Androidonnxfork's picture
Upload folder using huggingface_hub
8b7c501
raw
history blame
No virus
247 kB
// 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 <assert.h>
#include <math.h>
#include <stddef.h>
#include <stdint.h>
#include <immintrin.h>
#include <xnnpack/common.h>
#include <xnnpack/dwconv.h>
#include <xnnpack/gemm.h>
#include <xnnpack/ibilinear.h>
#include <xnnpack/igemm.h>
#include <xnnpack/intrinsics-polyfill.h>
#include <xnnpack/math.h>
#include <xnnpack/microparams.h>
#include <xnnpack/prefetch.h>
#include <xnnpack/unaligned.h>
#include <xnnpack/vmulcaddc.h>
#include <xnnpack/vunary.h>
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*) &params->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*) &params->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*) &params->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*) &params->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*) &params->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*) &params->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*) &params->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) &params->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) &params->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);
}
}
}