __m256 vacc0x89ABCDEF = _mm256_load_ps(w + 8); __m256 vacc1x01234567 = vacc0x01234567; __m256 vacc1x89ABCDEF = vacc0x89ABCDEF; __m256 vacc2x01234567 = vacc0x01234567; __m256 vacc2x89ABCDEF = vacc0x89ABCDEF; __m256 vacc3x01234567 = vacc0x01234567; __m256 vacc3x89ABCDEF = vacc0x89ABCDEF; w += 16; size_t p = ks; do { const float* restrict a0 = a[0]; assert(a0 != NULL); if XNN_UNPREDICTABLE(a0 != zero) { a0 = (const float*) ((uintptr_t) a0 + a_offset); } const float* restrict a1 = a[1]; assert(a1 != NULL); if XNN_UNPREDICTABLE(a1 != zero) { a1 = (const float*) ((uintptr_t) a1 + a_offset); } const float* restrict a2 = a[2]; assert(a2 != NULL); if XNN_UNPREDICTABLE(a2 != zero) { a2 = (const float*) ((uintptr_t) a2 + a_offset); } const float* restrict a3 = a[3]; assert(a3 != NULL); if XNN_UNPREDICTABLE(a3 != zero) { a3 = (const float*) ((uintptr_t) a3 + a_offset); } a += 4; size_t k = kc; while (k >= 4 * sizeof(float)) { __m256 va0 = _mm256_broadcast_ps((const __m128*) a0); a0 += 4; __m256 va1 = _mm256_broadcast_ps((const __m128*) a1); a1 += 4; __m256 va2 = _mm256_broadcast_ps((const __m128*) a2); a2 += 4; __m256 va3 = _mm256_broadcast_ps((const __m128*) a3); a3 += 4; const __m256 vb01234567c0 = _mm256_load_ps(w + 0); const __m256 vb89ABCDEFc0 = _mm256_load_ps(w + 8); vacc0x01234567 = _mm256_fmadd_ps(va0, vb01234567c0, vacc0x01234567); vacc1x01234567 = _mm256_fmadd_ps(va1, vb01234567c0, vacc1x01234567); vacc2x01234567 = _mm256_fmadd_ps(va2, vb01234567c0, vacc2x01234567); vacc3x01234567 = _mm256_fmadd_ps(va3, vb01234567c0, vacc3x01234567); vacc0x89ABCDEF = _mm256_fmadd_ps(va0, vb89ABCDEFc0, vacc0x89ABCDEF); vacc1x89ABCDEF = _mm256_fmadd_ps(va1, vb89ABCDEFc0, vacc1x89ABCDEF); vacc2x89ABCDEF = _mm256_fmadd_ps(va2, vb89ABCDEFc0, vacc2x89ABCDEF); vacc3x89ABCDEF = _mm256_fmadd_ps(va3, vb89ABCDEFc0, vacc3x89ABCDEF); va0 = _mm256_permute_ps(va0, _MM_SHUFFLE(0, 3, 2, 1)); va1 = _mm256_permute_ps(va1, _MM_SHUFFLE(0, 3, 2, 1)); va2 = _mm256_permute_ps(va2, _MM_SHUFFLE(0, 3, 2, 1)); va3 = _mm256_permute_ps(va3, _MM_SHUFFLE(0, 3, 2, 1)); const __m256 vb01234567c1 = _mm256_load_ps(w + 16); const __m256 vb89ABCDEFc1 = _mm256_load_ps(w + 24); vacc0x01234567 = _mm256_fmadd_ps(va0, vb01234567c1, vacc0x01234567); vacc1x01234567 = _mm256_fmadd_ps(va1, vb01234567c1, vacc1x01234567); vacc2x01234567 = _mm256_fmadd_ps(va2, vb01234567c1, vacc2x01234567); vacc3x01234567 = _mm256_fmadd_ps(va3, vb01234567c1, vacc3x01234567); vacc0x89ABCDEF = _mm256_fmadd_ps(va0, vb89ABCDEFc1, vacc0x89ABCDEF); vacc1x89ABCDEF = _mm256_fmadd_ps(va1, vb89ABCDEFc1, vacc1x89ABCDEF); vacc2x89ABCDEF = _mm256_fmadd_ps(va2, vb89ABCDEFc1, vacc2x89ABCDEF); vacc3x89ABCDEF = _mm256_fmadd_ps(va3, vb89ABCDEFc1, vacc3x89ABCDEF); va0 = _mm256_permute_ps(va0, _MM_SHUFFLE(0, 3, 2, 1)); va1 = _mm256_permute_ps(va1, _MM_SHUFFLE(0, 3, 2, 1)); va2 = _mm256_permute_ps(va2, _MM_SHUFFLE(0, 3, 2, 1)); va3 = _mm256_permute_ps(va3, _MM_SHUFFLE(0, 3, 2, 1)); const __m256 vb01234567c2 = _mm256_load_ps(w + 32); const __m256 vb89ABCDEFc2 = _mm256_load_ps(w + 40); vacc0x01234567 = _mm256_fmadd_ps(va0, vb01234567c2, vacc0x01234567); vacc1x01234567 = _mm256_fmadd_ps(va1, vb01234567c2, vacc1x01234567); vacc2x01234567 = _mm256_fmadd_ps(va2, vb01234567c2, vacc2x01234567); vacc3x01234567 = _mm256_fmadd_ps(va3, vb01234567c2, vacc3x01234567); vacc0x89ABCDEF = _mm256_fmadd_ps(va0, vb89ABCDEFc2, vacc0x89ABCDEF); vacc1x89ABCDEF = _mm256_fmadd_ps(va1, vb89ABCDEFc2, vacc1x89ABCDEF); vacc2x89ABCDEF = _mm256_fmadd_ps(va2, vb89ABCDEFc2, vacc2x89ABCDEF); vacc3x89ABCDEF = _mm256_fmadd_ps(va3, vb89ABCDEFc2, vacc3x89ABCDEF); va0 = _mm256_permute_ps(va0, _MM_SHUFFLE(0, 3, 2, 1)); va1 = _mm256_permute_ps(va1, _MM_SHUFFLE(0, 3, 2, 1)); va2 = _mm256_permute_ps(va2, _MM_SHUFFLE(0, 3, 2, 1)); va3 = _mm256_permute_ps(va3, _MM_SHUFFLE(0, 3, 2, 1)); const __m256 vb01234567c3 = _mm256_load_ps(w + 48); const __m256 vb89ABCDEFc3 = _mm256_load_ps(w + 56); vacc0x01234567 = _mm256_fmadd_ps(va0, vb01234567c3, vacc0x01234567); vacc1x01234567 = _mm256_fmadd_ps(va1, vb01234567c3, vacc1x01234567); vacc2x01234567 = _mm256_fmadd_ps(va2, vb01234567c3, vacc2x01234567); vacc3x01234567 = _mm256_fmadd_ps(va3, vb01234567c3, vacc3x01234567); vacc0x89ABCDEF = _mm256_fmadd_ps(va0, vb89ABCDEFc3, vacc0x89ABCDEF); vacc1x89ABCDEF = _mm256_fmadd_ps(va1, vb89ABCDEFc3, vacc1x89ABCDEF); vacc2x89ABCDEF = _mm256_fmadd_ps(va2, vb89ABCDEFc3, vacc2x89ABCDEF); vacc3x89ABCDEF = _mm256_fmadd_ps(va3, vb89ABCDEFc3, vacc3x89ABCDEF); w += 64; k -= 4 * sizeof(float); } if XNN_UNLIKELY(k != 0) { __m256 va0 = _mm256_broadcast_ps((const __m128*) a0); a0 = (const float*) ((uintptr_t) a0 + k); __m256 va1 = _mm256_broadcast_ps((const __m128*) a1); a1 = (const float*) ((uintptr_t) a1 + k); __m256 va2 = _mm256_broadcast_ps((const __m128*) a2); a2 = (const float*) ((uintptr_t) a2 + k); __m256 va3 = _mm256_broadcast_ps((const __m128*) a3); a3 = (const float*) ((uintptr_t) a3 + k); const __m256 vzero = _mm256_setzero_ps(); const __m256 vb01234567c0 = _mm256_load_ps(w + 0); const __m256 vb89ABCDEFc0 = _mm256_load_ps(w + 8); vacc0x01234567 = _mm256_fmadd_ps(_mm256_and_ps(va0, _mm256_cmp_ps(vb01234567c0, vzero, _CMP_NEQ_OQ)), vb01234567c0, vacc0x01234567); vacc1x01234567 = _mm256_fmadd_ps(_mm256_and_ps(va1, _mm256_cmp_ps(vb01234567c0, vzero, _CMP_NEQ_OQ)), vb01234567c0, vacc1x01234567); vacc2x01234567 = _mm256_fmadd_ps(_mm256_and_ps(va2, _mm256_cmp_ps(vb01234567c0, vzero, _CMP_NEQ_OQ)), vb01234567c0, vacc2x01234567); vacc3x01234567 = _mm256_fmadd_ps(_mm256_and_ps(va3, _mm256_cmp_ps(vb01234567c0, vzero, _CMP_NEQ_OQ)), vb01234567c0, vacc3x01234567); vacc0x89ABCDEF = _mm256_fmadd_ps(_mm256_and_ps(va0, _mm256_cmp_ps(vb89ABCDEFc0, vzero, _CMP_NEQ_OQ)), vb89ABCDEFc0, vacc0x89ABCDEF); vacc1x89ABCDEF = _mm256_fmadd_ps(_mm256_and_ps(va1, _mm256_cmp_ps(vb89ABCDEFc0, vzero, _CMP_NEQ_OQ)), vb89ABCDEFc0, vacc1x89ABCDEF); vacc2x89ABCDEF = _mm256_fmadd_ps(_mm256_and_ps(va2, _mm256_cmp_ps(vb89ABCDEFc0, vzero, _CMP_NEQ_OQ)), vb89ABCDEFc0, vacc2x89ABCDEF); vacc3x89ABCDEF = _mm256_fmadd_ps(_mm256_and_ps(va3, _mm256_cmp_ps(vb89ABCDEFc0, vzero, _CMP_NEQ_OQ)), vb89ABCDEFc0, vacc3x89ABCDEF); va0 = _mm256_permute_ps(va0, _MM_SHUFFLE(0, 3, 2, 1)); va1 = _mm256_permute_ps(va1, _MM_SHUFFLE(0, 3, 2, 1)); va2 = _mm256_permute_ps(va2, _MM_SHUFFLE(0, 3, 2, 1)); va3 = _mm256_permute_ps(va3, _MM_SHUFFLE(0, 3, 2, 1)); const __m256 vb01234567c1 = _mm256_load_ps(w + 16); const __m256 vb89ABCDEFc1 = _mm256_load_ps(w + 24); vacc0x01234567 = _mm256_fmadd_ps(_mm256_and_ps(va0, _mm256_cmp_ps(vb01234567c1, vzero, _CMP_NEQ_OQ)), vb01234567c1, vacc0x01234567); vacc1x01234567 = _mm256_fmadd_ps(_mm256_and_ps(va1, _mm256_cmp_ps(vb01234567c1, vzero, _CMP_NEQ_OQ)), vb01234567c1, vacc1x01234567); vacc2x01234567 = _mm256_fmadd_ps(_mm256_and_ps(va2, _mm256_cmp_ps(vb01234567c1, vzero, _CMP_NEQ_OQ)), vb01234567c1, vacc2x01234567); vacc3x01234567 = _mm256_fmadd_ps(_mm256_and_ps(va3, _mm256_cmp_ps(vb01234567c1, vzero, _CMP_NEQ_OQ)), vb01234567c1, vacc3x01234567); vacc0x89ABCDEF = _mm256_fmadd_ps(_mm256_and_ps(va0, _mm256_cmp_ps(vb89ABCDEFc1, vzero, _CMP_NEQ_OQ)), vb89ABCDEFc1, vacc0x89ABCDEF); vacc1x89ABCDEF = _mm256_fmadd_ps(_mm256_and_ps(va1, _mm256_cmp_ps(vb89ABCDEFc1, vzero, _CMP_NEQ_OQ)), vb89ABCDEFc1, vacc1x89ABCDEF); vacc2x89ABCDEF = _mm256_fmadd_ps(_mm256_and_ps(va2, _mm256_cmp_ps(vb89ABCDEFc1, vzero, _CMP_NEQ_OQ)), vb89ABCDEFc1, vacc2x89ABCDEF); vacc3x89ABCDEF = _mm256_fmadd_ps(_mm256_and_ps(va3, _mm256_cmp_ps(vb89ABCDEFc1, vzero, _CMP_NEQ_OQ)), vb89ABCDEFc1, vacc3x89ABCDEF); va0 = _mm256_permute_ps(va0, _MM_SHUFFLE(0, 3, 2, 1)); va1 = _mm256_permute_ps(va1, _MM_SHUFFLE(0, 3, 2, 1)); va2 = _mm256_permute_ps(va2, _MM_SHUFFLE(0, 3, 2, 1)); va3 = _mm256_permute_ps(va3, _MM_SHUFFLE(0, 3, 2, 1)); const __m256 vb01234567c2 = _mm256_load_ps(w + 32); const __m256 vb89ABCDEFc2 = _mm256_load_ps(w + 40); vacc0x01234567 = _mm256_fmadd_ps(_mm256_and_ps(va0, _mm256_cmp_ps(vb01234567c2, vzero, _CMP_NEQ_OQ)), vb01234567c2, vacc0x01234567); vacc1x01234567 = _mm256_fmadd_ps(_mm256_and_ps(va1, _mm256_cmp_ps(vb01234567c2, vzero, _CMP_NEQ_OQ)), vb01234567c2, vacc1x01234567); vacc2x01234567 = _mm256_fmadd_ps(_mm256_and_ps(va2, _mm256_cmp_ps(vb01234567c2, vzero, _CMP_NEQ_OQ)), vb01234567c2, vacc2x01234567); vacc3x01234567 = _mm256_fmadd_ps(_mm256_and_ps(va3, _mm256_cmp_ps(vb01234567c2, vzero, _CMP_NEQ_OQ)), vb01234567c2, vacc3x01234567); vacc0x89ABCDEF = _mm256_fmadd_ps(_mm256_and_ps(va0, _mm256_cmp_ps(vb89ABCDEFc2, vzero, _CMP_NEQ_OQ)), vb89ABCDEFc2, vacc0x89ABCDEF); vacc1x89ABCDEF = _mm256_fmadd_ps(_mm256_and_ps(va1, _mm256_cmp_ps(vb89ABCDEFc2, vzero, _CMP_NEQ_OQ)), vb89ABCDEFc2, vacc1x89ABCDEF); vacc2x89ABCDEF = _mm256_fmadd_ps(_mm256_and_ps(va2, _mm256_cmp_ps(vb89ABCDEFc2, vzero, _CMP_NEQ_OQ)), vb89ABCDEFc2, vacc2x89ABCDEF); vacc3x89ABCDEF = _mm256_fmadd_ps(_mm256_and_ps(va3, _mm256_cmp_ps(vb89ABCDEFc2, vzero, _CMP_NEQ_OQ)), vb89ABCDEFc2, vacc3x89ABCDEF); va0 = _mm256_permute_ps(va0, _MM_SHUFFLE(0, 3, 2, 1)); va1 = _mm256_permute_ps(va1, _MM_SHUFFLE(0, 3, 2, 1)); va2 = _mm256_permute_ps(va2, _MM_SHUFFLE(0, 3, 2, 1)); va3 = _mm256_permute_ps(va3, _MM_SHUFFLE(0, 3, 2, 1)); const __m256 vb01234567c3 = _mm256_load_ps(w + 48); const __m256 vb89ABCDEFc3 = _mm256_load_ps(w + 56); vacc0x01234567 = _mm256_fmadd_ps(_mm256_and_ps(va0, _mm256_cmp_ps(vb01234567c3, vzero, _CMP_NEQ_OQ)), vb01234567c3, vacc0x01234567); vacc1x01234567 = _mm256_fmadd_ps(_mm256_and_ps(va1, _mm256_cmp_ps(vb01234567c3, vzero, _CMP_NEQ_OQ)), vb01234567c3, vacc1x01234567); vacc2x01234567 = _mm256_fmadd_ps(_mm256_and_ps(va2, _mm256_cmp_ps(vb01234567c3, vzero, _CMP_NEQ_OQ)), vb01234567c3, vacc2x01234567); vacc3x01234567 = _mm256_fmadd_ps(_mm256_and_ps(va3, _mm256_cmp_ps(vb01234567c3, vzero, _CMP_NEQ_OQ)), vb01234567c3, vacc3x01234567); vacc0x89ABCDEF = _mm256_fmadd_ps(_mm256_and_ps(va0, _mm256_cmp_ps(vb89ABCDEFc3, vzero, _CMP_NEQ_OQ)), vb89ABCDEFc3, vacc0x89ABCDEF); vacc1x89ABCDEF = _mm256_fmadd_ps(_mm256_and_ps(va1, _mm256_cmp_ps(vb89ABCDEFc3, vzero, _CMP_NEQ_OQ)), vb89ABCDEFc3, vacc1x89ABCDEF); vacc2x89ABCDEF = _mm256_fmadd_ps(_mm256_and_ps(va2, _mm256_cmp_ps(vb89ABCDEFc3, vzero, _CMP_NEQ_OQ)), vb89ABCDEFc3, vacc2x89ABCDEF); vacc3x89ABCDEF = _mm256_fmadd_ps(_mm256_and_ps(va3, _mm256_cmp_ps(vb89ABCDEFc3, vzero, _CMP_NEQ_OQ)), vb89ABCDEFc3, vacc3x89ABCDEF); w += 64; } p -= 4 * sizeof(void*); } while (p != 0); const __m256 vmin = _mm256_load_ps(params->avx.min); vacc0x01234567 = _mm256_max_ps(vmin, vacc0x01234567); vacc1x01234567 = _mm256_max_ps(vmin, vacc1x01234567); vacc2x01234567 = _mm256_max_ps(vmin, vacc2x01234567); vacc3x01234567 = _mm256_max_ps(vmin, vacc3x01234567); vacc0x89ABCDEF = _mm256_max_ps(vmin, vacc0x89ABCDEF); vacc1x89ABCDEF = _mm256_max_ps(vmin, vacc1x89ABCDEF); vacc2x89ABCDEF = _mm256_max_ps(vmin, vacc2x89ABCDEF); vacc3x89ABCDEF = _mm256_max_ps(vmin, vacc3x89ABCDEF); const __m256 vmax = _mm256_load_ps(params->avx.max); vacc0x01234567 = _mm256_min_ps(vmax, vacc0x01234567); vacc1x01234567 = _mm256_min_ps(vmax, vacc1x01234567); vacc2x01234567 = _mm256_min_ps(vmax, vacc2x01234567); vacc3x01234567 = _mm256_min_ps(vmax, vacc3x01234567); vacc0x89ABCDEF = _mm256_min_ps(vmax, vacc0x89ABCDEF); vacc1x89ABCDEF = _mm256_min_ps(vmax, vacc1x89ABCDEF); vacc2x89ABCDEF = _mm256_min_ps(vmax, vacc2x89ABCDEF); vacc3x89ABCDEF = _mm256_min_ps(vmax, vacc3x89ABCDEF); if XNN_LIKELY(nc >= 16) { _mm256_storeu_ps(c3, vacc3x01234567); _mm256_storeu_ps(c3 + 8, vacc3x89ABCDEF); c3 = (float*) ((uintptr_t) c3 + cn_stride); _mm256_storeu_ps(c2, vacc2x01234567); _mm256_storeu_ps(c2 + 8, vacc2x89ABCDEF); c2 = (float*) ((uintptr_t) c2 + cn_stride); _mm256_storeu_ps(c1, vacc1x01234567); _mm256_storeu_ps(c1 + 8, vacc1x89ABCDEF); c1 = (float*) ((uintptr_t) c1 + cn_stride); _mm256_storeu_ps(c0, vacc0x01234567); _mm256_storeu_ps(c0 + 8, vacc0x89ABCDEF); c0 = (float*) ((uintptr_t) c0 + cn_stride); a = (const float**restrict) ((uintptr_t) a - ks); nc -= 16; } else { if (nc & 8) { _mm256_storeu_ps(c3, vacc3x01234567); _mm256_storeu_ps(c2, vacc2x01234567); _mm256_storeu_ps(c1, vacc1x01234567); _mm256_storeu_ps(c0, vacc0x01234567); vacc3x01234567 = vacc3x89ABCDEF; vacc2x01234567 = vacc2x89ABCDEF; vacc1x01234567 = vacc1x89ABCDEF; vacc0x01234567 = vacc0x89ABCDEF; c3 += 8; c2 += 8; c1 += 8; c0 += 8; } __m128 vacc3x0123 = _mm256_castps256_ps128(vacc3x01234567); __m128 vacc2x0123 = _mm256_castps256_ps128(vacc2x01234567); __m128 vacc1x0123 = _mm256_castps256_ps128(vacc1x01234567); __m128 vacc0x0123 = _mm256_castps256_ps128(vacc0x01234567); if (nc & 4) { _mm_storeu_ps(c3, vacc3x0123); _mm_storeu_ps(c2, vacc2x0123); _mm_storeu_ps(c1, vacc1x0123); _mm_storeu_ps(c0, vacc0x0123); vacc3x0123 = _mm256_extractf128_ps(vacc3x01234567, 1); vacc2x0123 = _mm256_extractf128_ps(vacc2x01234567, 1); vacc1x0123 = _mm256_extractf128_ps(vacc1x01234567, 1); vacc0x0123 = _mm256_extractf128_ps(vacc0x01234567, 1); c3 += 4; c2 += 4; c1 += 4; c0 += 4; } if (nc & 2) { _mm_storel_pi((__m64*) c3, vacc3x0123); _mm_storel_pi((__m64*) c2, vacc2x0123); _mm_storel_pi((__m64*) c1, vacc1x0123); _mm_storel_pi((__m64*) c0, vacc0x0123); vacc3x0123 = _mm_movehl_ps(vacc3x0123, vacc3x0123); vacc2x0123 = _mm_movehl_ps(vacc2x0123, vacc2x0123); vacc1x0123 = _mm_movehl_ps(vacc1x0123, vacc1x0123); vacc0x0123 = _mm_movehl_ps(vacc0x0123, vacc0x0123); c3 += 2; c2 += 2; c1 += 2; c0 += 2; } if (nc & 1) { _mm_store_ss(c3, vacc3x0123); _mm_store_ss(c2, vacc2x0123); _mm_store_ss(c1, vacc1x0123); _mm_store_ss(c0, vacc0x0123); } nc = 0; } } while (nc != 0); } void xnn_f32_igemm_minmax_ukernel_5x16__fma3_broadcast_prfm( size_t mr, size_t nc, size_t kc, size_t ks, const float** restrict a, const float* restrict w, float* restrict c, size_t cm_stride, size_t cn_stride, size_t a_offset, const float* zero, const union xnn_f32_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) { assert(mr != 0); assert(mr <= 5); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(float) == 0); assert(ks != 0); assert(ks % (5 * sizeof(void*)) == 0); assert(a_offset % sizeof(float) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); float* c0 = c; float* c1 = (float*) ((uintptr_t) c0 + cm_stride); if XNN_UNPREDICTABLE(mr < 2) { c1 = c0; } float* c2 = (float*) ((uintptr_t) c1 + cm_stride); if XNN_UNPREDICTABLE(mr <= 2) { c2 = c1; } float* c3 = (float*) ((uintptr_t) c2 + cm_stride); if XNN_UNPREDICTABLE(mr < 4) { c3 = c2; } float* c4 = (float*) ((uintptr_t) c3 + cm_stride); if XNN_UNPREDICTABLE(mr <= 4) { c4 = c3; } do { __m256 vacc0x01234567 = _mm256_load_ps(w); __m256 vacc0x89ABCDEF = _mm256_load_ps(w + 8); __m256 vacc1x01234567 = vacc0x01234567; __m256 vacc1x89ABCDEF = vacc0x89ABCDEF; __m256 vacc2x01234567 = vacc0x01234567; __m256 vacc2x89ABCDEF = vacc0x89ABCDEF; __m256 vacc3x01234567 = vacc0x01234567; __m256 vacc3x89ABCDEF = vacc0x89ABCDEF; __m256 vacc4x01234567 = vacc0x01234567; __m256 vacc4x89ABCDEF = vacc0x89ABCDEF; w += 16; size_t p = ks; do { const float* restrict a0 = a[0]; assert(a0 != NULL); if XNN_UNPREDICTABLE(a0 != zero) { a0 = (const float*) ((uintptr_t) a0 + a_offset); } const float* restrict a1 = a[1]; assert(a1 != NULL); if XNN_UNPREDICTABLE(a1 != zero) { a1 = (const float*) ((uintptr_t) a1 + a_offset); } const float* restrict a2 = a[2]; assert(a2 != NULL); if XNN_UNPREDICTABLE(a2 != zero) { a2 = (const float*) ((uintptr_t) a2 + a_offset); } const float* restrict a3 = a[3]; assert(a3 != NULL); if XNN_UNPREDICTABLE(a3 != zero) { a3 = (const float*) ((uintptr_t) a3 + a_offset); } const float* restrict a4 = a[4]; assert(a4 != NULL); if XNN_UNPREDICTABLE(a4 != zero) { a4 = (const float*) ((uintptr_t) a4 + a_offset); } a += 5; size_t k = kc; do { const __m256 vb01234567 = _mm256_load_ps(w); const __m256 vb89ABCDEF = _mm256_load_ps(w + 8); w += 16; xnn_prefetch_to_l1(w + 224); const __m256 va0 = _mm256_broadcast_ss(a0); a0 += 1; const __m256 va1 = _mm256_broadcast_ss(a1); a1 += 1; const __m256 va2 = _mm256_broadcast_ss(a2); a2 += 1; const __m256 va3 = _mm256_broadcast_ss(a3); a3 += 1; const __m256 va4 = _mm256_broadcast_ss(a4); a4 += 1; vacc0x01234567 = _mm256_fmadd_ps(va0, vb01234567, vacc0x01234567); vacc0x89ABCDEF = _mm256_fmadd_ps(va0, vb89ABCDEF, vacc0x89ABCDEF); vacc1x01234567 = _mm256_fmadd_ps(va1, vb01234567, vacc1x01234567); vacc1x89ABCDEF = _mm256_fmadd_ps(va1, vb89ABCDEF, vacc1x89ABCDEF); vacc2x01234567 = _mm256_fmadd_ps(va2, vb01234567, vacc2x01234567); vacc2x89ABCDEF = _mm256_fmadd_ps(va2, vb89ABCDEF, vacc2x89ABCDEF); vacc3x01234567 = _mm256_fmadd_ps(va3, vb01234567, vacc3x01234567); vacc3x89ABCDEF = _mm256_fmadd_ps(va3, vb89ABCDEF, vacc3x89ABCDEF); vacc4x01234567 = _mm256_fmadd_ps(va4, vb01234567, vacc4x01234567); vacc4x89ABCDEF = _mm256_fmadd_ps(va4, vb89ABCDEF, vacc4x89ABCDEF); k -= sizeof(float); } while (k != 0); p -= 5 * sizeof(void*); } while (p != 0); const __m256 vmin = _mm256_load_ps(params->avx.min); vacc0x01234567 = _mm256_max_ps(vmin, vacc0x01234567); vacc1x01234567 = _mm256_max_ps(vmin, vacc1x01234567); vacc2x01234567 = _mm256_max_ps(vmin, vacc2x01234567); vacc3x01234567 = _mm256_max_ps(vmin, vacc3x01234567); vacc4x01234567 = _mm256_max_ps(vmin, vacc4x01234567); vacc0x89ABCDEF = _mm256_max_ps(vmin, vacc0x89ABCDEF); vacc1x89ABCDEF = _mm256_max_ps(vmin, vacc1x89ABCDEF); vacc2x89ABCDEF = _mm256_max_ps(vmin, vacc2x89ABCDEF); vacc3x89ABCDEF = _mm256_max_ps(vmin, vacc3x89ABCDEF); vacc4x89ABCDEF = _mm256_max_ps(vmin, vacc4x89ABCDEF); const __m256 vmax = _mm256_load_ps(params->avx.max); vacc0x01234567 = _mm256_min_ps(vmax, vacc0x01234567); vacc1x01234567 = _mm256_min_ps(vmax, vacc1x01234567); vacc2x01234567 = _mm256_min_ps(vmax, vacc2x01234567); vacc3x01234567 = _mm256_min_ps(vmax, vacc3x01234567); vacc4x01234567 = _mm256_min_ps(vmax, vacc4x01234567); vacc0x89ABCDEF = _mm256_min_ps(vmax, vacc0x89ABCDEF); vacc1x89ABCDEF = _mm256_min_ps(vmax, vacc1x89ABCDEF); vacc2x89ABCDEF = _mm256_min_ps(vmax, vacc2x89ABCDEF); vacc3x89ABCDEF = _mm256_min_ps(vmax, vacc3x89ABCDEF); vacc4x89ABCDEF = _mm256_min_ps(vmax, vacc4x89ABCDEF); if XNN_LIKELY(nc >= 16) { _mm256_storeu_ps(c4, vacc4x01234567); _mm256_storeu_ps(c4 + 8, vacc4x89ABCDEF); c4 = (float*) ((uintptr_t) c4 + cn_stride); _mm256_storeu_ps(c3, vacc3x01234567); _mm256_storeu_ps(c3 + 8, vacc3x89ABCDEF); c3 = (float*) ((uintptr_t) c3 + cn_stride); _mm256_storeu_ps(c2, vacc2x01234567); _mm256_storeu_ps(c2 + 8, vacc2x89ABCDEF); c2 = (float*) ((uintptr_t) c2 + cn_stride); _mm256_storeu_ps(c1, vacc1x01234567); _mm256_storeu_ps(c1 + 8, vacc1x89ABCDEF); c1 = (float*) ((uintptr_t) c1 + cn_stride); _mm256_storeu_ps(c0, vacc0x01234567); _mm256_storeu_ps(c0 + 8, vacc0x89ABCDEF); c0 = (float*) ((uintptr_t) c0 + cn_stride); a = (const float**restrict) ((uintptr_t) a - ks); nc -= 16; } else { if (nc & 8) { _mm256_storeu_ps(c4, vacc4x01234567); _mm256_storeu_ps(c3, vacc3x01234567); _mm256_storeu_ps(c2, vacc2x01234567); _mm256_storeu_ps(c1, vacc1x01234567); _mm256_storeu_ps(c0, vacc0x01234567); vacc4x01234567 = vacc4x89ABCDEF; vacc3x01234567 = vacc3x89ABCDEF; vacc2x01234567 = vacc2x89ABCDEF; vacc1x01234567 = vacc1x89ABCDEF; vacc0x01234567 = vacc0x89ABCDEF; c4 += 8; c3 += 8; c2 += 8; c1 += 8; c0 += 8; } __m128 vacc4x0123 = _mm256_castps256_ps128(vacc4x01234567); __m128 vacc3x0123 = _mm256_castps256_ps128(vacc3x01234567); __m128 vacc2x0123 = _mm256_castps256_ps128(vacc2x01234567); __m128 vacc1x0123 = _mm256_castps256_ps128(vacc1x01234567); __m128 vacc0x0123 = _mm256_castps256_ps128(vacc0x01234567); if (nc & 4) { _mm_storeu_ps(c4, vacc4x0123); _mm_storeu_ps(c3, vacc3x0123); _mm_storeu_ps(c2, vacc2x0123); _mm_storeu_ps(c1, vacc1x0123); _mm_storeu_ps(c0, vacc0x0123); vacc4x0123 = _mm256_extractf128_ps(vacc4x01234567, 1); vacc3x0123 = _mm256_extractf128_ps(vacc3x01234567, 1); vacc2x0123 = _mm256_extractf128_ps(vacc2x01234567, 1); vacc1x0123 = _mm256_extractf128_ps(vacc1x01234567, 1); vacc0x0123 = _mm256_extractf128_ps(vacc0x01234567, 1); c4 += 4; c3 += 4; c2 += 4; c1 += 4; c0 += 4; } if (nc & 2) { _mm_storel_pi((__m64*) c4, vacc4x0123); _mm_storel_pi((__m64*) c3, vacc3x0123); _mm_storel_pi((__m64*) c2, vacc2x0123); _mm_storel_pi((__m64*) c1, vacc1x0123); _mm_storel_pi((__m64*) c0, vacc0x0123); vacc4x0123 = _mm_movehl_ps(vacc4x0123, vacc4x0123); vacc3x0123 = _mm_movehl_ps(vacc3x0123, vacc3x0123); vacc2x0123 = _mm_movehl_ps(vacc2x0123, vacc2x0123); vacc1x0123 = _mm_movehl_ps(vacc1x0123, vacc1x0123); vacc0x0123 = _mm_movehl_ps(vacc0x0123, vacc0x0123); c4 += 2; c3 += 2; c2 += 2; c1 += 2; c0 += 2; } if (nc & 1) { _mm_store_ss(c4, vacc4x0123); _mm_store_ss(c3, vacc3x0123); _mm_store_ss(c2, vacc2x0123); _mm_store_ss(c1, vacc1x0123); _mm_store_ss(c0, vacc0x0123); } nc = 0; } } while (nc != 0); } void xnn_f32_qc4w_gemm_minmax_ukernel_1x8__fma3_dup( size_t mr, size_t nc, size_t kc, const float* 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_qc4w_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(float) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); const float* a0 = a; float* c0 = c; const __m128i vminus_kernel_zero_point = _mm_load_si128((const __m128i *) params->sse.minus_kernel_zero_point); const __m128i vmask = _mm_load_si128((const __m128i *) params->sse.mask); do { __m128 vacc0x0123 = _mm_loadu_ps((const float*) w + 0); __m128 vacc0x4567 = _mm_loadu_ps((const float*) w + 4); w = (const float*) w + 8; size_t k = kc; for (; k >= 4 * sizeof(float); k -= 4 * sizeof(float)) { const __m128 va0 = _mm_loadu_ps(a0); a0 += 4; const __m128 va0c0000 = _mm_castsi128_ps(_mm_shuffle_epi32(_mm_castps_si128(va0), _MM_SHUFFLE(0, 0, 0, 0))); const __m128i vbwi01234567c01 = _mm_cvtepu8_epi16(_mm_loadl_epi64((const __m128i *) ((const int8_t*) w + 0))); const __m128i vbwi01234567c23 = _mm_cvtepu8_epi16(_mm_loadl_epi64((const __m128i *) ((const int8_t*) w + 8))); __m128i vbw01234567c0 = _mm_and_si128(vbwi01234567c01, vmask); __m128i vbw01234567c1 = _mm_srli_epi16(vbwi01234567c01, 4); __m128i vbw01234567c2 = _mm_and_si128(vbwi01234567c23, vmask); __m128i vbw01234567c3 = _mm_srli_epi16(vbwi01234567c23, 4); __m128i vbi0123c0 = _mm_cvtepu16_epi32(vbw01234567c0); __m128i vbi4567c0 = _mm_unpackhi_epi16(vbw01234567c0, _mm_setzero_si128()); vbi0123c0 = _mm_add_epi32(vbi0123c0, vminus_kernel_zero_point); vbi4567c0 = _mm_add_epi32(vbi4567c0, vminus_kernel_zero_point); const __m128 vb0123c0 = _mm_cvtepi32_ps(vbi0123c0); const __m128 vb4567c0 = _mm_cvtepi32_ps(vbi4567c0); vacc0x0123 = _mm_fmadd_ps(va0c0000, vb0123c0, vacc0x0123); vacc0x4567 = _mm_fmadd_ps(va0c0000, vb4567c0, vacc0x4567); const __m128 va0c1111 = _mm_castsi128_ps(_mm_shuffle_epi32(_mm_castps_si128(va0), _MM_SHUFFLE(1, 1, 1, 1))); __m128i vbi0123c1 = _mm_cvtepu16_epi32(vbw01234567c1); __m128i vbi4567c1 = _mm_unpackhi_epi16(vbw01234567c1, _mm_setzero_si128()); vbi0123c1 = _mm_add_epi32(vbi0123c1, vminus_kernel_zero_point); vbi4567c1 = _mm_add_epi32(vbi4567c1, vminus_kernel_zero_point); const __m128 vb0123c1 = _mm_cvtepi32_ps(vbi0123c1); const __m128 vb4567c1 = _mm_cvtepi32_ps(vbi4567c1); vacc0x0123 = _mm_fmadd_ps(va0c1111, vb0123c1, vacc0x0123); vacc0x4567 = _mm_fmadd_ps(va0c1111, vb4567c1, vacc0x4567); const __m128 va0c2222 = _mm_castsi128_ps(_mm_shuffle_epi32(_mm_castps_si128(va0), _MM_SHUFFLE(2, 2, 2, 2))); __m128i vbi0123c2 = _mm_cvtepu16_epi32(vbw01234567c2); __m128i vbi4567c2 = _mm_unpackhi_epi16(vbw01234567c2, _mm_setzero_si128()); vbi0123c2 = _mm_add_epi32(vbi0123c2, vminus_kernel_zero_point); vbi4567c2 = _mm_add_epi32(vbi4567c2, vminus_kernel_zero_point); const __m128 vb0123c2 = _mm_cvtepi32_ps(vbi0123c2); const __m128 vb4567c2 = _mm_cvtepi32_ps(vbi4567c2); vacc0x0123 = _mm_fmadd_ps(va0c2222, vb0123c2, vacc0x0123); vacc0x4567 = _mm_fmadd_ps(va0c2222, vb4567c2, vacc0x4567); const __m128 va0c3333 = _mm_permute_ps(va0, _MM_SHUFFLE(3, 3, 3, 3)); __m128i vbi0123c3 = _mm_cvtepu16_epi32(vbw01234567c3); __m128i vbi4567c3 = _mm_unpackhi_epi16(vbw01234567c3, _mm_setzero_si128()); vbi0123c3 = _mm_add_epi32(vbi0123c3, vminus_kernel_zero_point); vbi4567c3 = _mm_add_epi32(vbi4567c3, vminus_kernel_zero_point); const __m128 vb0123c3 = _mm_cvtepi32_ps(vbi0123c3); const __m128 vb4567c3 = _mm_cvtepi32_ps(vbi4567c3); vacc0x0123 = _mm_fmadd_ps(va0c3333, vb0123c3, vacc0x0123); vacc0x4567 = _mm_fmadd_ps(va0c3333, vb4567c3, vacc0x4567); w = (const int8_t*) w + 16; } if XNN_UNLIKELY(k >= 2 * sizeof(float)) { const __m128 va0 = _mm_castsi128_ps(_mm_loadl_epi64((const __m128i *) a0)); a0 += 2; const __m128 va0c0000 = _mm_castsi128_ps(_mm_shuffle_epi32(_mm_castps_si128(va0), _MM_SHUFFLE(0, 0, 0, 0))); const __m128i vbwi01234567c01 = _mm_cvtepu8_epi16(_mm_loadl_epi64((const __m128i *) ((const int8_t*) w + 0))); __m128i vbw01234567c0 = _mm_and_si128(vbwi01234567c01, vmask); __m128i vbw01234567c1 = _mm_srli_epi16(vbwi01234567c01, 4); __m128i vbi0123c0 = _mm_cvtepu16_epi32(vbw01234567c0); __m128i vbi4567c0 = _mm_unpackhi_epi16(vbw01234567c0, _mm_setzero_si128()); vbi0123c0 = _mm_add_epi32(vbi0123c0, vminus_kernel_zero_point); vbi4567c0 = _mm_add_epi32(vbi4567c0, vminus_kernel_zero_point); const __m128 vb0123c0 = _mm_cvtepi32_ps(vbi0123c0); const __m128 vb4567c0 = _mm_cvtepi32_ps(vbi4567c0); vacc0x0123 = _mm_fmadd_ps(va0c0000, vb0123c0, vacc0x0123); vacc0x4567 = _mm_fmadd_ps(va0c0000, vb4567c0, vacc0x4567); const __m128 va0c1111 = _mm_castsi128_ps(_mm_shuffle_epi32(_mm_castps_si128(va0), _MM_SHUFFLE(1, 1, 1, 1))); __m128i vbi0123c1 = _mm_cvtepu16_epi32(vbw01234567c1); __m128i vbi4567c1 = _mm_unpackhi_epi16(vbw01234567c1, _mm_setzero_si128()); vbi0123c1 = _mm_add_epi32(vbi0123c1, vminus_kernel_zero_point); vbi4567c1 = _mm_add_epi32(vbi4567c1, vminus_kernel_zero_point); const __m128 vb0123c1 = _mm_cvtepi32_ps(vbi0123c1); const __m128 vb4567c1 = _mm_cvtepi32_ps(vbi4567c1); vacc0x0123 = _mm_fmadd_ps(va0c1111, vb0123c1, vacc0x0123); vacc0x4567 = _mm_fmadd_ps(va0c1111, vb4567c1, vacc0x4567); w = (const int8_t*) w + 8; k -= 2 * sizeof(float); } if XNN_UNLIKELY(k != 0) { const __m128 va0 = _mm_load1_ps(a0); a0 += 1; const __m128i vbwi01234567c0 = _mm_cvtepu8_epi16(_mm_loadl_epi64((const __m128i *) ((const int8_t*) w + 0))); __m128i vbw01234567c0 = _mm_and_si128(vbwi01234567c0, vmask); __m128i vbi0123c0 = _mm_cvtepu16_epi32(vbw01234567c0); __m128i vbi4567c0 = _mm_unpackhi_epi16(vbw01234567c0, _mm_setzero_si128()); vbi0123c0 = _mm_add_epi32(vbi0123c0, vminus_kernel_zero_point); vbi4567c0 = _mm_add_epi32(vbi4567c0, vminus_kernel_zero_point); const __m128 vb0123 = _mm_cvtepi32_ps(vbi0123c0); const __m128 vb4567 = _mm_cvtepi32_ps(vbi4567c0); w = (const int8_t*) w + 8; vacc0x0123 = _mm_fmadd_ps(va0, vb0123, vacc0x0123); vacc0x4567 = _mm_fmadd_ps(va0, vb4567, vacc0x4567); k -= sizeof(float); } const __m128 vscale0123 = _mm_loadu_ps((const float*) w + 0); vacc0x0123 = _mm_mul_ps(vacc0x0123, vscale0123); const __m128 vscale4567 = _mm_loadu_ps((const float*) w + 4); vacc0x4567 = _mm_mul_ps(vacc0x4567, vscale4567); w = (const float*) w + 8; const __m128 vmax = _mm_load_ps(params->sse.max); vacc0x0123 = _mm_min_ps(vacc0x0123, vmax); vacc0x4567 = _mm_min_ps(vacc0x4567, vmax); const __m128 vmin = _mm_load_ps(params->sse.min); vacc0x0123 = _mm_max_ps(vacc0x0123, vmin); vacc0x4567 = _mm_max_ps(vacc0x4567, vmin); if XNN_LIKELY(nc >= 8) { _mm_storeu_ps(c0, vacc0x0123); _mm_storeu_ps(c0 + 4, vacc0x4567); c0 = (float*) ((uintptr_t) c0 + cn_stride); a0 = (const float*) ((uintptr_t) a0 - kc); nc -= 8; } else { if (nc & 4) { _mm_storeu_ps(c0, vacc0x0123); vacc0x0123 = vacc0x4567; c0 += 4; } if (nc & 2) { _mm_storel_pi((__m64*) c0, vacc0x0123); vacc0x0123 = _mm_movehl_ps(vacc0x0123, vacc0x0123); c0 += 2; } if (nc & 1) { _mm_store_ss(c0, vacc0x0123); } nc = 0; } } while (nc != 0); } void xnn_f32_qc4w_gemm_minmax_ukernel_4x8__fma3_dup( size_t mr, size_t nc, size_t kc, const float* 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_qc4w_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) { assert(mr != 0); assert(mr <= 4); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(float) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); const float* a0 = a; float* c0 = c; const float* a1 = (const float*) ((uintptr_t) a0 + a_stride); float* c1 = (float*) ((uintptr_t) c0 + cm_stride); if XNN_UNPREDICTABLE(mr < 2) { a1 = a0; c1 = c0; } const float* a2 = (const float*) ((uintptr_t) a1 + a_stride); float* c2 = (float*) ((uintptr_t) c1 + cm_stride); if XNN_UNPREDICTABLE(mr <= 2) { a2 = a1; c2 = c1; } const float* a3 = (const float*) ((uintptr_t) a2 + a_stride); float* c3 = (float*) ((uintptr_t) c2 + cm_stride); if XNN_UNPREDICTABLE(mr != 4) { a3 = a2; c3 = c2; } const __m128i vminus_kernel_zero_point = _mm_load_si128((const __m128i *) params->sse.minus_kernel_zero_point); const __m128i vmask = _mm_load_si128((const __m128i *) params->sse.mask); do { __m128 vacc0x0123 = _mm_loadu_ps((const float*) w + 0); __m128 vacc0x4567 = _mm_loadu_ps((const float*) w + 4); __m128 vacc1x0123 = vacc0x0123; __m128 vacc1x4567 = vacc0x4567; __m128 vacc2x0123 = vacc0x0123; __m128 vacc2x4567 = vacc0x4567; __m128 vacc3x0123 = vacc0x0123; __m128 vacc3x4567 = vacc0x4567; w = (const float*) w + 8; size_t k = kc; for (; k >= 4 * sizeof(float); k -= 4 * sizeof(float)) { const __m128 va0 = _mm_loadu_ps(a0); a0 += 4; const __m128 va1 = _mm_loadu_ps(a1); a1 += 4; const __m128 va2 = _mm_loadu_ps(a2); a2 += 4; const __m128 va3 = _mm_loadu_ps(a3); a3 += 4; const __m128 va0c0000 = _mm_castsi128_ps(_mm_shuffle_epi32(_mm_castps_si128(va0), _MM_SHUFFLE(0, 0, 0, 0))); const __m128 va1c0000 = _mm_castsi128_ps(_mm_shuffle_epi32(_mm_castps_si128(va1), _MM_SHUFFLE(0, 0, 0, 0))); const __m128 va2c0000 = _mm_castsi128_ps(_mm_shuffle_epi32(_mm_castps_si128(va2), _MM_SHUFFLE(0, 0, 0, 0))); const __m128 va3c0000 = _mm_castsi128_ps(_mm_shuffle_epi32(_mm_castps_si128(va3), _MM_SHUFFLE(0, 0, 0, 0))); const __m128i vbwi01234567c01 = _mm_cvtepu8_epi16(_mm_loadl_epi64((const __m128i *) ((const int8_t*) w + 0))); const __m128i vbwi01234567c23 = _mm_cvtepu8_epi16(_mm_loadl_epi64((const __m128i *) ((const int8_t*) w + 8))); __m128i vbw01234567c0 = _mm_and_si128(vbwi01234567c01, vmask); __m128i vbw01234567c1 = _mm_srli_epi16(vbwi01234567c01, 4); __m128i vbw01234567c2 = _mm_and_si128(vbwi01234567c23, vmask); __m128i vbw01234567c3 = _mm_srli_epi16(vbwi01234567c23, 4); __m128i vbi0123c0 = _mm_cvtepu16_epi32(vbw01234567c0); __m128i vbi4567c0 = _mm_unpackhi_epi16(vbw01234567c0, _mm_setzero_si128()); vbi0123c0 = _mm_add_epi32(vbi0123c0, vminus_kernel_zero_point); vbi4567c0 = _mm_add_epi32(vbi4567c0, vminus_kernel_zero_point); const __m128 vb0123c0 = _mm_cvtepi32_ps(vbi0123c0); const __m128 vb4567c0 = _mm_cvtepi32_ps(vbi4567c0); vacc0x0123 = _mm_fmadd_ps(va0c0000, vb0123c0, vacc0x0123); vacc1x0123 = _mm_fmadd_ps(va1c0000, vb0123c0, vacc1x0123); vacc2x0123 = _mm_fmadd_ps(va2c0000, vb0123c0, vacc2x0123); vacc3x0123 = _mm_fmadd_ps(va3c0000, vb0123c0, vacc3x0123); vacc0x4567 = _mm_fmadd_ps(va0c0000, vb4567c0, vacc0x4567); vacc1x4567 = _mm_fmadd_ps(va1c0000, vb4567c0, vacc1x4567); vacc2x4567 = _mm_fmadd_ps(va2c0000, vb4567c0, vacc2x4567); vacc3x4567 = _mm_fmadd_ps(va3c0000, vb4567c0, vacc3x4567); const __m128 va0c1111 = _mm_castsi128_ps(_mm_shuffle_epi32(_mm_castps_si128(va0), _MM_SHUFFLE(1, 1, 1, 1))); const __m128 va1c1111 = _mm_castsi128_ps(_mm_shuffle_epi32(_mm_castps_si128(va1), _MM_SHUFFLE(1, 1, 1, 1))); const __m128 va2c1111 = _mm_castsi128_ps(_mm_shuffle_epi32(_mm_castps_si128(va2), _MM_SHUFFLE(1, 1, 1, 1))); const __m128 va3c1111 = _mm_castsi128_ps(_mm_shuffle_epi32(_mm_castps_si128(va3), _MM_SHUFFLE(1, 1, 1, 1))); __m128i vbi0123c1 = _mm_cvtepu16_epi32(vbw01234567c1); __m128i vbi4567c1 = _mm_unpackhi_epi16(vbw01234567c1, _mm_setzero_si128()); vbi0123c1 = _mm_add_epi32(vbi0123c1, vminus_kernel_zero_point); vbi4567c1 = _mm_add_epi32(vbi4567c1, vminus_kernel_zero_point); const __m128 vb0123c1 = _mm_cvtepi32_ps(vbi0123c1); const __m128 vb4567c1 = _mm_cvtepi32_ps(vbi4567c1); vacc0x0123 = _mm_fmadd_ps(va0c1111, vb0123c1, vacc0x0123); vacc1x0123 = _mm_fmadd_ps(va1c1111, vb0123c1, vacc1x0123); vacc2x0123 = _mm_fmadd_ps(va2c1111, vb0123c1, vacc2x0123); vacc3x0123 = _mm_fmadd_ps(va3c1111, vb0123c1, vacc3x0123); vacc0x4567 = _mm_fmadd_ps(va0c1111, vb4567c1, vacc0x4567); vacc1x4567 = _mm_fmadd_ps(va1c1111, vb4567c1, vacc1x4567); vacc2x4567 = _mm_fmadd_ps(va2c1111, vb4567c1, vacc2x4567); vacc3x4567 = _mm_fmadd_ps(va3c1111, vb4567c1, vacc3x4567); const __m128 va0c2222 = _mm_castsi128_ps(_mm_shuffle_epi32(_mm_castps_si128(va0), _MM_SHUFFLE(2, 2, 2, 2))); const __m128 va1c2222 = _mm_castsi128_ps(_mm_shuffle_epi32(_mm_castps_si128(va1), _MM_SHUFFLE(2, 2, 2, 2))); const __m128 va2c2222 = _mm_castsi128_ps(_mm_shuffle_epi32(_mm_castps_si128(va2), _MM_SHUFFLE(2, 2, 2, 2))); const __m128 va3c2222 = _mm_castsi128_ps(_mm_shuffle_epi32(_mm_castps_si128(va3), _MM_SHUFFLE(2, 2, 2, 2))); __m128i vbi0123c2 = _mm_cvtepu16_epi32(vbw01234567c2); __m128i vbi4567c2 = _mm_unpackhi_epi16(vbw01234567c2, _mm_setzero_si128()); vbi0123c2 = _mm_add_epi32(vbi0123c2, vminus_kernel_zero_point); vbi4567c2 = _mm_add_epi32(vbi4567c2, vminus_kernel_zero_point); const __m128 vb0123c2 = _mm_cvtepi32_ps(vbi0123c2); const __m128 vb4567c2 = _mm_cvtepi32_ps(vbi4567c2); vacc0x0123 = _mm_fmadd_ps(va0c2222, vb0123c2, vacc0x0123); vacc1x0123 = _mm_fmadd_ps(va1c2222, vb0123c2, vacc1x0123); vacc2x0123 = _mm_fmadd_ps(va2c2222, vb0123c2, vacc2x0123); vacc3x0123 = _mm_fmadd_ps(va3c2222, vb0123c2, vacc3x0123); vacc0x4567 = _mm_fmadd_ps(va0c2222, vb4567c2, vacc0x4567); vacc1x4567 = _mm_fmadd_ps(va1c2222, vb4567c2, vacc1x4567); vacc2x4567 = _mm_fmadd_ps(va2c2222, vb4567c2, vacc2x4567); vacc3x4567 = _mm_fmadd_ps(va3c2222, vb4567c2, vacc3x4567); const __m128 va0c3333 = _mm_permute_ps(va0, _MM_SHUFFLE(3, 3, 3, 3)); const __m128 va1c3333 = _mm_permute_ps(va1, _MM_SHUFFLE(3, 3, 3, 3)); const __m128 va2c3333 = _mm_permute_ps(va2, _MM_SHUFFLE(3, 3, 3, 3)); const __m128 va3c3333 = _mm_permute_ps(va3, _MM_SHUFFLE(3, 3, 3, 3)); __m128i vbi0123c3 = _mm_cvtepu16_epi32(vbw01234567c3); __m128i vbi4567c3 = _mm_unpackhi_epi16(vbw01234567c3, _mm_setzero_si128()); vbi0123c3 = _mm_add_epi32(vbi0123c3, vminus_kernel_zero_point); vbi4567c3 = _mm_add_epi32(vbi4567c3, vminus_kernel_zero_point); const __m128 vb0123c3 = _mm_cvtepi32_ps(vbi0123c3); const __m128 vb4567c3 = _mm_cvtepi32_ps(vbi4567c3); vacc0x0123 = _mm_fmadd_ps(va0c3333, vb0123c3, vacc0x0123); vacc1x0123 = _mm_fmadd_ps(va1c3333, vb0123c3, vacc1x0123); vacc2x0123 = _mm_fmadd_ps(va2c3333, vb0123c3, vacc2x0123); vacc3x0123 = _mm_fmadd_ps(va3c3333, vb0123c3, vacc3x0123); vacc0x4567 = _mm_fmadd_ps(va0c3333, vb4567c3, vacc0x4567); vacc1x4567 = _mm_fmadd_ps(va1c3333, vb4567c3, vacc1x4567); vacc2x4567 = _mm_fmadd_ps(va2c3333, vb4567c3, vacc2x4567); vacc3x4567 = _mm_fmadd_ps(va3c3333, vb4567c3, vacc3x4567); w = (const int8_t*) w + 16; } if XNN_UNLIKELY(k >= 2 * sizeof(float)) { const __m128 va0 = _mm_castsi128_ps(_mm_loadl_epi64((const __m128i *) a0)); a0 += 2; const __m128 va1 = _mm_castsi128_ps(_mm_loadl_epi64((const __m128i *) a1)); a1 += 2; const __m128 va2 = _mm_castsi128_ps(_mm_loadl_epi64((const __m128i *) a2)); a2 += 2; const __m128 va3 = _mm_castsi128_ps(_mm_loadl_epi64((const __m128i *) a3)); a3 += 2; const __m128 va0c0000 = _mm_castsi128_ps(_mm_shuffle_epi32(_mm_castps_si128(va0), _MM_SHUFFLE(0, 0, 0, 0))); const __m128 va1c0000 = _mm_castsi128_ps(_mm_shuffle_epi32(_mm_castps_si128(va1), _MM_SHUFFLE(0, 0, 0, 0))); const __m128 va2c0000 = _mm_castsi128_ps(_mm_shuffle_epi32(_mm_castps_si128(va2), _MM_SHUFFLE(0, 0, 0, 0))); const __m128 va3c0000 = _mm_castsi128_ps(_mm_shuffle_epi32(_mm_castps_si128(va3), _MM_SHUFFLE(0, 0, 0, 0))); const __m128i vbwi01234567c01 = _mm_cvtepu8_epi16(_mm_loadl_epi64((const __m128i *) ((const int8_t*) w + 0))); __m128i vbw01234567c0 = _mm_and_si128(vbwi01234567c01, vmask); __m128i vbw01234567c1 = _mm_srli_epi16(vbwi01234567c01, 4); __m128i vbi0123c0 = _mm_cvtepu16_epi32(vbw01234567c0); __m128i vbi4567c0 = _mm_unpackhi_epi16(vbw01234567c0, _mm_setzero_si128()); vbi0123c0 = _mm_add_epi32(vbi0123c0, vminus_kernel_zero_point); vbi4567c0 = _mm_add_epi32(vbi4567c0, vminus_kernel_zero_point); const __m128 vb0123c0 = _mm_cvtepi32_ps(vbi0123c0); const __m128 vb4567c0 = _mm_cvtepi32_ps(vbi4567c0); vacc0x0123 = _mm_fmadd_ps(va0c0000, vb0123c0, vacc0x0123); vacc1x0123 = _mm_fmadd_ps(va1c0000, vb0123c0, vacc1x0123); vacc2x0123 = _mm_fmadd_ps(va2c0000, vb0123c0, vacc2x0123); vacc3x0123 = _mm_fmadd_ps(va3c0000, vb0123c0, vacc3x0123); vacc0x4567 = _mm_fmadd_ps(va0c0000, vb4567c0, vacc0x4567); vacc1x4567 = _mm_fmadd_ps(va1c0000, vb4567c0, vacc1x4567); vacc2x4567 = _mm_fmadd_ps(va2c0000, vb4567c0, vacc2x4567); vacc3x4567 = _mm_fmadd_ps(va3c0000, vb4567c0, vacc3x4567); const __m128 va0c1111 = _mm_castsi128_ps(_mm_shuffle_epi32(_mm_castps_si128(va0), _MM_SHUFFLE(1, 1, 1, 1))); const __m128 va1c1111 = _mm_castsi128_ps(_mm_shuffle_epi32(_mm_castps_si128(va1), _MM_SHUFFLE(1, 1, 1, 1))); const __m128 va2c1111 = _mm_castsi128_ps(_mm_shuffle_epi32(_mm_castps_si128(va2), _MM_SHUFFLE(1, 1, 1, 1))); const __m128 va3c1111 = _mm_castsi128_ps(_mm_shuffle_epi32(_mm_castps_si128(va3), _MM_SHUFFLE(1, 1, 1, 1))); __m128i vbi0123c1 = _mm_cvtepu16_epi32(vbw01234567c1); __m128i vbi4567c1 = _mm_unpackhi_epi16(vbw01234567c1, _mm_setzero_si128()); vbi0123c1 = _mm_add_epi32(vbi0123c1, vminus_kernel_zero_point); vbi4567c1 = _mm_add_epi32(vbi4567c1, vminus_kernel_zero_point); const __m128 vb0123c1 = _mm_cvtepi32_ps(vbi0123c1); const __m128 vb4567c1 = _mm_cvtepi32_ps(vbi4567c1); vacc0x0123 = _mm_fmadd_ps(va0c1111, vb0123c1, vacc0x0123); vacc1x0123 = _mm_fmadd_ps(va1c1111, vb0123c1, vacc1x0123); vacc2x0123 = _mm_fmadd_ps(va2c1111, vb0123c1, vacc2x0123); vacc3x0123 = _mm_fmadd_ps(va3c1111, vb0123c1, vacc3x0123); vacc0x4567 = _mm_fmadd_ps(va0c1111, vb4567c1, vacc0x4567); vacc1x4567 = _mm_fmadd_ps(va1c1111, vb4567c1, vacc1x4567); vacc2x4567 = _mm_fmadd_ps(va2c1111, vb4567c1, vacc2x4567); vacc3x4567 = _mm_fmadd_ps(va3c1111, vb4567c1, vacc3x4567); w = (const int8_t*) w + 8; k -= 2 * sizeof(float); } if XNN_UNLIKELY(k != 0) { const __m128 va0 = _mm_load1_ps(a0); a0 += 1; const __m128 va1 = _mm_load1_ps(a1); a1 += 1; const __m128 va2 = _mm_load1_ps(a2); a2 += 1; const __m128 va3 = _mm_load1_ps(a3); a3 += 1; const __m128i vbwi01234567c0 = _mm_cvtepu8_epi16(_mm_loadl_epi64((const __m128i *) ((const int8_t*) w + 0))); __m128i vbw01234567c0 = _mm_and_si128(vbwi01234567c0, vmask); __m128i vbi0123c0 = _mm_cvtepu16_epi32(vbw01234567c0); __m128i vbi4567c0 = _mm_unpackhi_epi16(vbw01234567c0, _mm_setzero_si128()); vbi0123c0 = _mm_add_epi32(vbi0123c0, vminus_kernel_zero_point); vbi4567c0 = _mm_add_epi32(vbi4567c0, vminus_kernel_zero_point); const __m128 vb0123 = _mm_cvtepi32_ps(vbi0123c0); const __m128 vb4567 = _mm_cvtepi32_ps(vbi4567c0); w = (const int8_t*) w + 8; vacc0x0123 = _mm_fmadd_ps(va0, vb0123, vacc0x0123); vacc1x0123 = _mm_fmadd_ps(va1, vb0123, vacc1x0123); vacc2x0123 = _mm_fmadd_ps(va2, vb0123, vacc2x0123); vacc3x0123 = _mm_fmadd_ps(va3, vb0123, vacc3x0123); vacc0x4567 = _mm_fmadd_ps(va0, vb4567, vacc0x4567); vacc1x4567 = _mm_fmadd_ps(va1, vb4567, vacc1x4567); vacc2x4567 = _mm_fmadd_ps(va2, vb4567, vacc2x4567); vacc3x4567 = _mm_fmadd_ps(va3, vb4567, vacc3x4567); k -= sizeof(float); } const __m128 vscale0123 = _mm_loadu_ps((const float*) w + 0); vacc0x0123 = _mm_mul_ps(vacc0x0123, vscale0123); vacc1x0123 = _mm_mul_ps(vacc1x0123, vscale0123); vacc2x0123 = _mm_mul_ps(vacc2x0123, vscale0123); vacc3x0123 = _mm_mul_ps(vacc3x0123, vscale0123); const __m128 vscale4567 = _mm_loadu_ps((const float*) w + 4); vacc0x4567 = _mm_mul_ps(vacc0x4567, vscale4567); vacc1x4567 = _mm_mul_ps(vacc1x4567, vscale4567); vacc2x4567 = _mm_mul_ps(vacc2x4567, vscale4567); vacc3x4567 = _mm_mul_ps(vacc3x4567, vscale4567); w = (const float*) w + 8; const __m128 vmax = _mm_load_ps(params->sse.max); vacc0x0123 = _mm_min_ps(vacc0x0123, vmax); vacc1x0123 = _mm_min_ps(vacc1x0123, vmax); vacc2x0123 = _mm_min_ps(vacc2x0123, vmax); vacc3x0123 = _mm_min_ps(vacc3x0123, vmax); vacc0x4567 = _mm_min_ps(vacc0x4567, vmax); vacc1x4567 = _mm_min_ps(vacc1x4567, vmax); vacc2x4567 = _mm_min_ps(vacc2x4567, vmax); vacc3x4567 = _mm_min_ps(vacc3x4567, vmax); const __m128 vmin = _mm_load_ps(params->sse.min); vacc0x0123 = _mm_max_ps(vacc0x0123, vmin); vacc1x0123 = _mm_max_ps(vacc1x0123, vmin); vacc2x0123 = _mm_max_ps(vacc2x0123, vmin); vacc3x0123 = _mm_max_ps(vacc3x0123, vmin); vacc0x4567 = _mm_max_ps(vacc0x4567, vmin); vacc1x4567 = _mm_max_ps(vacc1x4567, vmin); vacc2x4567 = _mm_max_ps(vacc2x4567, vmin); vacc3x4567 = _mm_max_ps(vacc3x4567, vmin); if XNN_LIKELY(nc >= 8) { _mm_storeu_ps(c3, vacc3x0123); _mm_storeu_ps(c3 + 4, vacc3x4567); c3 = (float*) ((uintptr_t) c3 + cn_stride); _mm_storeu_ps(c2, vacc2x0123); _mm_storeu_ps(c2 + 4, vacc2x4567); c2 = (float*) ((uintptr_t) c2 + cn_stride); _mm_storeu_ps(c1, vacc1x0123); _mm_storeu_ps(c1 + 4, vacc1x4567); c1 = (float*) ((uintptr_t) c1 + cn_stride); _mm_storeu_ps(c0, vacc0x0123); _mm_storeu_ps(c0 + 4, vacc0x4567); c0 = (float*) ((uintptr_t) c0 + cn_stride); a3 = (const float*) ((uintptr_t) a3 - kc); a2 = (const float*) ((uintptr_t) a2 - kc); a1 = (const float*) ((uintptr_t) a1 - kc); a0 = (const float*) ((uintptr_t) a0 - kc); nc -= 8; } else { if (nc & 4) { _mm_storeu_ps(c3, vacc3x0123); _mm_storeu_ps(c2, vacc2x0123); _mm_storeu_ps(c1, vacc1x0123); _mm_storeu_ps(c0, vacc0x0123); vacc3x0123 = vacc3x4567; vacc2x0123 = vacc2x4567; vacc1x0123 = vacc1x4567; vacc0x0123 = vacc0x4567; c3 += 4; c2 += 4; c1 += 4; c0 += 4; } if (nc & 2) { _mm_storel_pi((__m64*) c3, vacc3x0123); _mm_storel_pi((__m64*) c2, vacc2x0123); _mm_storel_pi((__m64*) c1, vacc1x0123); _mm_storel_pi((__m64*) c0, vacc0x0123); vacc3x0123 = _mm_movehl_ps(vacc3x0123, vacc3x0123); vacc2x0123 = _mm_movehl_ps(vacc2x0123, vacc2x0123); vacc1x0123 = _mm_movehl_ps(vacc1x0123, vacc1x0123); vacc0x0123 = _mm_movehl_ps(vacc0x0123, vacc0x0123); c3 += 2; c2 += 2; c1 += 2; c0 += 2; } if (nc & 1) { _mm_store_ss(c3, vacc3x0123); _mm_store_ss(c2, vacc2x0123); _mm_store_ss(c1, vacc1x0123); _mm_store_ss(c0, vacc0x0123); } nc = 0; } } while (nc != 0); } void xnn_f32_qc8w_gemm_minmax_ukernel_1x8__fma3_dup( size_t mr, size_t nc, size_t kc, const float* 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)]) { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(float) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); const float* a0 = a; float* c0 = c; do { __m128 vacc0x0123 = _mm_loadu_ps((const float*) w + 0); __m128 vacc0x4567 = _mm_loadu_ps((const float*) w + 4); w = (const float*) w + 8; size_t k = kc; for (; k >= 4 * sizeof(float); k -= 4 * sizeof(float)) { const __m128 va0 = _mm_loadu_ps(a0); a0 += 4; const __m128 va0c0000 = _mm_castsi128_ps(_mm_shuffle_epi32(_mm_castps_si128(va0), _MM_SHUFFLE(0, 0, 0, 0))); const __m128i vbi0123c0 = _mm_cvtepi8_epi32(_mm_cvtsi32_si128((int) unaligned_load_s32((const int8_t*) w + 0))); const __m128i vbi4567c0 = _mm_cvtepi8_epi32(_mm_cvtsi32_si128((int) unaligned_load_s32((const int8_t*) w + 4))); const __m128 vb0123c0 = _mm_cvtepi32_ps(vbi0123c0); const __m128 vb4567c0 = _mm_cvtepi32_ps(vbi4567c0); vacc0x0123 = _mm_fmadd_ps(va0c0000, vb0123c0, vacc0x0123); vacc0x4567 = _mm_fmadd_ps(va0c0000, vb4567c0, vacc0x4567); const __m128 va0c1111 = _mm_castsi128_ps(_mm_shuffle_epi32(_mm_castps_si128(va0), _MM_SHUFFLE(1, 1, 1, 1))); const __m128i vbi0123c1 = _mm_cvtepi8_epi32(_mm_cvtsi32_si128((int) unaligned_load_s32((const int8_t*) w + 8))); const __m128i vbi4567c1 = _mm_cvtepi8_epi32(_mm_cvtsi32_si128((int) unaligned_load_s32((const int8_t*) w + 12))); const __m128 vb0123c1 = _mm_cvtepi32_ps(vbi0123c1); const __m128 vb4567c1 = _mm_cvtepi32_ps(vbi4567c1); vacc0x0123 = _mm_fmadd_ps(va0c1111, vb0123c1, vacc0x0123); vacc0x4567 = _mm_fmadd_ps(va0c1111, vb4567c1, vacc0x4567); const __m128 va0c2222 = _mm_castsi128_ps(_mm_shuffle_epi32(_mm_castps_si128(va0), _MM_SHUFFLE(2, 2, 2, 2))); const __m128i vbi0123c2 = _mm_cvtepi8_epi32(_mm_cvtsi32_si128((int) unaligned_load_s32((const int8_t*) w + 16))); const __m128i vbi4567c2 = _mm_cvtepi8_epi32(_mm_cvtsi32_si128((int) unaligned_load_s32((const int8_t*) w + 20))); const __m128 vb0123c2 = _mm_cvtepi32_ps(vbi0123c2); const __m128 vb4567c2 = _mm_cvtepi32_ps(vbi4567c2); vacc0x0123 = _mm_fmadd_ps(va0c2222, vb0123c2, vacc0x0123); vacc0x4567 = _mm_fmadd_ps(va0c2222, vb4567c2, vacc0x4567); const __m128 va0c3333 = _mm_permute_ps(va0, _MM_SHUFFLE(3, 3, 3, 3)); const __m128i vbi0123c3 = _mm_cvtepi8_epi32(_mm_cvtsi32_si128((int) unaligned_load_s32((const int8_t*) w + 24))); const __m128i vbi4567c3 = _mm_cvtepi8_epi32(_mm_cvtsi32_si128((int) unaligned_load_s32((const int8_t*) w + 28))); const __m128 vb0123c3 = _mm_cvtepi32_ps(vbi0123c3); const __m128 vb4567c3 = _mm_cvtepi32_ps(vbi4567c3); vacc0x0123 = _mm_fmadd_ps(va0c3333, vb0123c3, vacc0x0123); vacc0x4567 = _mm_fmadd_ps(va0c3333, vb4567c3, vacc0x4567); w = (const int8_t*) w + 32; } if XNN_UNLIKELY(k >= 2 * sizeof(float)) { const __m128 va0 = _mm_castsi128_ps(_mm_loadl_epi64((const __m128i *) a0)); a0 += 2; const __m128 va0c0000 = _mm_castsi128_ps(_mm_shuffle_epi32(_mm_castps_si128(va0), _MM_SHUFFLE(0, 0, 0, 0))); const __m128i vbi0123c0 = _mm_cvtepi8_epi32(_mm_cvtsi32_si128((int) unaligned_load_s32((const int8_t*) w + 0))); const __m128i vbi4567c0 = _mm_cvtepi8_epi32(_mm_cvtsi32_si128((int) unaligned_load_s32((const int8_t*) w + 4))); const __m128 vb0123c0 = _mm_cvtepi32_ps(vbi0123c0); const __m128 vb4567c0 = _mm_cvtepi32_ps(vbi4567c0); vacc0x0123 = _mm_fmadd_ps(va0c0000, vb0123c0, vacc0x0123); vacc0x4567 = _mm_fmadd_ps(va0c0000, vb4567c0, vacc0x4567); const __m128 va0c1111 = _mm_castsi128_ps(_mm_shuffle_epi32(_mm_castps_si128(va0), _MM_SHUFFLE(1, 1, 1, 1))); const __m128i vbi0123c1 = _mm_cvtepi8_epi32(_mm_cvtsi32_si128((int) unaligned_load_s32((const int8_t*) w + 8))); const __m128i vbi4567c1 = _mm_cvtepi8_epi32(_mm_cvtsi32_si128((int) unaligned_load_s32((const int8_t*) w + 12))); const __m128 vb0123c1 = _mm_cvtepi32_ps(vbi0123c1); const __m128 vb4567c1 = _mm_cvtepi32_ps(vbi4567c1); vacc0x0123 = _mm_fmadd_ps(va0c1111, vb0123c1, vacc0x0123); vacc0x4567 = _mm_fmadd_ps(va0c1111, vb4567c1, vacc0x4567); w = (const int8_t*) w + 16; k -= 2 * sizeof(float); } if XNN_UNLIKELY(k != 0) { const __m128 va0 = _mm_load1_ps(a0); a0 += 1; const __m128i vbi0123 = _mm_cvtepi8_epi32(_mm_cvtsi32_si128((int) unaligned_load_s32((const void*) w))); const __m128i vbi4567 = _mm_cvtepi8_epi32(_mm_cvtsi32_si128((int) unaligned_load_s32((const int8_t*) w + 4))); const __m128 vb0123 = _mm_cvtepi32_ps(vbi0123); const __m128 vb4567 = _mm_cvtepi32_ps(vbi4567); w = (const int8_t*) w + 8; vacc0x0123 = _mm_fmadd_ps(va0, vb0123, vacc0x0123); vacc0x4567 = _mm_fmadd_ps(va0, vb4567, vacc0x4567); k -= sizeof(float); } const __m128 vscale0123 = _mm_loadu_ps((const float*) w + 0); vacc0x0123 = _mm_mul_ps(vacc0x0123, vscale0123); const __m128 vscale4567 = _mm_loadu_ps((const float*) w + 4); vacc0x4567 = _mm_mul_ps(vacc0x4567, vscale4567); w = (const float*) w + 8; const __m128 vmax = _mm_load_ps(params->sse.max); vacc0x0123 = _mm_min_ps(vacc0x0123, vmax); vacc0x4567 = _mm_min_ps(vacc0x4567, vmax); const __m128 vmin = _mm_load_ps(params->sse.min); vacc0x0123 = _mm_max_ps(vacc0x0123, vmin); vacc0x4567 = _mm_max_ps(vacc0x4567, vmin); if XNN_LIKELY(nc >= 8) { _mm_storeu_ps(c0, vacc0x0123); _mm_storeu_ps(c0 + 4, vacc0x4567); c0 = (float*) ((uintptr_t) c0 + cn_stride); a0 = (const float*) ((uintptr_t) a0 - kc); nc -= 8; } else { if (nc & 4) { _mm_storeu_ps(c0, vacc0x0123); vacc0x0123 = vacc0x4567; c0 += 4; } if (nc & 2) { _mm_storel_pi((__m64*) c0, vacc0x0123); vacc0x0123 = _mm_movehl_ps(vacc0x0123, vacc0x0123); c0 += 2; } if (nc & 1) { _mm_store_ss(c0, vacc0x0123); } nc = 0; } } while (nc != 0); } void xnn_f32_qc8w_gemm_minmax_ukernel_4x8__fma3_dup( size_t mr, size_t nc, size_t kc, const float* 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)]) { assert(mr != 0); assert(mr <= 4); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(float) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); const float* a0 = a; float* c0 = c; const float* a1 = (const float*) ((uintptr_t) a0 + a_stride); float* c1 = (float*) ((uintptr_t) c0 + cm_stride); if XNN_UNPREDICTABLE(mr < 2) { a1 = a0; c1 = c0; } const float* a2 = (const float*) ((uintptr_t) a1 + a_stride); float* c2 = (float*) ((uintptr_t) c1 + cm_stride); if XNN_UNPREDICTABLE(mr <= 2) { a2 = a1; c2 = c1; } const float* a3 = (const float*) ((uintptr_t) a2 + a_stride); float* c3 = (float*) ((uintptr_t) c2 + cm_stride); if XNN_UNPREDICTABLE(mr != 4) { a3 = a2; c3 = c2; } do { __m128 vacc0x0123 = _mm_loadu_ps((const float*) w + 0); __m128 vacc0x4567 = _mm_loadu_ps((const float*) w + 4); __m128 vacc1x0123 = vacc0x0123; __m128 vacc1x4567 = vacc0x4567; __m128 vacc2x0123 = vacc0x0123; __m128 vacc2x4567 = vacc0x4567; __m128 vacc3x0123 = vacc0x0123; __m128 vacc3x4567 = vacc0x4567; w = (const float*) w + 8; size_t k = kc; for (; k >= 4 * sizeof(float); k -= 4 * sizeof(float)) { const __m128 va0 = _mm_loadu_ps(a0); a0 += 4; const __m128 va1 = _mm_loadu_ps(a1); a1 += 4; const __m128 va2 = _mm_loadu_ps(a2); a2 += 4; const __m128 va3 = _mm_loadu_ps(a3); a3 += 4; const __m128 va0c0000 = _mm_castsi128_ps(_mm_shuffle_epi32(_mm_castps_si128(va0), _MM_SHUFFLE(0, 0, 0, 0))); const __m128 va1c0000 = _mm_castsi128_ps(_mm_shuffle_epi32(_mm_castps_si128(va1), _MM_SHUFFLE(0, 0, 0, 0))); const __m128 va2c0000 = _mm_castsi128_ps(_mm_shuffle_epi32(_mm_castps_si128(va2), _MM_SHUFFLE(0, 0, 0, 0))); const __m128 va3c0000 = _mm_castsi128_ps(_mm_shuffle_epi32(_mm_castps_si128(va3), _MM_SHUFFLE(0, 0, 0, 0))); const __m128i vbi0123c0 = _mm_cvtepi8_epi32(_mm_cvtsi32_si128((int) unaligned_load_s32((const int8_t*) w + 0))); const __m128i vbi4567c0 = _mm_cvtepi8_epi32(_mm_cvtsi32_si128((int) unaligned_load_s32((const int8_t*) w + 4))); const __m128 vb0123c0 = _mm_cvtepi32_ps(vbi0123c0); const __m128 vb4567c0 = _mm_cvtepi32_ps(vbi4567c0); vacc0x0123 = _mm_fmadd_ps(va0c0000, vb0123c0, vacc0x0123); vacc1x0123 = _mm_fmadd_ps(va1c0000, vb0123c0, vacc1x0123); vacc2x0123 = _mm_fmadd_ps(va2c0000, vb0123c0, vacc2x0123); vacc3x0123 = _mm_fmadd_ps(va3c0000, vb0123c0, vacc3x0123); vacc0x4567 = _mm_fmadd_ps(va0c0000, vb4567c0, vacc0x4567); vacc1x4567 = _mm_fmadd_ps(va1c0000, vb4567c0, vacc1x4567); vacc2x4567 = _mm_fmadd_ps(va2c0000, vb4567c0, vacc2x4567); vacc3x4567 = _mm_fmadd_ps(va3c0000, vb4567c0, vacc3x4567); const __m128 va0c1111 = _mm_castsi128_ps(_mm_shuffle_epi32(_mm_castps_si128(va0), _MM_SHUFFLE(1, 1, 1, 1))); const __m128 va1c1111 = _mm_castsi128_ps(_mm_shuffle_epi32(_mm_castps_si128(va1), _MM_SHUFFLE(1, 1, 1, 1))); const __m128 va2c1111 = _mm_castsi128_ps(_mm_shuffle_epi32(_mm_castps_si128(va2), _MM_SHUFFLE(1, 1, 1, 1))); const __m128 va3c1111 = _mm_castsi128_ps(_mm_shuffle_epi32(_mm_castps_si128(va3), _MM_SHUFFLE(1, 1, 1, 1))); const __m128i vbi0123c1 = _mm_cvtepi8_epi32(_mm_cvtsi32_si128((int) unaligned_load_s32((const int8_t*) w + 8))); const __m128i vbi4567c1 = _mm_cvtepi8_epi32(_mm_cvtsi32_si128((int) unaligned_load_s32((const int8_t*) w + 12))); const __m128 vb0123c1 = _mm_cvtepi32_ps(vbi0123c1); const __m128 vb4567c1 = _mm_cvtepi32_ps(vbi4567c1); vacc0x0123 = _mm_fmadd_ps(va0c1111, vb0123c1, vacc0x0123); vacc1x0123 = _mm_fmadd_ps(va1c1111, vb0123c1, vacc1x0123); vacc2x0123 = _mm_fmadd_ps(va2c1111, vb0123c1, vacc2x0123); vacc3x0123 = _mm_fmadd_ps(va3c1111, vb0123c1, vacc3x0123); vacc0x4567 = _mm_fmadd_ps(va0c1111, vb4567c1, vacc0x4567); vacc1x4567 = _mm_fmadd_ps(va1c1111, vb4567c1, vacc1x4567); vacc2x4567 = _mm_fmadd_ps(va2c1111, vb4567c1, vacc2x4567); vacc3x4567 = _mm_fmadd_ps(va3c1111, vb4567c1, vacc3x4567); const __m128 va0c2222 = _mm_castsi128_ps(_mm_shuffle_epi32(_mm_castps_si128(va0), _MM_SHUFFLE(2, 2, 2, 2))); const __m128 va1c2222 = _mm_castsi128_ps(_mm_shuffle_epi32(_mm_castps_si128(va1), _MM_SHUFFLE(2, 2, 2, 2))); const __m128 va2c2222 = _mm_castsi128_ps(_mm_shuffle_epi32(_mm_castps_si128(va2), _MM_SHUFFLE(2, 2, 2, 2))); const __m128 va3c2222 = _mm_castsi128_ps(_mm_shuffle_epi32(_mm_castps_si128(va3), _MM_SHUFFLE(2, 2, 2, 2))); const __m128i vbi0123c2 = _mm_cvtepi8_epi32(_mm_cvtsi32_si128((int) unaligned_load_s32((const int8_t*) w + 16))); const __m128i vbi4567c2 = _mm_cvtepi8_epi32(_mm_cvtsi32_si128((int) unaligned_load_s32((const int8_t*) w + 20))); const __m128 vb0123c2 = _mm_cvtepi32_ps(vbi0123c2); const __m128 vb4567c2 = _mm_cvtepi32_ps(vbi4567c2); vacc0x0123 = _mm_fmadd_ps(va0c2222, vb0123c2, vacc0x0123); vacc1x0123 = _mm_fmadd_ps(va1c2222, vb0123c2, vacc1x0123); vacc2x0123 = _mm_fmadd_ps(va2c2222, vb0123c2, vacc2x0123); vacc3x0123 = _mm_fmadd_ps(va3c2222, vb0123c2, vacc3x0123); vacc0x4567 = _mm_fmadd_ps(va0c2222, vb4567c2, vacc0x4567); vacc1x4567 = _mm_fmadd_ps(va1c2222, vb4567c2, vacc1x4567); vacc2x4567 = _mm_fmadd_ps(va2c2222, vb4567c2, vacc2x4567); vacc3x4567 = _mm_fmadd_ps(va3c2222, vb4567c2, vacc3x4567); const __m128 va0c3333 = _mm_permute_ps(va0, _MM_SHUFFLE(3, 3, 3, 3)); const __m128 va1c3333 = _mm_permute_ps(va1, _MM_SHUFFLE(3, 3, 3, 3)); const __m128 va2c3333 = _mm_permute_ps(va2, _MM_SHUFFLE(3, 3, 3, 3)); const __m128 va3c3333 = _mm_permute_ps(va3, _MM_SHUFFLE(3, 3, 3, 3)); const __m128i vbi0123c3 = _mm_cvtepi8_epi32(_mm_cvtsi32_si128((int) unaligned_load_s32((const int8_t*) w + 24))); const __m128i vbi4567c3 = _mm_cvtepi8_epi32(_mm_cvtsi32_si128((int) unaligned_load_s32((const int8_t*) w + 28))); const __m128 vb0123c3 = _mm_cvtepi32_ps(vbi0123c3); const __m128 vb4567c3 = _mm_cvtepi32_ps(vbi4567c3); vacc0x0123 = _mm_fmadd_ps(va0c3333, vb0123c3, vacc0x0123); vacc1x0123 = _mm_fmadd_ps(va1c3333, vb0123c3, vacc1x0123); vacc2x0123 = _mm_fmadd_ps(va2c3333, vb0123c3, vacc2x0123); vacc3x0123 = _mm_fmadd_ps(va3c3333, vb0123c3, vacc3x0123); vacc0x4567 = _mm_fmadd_ps(va0c3333, vb4567c3, vacc0x4567); vacc1x4567 = _mm_fmadd_ps(va1c3333, vb4567c3, vacc1x4567); vacc2x4567 = _mm_fmadd_ps(va2c3333, vb4567c3, vacc2x4567); vacc3x4567 = _mm_fmadd_ps(va3c3333, vb4567c3, vacc3x4567); w = (const int8_t*) w + 32; } if XNN_UNLIKELY(k >= 2 * sizeof(float)) { const __m128 va0 = _mm_castsi128_ps(_mm_loadl_epi64((const __m128i *) a0)); a0 += 2; const __m128 va1 = _mm_castsi128_ps(_mm_loadl_epi64((const __m128i *) a1)); a1 += 2; const __m128 va2 = _mm_castsi128_ps(_mm_loadl_epi64((const __m128i *) a2)); a2 += 2; const __m128 va3 = _mm_castsi128_ps(_mm_loadl_epi64((const __m128i *) a3)); a3 += 2; const __m128 va0c0000 = _mm_castsi128_ps(_mm_shuffle_epi32(_mm_castps_si128(va0), _MM_SHUFFLE(0, 0, 0, 0))); const __m128 va1c0000 = _mm_castsi128_ps(_mm_shuffle_epi32(_mm_castps_si128(va1), _MM_SHUFFLE(0, 0, 0, 0))); const __m128 va2c0000 = _mm_castsi128_ps(_mm_shuffle_epi32(_mm_castps_si128(va2), _MM_SHUFFLE(0, 0, 0, 0))); const __m128 va3c0000 = _mm_castsi128_ps(_mm_shuffle_epi32(_mm_castps_si128(va3), _MM_SHUFFLE(0, 0, 0, 0))); const __m128i vbi0123c0 = _mm_cvtepi8_epi32(_mm_cvtsi32_si128((int) unaligned_load_s32((const int8_t*) w + 0))); const __m128i vbi4567c0 = _mm_cvtepi8_epi32(_mm_cvtsi32_si128((int) unaligned_load_s32((const int8_t*) w + 4))); const __m128 vb0123c0 = _mm_cvtepi32_ps(vbi0123c0); const __m128 vb4567c0 = _mm_cvtepi32_ps(vbi4567c0); vacc0x0123 = _mm_fmadd_ps(va0c0000, vb0123c0, vacc0x0123); vacc1x0123 = _mm_fmadd_ps(va1c0000, vb0123c0, vacc1x0123); vacc2x0123 = _mm_fmadd_ps(va2c0000, vb0123c0, vacc2x0123); vacc3x0123 = _mm_fmadd_ps(va3c0000, vb0123c0, vacc3x0123); vacc0x4567 = _mm_fmadd_ps(va0c0000, vb4567c0, vacc0x4567); vacc1x4567 = _mm_fmadd_ps(va1c0000, vb4567c0, vacc1x4567); vacc2x4567 = _mm_fmadd_ps(va2c0000, vb4567c0, vacc2x4567); vacc3x4567 = _mm_fmadd_ps(va3c0000, vb4567c0, vacc3x4567); const __m128 va0c1111 = _mm_castsi128_ps(_mm_shuffle_epi32(_mm_castps_si128(va0), _MM_SHUFFLE(1, 1, 1, 1))); const __m128 va1c1111 = _mm_castsi128_ps(_mm_shuffle_epi32(_mm_castps_si128(va1), _MM_SHUFFLE(1, 1, 1, 1))); const __m128 va2c1111 = _mm_castsi128_ps(_mm_shuffle_epi32(_mm_castps_si128(va2), _MM_SHUFFLE(1, 1, 1, 1))); const __m128 va3c1111 = _mm_castsi128_ps(_mm_shuffle_epi32(_mm_castps_si128(va3), _MM_SHUFFLE(1, 1, 1, 1))); const __m128i vbi0123c1 = _mm_cvtepi8_epi32(_mm_cvtsi32_si128((int) unaligned_load_s32((const int8_t*) w + 8))); const __m128i vbi4567c1 = _mm_cvtepi8_epi32(_mm_cvtsi32_si128((int) unaligned_load_s32((const int8_t*) w + 12))); const __m128 vb0123c1 = _mm_cvtepi32_ps(vbi0123c1); const __m128 vb4567c1 = _mm_cvtepi32_ps(vbi4567c1); vacc0x0123 = _mm_fmadd_ps(va0c1111, vb0123c1, vacc0x0123); vacc1x0123 = _mm_fmadd_ps(va1c1111, vb0123c1, vacc1x0123); vacc2x0123 = _mm_fmadd_ps(va2c1111, vb0123c1, vacc2x0123); vacc3x0123 = _mm_fmadd_ps(va3c1111, vb0123c1, vacc3x0123); vacc0x4567 = _mm_fmadd_ps(va0c1111, vb4567c1, vacc0x4567); vacc1x4567 = _mm_fmadd_ps(va1c1111, vb4567c1, vacc1x4567); vacc2x4567 = _mm_fmadd_ps(va2c1111, vb4567c1, vacc2x4567); vacc3x4567 = _mm_fmadd_ps(va3c1111, vb4567c1, vacc3x4567); w = (const int8_t*) w + 16; k -= 2 * sizeof(float); } if XNN_UNLIKELY(k != 0) { const __m128 va0 = _mm_load1_ps(a0); a0 += 1; const __m128 va1 = _mm_load1_ps(a1); a1 += 1; const __m128 va2 = _mm_load1_ps(a2); a2 += 1; const __m128 va3 = _mm_load1_ps(a3); a3 += 1; const __m128i vbi0123 = _mm_cvtepi8_epi32(_mm_cvtsi32_si128((int) unaligned_load_s32((const void*) w))); const __m128i vbi4567 = _mm_cvtepi8_epi32(_mm_cvtsi32_si128((int) unaligned_load_s32((const int8_t*) w + 4))); const __m128 vb0123 = _mm_cvtepi32_ps(vbi0123); const __m128 vb4567 = _mm_cvtepi32_ps(vbi4567); w = (const int8_t*) w + 8; vacc0x0123 = _mm_fmadd_ps(va0, vb0123, vacc0x0123); vacc1x0123 = _mm_fmadd_ps(va1, vb0123, vacc1x0123); vacc2x0123 = _mm_fmadd_ps(va2, vb0123, vacc2x0123); vacc3x0123 = _mm_fmadd_ps(va3, vb0123, vacc3x0123); vacc0x4567 = _mm_fmadd_ps(va0, vb4567, vacc0x4567); vacc1x4567 = _mm_fmadd_ps(va1, vb4567, vacc1x4567); vacc2x4567 = _mm_fmadd_ps(va2, vb4567, vacc2x4567); vacc3x4567 = _mm_fmadd_ps(va3, vb4567, vacc3x4567); k -= sizeof(float); } const __m128 vscale0123 = _mm_loadu_ps((const float*) w + 0); vacc0x0123 = _mm_mul_ps(vacc0x0123, vscale0123); vacc1x0123 = _mm_mul_ps(vacc1x0123, vscale0123); vacc2x0123 = _mm_mul_ps(vacc2x0123, vscale0123); vacc3x0123 = _mm_mul_ps(vacc3x0123, vscale0123); const __m128 vscale4567 = _mm_loadu_ps((const float*) w + 4); vacc0x4567 = _mm_mul_ps(vacc0x4567, vscale4567); vacc1x4567 = _mm_mul_ps(vacc1x4567, vscale4567); vacc2x4567 = _mm_mul_ps(vacc2x4567, vscale4567); vacc3x4567 = _mm_mul_ps(vacc3x4567, vscale4567); w = (const float*) w + 8; const __m128 vmax = _mm_load_ps(params->sse.max); vacc0x0123 = _mm_min_ps(vacc0x0123, vmax); vacc1x0123 = _mm_min_ps(vacc1x0123, vmax); vacc2x0123 = _mm_min_ps(vacc2x0123, vmax); vacc3x0123 = _mm_min_ps(vacc3x0123, vmax); vacc0x4567 = _mm_min_ps(vacc0x4567, vmax); vacc1x4567 = _mm_min_ps(vacc1x4567, vmax); vacc2x4567 = _mm_min_ps(vacc2x4567, vmax); vacc3x4567 = _mm_min_ps(vacc3x4567, vmax); const __m128 vmin = _mm_load_ps(params->sse.min); vacc0x0123 = _mm_max_ps(vacc0x0123, vmin); vacc1x0123 = _mm_max_ps(vacc1x0123, vmin); vacc2x0123 = _mm_max_ps(vacc2x0123, vmin); vacc3x0123 = _mm_max_ps(vacc3x0123, vmin); vacc0x4567 = _mm_max_ps(vacc0x4567, vmin); vacc1x4567 = _mm_max_ps(vacc1x4567, vmin); vacc2x4567 = _mm_max_ps(vacc2x4567, vmin); vacc3x4567 = _mm_max_ps(vacc3x4567, vmin); if XNN_LIKELY(nc >= 8) { _mm_storeu_ps(c3, vacc3x0123); _mm_storeu_ps(c3 + 4, vacc3x4567); c3 = (float*) ((uintptr_t) c3 + cn_stride); _mm_storeu_ps(c2, vacc2x0123); _mm_storeu_ps(c2 + 4, vacc2x4567); c2 = (float*) ((uintptr_t) c2 + cn_stride); _mm_storeu_ps(c1, vacc1x0123); _mm_storeu_ps(c1 + 4, vacc1x4567); c1 = (float*) ((uintptr_t) c1 + cn_stride); _mm_storeu_ps(c0, vacc0x0123); _mm_storeu_ps(c0 + 4, vacc0x4567); c0 = (float*) ((uintptr_t) c0 + cn_stride); a3 = (const float*) ((uintptr_t) a3 - kc); a2 = (const float*) ((uintptr_t) a2 - kc); a1 = (const float*) ((uintptr_t) a1 - kc); a0 = (const float*) ((uintptr_t) a0 - kc); nc -= 8; } else { if (nc & 4) { _mm_storeu_ps(c3, vacc3x0123); _mm_storeu_ps(c2, vacc2x0123); _mm_storeu_ps(c1, vacc1x0123); _mm_storeu_ps(c0, vacc0x0123); vacc3x0123 = vacc3x4567; vacc2x0123 = vacc2x4567; vacc1x0123 = vacc1x4567; vacc0x0123 = vacc0x4567; c3 += 4; c2 += 4; c1 += 4; c0 += 4; } if (nc & 2) { _mm_storel_pi((__m64*) c3, vacc3x0123); _mm_storel_pi((__m64*) c2, vacc2x0123); _mm_storel_pi((__m64*) c1, vacc1x0123); _mm_storel_pi((__m64*) c0, vacc0x0123); vacc3x0123 = _mm_movehl_ps(vacc3x0123, vacc3x0123); vacc2x0123 = _mm_movehl_ps(vacc2x0123, vacc2x0123); vacc1x0123 = _mm_movehl_ps(vacc1x0123, vacc1x0123); vacc0x0123 = _mm_movehl_ps(vacc0x0123, vacc0x0123); c3 += 2; c2 += 2; c1 += 2; c0 += 2; } if (nc & 1) { _mm_store_ss(c3, vacc3x0123); _mm_store_ss(c2, vacc2x0123); _mm_store_ss(c1, vacc1x0123); _mm_store_ss(c0, vacc0x0123); } nc = 0; } } while (nc != 0); } void xnn_f32_vhswish_ukernel__fma3_x16( size_t batch, const float* input, float* output, const union xnn_f32_hswish_params params[restrict XNN_MIN_ELEMENTS(1)]) { assert(batch != 0); assert(batch % sizeof(float) == 0); assert(input != NULL); assert(output != NULL); const __m256 vsixth = _mm256_load_ps(params->avx.sixth); const __m256 vhalf = _mm256_load_ps(params->avx.half); const __m256 vone = _mm256_load_ps(params->avx.one); const __m256 vzero = _mm256_setzero_ps(); for (; batch >= 16 * sizeof(float); batch -= 16 * sizeof(float)) { const __m256 vx01234567 = _mm256_loadu_ps(input); const __m256 vx89ABCDEF = _mm256_loadu_ps(input + 8); input += 16; __m256 vacc01234567 = _mm256_fmadd_ps(vx01234567, vsixth, vhalf); __m256 vacc89ABCDEF = _mm256_fmadd_ps(vx89ABCDEF, vsixth, vhalf); vacc01234567 = _mm256_max_ps(vacc01234567, vzero); vacc89ABCDEF = _mm256_max_ps(vacc89ABCDEF, vzero); vacc01234567 = _mm256_min_ps(vacc01234567, vone); vacc89ABCDEF = _mm256_min_ps(vacc89ABCDEF, vone); vacc01234567 = _mm256_mul_ps(vacc01234567, vx01234567); vacc89ABCDEF = _mm256_mul_ps(vacc89ABCDEF, vx89ABCDEF); _mm256_storeu_ps(output, vacc01234567); _mm256_storeu_ps(output + 8, vacc89ABCDEF); output += 16; } for (; batch >= 8 * sizeof(float); batch -= 8 * sizeof(float)) { const __m256 vx = _mm256_loadu_ps(input); input += 8; __m256 vacc = _mm256_fmadd_ps(vx, vsixth, vhalf); vacc = _mm256_max_ps(vacc, vzero); vacc = _mm256_min_ps(vacc, vone); vacc = _mm256_mul_ps(vacc, vx); _mm256_storeu_ps(output, vacc); output += 8; } if XNN_UNLIKELY(batch != 0) { assert(batch >= 1 * sizeof(float)); assert(batch <= 7 * sizeof(float)); const __m256i vmask = _mm256_loadu_si256((const __m256i*) ((uintptr_t) ¶ms->avx.mask_table[7] - batch)); const __m256 vx = _mm256_maskload_ps(input, vmask); __m256 vacc = _mm256_fmadd_ps(vx, vsixth, vhalf); vacc = _mm256_max_ps(vacc, vzero); vacc = _mm256_min_ps(vacc, vone); vacc = _mm256_mul_ps(vacc, vx); __m128 vacc_lo = _mm256_castps256_ps128(vacc); if (batch & (4 * sizeof(float))) { _mm_storeu_ps(output, vacc_lo); vacc_lo = _mm256_extractf128_ps(vacc, 1); output += 4; } if (batch & (2 * sizeof(float))) { _mm_storel_pi((__m64*) output, vacc_lo); vacc_lo = _mm_movehl_ps(vacc_lo, vacc_lo); output += 2; } if (batch & (1 * sizeof(float))) { _mm_store_ss(output, vacc_lo); } } } void xnn_f32_vtanh_ukernel__fma3_expm1minus_rr1_lut4_p4h3ts_perm_div_x40( size_t batch, const float* input, float* output, const union xnn_f32_tanh_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(batch != 0); assert(batch % sizeof(float) == 0); assert(input != NULL); assert(output != NULL); const __m256 vsign_mask = _mm256_load_ps(params->avx_expm1minus_rr1_lut4_p4h3_perm.sign_mask); const __m256 vsat_cutoff = _mm256_load_ps(params->avx_expm1minus_rr1_lut4_p4h3_perm.sat_cutoff); const __m256 vlog2e = _mm256_load_ps(params->avx_expm1minus_rr1_lut4_p4h3_perm.log2e); const __m256 vmagic_bias = _mm256_load_ps(params->avx_expm1minus_rr1_lut4_p4h3_perm.magic_bias); const __m128 vtable = _mm_load_ps(params->avx_expm1minus_rr1_lut4_p4h3_perm.table); const __m256 vminus_ln2 = _mm256_load_ps(params->avx_expm1minus_rr1_lut4_p4h3_perm.minus_ln2); const __m256 vc4 = _mm256_load_ps(params->avx_expm1minus_rr1_lut4_p4h3_perm.c4); const __m256 vc3 = _mm256_load_ps(params->avx_expm1minus_rr1_lut4_p4h3_perm.c3); const __m256 vc2 = _mm256_load_ps(params->avx_expm1minus_rr1_lut4_p4h3_perm.c2); const __m256 vtwo = _mm256_load_ps(params->avx_expm1minus_rr1_lut4_p4h3_perm.two); const __m256 vminus_one = _mm256_load_ps(params->avx_expm1minus_rr1_lut4_p4h3_perm.minus_one); for (; batch >= 40 * sizeof(float); batch -= 40 * sizeof(float)) { const __m256 vx0 = _mm256_loadu_ps(input); const __m256 vx1 = _mm256_loadu_ps(input + 8); const __m256 vx2 = _mm256_loadu_ps(input + 16); const __m256 vx3 = _mm256_loadu_ps(input + 24); const __m256 vx4 = _mm256_loadu_ps(input + 32); input += 40; __m256 vz0 = _mm256_or_ps(vx0, vsign_mask); __m256 vz1 = _mm256_or_ps(vx1, vsign_mask); __m256 vz2 = _mm256_or_ps(vx2, vsign_mask); __m256 vz3 = _mm256_or_ps(vx3, vsign_mask); __m256 vz4 = _mm256_or_ps(vx4, vsign_mask); const __m256 vinvsignx0 = _mm256_xor_ps(vx0, vz0); vz0 = _mm256_max_ps(vsat_cutoff, vz0); const __m256 vinvsignx1 = _mm256_xor_ps(vx1, vz1); vz1 = _mm256_max_ps(vsat_cutoff, vz1); const __m256 vinvsignx2 = _mm256_xor_ps(vx2, vz2); vz2 = _mm256_max_ps(vsat_cutoff, vz2); const __m256 vinvsignx3 = _mm256_xor_ps(vx3, vz3); vz3 = _mm256_max_ps(vsat_cutoff, vz3); const __m256 vinvsignx4 = _mm256_xor_ps(vx4, vz4); vz4 = _mm256_max_ps(vsat_cutoff, vz4); __m256 vn0 = _mm256_fmadd_ps(vz0, vlog2e, vmagic_bias); __m256 vn1 = _mm256_fmadd_ps(vz1, vlog2e, vmagic_bias); __m256 vn2 = _mm256_fmadd_ps(vz2, vlog2e, vmagic_bias); __m256 vn3 = _mm256_fmadd_ps(vz3, vlog2e, vmagic_bias); __m256 vn4 = _mm256_fmadd_ps(vz4, vlog2e, vmagic_bias); const __m128 vn0_hi = _mm256_extractf128_ps(vn0, 1); __m128i ve0_lo = _mm_slli_epi32(_mm_castps_si128(_mm256_castps256_ps128(vn0)), 21); const __m128 vn1_hi = _mm256_extractf128_ps(vn1, 1); __m128i ve1_lo = _mm_slli_epi32(_mm_castps_si128(_mm256_castps256_ps128(vn1)), 21); const __m128 vn2_hi = _mm256_extractf128_ps(vn2, 1); __m128i ve2_lo = _mm_slli_epi32(_mm_castps_si128(_mm256_castps256_ps128(vn2)), 21); const __m128 vn3_hi = _mm256_extractf128_ps(vn3, 1); __m128i ve3_lo = _mm_slli_epi32(_mm_castps_si128(_mm256_castps256_ps128(vn3)), 21); const __m128 vn4_hi = _mm256_extractf128_ps(vn4, 1); __m128i ve4_lo = _mm_slli_epi32(_mm_castps_si128(_mm256_castps256_ps128(vn4)), 21); __m128i ve0_hi = _mm_slli_epi32(_mm_castps_si128(vn0_hi), 21); const __m128i vl0_lo = _mm_castps_si128(_mm_permutevar_ps(vtable, _mm_castps_si128(_mm256_castps256_ps128(vn0)))); const __m128i vl0_hi = _mm_castps_si128(_mm_permutevar_ps(vtable, _mm_castps_si128(vn0_hi))); __m128i ve1_hi = _mm_slli_epi32(_mm_castps_si128(vn1_hi), 21); const __m128i vl1_lo = _mm_castps_si128(_mm_permutevar_ps(vtable, _mm_castps_si128(_mm256_castps256_ps128(vn1)))); const __m128i vl1_hi = _mm_castps_si128(_mm_permutevar_ps(vtable, _mm_castps_si128(vn1_hi))); __m128i ve2_hi = _mm_slli_epi32(_mm_castps_si128(vn2_hi), 21); const __m128i vl2_lo = _mm_castps_si128(_mm_permutevar_ps(vtable, _mm_castps_si128(_mm256_castps256_ps128(vn2)))); const __m128i vl2_hi = _mm_castps_si128(_mm_permutevar_ps(vtable, _mm_castps_si128(vn2_hi))); __m128i ve3_hi = _mm_slli_epi32(_mm_castps_si128(vn3_hi), 21); const __m128i vl3_lo = _mm_castps_si128(_mm_permutevar_ps(vtable, _mm_castps_si128(_mm256_castps256_ps128(vn3)))); const __m128i vl3_hi = _mm_castps_si128(_mm_permutevar_ps(vtable, _mm_castps_si128(vn3_hi))); __m128i ve4_hi = _mm_slli_epi32(_mm_castps_si128(vn4_hi), 21); const __m128i vl4_lo = _mm_castps_si128(_mm_permutevar_ps(vtable, _mm_castps_si128(_mm256_castps256_ps128(vn4)))); const __m128i vl4_hi = _mm_castps_si128(_mm_permutevar_ps(vtable, _mm_castps_si128(vn4_hi))); const __m128 vs0_lo = _mm_castsi128_ps(_mm_add_epi32(ve0_lo, vl0_lo)); const __m128 vs0_hi = _mm_castsi128_ps(_mm_add_epi32(ve0_hi, vl0_hi)); const __m128 vs1_lo = _mm_castsi128_ps(_mm_add_epi32(ve1_lo, vl1_lo)); const __m128 vs1_hi = _mm_castsi128_ps(_mm_add_epi32(ve1_hi, vl1_hi)); const __m128 vs2_lo = _mm_castsi128_ps(_mm_add_epi32(ve2_lo, vl2_lo)); const __m128 vs2_hi = _mm_castsi128_ps(_mm_add_epi32(ve2_hi, vl2_hi)); const __m128 vs3_lo = _mm_castsi128_ps(_mm_add_epi32(ve3_lo, vl3_lo)); const __m128 vs3_hi = _mm_castsi128_ps(_mm_add_epi32(ve3_hi, vl3_hi)); const __m128 vs4_lo = _mm_castsi128_ps(_mm_add_epi32(ve4_lo, vl4_lo)); const __m128 vs4_hi = _mm_castsi128_ps(_mm_add_epi32(ve4_hi, vl4_hi)); const __m256 vs0 = _mm256_insertf128_ps(_mm256_castps128_ps256(vs0_lo), vs0_hi, 1); const __m256 vs1 = _mm256_insertf128_ps(_mm256_castps128_ps256(vs1_lo), vs1_hi, 1); const __m256 vs2 = _mm256_insertf128_ps(_mm256_castps128_ps256(vs2_lo), vs2_hi, 1); const __m256 vs3 = _mm256_insertf128_ps(_mm256_castps128_ps256(vs3_lo), vs3_hi, 1); const __m256 vs4 = _mm256_insertf128_ps(_mm256_castps128_ps256(vs4_lo), vs4_hi, 1); vn0 = _mm256_sub_ps(vn0, vmagic_bias); vn1 = _mm256_sub_ps(vn1, vmagic_bias); vn2 = _mm256_sub_ps(vn2, vmagic_bias); vn3 = _mm256_sub_ps(vn3, vmagic_bias); vn4 = _mm256_sub_ps(vn4, vmagic_bias); const __m256 vt0 = _mm256_fmadd_ps(vn0, vminus_ln2, vz0); const __m256 vt1 = _mm256_fmadd_ps(vn1, vminus_ln2, vz1); const __m256 vt2 = _mm256_fmadd_ps(vn2, vminus_ln2, vz2); const __m256 vt3 = _mm256_fmadd_ps(vn3, vminus_ln2, vz3); const __m256 vt4 = _mm256_fmadd_ps(vn4, vminus_ln2, vz4); __m256 vp0 = vc4; __m256 vp1 = vc4; __m256 vp2 = vc4; __m256 vp3 = vc4; __m256 vp4 = vc4; vp0 = _mm256_fmadd_ps(vp0, vt0, vc3); vp1 = _mm256_fmadd_ps(vp1, vt1, vc3); vp2 = _mm256_fmadd_ps(vp2, vt2, vc3); vp3 = _mm256_fmadd_ps(vp3, vt3, vc3); vp4 = _mm256_fmadd_ps(vp4, vt4, vc3); vp0 = _mm256_fmadd_ps(vp0, vt0, vc2); vp1 = _mm256_fmadd_ps(vp1, vt1, vc2); vp2 = _mm256_fmadd_ps(vp2, vt2, vc2); vp3 = _mm256_fmadd_ps(vp3, vt3, vc2); vp4 = _mm256_fmadd_ps(vp4, vt4, vc2); vp0 = _mm256_fmadd_ps(vp0, vt0, vtwo); vp1 = _mm256_fmadd_ps(vp1, vt1, vtwo); vp2 = _mm256_fmadd_ps(vp2, vt2, vtwo); vp3 = _mm256_fmadd_ps(vp3, vt3, vtwo); vp4 = _mm256_fmadd_ps(vp4, vt4, vtwo); const __m256 vts0 = _mm256_mul_ps(vt0, vs0); const __m256 vsmo0 = _mm256_add_ps(vs0, vminus_one); const __m256 vts1 = _mm256_mul_ps(vt1, vs1); const __m256 vsmo1 = _mm256_add_ps(vs1, vminus_one); const __m256 vts2 = _mm256_mul_ps(vt2, vs2); const __m256 vsmo2 = _mm256_add_ps(vs2, vminus_one); const __m256 vts3 = _mm256_mul_ps(vt3, vs3); const __m256 vsmo3 = _mm256_add_ps(vs3, vminus_one); const __m256 vts4 = _mm256_mul_ps(vt4, vs4); const __m256 vsmo4 = _mm256_add_ps(vs4, vminus_one); const __m256 vemo0 = _mm256_fmadd_ps(vp0, vts0, vsmo0); const __m256 vemo1 = _mm256_fmadd_ps(vp1, vts1, vsmo1); const __m256 vemo2 = _mm256_fmadd_ps(vp2, vts2, vsmo2); const __m256 vemo3 = _mm256_fmadd_ps(vp3, vts3, vsmo3); const __m256 vemo4 = _mm256_fmadd_ps(vp4, vts4, vsmo4); const __m256 vepo0 = _mm256_add_ps(vemo0, vtwo); const __m256 vepo1 = _mm256_add_ps(vemo1, vtwo); const __m256 vepo2 = _mm256_add_ps(vemo2, vtwo); const __m256 vepo3 = _mm256_add_ps(vemo3, vtwo); const __m256 vepo4 = _mm256_add_ps(vemo4, vtwo); __m256 vy0 = _mm256_div_ps(vemo0, vepo0); __m256 vy1 = _mm256_div_ps(vemo1, vepo1); __m256 vy2 = _mm256_div_ps(vemo2, vepo2); __m256 vy3 = _mm256_div_ps(vemo3, vepo3); __m256 vy4 = _mm256_div_ps(vemo4, vepo4); vy0 = _mm256_xor_ps(vy0, vinvsignx0); vy1 = _mm256_xor_ps(vy1, vinvsignx1); vy2 = _mm256_xor_ps(vy2, vinvsignx2); vy3 = _mm256_xor_ps(vy3, vinvsignx3); vy4 = _mm256_xor_ps(vy4, vinvsignx4); _mm256_storeu_ps(output, vy0); _mm256_storeu_ps(output + 8, vy1); _mm256_storeu_ps(output + 16, vy2); _mm256_storeu_ps(output + 24, vy3); _mm256_storeu_ps(output + 32, vy4); output += 40; } for (; batch >= 8 * sizeof(float); batch -= 8 * sizeof(float)) { const __m256 vx = _mm256_loadu_ps(input); input += 8; __m256 vz = _mm256_or_ps(vx, vsign_mask); const __m256 vinvsignx = _mm256_xor_ps(vx, vz); vz = _mm256_max_ps(vsat_cutoff, vz); __m256 vn = _mm256_fmadd_ps(vz, vlog2e, vmagic_bias); const __m128 vn_hi = _mm256_extractf128_ps(vn, 1); __m128i ve_lo = _mm_slli_epi32(_mm_castps_si128(_mm256_castps256_ps128(vn)), 21); __m128i ve_hi = _mm_slli_epi32(_mm_castps_si128(vn_hi), 21); const __m128i vl_lo = _mm_castps_si128(_mm_permutevar_ps(vtable, _mm_castps_si128(_mm256_castps256_ps128(vn)))); const __m128i vl_hi = _mm_castps_si128(_mm_permutevar_ps(vtable, _mm_castps_si128(vn_hi))); const __m128 vs_lo = _mm_castsi128_ps(_mm_add_epi32(ve_lo, vl_lo)); const __m128 vs_hi = _mm_castsi128_ps(_mm_add_epi32(ve_hi, vl_hi)); const __m256 vs = _mm256_insertf128_ps(_mm256_castps128_ps256(vs_lo), vs_hi, 1); vn = _mm256_sub_ps(vn, vmagic_bias); const __m256 vt = _mm256_fmadd_ps(vn, vminus_ln2, vz); __m256 vp = vc4; vp = _mm256_fmadd_ps(vp, vt, vc3); vp = _mm256_fmadd_ps(vp, vt, vc2); vp = _mm256_fmadd_ps(vp, vt, vtwo); const __m256 vts = _mm256_mul_ps(vt, vs); const __m256 vsmo = _mm256_add_ps(vs, vminus_one); const __m256 vemo = _mm256_fmadd_ps(vp, vts, vsmo); const __m256 vepo = _mm256_add_ps(vemo, vtwo); __m256 vy = _mm256_div_ps(vemo, vepo); vy = _mm256_xor_ps(vy, vinvsignx); _mm256_storeu_ps(output, vy); output += 8; } if XNN_UNLIKELY(batch != 0) { assert(batch >= 1 * sizeof(float)); assert(batch <= 7 * sizeof(float)); const __m256i vmask = _mm256_loadu_si256((const __m256i*) ((uintptr_t) ¶ms->avx_expm1minus_rr1_lut4_p4h3_perm.mask_table[7] - batch)); const __m256 vx = _mm256_maskload_ps(input, vmask); __m256 vz = _mm256_or_ps(vx, vsign_mask); const __m256 vinvsignx = _mm256_xor_ps(vx, vz); vz = _mm256_max_ps(vsat_cutoff, vz); __m256 vn = _mm256_fmadd_ps(vz, vlog2e, vmagic_bias); const __m128 vn_hi = _mm256_extractf128_ps(vn, 1); __m128i ve_lo = _mm_slli_epi32(_mm_castps_si128(_mm256_castps256_ps128(vn)), 21); __m128i ve_hi = _mm_slli_epi32(_mm_castps_si128(vn_hi), 21); const __m128i vl_lo = _mm_castps_si128(_mm_permutevar_ps(vtable, _mm_castps_si128(_mm256_castps256_ps128(vn)))); const __m128i vl_hi = _mm_castps_si128(_mm_permutevar_ps(vtable, _mm_castps_si128(vn_hi))); const __m128 vs_lo = _mm_castsi128_ps(_mm_add_epi32(ve_lo, vl_lo)); const __m128 vs_hi = _mm_castsi128_ps(_mm_add_epi32(ve_hi, vl_hi)); const __m256 vs = _mm256_insertf128_ps(_mm256_castps128_ps256(vs_lo), vs_hi, 1); vn = _mm256_sub_ps(vn, vmagic_bias); const __m256 vt = _mm256_fmadd_ps(vn, vminus_ln2, vz); __m256 vp = vc4; vp = _mm256_fmadd_ps(vp, vt, vc3); vp = _mm256_fmadd_ps(vp, vt, vc2); vp = _mm256_fmadd_ps(vp, vt, vtwo); const __m256 vts = _mm256_mul_ps(vt, vs); const __m256 vsmo = _mm256_add_ps(vs, vminus_one); const __m256 vemo = _mm256_fmadd_ps(vp, vts, vsmo); const __m256 vepo = _mm256_add_ps(vemo, vtwo); __m256 vy = _mm256_div_ps(vemo, vepo); vy = _mm256_xor_ps(vy, vinvsignx); __m128 vy_lo = _mm256_castps256_ps128(vy); if (batch & (4 * sizeof(float))) { _mm_storeu_ps(output, vy_lo); vy_lo = _mm256_extractf128_ps(vy, 1); output += 4; } if (batch & (2 * sizeof(float))) { _mm_storel_pi((__m64*) output, vy_lo); vy_lo = _mm_movehl_ps(vy_lo, vy_lo); output += 2; } if (batch & (1 * sizeof(float))) { _mm_store_ss(output, vy_lo); } } }