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XNNPACK
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XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-2x8c4-minmax-fp32-neonv8-mlal-ld2r.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/c4-neon-mull-dup.c.in
// Generator: tools/xngen
//
// 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 <arm_neon.h>
#include <xnnpack/gemm.h>
#include <xnnpack/intrinsics-polyfill.h>
#include <xnnpack/math.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_2x8c4__neonv8_mlal_ld2r(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
{
assert(mr != 0);
assert(mr <= 2);
assert(nc != 0);
assert(kc != 0);
assert(kc % sizeof(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
kc = round_up_po2(kc, 4 * sizeof(int8_t));
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr != 2) {
a1 = a0;
c1 = c0;
}
do {
int32x4_t vacc0x01 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t));
int32x4_t vacc0x23 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t));
int32x4_t vacc0x45 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t));
int32x4_t vacc0x67 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t));
int32x4_t vacc1x01 = vacc0x01;
int32x4_t vacc1x23 = vacc0x23;
int32x4_t vacc1x45 = vacc0x45;
int32x4_t vacc1x67 = vacc0x67;
size_t k = kc;
while (k >= 16 * sizeof(int8_t)) {
const int32x2x2_t va0x0 = vld2_dup_s32((const void*)a0); a0 += 8;
const int32x2x2_t va0x1 = vld2_dup_s32((const void*)a0); a0 += 8;
const int32x2x2_t va1x0 = vld2_dup_s32((const void*)a1); a1 += 8;
const int32x2x2_t va1x1 = vld2_dup_s32((const void*)a1); a1 += 8;
const int8x8_t vb01c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb23c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb45c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb67c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb01c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb23c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb45c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb67c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t va0c0x0 = vreinterpret_s8_s32(va0x0.val[0]);
const int8x8_t va0c0x1 = vreinterpret_s8_s32(va0x1.val[0]);
const int8x8_t va1c0x0 = vreinterpret_s8_s32(va1x0.val[0]);
const int8x8_t va1c0x1 = vreinterpret_s8_s32(va1x1.val[0]);
int16x8_t vprod0x01c0 = vmull_s8(vb01c0x0, va0c0x0);
int16x8_t vprod1x01c0 = vmull_s8(vb01c0x0, va1c0x0);
const int8x8_t vb01c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x01c0 = vmlal_s8(vprod0x01c0, vb01c0x1, va0c0x1);
vprod1x01c0 = vmlal_s8(vprod1x01c0, vb01c0x1, va1c0x1);
vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c0);
vacc1x01 = vpadalq_s16(vacc1x01, vprod1x01c0);
int16x8_t vprod0x23c0 = vmull_s8(vb23c0x0, va0c0x0);
int16x8_t vprod1x23c0 = vmull_s8(vb23c0x0, va1c0x0);
const int8x8_t vb23c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x23c0 = vmlal_s8(vprod0x23c0, vb23c0x1, va0c0x1);
vprod1x23c0 = vmlal_s8(vprod1x23c0, vb23c0x1, va1c0x1);
vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c0);
vacc1x23 = vpadalq_s16(vacc1x23, vprod1x23c0);
int16x8_t vprod0x45c0 = vmull_s8(vb45c0x0, va0c0x0);
int16x8_t vprod1x45c0 = vmull_s8(vb45c0x0, va1c0x0);
const int8x8_t vb45c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x45c0 = vmlal_s8(vprod0x45c0, vb45c0x1, va0c0x1);
vprod1x45c0 = vmlal_s8(vprod1x45c0, vb45c0x1, va1c0x1);
vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c0);
vacc1x45 = vpadalq_s16(vacc1x45, vprod1x45c0);
int16x8_t vprod0x67c0 = vmull_s8(vb67c0x0, va0c0x0);
int16x8_t vprod1x67c0 = vmull_s8(vb67c0x0, va1c0x0);
const int8x8_t vb67c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x67c0 = vmlal_s8(vprod0x67c0, vb67c0x1, va0c0x1);
vprod1x67c0 = vmlal_s8(vprod1x67c0, vb67c0x1, va1c0x1);
vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c0);
vacc1x67 = vpadalq_s16(vacc1x67, vprod1x67c0);
const int8x8_t va0c1x0 = vreinterpret_s8_s32(va0x0.val[1]);
const int8x8_t va0c1x1 = vreinterpret_s8_s32(va0x1.val[1]);
const int8x8_t va1c1x0 = vreinterpret_s8_s32(va1x0.val[1]);
const int8x8_t va1c1x1 = vreinterpret_s8_s32(va1x1.val[1]);
int16x8_t vprod0x01c1 = vmull_s8(vb01c1x0, va0c1x0);
int16x8_t vprod1x01c1 = vmull_s8(vb01c1x0, va1c1x0);
const int8x8_t vb01c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x01c1 = vmlal_s8(vprod0x01c1, vb01c1x1, va0c1x1);
vprod1x01c1 = vmlal_s8(vprod1x01c1, vb01c1x1, va1c1x1);
vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c1);
vacc1x01 = vpadalq_s16(vacc1x01, vprod1x01c1);
int16x8_t vprod0x23c1 = vmull_s8(vb23c1x0, va0c1x0);
int16x8_t vprod1x23c1 = vmull_s8(vb23c1x0, va1c1x0);
const int8x8_t vb23c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x23c1 = vmlal_s8(vprod0x23c1, vb23c1x1, va0c1x1);
vprod1x23c1 = vmlal_s8(vprod1x23c1, vb23c1x1, va1c1x1);
vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c1);
vacc1x23 = vpadalq_s16(vacc1x23, vprod1x23c1);
int16x8_t vprod0x45c1 = vmull_s8(vb45c1x0, va0c1x0);
int16x8_t vprod1x45c1 = vmull_s8(vb45c1x0, va1c1x0);
const int8x8_t vb45c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x45c1 = vmlal_s8(vprod0x45c1, vb45c1x1, va0c1x1);
vprod1x45c1 = vmlal_s8(vprod1x45c1, vb45c1x1, va1c1x1);
vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c1);
vacc1x45 = vpadalq_s16(vacc1x45, vprod1x45c1);
int16x8_t vprod0x67c1 = vmull_s8(vb67c1x0, va0c1x0);
int16x8_t vprod1x67c1 = vmull_s8(vb67c1x0, va1c1x0);
const int8x8_t vb67c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x67c1 = vmlal_s8(vprod0x67c1, vb67c1x1, va0c1x1);
vprod1x67c1 = vmlal_s8(vprod1x67c1, vb67c1x1, va1c1x1);
vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c1);
vacc1x67 = vpadalq_s16(vacc1x67, vprod1x67c1);
k -= 16 * sizeof(int8_t);
}
if (k >= 8 * sizeof(int8_t)) {
const int32x2x2_t va0 = vld2_dup_s32((const void*)a0); a0 += 8;
const int32x2x2_t va1 = vld2_dup_s32((const void*)a1); a1 += 8;
const int8x8_t vb01c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb23c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb45c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb67c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb01c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb23c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb45c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb67c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t va0c0 = vreinterpret_s8_s32(va0.val[0]);
const int8x8_t va1c0 = vreinterpret_s8_s32(va1.val[0]);
const int16x8_t vprod0x01c0 = vmull_s8(vb01c0, va0c0);
const int16x8_t vprod1x01c0 = vmull_s8(vb01c0, va1c0);
vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c0);
vacc1x01 = vpadalq_s16(vacc1x01, vprod1x01c0);
const int16x8_t vprod0x23c0 = vmull_s8(vb23c0, va0c0);
const int16x8_t vprod1x23c0 = vmull_s8(vb23c0, va1c0);
vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c0);
vacc1x23 = vpadalq_s16(vacc1x23, vprod1x23c0);
const int16x8_t vprod0x45c0 = vmull_s8(vb45c0, va0c0);
const int16x8_t vprod1x45c0 = vmull_s8(vb45c0, va1c0);
vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c0);
vacc1x45 = vpadalq_s16(vacc1x45, vprod1x45c0);
const int16x8_t vprod0x67c0 = vmull_s8(vb67c0, va0c0);
const int16x8_t vprod1x67c0 = vmull_s8(vb67c0, va1c0);
vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c0);
vacc1x67 = vpadalq_s16(vacc1x67, vprod1x67c0);
const int8x8_t va0c1 = vreinterpret_s8_s32(va0.val[1]);
const int8x8_t va1c1 = vreinterpret_s8_s32(va1.val[1]);
const int16x8_t vprod0x01c1 = vmull_s8(vb01c1, va0c1);
const int16x8_t vprod1x01c1 = vmull_s8(vb01c1, va1c1);
vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c1);
vacc1x01 = vpadalq_s16(vacc1x01, vprod1x01c1);
const int16x8_t vprod0x23c1 = vmull_s8(vb23c1, va0c1);
const int16x8_t vprod1x23c1 = vmull_s8(vb23c1, va1c1);
vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c1);
vacc1x23 = vpadalq_s16(vacc1x23, vprod1x23c1);
const int16x8_t vprod0x45c1 = vmull_s8(vb45c1, va0c1);
const int16x8_t vprod1x45c1 = vmull_s8(vb45c1, va1c1);
vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c1);
vacc1x45 = vpadalq_s16(vacc1x45, vprod1x45c1);
const int16x8_t vprod0x67c1 = vmull_s8(vb67c1, va0c1);
const int16x8_t vprod1x67c1 = vmull_s8(vb67c1, va1c1);
vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c1);
vacc1x67 = vpadalq_s16(vacc1x67, vprod1x67c1);
k -= 8 * sizeof(int8_t);
}
if XNN_UNLIKELY(k != 0) {
const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
const int8x8_t vb01c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb23c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb45c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb67c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t va0c0 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va0), 0));
const int16x8_t vprod0x01c0 = vmull_s8(vb01c0, va0c0);
vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c0);
const int16x8_t vprod0x23c0 = vmull_s8(vb23c0, va0c0);
vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c0);
const int16x8_t vprod0x45c0 = vmull_s8(vb45c0, va0c0);
vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c0);
const int16x8_t vprod0x67c0 = vmull_s8(vb67c0, va0c0);
vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c0);
const int8x8_t va1c0 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va1), 0));
const int16x8_t vprod1x01c0 = vmull_s8(vb01c0, va1c0);
vacc1x01 = vpadalq_s16(vacc1x01, vprod1x01c0);
const int16x8_t vprod1x23c0 = vmull_s8(vb23c0, va1c0);
vacc1x23 = vpadalq_s16(vacc1x23, vprod1x23c0);
const int16x8_t vprod1x45c0 = vmull_s8(vb45c0, va1c0);
vacc1x45 = vpadalq_s16(vacc1x45, vprod1x45c0);
const int16x8_t vprod1x67c0 = vmull_s8(vb67c0, va1c0);
vacc1x67 = vpadalq_s16(vacc1x67, vprod1x67c0);
}
#if XNN_ARCH_ARM64
int32x4_t vacc0x0123 = vpaddq_s32(vacc0x01, vacc0x23);
int32x4_t vacc0x4567 = vpaddq_s32(vacc0x45, vacc0x67);
int32x4_t vacc1x0123 = vpaddq_s32(vacc1x01, vacc1x23);
int32x4_t vacc1x4567 = vpaddq_s32(vacc1x45, vacc1x67);
#else
const int32x2_t vsum0x01 = vpadd_s32(vget_low_s32(vacc0x01), vget_high_s32(vacc0x01));
const int32x2_t vsum0x23 = vpadd_s32(vget_low_s32(vacc0x23), vget_high_s32(vacc0x23));
int32x4_t vacc0x0123 = vcombine_s32(vsum0x01, vsum0x23);
const int32x2_t vsum0x45 = vpadd_s32(vget_low_s32(vacc0x45), vget_high_s32(vacc0x45));
const int32x2_t vsum0x67 = vpadd_s32(vget_low_s32(vacc0x67), vget_high_s32(vacc0x67));
int32x4_t vacc0x4567 = vcombine_s32(vsum0x45, vsum0x67);
const int32x2_t vsum1x01 = vpadd_s32(vget_low_s32(vacc1x01), vget_high_s32(vacc1x01));
const int32x2_t vsum1x23 = vpadd_s32(vget_low_s32(vacc1x23), vget_high_s32(vacc1x23));
int32x4_t vacc1x0123 = vcombine_s32(vsum1x01, vsum1x23);
const int32x2_t vsum1x45 = vpadd_s32(vget_low_s32(vacc1x45), vget_high_s32(vacc1x45));
const int32x2_t vsum1x67 = vpadd_s32(vget_low_s32(vacc1x67), vget_high_s32(vacc1x67));
int32x4_t vacc1x4567 = vcombine_s32(vsum1x45, vsum1x67);
#endif
float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
float32x4_t vfpacc1x0123 = vcvtq_f32_s32(vacc1x0123);
float32x4_t vfpacc1x4567 = vcvtq_f32_s32(vacc1x4567);
const float32x4_t vscale0123 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale0123);
vfpacc1x0123 = vmulq_f32(vfpacc1x0123, vscale0123);
const float32x4_t vscale4567 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale4567);
vfpacc1x4567 = vmulq_f32(vfpacc1x4567, vscale4567);
vacc0x0123 = vcvtnq_s32_f32(vfpacc0x0123);
vacc0x4567 = vcvtnq_s32_f32(vfpacc0x4567);
vacc1x0123 = vcvtnq_s32_f32(vfpacc1x0123);
vacc1x4567 = vcvtnq_s32_f32(vfpacc1x4567);
const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->fp32_neonv8.output_zero_point);
#if XNN_ARCH_ARM64
int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567);
int16x8_t vacc1x01234567 = vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567);
vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point);
vacc1x01234567 = vqaddq_s16(vacc1x01234567, voutput_zero_point);
int8x16_t vout0x01234567_1x01234567 = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc1x01234567);
#else
int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567));
int16x8_t vacc1x01234567 = vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567));
vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point);
vacc1x01234567 = vqaddq_s16(vacc1x01234567, voutput_zero_point);
int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc1x01234567));
#endif
const int8x16_t voutput_min = vld1q_dup_s8(¶ms->fp32_neonv8.output_min);
vout0x01234567_1x01234567 = vmaxq_s8(vout0x01234567_1x01234567, voutput_min);
const int8x16_t voutput_max = vld1q_dup_s8(¶ms->fp32_neonv8.output_max);
vout0x01234567_1x01234567 = vminq_s8(vout0x01234567_1x01234567, voutput_max);
if (nc >= 8) {
vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
nc -= 8;
} else {
// Final case where not all of the 8 columns fit in the destination.
if (nc & 4) {
vst1q_lane_u32((void*) c0, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
vst1q_lane_u32((void*) c1, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
}
if (nc & 2) {
vst1q_lane_u16((void*) c0, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
vst1q_lane_u16((void*) c1, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
}
if (nc & 1) {
vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
}
nc = 0;
}
} while (nc != 0);
}
| 16,666
| 50.283077
| 128
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-2x8c4s2-minmax-fp32-neon-mlal.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/c4-neon-mull-shuffle.c.in
// Generator: tools/xngen
//
// 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 <arm_neon.h>
#include <xnnpack/gemm.h>
#include <xnnpack/math.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_2x8c4s2__neon_mlal(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
{
assert(mr != 0);
assert(mr <= 2);
assert(nc != 0);
assert(kc != 0);
assert(kc % sizeof(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr != 2) {
a1 = a0;
c1 = c0;
}
kc = round_up_po2(kc, 8 * sizeof(int8_t));
do {
int32x4_t vacc0x01 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const int32_t*) w + 2;
int32x4_t vacc0x23 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const int32_t*) w + 2;
int32x4_t vacc0x45 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const int32_t*) w + 2;
int32x4_t vacc0x67 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const int32_t*) w + 2;
int32x4_t vacc1x01 = vacc0x01;
int32x4_t vacc1x23 = vacc0x23;
int32x4_t vacc1x45 = vacc0x45;
int32x4_t vacc1x67 = vacc0x67;
size_t k = kc;
while (k >= 16 * sizeof(int8_t)) {
int8x8_t va0x0 = vld1_s8(a0); a0 += 8;
int8x8_t va0x1 = vld1_s8(a0); a0 += 8;
int8x8_t va1x0 = vld1_s8(a1); a1 += 8;
int8x8_t va1x1 = vld1_s8(a1); a1 += 8;
const int8x8_t vb01c0x0 = vld1_s8(w); w = (const int8_t*) w + 8;
const int8x8_t vb23c0x0 = vld1_s8(w); w = (const int8_t*) w + 8;
const int8x8_t vb45c0x0 = vld1_s8(w); w = (const int8_t*) w + 8;
const int8x8_t vb67c0x0 = vld1_s8(w); w = (const int8_t*) w + 8;
const int8x8_t vb01c1x0 = vld1_s8(w); w = (const int8_t*) w + 8;
const int8x8_t vb23c1x0 = vld1_s8(w); w = (const int8_t*) w + 8;
const int8x8_t vb45c1x0 = vld1_s8(w); w = (const int8_t*) w + 8;
const int8x8_t vb67c1x0 = vld1_s8(w); w = (const int8_t*) w + 8;
int16x8_t vprod0x01c0 = vmull_s8(vb01c0x0, va0x0);
int16x8_t vprod1x01c0 = vmull_s8(vb01c0x0, va1x0);
const int8x8_t vb01c0x1 = vld1_s8(w); w = (const int8_t*) w + 8;
vprod0x01c0 = vmlal_s8(vprod0x01c0, vb01c0x1, va0x1);
vprod1x01c0 = vmlal_s8(vprod1x01c0, vb01c0x1, va1x1);
vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c0);
vacc1x01 = vpadalq_s16(vacc1x01, vprod1x01c0);
int16x8_t vprod0x23c0 = vmull_s8(vb23c0x0, va0x0);
int16x8_t vprod1x23c0 = vmull_s8(vb23c0x0, va1x0);
const int8x8_t vb23c0x1 = vld1_s8(w); w = (const int8_t*) w + 8;
vprod0x23c0 = vmlal_s8(vprod0x23c0, vb23c0x1, va0x1);
vprod1x23c0 = vmlal_s8(vprod1x23c0, vb23c0x1, va1x1);
vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c0);
vacc1x23 = vpadalq_s16(vacc1x23, vprod1x23c0);
int16x8_t vprod0x45c0 = vmull_s8(vb45c0x0, va0x0);
int16x8_t vprod1x45c0 = vmull_s8(vb45c0x0, va1x0);
const int8x8_t vb45c0x1 = vld1_s8(w); w = (const int8_t*) w + 8;
vprod0x45c0 = vmlal_s8(vprod0x45c0, vb45c0x1, va0x1);
vprod1x45c0 = vmlal_s8(vprod1x45c0, vb45c0x1, va1x1);
vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c0);
vacc1x45 = vpadalq_s16(vacc1x45, vprod1x45c0);
int16x8_t vprod0x67c0 = vmull_s8(vb67c0x0, va0x0);
int16x8_t vprod1x67c0 = vmull_s8(vb67c0x0, va1x0);
const int8x8_t vb67c0x1 = vld1_s8(w); w = (const int8_t*) w + 8;
vprod0x67c0 = vmlal_s8(vprod0x67c0, vb67c0x1, va0x1);
vprod1x67c0 = vmlal_s8(vprod1x67c0, vb67c0x1, va1x1);
vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c0);
vacc1x67 = vpadalq_s16(vacc1x67, vprod1x67c0);
va0x0 = vext_s8(va0x0, va0x0, 4);
va0x1 = vext_s8(va0x1, va0x1, 4);
va1x0 = vext_s8(va1x0, va1x0, 4);
va1x1 = vext_s8(va1x1, va1x1, 4);
int16x8_t vprod0x01c1 = vmull_s8(vb01c1x0, va0x0);
int16x8_t vprod1x01c1 = vmull_s8(vb01c1x0, va1x0);
const int8x8_t vb01c1x1 = vld1_s8(w); w = (const int8_t*) w + 8;
vprod0x01c1 = vmlal_s8(vprod0x01c1, vb01c1x1, va0x1);
vprod1x01c1 = vmlal_s8(vprod1x01c1, vb01c1x1, va1x1);
vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c1);
vacc1x01 = vpadalq_s16(vacc1x01, vprod1x01c1);
int16x8_t vprod0x23c1 = vmull_s8(vb23c1x0, va0x0);
int16x8_t vprod1x23c1 = vmull_s8(vb23c1x0, va1x0);
const int8x8_t vb23c1x1 = vld1_s8(w); w = (const int8_t*) w + 8;
vprod0x23c1 = vmlal_s8(vprod0x23c1, vb23c1x1, va0x1);
vprod1x23c1 = vmlal_s8(vprod1x23c1, vb23c1x1, va1x1);
vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c1);
vacc1x23 = vpadalq_s16(vacc1x23, vprod1x23c1);
int16x8_t vprod0x45c1 = vmull_s8(vb45c1x0, va0x0);
int16x8_t vprod1x45c1 = vmull_s8(vb45c1x0, va1x0);
const int8x8_t vb45c1x1 = vld1_s8(w); w = (const int8_t*) w + 8;
vprod0x45c1 = vmlal_s8(vprod0x45c1, vb45c1x1, va0x1);
vprod1x45c1 = vmlal_s8(vprod1x45c1, vb45c1x1, va1x1);
vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c1);
vacc1x45 = vpadalq_s16(vacc1x45, vprod1x45c1);
int16x8_t vprod0x67c1 = vmull_s8(vb67c1x0, va0x0);
int16x8_t vprod1x67c1 = vmull_s8(vb67c1x0, va1x0);
const int8x8_t vb67c1x1 = vld1_s8(w); w = (const int8_t*) w + 8;
vprod0x67c1 = vmlal_s8(vprod0x67c1, vb67c1x1, va0x1);
vprod1x67c1 = vmlal_s8(vprod1x67c1, vb67c1x1, va1x1);
vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c1);
vacc1x67 = vpadalq_s16(vacc1x67, vprod1x67c1);
k -= 16 * sizeof(int8_t);
}
if (k != 0) {
int8x8_t va0x0 = vld1_s8(a0); a0 += 8;
int8x8_t va1x0 = vld1_s8(a1); a1 += 8;
const int8x8_t vb01c0x0 = vld1_s8(w); w = (const int8_t*) w + 8;
const int8x8_t vb23c0x0 = vld1_s8(w); w = (const int8_t*) w + 8;
const int8x8_t vb45c0x0 = vld1_s8(w); w = (const int8_t*) w + 8;
const int8x8_t vb67c0x0 = vld1_s8(w); w = (const int8_t*) w + 8;
const int8x8_t vb01c1x0 = vld1_s8(w); w = (const int8_t*) w + 8;
const int8x8_t vb23c1x0 = vld1_s8(w); w = (const int8_t*) w + 8;
const int8x8_t vb45c1x0 = vld1_s8(w); w = (const int8_t*) w + 8;
const int8x8_t vb67c1x0 = vld1_s8(w); w = (const int8_t*) w + 8;
int16x8_t vprod0x01c0 = vmull_s8(vb01c0x0, va0x0);
int16x8_t vprod1x01c0 = vmull_s8(vb01c0x0, va1x0);
vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c0);
vacc1x01 = vpadalq_s16(vacc1x01, vprod1x01c0);
int16x8_t vprod0x23c0 = vmull_s8(vb23c0x0, va0x0);
int16x8_t vprod1x23c0 = vmull_s8(vb23c0x0, va1x0);
vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c0);
vacc1x23 = vpadalq_s16(vacc1x23, vprod1x23c0);
int16x8_t vprod0x45c0 = vmull_s8(vb45c0x0, va0x0);
int16x8_t vprod1x45c0 = vmull_s8(vb45c0x0, va1x0);
vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c0);
vacc1x45 = vpadalq_s16(vacc1x45, vprod1x45c0);
int16x8_t vprod0x67c0 = vmull_s8(vb67c0x0, va0x0);
int16x8_t vprod1x67c0 = vmull_s8(vb67c0x0, va1x0);
vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c0);
vacc1x67 = vpadalq_s16(vacc1x67, vprod1x67c0);
va0x0 = vext_s8(va0x0, va0x0, 4);
va1x0 = vext_s8(va1x0, va1x0, 4);
int16x8_t vprod0x01c1 = vmull_s8(vb01c1x0, va0x0);
int16x8_t vprod1x01c1 = vmull_s8(vb01c1x0, va1x0);
vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c1);
vacc1x01 = vpadalq_s16(vacc1x01, vprod1x01c1);
int16x8_t vprod0x23c1 = vmull_s8(vb23c1x0, va0x0);
int16x8_t vprod1x23c1 = vmull_s8(vb23c1x0, va1x0);
vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c1);
vacc1x23 = vpadalq_s16(vacc1x23, vprod1x23c1);
int16x8_t vprod0x45c1 = vmull_s8(vb45c1x0, va0x0);
int16x8_t vprod1x45c1 = vmull_s8(vb45c1x0, va1x0);
vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c1);
vacc1x45 = vpadalq_s16(vacc1x45, vprod1x45c1);
int16x8_t vprod0x67c1 = vmull_s8(vb67c1x0, va0x0);
int16x8_t vprod1x67c1 = vmull_s8(vb67c1x0, va1x0);
vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c1);
vacc1x67 = vpadalq_s16(vacc1x67, vprod1x67c1);
}
#if XNN_ARCH_ARM64
int32x4_t vacc0x0123 = vpaddq_s32(vacc0x01, vacc0x23);
int32x4_t vacc0x4567 = vpaddq_s32(vacc0x45, vacc0x67);
int32x4_t vacc1x0123 = vpaddq_s32(vacc1x01, vacc1x23);
int32x4_t vacc1x4567 = vpaddq_s32(vacc1x45, vacc1x67);
#else
const int32x2_t vsum0x01 = vpadd_s32(vget_low_s32(vacc0x01), vget_high_s32(vacc0x01));
const int32x2_t vsum0x23 = vpadd_s32(vget_low_s32(vacc0x23), vget_high_s32(vacc0x23));
int32x4_t vacc0x0123 = vcombine_s32(vsum0x01, vsum0x23);
const int32x2_t vsum0x45 = vpadd_s32(vget_low_s32(vacc0x45), vget_high_s32(vacc0x45));
const int32x2_t vsum0x67 = vpadd_s32(vget_low_s32(vacc0x67), vget_high_s32(vacc0x67));
int32x4_t vacc0x4567 = vcombine_s32(vsum0x45, vsum0x67);
const int32x2_t vsum1x01 = vpadd_s32(vget_low_s32(vacc1x01), vget_high_s32(vacc1x01));
const int32x2_t vsum1x23 = vpadd_s32(vget_low_s32(vacc1x23), vget_high_s32(vacc1x23));
int32x4_t vacc1x0123 = vcombine_s32(vsum1x01, vsum1x23);
const int32x2_t vsum1x45 = vpadd_s32(vget_low_s32(vacc1x45), vget_high_s32(vacc1x45));
const int32x2_t vsum1x67 = vpadd_s32(vget_low_s32(vacc1x67), vget_high_s32(vacc1x67));
int32x4_t vacc1x4567 = vcombine_s32(vsum1x45, vsum1x67);
#endif
float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
float32x4_t vfpacc1x0123 = vcvtq_f32_s32(vacc1x0123);
float32x4_t vfpacc1x4567 = vcvtq_f32_s32(vacc1x4567);
const float32x4_t vscale0123 = vld1q_f32(w); w = (const float*) w + 4;
vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale0123);
vfpacc1x0123 = vmulq_f32(vfpacc1x0123, vscale0123);
const float32x4_t vscale4567 = vld1q_f32(w); w = (const float*) w + 4;
vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale4567);
vfpacc1x4567 = vmulq_f32(vfpacc1x4567, vscale4567);
const float32x4_t vmagic_bias = vld1q_dup_f32(¶ms->fp32_neon.magic_bias);
vacc0x0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x0123, vmagic_bias));
vacc0x4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x4567, vmagic_bias));
vacc1x0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc1x0123, vmagic_bias));
vacc1x4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc1x4567, vmagic_bias));
const int32x4_t vmagic_bias_less_output_zero_point = vld1q_dup_s32(¶ms->fp32_neon.magic_bias_less_output_zero_point);
vacc0x0123 = vqsubq_s32(vacc0x0123, vmagic_bias_less_output_zero_point);
vacc0x4567 = vqsubq_s32(vacc0x4567, vmagic_bias_less_output_zero_point);
vacc1x0123 = vqsubq_s32(vacc1x0123, vmagic_bias_less_output_zero_point);
vacc1x4567 = vqsubq_s32(vacc1x4567, vmagic_bias_less_output_zero_point);
#if XNN_ARCH_ARM64
int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567);
int16x8_t vacc1x01234567 = vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567);
int8x16_t vout0x01234567_1x01234567 = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc1x01234567);
#else
int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567));
int16x8_t vacc1x01234567 = vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567));
int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc1x01234567));
#endif
const int8x16_t voutput_min = vld1q_dup_s8(¶ms->fp32_neon.output_min);
vout0x01234567_1x01234567 = vmaxq_s8(vout0x01234567_1x01234567, voutput_min);
const int8x16_t voutput_max = vld1q_dup_s8(¶ms->fp32_neon.output_max);
vout0x01234567_1x01234567 = vminq_s8(vout0x01234567_1x01234567, voutput_max);
if (nc >= 8) {
vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
nc -= 8;
} else {
// Final case where not all of the 8 columns fit in the destination.
if (nc & 4) {
vst1q_lane_u32((void*) c0, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
vst1q_lane_u32((void*) c1, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
}
if (nc & 2) {
vst1q_lane_u16((void*) c0, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
vst1q_lane_u16((void*) c1, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
}
if (nc & 1) {
vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
}
nc = 0;
}
} while (nc != 0);
}
| 13,458
| 46.390845
| 125
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-2x8c4s2-minmax-fp32-neonv8-mlal.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/c4-neon-mull-shuffle.c.in
// Generator: tools/xngen
//
// 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 <arm_neon.h>
#include <xnnpack/gemm.h>
#include <xnnpack/intrinsics-polyfill.h>
#include <xnnpack/math.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_2x8c4s2__neonv8_mlal(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
{
assert(mr != 0);
assert(mr <= 2);
assert(nc != 0);
assert(kc != 0);
assert(kc % sizeof(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr != 2) {
a1 = a0;
c1 = c0;
}
kc = round_up_po2(kc, 8 * sizeof(int8_t));
do {
int32x4_t vacc0x01 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const int32_t*) w + 2;
int32x4_t vacc0x23 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const int32_t*) w + 2;
int32x4_t vacc0x45 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const int32_t*) w + 2;
int32x4_t vacc0x67 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const int32_t*) w + 2;
int32x4_t vacc1x01 = vacc0x01;
int32x4_t vacc1x23 = vacc0x23;
int32x4_t vacc1x45 = vacc0x45;
int32x4_t vacc1x67 = vacc0x67;
size_t k = kc;
while (k >= 16 * sizeof(int8_t)) {
int8x8_t va0x0 = vld1_s8(a0); a0 += 8;
int8x8_t va0x1 = vld1_s8(a0); a0 += 8;
int8x8_t va1x0 = vld1_s8(a1); a1 += 8;
int8x8_t va1x1 = vld1_s8(a1); a1 += 8;
const int8x8_t vb01c0x0 = vld1_s8(w); w = (const int8_t*) w + 8;
const int8x8_t vb23c0x0 = vld1_s8(w); w = (const int8_t*) w + 8;
const int8x8_t vb45c0x0 = vld1_s8(w); w = (const int8_t*) w + 8;
const int8x8_t vb67c0x0 = vld1_s8(w); w = (const int8_t*) w + 8;
const int8x8_t vb01c1x0 = vld1_s8(w); w = (const int8_t*) w + 8;
const int8x8_t vb23c1x0 = vld1_s8(w); w = (const int8_t*) w + 8;
const int8x8_t vb45c1x0 = vld1_s8(w); w = (const int8_t*) w + 8;
const int8x8_t vb67c1x0 = vld1_s8(w); w = (const int8_t*) w + 8;
int16x8_t vprod0x01c0 = vmull_s8(vb01c0x0, va0x0);
int16x8_t vprod1x01c0 = vmull_s8(vb01c0x0, va1x0);
const int8x8_t vb01c0x1 = vld1_s8(w); w = (const int8_t*) w + 8;
vprod0x01c0 = vmlal_s8(vprod0x01c0, vb01c0x1, va0x1);
vprod1x01c0 = vmlal_s8(vprod1x01c0, vb01c0x1, va1x1);
vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c0);
vacc1x01 = vpadalq_s16(vacc1x01, vprod1x01c0);
int16x8_t vprod0x23c0 = vmull_s8(vb23c0x0, va0x0);
int16x8_t vprod1x23c0 = vmull_s8(vb23c0x0, va1x0);
const int8x8_t vb23c0x1 = vld1_s8(w); w = (const int8_t*) w + 8;
vprod0x23c0 = vmlal_s8(vprod0x23c0, vb23c0x1, va0x1);
vprod1x23c0 = vmlal_s8(vprod1x23c0, vb23c0x1, va1x1);
vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c0);
vacc1x23 = vpadalq_s16(vacc1x23, vprod1x23c0);
int16x8_t vprod0x45c0 = vmull_s8(vb45c0x0, va0x0);
int16x8_t vprod1x45c0 = vmull_s8(vb45c0x0, va1x0);
const int8x8_t vb45c0x1 = vld1_s8(w); w = (const int8_t*) w + 8;
vprod0x45c0 = vmlal_s8(vprod0x45c0, vb45c0x1, va0x1);
vprod1x45c0 = vmlal_s8(vprod1x45c0, vb45c0x1, va1x1);
vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c0);
vacc1x45 = vpadalq_s16(vacc1x45, vprod1x45c0);
int16x8_t vprod0x67c0 = vmull_s8(vb67c0x0, va0x0);
int16x8_t vprod1x67c0 = vmull_s8(vb67c0x0, va1x0);
const int8x8_t vb67c0x1 = vld1_s8(w); w = (const int8_t*) w + 8;
vprod0x67c0 = vmlal_s8(vprod0x67c0, vb67c0x1, va0x1);
vprod1x67c0 = vmlal_s8(vprod1x67c0, vb67c0x1, va1x1);
vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c0);
vacc1x67 = vpadalq_s16(vacc1x67, vprod1x67c0);
va0x0 = vext_s8(va0x0, va0x0, 4);
va0x1 = vext_s8(va0x1, va0x1, 4);
va1x0 = vext_s8(va1x0, va1x0, 4);
va1x1 = vext_s8(va1x1, va1x1, 4);
int16x8_t vprod0x01c1 = vmull_s8(vb01c1x0, va0x0);
int16x8_t vprod1x01c1 = vmull_s8(vb01c1x0, va1x0);
const int8x8_t vb01c1x1 = vld1_s8(w); w = (const int8_t*) w + 8;
vprod0x01c1 = vmlal_s8(vprod0x01c1, vb01c1x1, va0x1);
vprod1x01c1 = vmlal_s8(vprod1x01c1, vb01c1x1, va1x1);
vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c1);
vacc1x01 = vpadalq_s16(vacc1x01, vprod1x01c1);
int16x8_t vprod0x23c1 = vmull_s8(vb23c1x0, va0x0);
int16x8_t vprod1x23c1 = vmull_s8(vb23c1x0, va1x0);
const int8x8_t vb23c1x1 = vld1_s8(w); w = (const int8_t*) w + 8;
vprod0x23c1 = vmlal_s8(vprod0x23c1, vb23c1x1, va0x1);
vprod1x23c1 = vmlal_s8(vprod1x23c1, vb23c1x1, va1x1);
vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c1);
vacc1x23 = vpadalq_s16(vacc1x23, vprod1x23c1);
int16x8_t vprod0x45c1 = vmull_s8(vb45c1x0, va0x0);
int16x8_t vprod1x45c1 = vmull_s8(vb45c1x0, va1x0);
const int8x8_t vb45c1x1 = vld1_s8(w); w = (const int8_t*) w + 8;
vprod0x45c1 = vmlal_s8(vprod0x45c1, vb45c1x1, va0x1);
vprod1x45c1 = vmlal_s8(vprod1x45c1, vb45c1x1, va1x1);
vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c1);
vacc1x45 = vpadalq_s16(vacc1x45, vprod1x45c1);
int16x8_t vprod0x67c1 = vmull_s8(vb67c1x0, va0x0);
int16x8_t vprod1x67c1 = vmull_s8(vb67c1x0, va1x0);
const int8x8_t vb67c1x1 = vld1_s8(w); w = (const int8_t*) w + 8;
vprod0x67c1 = vmlal_s8(vprod0x67c1, vb67c1x1, va0x1);
vprod1x67c1 = vmlal_s8(vprod1x67c1, vb67c1x1, va1x1);
vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c1);
vacc1x67 = vpadalq_s16(vacc1x67, vprod1x67c1);
k -= 16 * sizeof(int8_t);
}
if (k != 0) {
int8x8_t va0x0 = vld1_s8(a0); a0 += 8;
int8x8_t va1x0 = vld1_s8(a1); a1 += 8;
const int8x8_t vb01c0x0 = vld1_s8(w); w = (const int8_t*) w + 8;
const int8x8_t vb23c0x0 = vld1_s8(w); w = (const int8_t*) w + 8;
const int8x8_t vb45c0x0 = vld1_s8(w); w = (const int8_t*) w + 8;
const int8x8_t vb67c0x0 = vld1_s8(w); w = (const int8_t*) w + 8;
const int8x8_t vb01c1x0 = vld1_s8(w); w = (const int8_t*) w + 8;
const int8x8_t vb23c1x0 = vld1_s8(w); w = (const int8_t*) w + 8;
const int8x8_t vb45c1x0 = vld1_s8(w); w = (const int8_t*) w + 8;
const int8x8_t vb67c1x0 = vld1_s8(w); w = (const int8_t*) w + 8;
int16x8_t vprod0x01c0 = vmull_s8(vb01c0x0, va0x0);
int16x8_t vprod1x01c0 = vmull_s8(vb01c0x0, va1x0);
vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c0);
vacc1x01 = vpadalq_s16(vacc1x01, vprod1x01c0);
int16x8_t vprod0x23c0 = vmull_s8(vb23c0x0, va0x0);
int16x8_t vprod1x23c0 = vmull_s8(vb23c0x0, va1x0);
vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c0);
vacc1x23 = vpadalq_s16(vacc1x23, vprod1x23c0);
int16x8_t vprod0x45c0 = vmull_s8(vb45c0x0, va0x0);
int16x8_t vprod1x45c0 = vmull_s8(vb45c0x0, va1x0);
vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c0);
vacc1x45 = vpadalq_s16(vacc1x45, vprod1x45c0);
int16x8_t vprod0x67c0 = vmull_s8(vb67c0x0, va0x0);
int16x8_t vprod1x67c0 = vmull_s8(vb67c0x0, va1x0);
vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c0);
vacc1x67 = vpadalq_s16(vacc1x67, vprod1x67c0);
va0x0 = vext_s8(va0x0, va0x0, 4);
va1x0 = vext_s8(va1x0, va1x0, 4);
int16x8_t vprod0x01c1 = vmull_s8(vb01c1x0, va0x0);
int16x8_t vprod1x01c1 = vmull_s8(vb01c1x0, va1x0);
vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c1);
vacc1x01 = vpadalq_s16(vacc1x01, vprod1x01c1);
int16x8_t vprod0x23c1 = vmull_s8(vb23c1x0, va0x0);
int16x8_t vprod1x23c1 = vmull_s8(vb23c1x0, va1x0);
vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c1);
vacc1x23 = vpadalq_s16(vacc1x23, vprod1x23c1);
int16x8_t vprod0x45c1 = vmull_s8(vb45c1x0, va0x0);
int16x8_t vprod1x45c1 = vmull_s8(vb45c1x0, va1x0);
vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c1);
vacc1x45 = vpadalq_s16(vacc1x45, vprod1x45c1);
int16x8_t vprod0x67c1 = vmull_s8(vb67c1x0, va0x0);
int16x8_t vprod1x67c1 = vmull_s8(vb67c1x0, va1x0);
vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c1);
vacc1x67 = vpadalq_s16(vacc1x67, vprod1x67c1);
}
#if XNN_ARCH_ARM64
int32x4_t vacc0x0123 = vpaddq_s32(vacc0x01, vacc0x23);
int32x4_t vacc0x4567 = vpaddq_s32(vacc0x45, vacc0x67);
int32x4_t vacc1x0123 = vpaddq_s32(vacc1x01, vacc1x23);
int32x4_t vacc1x4567 = vpaddq_s32(vacc1x45, vacc1x67);
#else
const int32x2_t vsum0x01 = vpadd_s32(vget_low_s32(vacc0x01), vget_high_s32(vacc0x01));
const int32x2_t vsum0x23 = vpadd_s32(vget_low_s32(vacc0x23), vget_high_s32(vacc0x23));
int32x4_t vacc0x0123 = vcombine_s32(vsum0x01, vsum0x23);
const int32x2_t vsum0x45 = vpadd_s32(vget_low_s32(vacc0x45), vget_high_s32(vacc0x45));
const int32x2_t vsum0x67 = vpadd_s32(vget_low_s32(vacc0x67), vget_high_s32(vacc0x67));
int32x4_t vacc0x4567 = vcombine_s32(vsum0x45, vsum0x67);
const int32x2_t vsum1x01 = vpadd_s32(vget_low_s32(vacc1x01), vget_high_s32(vacc1x01));
const int32x2_t vsum1x23 = vpadd_s32(vget_low_s32(vacc1x23), vget_high_s32(vacc1x23));
int32x4_t vacc1x0123 = vcombine_s32(vsum1x01, vsum1x23);
const int32x2_t vsum1x45 = vpadd_s32(vget_low_s32(vacc1x45), vget_high_s32(vacc1x45));
const int32x2_t vsum1x67 = vpadd_s32(vget_low_s32(vacc1x67), vget_high_s32(vacc1x67));
int32x4_t vacc1x4567 = vcombine_s32(vsum1x45, vsum1x67);
#endif
float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
float32x4_t vfpacc1x0123 = vcvtq_f32_s32(vacc1x0123);
float32x4_t vfpacc1x4567 = vcvtq_f32_s32(vacc1x4567);
const float32x4_t vscale0123 = vld1q_f32(w); w = (const float*) w + 4;
vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale0123);
vfpacc1x0123 = vmulq_f32(vfpacc1x0123, vscale0123);
const float32x4_t vscale4567 = vld1q_f32(w); w = (const float*) w + 4;
vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale4567);
vfpacc1x4567 = vmulq_f32(vfpacc1x4567, vscale4567);
vacc0x0123 = vcvtnq_s32_f32(vfpacc0x0123);
vacc0x4567 = vcvtnq_s32_f32(vfpacc0x4567);
vacc1x0123 = vcvtnq_s32_f32(vfpacc1x0123);
vacc1x4567 = vcvtnq_s32_f32(vfpacc1x4567);
const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->fp32_neonv8.output_zero_point);
#if XNN_ARCH_ARM64
int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567);
int16x8_t vacc1x01234567 = vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567);
vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point);
vacc1x01234567 = vqaddq_s16(vacc1x01234567, voutput_zero_point);
int8x16_t vout0x01234567_1x01234567 = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc1x01234567);
#else
int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567));
int16x8_t vacc1x01234567 = vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567));
vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point);
vacc1x01234567 = vqaddq_s16(vacc1x01234567, voutput_zero_point);
int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc1x01234567));
#endif
const int8x16_t voutput_min = vld1q_dup_s8(¶ms->fp32_neonv8.output_min);
vout0x01234567_1x01234567 = vmaxq_s8(vout0x01234567_1x01234567, voutput_min);
const int8x16_t voutput_max = vld1q_dup_s8(¶ms->fp32_neonv8.output_max);
vout0x01234567_1x01234567 = vminq_s8(vout0x01234567_1x01234567, voutput_max);
if (nc >= 8) {
vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
nc -= 8;
} else {
// Final case where not all of the 8 columns fit in the destination.
if (nc & 4) {
vst1q_lane_u32((void*) c0, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
vst1q_lane_u32((void*) c1, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
}
if (nc & 2) {
vst1q_lane_u16((void*) c0, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
vst1q_lane_u16((void*) c1, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
}
if (nc & 1) {
vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
}
nc = 0;
}
} while (nc != 0);
}
| 13,236
| 45.773852
| 110
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-2x8c8-minmax-fp32-avx2.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/MRx8c8-avx2.c.in
// Generator: tools/xngen
//
// Copyright 2020 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 <immintrin.h>
#include <xnnpack/gemm.h>
#include <xnnpack/intrinsics-polyfill.h>
#include <xnnpack/math.h>
#include <xnnpack/unaligned.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_2x8c8__avx2(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
{
assert(mr != 0);
assert(mr <= 2);
assert(nc != 0);
assert(kc != 0);
assert(kc % sizeof(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
kc = round_up_po2(kc, 8 * sizeof(int8_t));
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr != 2) {
a1 = a0;
c1 = c0;
}
do {
const __m128i vbias0x0 = _mm_cvtsi32_si128(((const int*) w)[0]);
const __m128i vbias0x1 = _mm_cvtsi32_si128(((const int*) w)[1]);
__m256i vacc0x01 = _mm256_inserti128_si256(_mm256_castsi128_si256(vbias0x0), vbias0x1, 1);
const __m128i vbias0x2 = _mm_cvtsi32_si128(((const int*) w)[2]);
const __m128i vbias0x3 = _mm_cvtsi32_si128(((const int*) w)[3]);
__m256i vacc0x23 = _mm256_inserti128_si256(_mm256_castsi128_si256(vbias0x2), vbias0x3, 1);
const __m128i vbias0x4 = _mm_cvtsi32_si128(((const int*) w)[4]);
const __m128i vbias0x5 = _mm_cvtsi32_si128(((const int*) w)[5]);
__m256i vacc0x45 = _mm256_inserti128_si256(_mm256_castsi128_si256(vbias0x4), vbias0x5, 1);
const __m128i vbias0x6 = _mm_cvtsi32_si128(((const int*) w)[6]);
const __m128i vbias0x7 = _mm_cvtsi32_si128(((const int*) w)[7]);
__m256i vacc0x67 = _mm256_inserti128_si256(_mm256_castsi128_si256(vbias0x6), vbias0x7, 1);
__m256i vacc1x01 = vacc0x01;
__m256i vacc1x23 = vacc0x23;
__m256i vacc1x45 = vacc0x45;
__m256i vacc1x67 = vacc0x67;
w = (const int32_t*) w + 8;
size_t k = 0;
while (k < kc) {
const __m128i va0 = _mm_broadcastq_epi64(_mm_loadl_epi64((const __m128i*) a0));
const __m256i vxa0 = _mm256_cvtepi8_epi16(va0);
a0 += 8;
const __m128i va1 = _mm_broadcastq_epi64(_mm_loadl_epi64((const __m128i*) a1));
const __m256i vxa1 = _mm256_cvtepi8_epi16(va1);
a1 += 8;
const __m128i vb01 = _mm_load_si128((const __m128i*) w);
const __m256i vxb01 = _mm256_cvtepi8_epi16(vb01);
vacc0x01 = _mm256_add_epi32(vacc0x01, _mm256_madd_epi16(vxa0, vxb01));
vacc1x01 = _mm256_add_epi32(vacc1x01, _mm256_madd_epi16(vxa1, vxb01));
const __m128i vb23 = _mm_load_si128((const __m128i*) ((const int8_t*) w + 16));
const __m256i vxb23 = _mm256_cvtepi8_epi16(vb23);
vacc0x23 = _mm256_add_epi32(vacc0x23, _mm256_madd_epi16(vxa0, vxb23));
vacc1x23 = _mm256_add_epi32(vacc1x23, _mm256_madd_epi16(vxa1, vxb23));
const __m128i vb45 = _mm_load_si128((const __m128i*) ((const int8_t*) w + 32));
const __m256i vxb45 = _mm256_cvtepi8_epi16(vb45);
vacc0x45 = _mm256_add_epi32(vacc0x45, _mm256_madd_epi16(vxa0, vxb45));
vacc1x45 = _mm256_add_epi32(vacc1x45, _mm256_madd_epi16(vxa1, vxb45));
const __m128i vb67 = _mm_load_si128((const __m128i*) ((const int8_t*) w + 48));
const __m256i vxb67 = _mm256_cvtepi8_epi16(vb67);
vacc0x67 = _mm256_add_epi32(vacc0x67, _mm256_madd_epi16(vxa0, vxb67));
vacc1x67 = _mm256_add_epi32(vacc1x67, _mm256_madd_epi16(vxa1, vxb67));
w = (const void*) ((const int8_t*) w + 64);
k += 8 * sizeof(int8_t);
}
const __m256i vacc0x0213 = _mm256_hadd_epi32(vacc0x01, vacc0x23);
const __m256i vacc0x4657 = _mm256_hadd_epi32(vacc0x45, vacc0x67);
const __m256i vacc1x0213 = _mm256_hadd_epi32(vacc1x01, vacc1x23);
const __m256i vacc1x4657 = _mm256_hadd_epi32(vacc1x45, vacc1x67);
const __m256i vacc0x02461357 = _mm256_hadd_epi32(vacc0x0213, vacc0x4657);
const __m256i vacc1x02461357 = _mm256_hadd_epi32(vacc1x0213, vacc1x4657);
const __m256i vpermute_mask = _mm256_set_epi32(7, 3, 6, 2, 5, 1, 4, 0);
__m256i vacc0x01234567 = _mm256_permutevar8x32_epi32(vacc0x02461357, vpermute_mask);
__m256i vacc1x01234567 = _mm256_permutevar8x32_epi32(vacc1x02461357, vpermute_mask);
__m256 vscaled0x01234567 = _mm256_cvtepi32_ps(vacc0x01234567);
__m256 vscaled1x01234567 = _mm256_cvtepi32_ps(vacc1x01234567);
const __m256 vscale01234567 = _mm256_load_ps(w);
w = (const void*) ((const float*) w + 8);
vscaled0x01234567 = _mm256_mul_ps(vscaled0x01234567, vscale01234567);
vscaled1x01234567 = _mm256_mul_ps(vscaled1x01234567, vscale01234567);
const __m256 voutput_max_less_zero_point = _mm256_load_ps(params->fp32_avx2.output_max_less_zero_point);
vscaled0x01234567 = _mm256_min_ps(vscaled0x01234567, voutput_max_less_zero_point);
vscaled1x01234567 = _mm256_min_ps(vscaled1x01234567, voutput_max_less_zero_point);
vacc0x01234567 = _mm256_cvtps_epi32(vscaled0x01234567);
vacc1x01234567 = _mm256_cvtps_epi32(vscaled1x01234567);
const __m256i voutput_zero_point = _mm256_load_si256((const __m256i*) params->fp32_avx2.output_zero_point);
__m256i vacc01x01234567 = _mm256_adds_epi16(_mm256_packs_epi32(vacc0x01234567, vacc1x01234567), voutput_zero_point);
vacc01x01234567 = _mm256_permute4x64_epi64(vacc01x01234567, _MM_SHUFFLE(3, 1, 2, 0));
__m256i vout = _mm256_packs_epi16(vacc01x01234567, vacc01x01234567);
vout = _mm256_max_epi8(vout, _mm256_load_si256((const __m256i*) params->fp32_avx2.output_min));
__m128i vout_lo = _mm256_castsi256_si128(vout);
__m128i vout_hi = _mm256_extracti128_si256(vout, 1);
if (nc >= 8) {
_mm_storel_epi64((__m128i*) c0, vout_lo);
_mm_storel_epi64((__m128i*) c1, vout_hi);
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
nc -= 8;
} else {
if (nc & 4) {
_mm_storeu_si32(c0, vout_lo);
_mm_storeu_si32(c1, vout_hi);
c0 += 4;
c1 += 4;
vout_lo = _mm_srli_epi64(vout_lo, 32);
vout_hi = _mm_srli_epi64(vout_hi, 32);
}
if (nc & 2) {
unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout_lo, 0));
unaligned_store_u16(c1, (uint16_t) _mm_extract_epi16(vout_hi, 0));
c0 += 2;
c1 += 2;
vout_lo = _mm_srli_epi32(vout_lo, 16);
vout_hi = _mm_srli_epi32(vout_hi, 16);
}
if (nc & 1) {
*c0 = (int8_t) _mm_extract_epi8(vout_lo, 0);
*c1 = (int8_t) _mm_extract_epi8(vout_hi, 0);
}
nc = 0;
}
} while (nc != 0);
}
| 7,115
| 37.673913
| 120
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-2x8c8-minmax-fp32-neon-mlal.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/c8-neon-mull.c.in
// Generator: tools/xngen
//
// 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 <arm_neon.h>
#include <xnnpack/gemm.h>
#include <xnnpack/math.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_2x8c8__neon_mlal(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
{
assert(mr != 0);
assert(mr <= 2);
assert(nc != 0);
assert(kc != 0);
assert(kc % sizeof(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
kc = round_up_po2(kc, 8 * sizeof(int8_t));
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr != 2) {
a1 = a0;
c1 = c0;
}
do {
int32x4_t vacc0x0 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
int32x4_t vacc0x1 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
int32x4_t vacc0x2 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
int32x4_t vacc0x3 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
int32x4_t vacc0x4 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
int32x4_t vacc0x5 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
int32x4_t vacc0x6 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
int32x4_t vacc0x7 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
int32x4_t vacc1x0 = vacc0x0;
int32x4_t vacc1x1 = vacc0x1;
int32x4_t vacc1x2 = vacc0x2;
int32x4_t vacc1x3 = vacc0x3;
int32x4_t vacc1x4 = vacc0x4;
int32x4_t vacc1x5 = vacc0x5;
int32x4_t vacc1x6 = vacc0x6;
int32x4_t vacc1x7 = vacc0x7;
size_t k = kc;
// 2x partial unrolled loop to load 16 bytes at a time using MLA.
while (k >= 16 * sizeof(int8_t)) {
const int8x8_t va0x0 = vld1_s8(a0); a0 += 8;
const int8x8_t va0x1 = vld1_s8(a0); a0 += 8;
const int8x8_t va1x0 = vld1_s8(a1); a1 += 8;
const int8x8_t va1x1 = vld1_s8(a1); a1 += 8;
const int8x8_t vb0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t));
const int8x8_t vb1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t));
const int8x8_t vb2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t));
const int8x8_t vb3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t));
const int8x8_t vb4x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t));
const int8x8_t vb5x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t));
const int8x8_t vb6x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t));
const int8x8_t vb7x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t));
const int8x8_t vb0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t));
int16x8_t vprod0x0 = vmull_s8(vb0x0, va0x0);
int16x8_t vprod1x0 = vmull_s8(vb0x0, va1x0);
vprod0x0 = vmlal_s8(vprod0x0, vb0x1, va0x1);
vprod1x0 = vmlal_s8(vprod1x0, vb0x1, va1x1);
vacc0x0 = vpadalq_s16(vacc0x0, vprod0x0);
vacc1x0 = vpadalq_s16(vacc1x0, vprod1x0);
const int8x8_t vb1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t));
int16x8_t vprod0x1 = vmull_s8(vb1x0, va0x0);
int16x8_t vprod1x1 = vmull_s8(vb1x0, va1x0);
vprod0x1 = vmlal_s8(vprod0x1, vb1x1, va0x1);
vprod1x1 = vmlal_s8(vprod1x1, vb1x1, va1x1);
vacc0x1 = vpadalq_s16(vacc0x1, vprod0x1);
vacc1x1 = vpadalq_s16(vacc1x1, vprod1x1);
const int8x8_t vb2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t));
int16x8_t vprod0x2 = vmull_s8(vb2x0, va0x0);
int16x8_t vprod1x2 = vmull_s8(vb2x0, va1x0);
vprod0x2 = vmlal_s8(vprod0x2, vb2x1, va0x1);
vprod1x2 = vmlal_s8(vprod1x2, vb2x1, va1x1);
vacc0x2 = vpadalq_s16(vacc0x2, vprod0x2);
vacc1x2 = vpadalq_s16(vacc1x2, vprod1x2);
const int8x8_t vb3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t));
int16x8_t vprod0x3 = vmull_s8(vb3x0, va0x0);
int16x8_t vprod1x3 = vmull_s8(vb3x0, va1x0);
vprod0x3 = vmlal_s8(vprod0x3, vb3x1, va0x1);
vprod1x3 = vmlal_s8(vprod1x3, vb3x1, va1x1);
vacc0x3 = vpadalq_s16(vacc0x3, vprod0x3);
vacc1x3 = vpadalq_s16(vacc1x3, vprod1x3);
const int8x8_t vb4x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t));
int16x8_t vprod0x4 = vmull_s8(vb4x0, va0x0);
int16x8_t vprod1x4 = vmull_s8(vb4x0, va1x0);
vprod0x4 = vmlal_s8(vprod0x4, vb4x1, va0x1);
vprod1x4 = vmlal_s8(vprod1x4, vb4x1, va1x1);
vacc0x4 = vpadalq_s16(vacc0x4, vprod0x4);
vacc1x4 = vpadalq_s16(vacc1x4, vprod1x4);
const int8x8_t vb5x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t));
int16x8_t vprod0x5 = vmull_s8(vb5x0, va0x0);
int16x8_t vprod1x5 = vmull_s8(vb5x0, va1x0);
vprod0x5 = vmlal_s8(vprod0x5, vb5x1, va0x1);
vprod1x5 = vmlal_s8(vprod1x5, vb5x1, va1x1);
vacc0x5 = vpadalq_s16(vacc0x5, vprod0x5);
vacc1x5 = vpadalq_s16(vacc1x5, vprod1x5);
const int8x8_t vb6x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t));
int16x8_t vprod0x6 = vmull_s8(vb6x0, va0x0);
int16x8_t vprod1x6 = vmull_s8(vb6x0, va1x0);
vprod0x6 = vmlal_s8(vprod0x6, vb6x1, va0x1);
vprod1x6 = vmlal_s8(vprod1x6, vb6x1, va1x1);
vacc0x6 = vpadalq_s16(vacc0x6, vprod0x6);
vacc1x6 = vpadalq_s16(vacc1x6, vprod1x6);
const int8x8_t vb7x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t));
int16x8_t vprod0x7 = vmull_s8(vb7x0, va0x0);
int16x8_t vprod1x7 = vmull_s8(vb7x0, va1x0);
vprod0x7 = vmlal_s8(vprod0x7, vb7x1, va0x1);
vprod1x7 = vmlal_s8(vprod1x7, vb7x1, va1x1);
vacc0x7 = vpadalq_s16(vacc0x7, vprod0x7);
vacc1x7 = vpadalq_s16(vacc1x7, vprod1x7);
k -= 16 * sizeof(int8_t);
}
// Handle 8 bytes at a time using MUL.
if (k != 0) {
const int8x8_t va0 = vld1_s8(a0); a0 += 8;
const int8x8_t va1 = vld1_s8(a1); a1 += 8;
const int8x8_t vb0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int16x8_t vprod0x0 = vmull_s8(vb0, va0);
const int16x8_t vprod1x0 = vmull_s8(vb0, va1);
vacc0x0 = vpadalq_s16(vacc0x0, vprod0x0);
vacc1x0 = vpadalq_s16(vacc1x0, vprod1x0);
const int8x8_t vb1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int16x8_t vprod0x1 = vmull_s8(vb1, va0);
const int16x8_t vprod1x1 = vmull_s8(vb1, va1);
vacc0x1 = vpadalq_s16(vacc0x1, vprod0x1);
vacc1x1 = vpadalq_s16(vacc1x1, vprod1x1);
const int8x8_t vb2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int16x8_t vprod0x2 = vmull_s8(vb2, va0);
const int16x8_t vprod1x2 = vmull_s8(vb2, va1);
vacc0x2 = vpadalq_s16(vacc0x2, vprod0x2);
vacc1x2 = vpadalq_s16(vacc1x2, vprod1x2);
const int8x8_t vb3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int16x8_t vprod0x3 = vmull_s8(vb3, va0);
const int16x8_t vprod1x3 = vmull_s8(vb3, va1);
vacc0x3 = vpadalq_s16(vacc0x3, vprod0x3);
vacc1x3 = vpadalq_s16(vacc1x3, vprod1x3);
const int8x8_t vb4 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int16x8_t vprod0x4 = vmull_s8(vb4, va0);
const int16x8_t vprod1x4 = vmull_s8(vb4, va1);
vacc0x4 = vpadalq_s16(vacc0x4, vprod0x4);
vacc1x4 = vpadalq_s16(vacc1x4, vprod1x4);
const int8x8_t vb5 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int16x8_t vprod0x5 = vmull_s8(vb5, va0);
const int16x8_t vprod1x5 = vmull_s8(vb5, va1);
vacc0x5 = vpadalq_s16(vacc0x5, vprod0x5);
vacc1x5 = vpadalq_s16(vacc1x5, vprod1x5);
const int8x8_t vb6 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int16x8_t vprod0x6 = vmull_s8(vb6, va0);
const int16x8_t vprod1x6 = vmull_s8(vb6, va1);
vacc0x6 = vpadalq_s16(vacc0x6, vprod0x6);
vacc1x6 = vpadalq_s16(vacc1x6, vprod1x6);
const int8x8_t vb7 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int16x8_t vprod0x7 = vmull_s8(vb7, va0);
const int16x8_t vprod1x7 = vmull_s8(vb7, va1);
vacc0x7 = vpadalq_s16(vacc0x7, vprod0x7);
vacc1x7 = vpadalq_s16(vacc1x7, vprod1x7);
k -= 8 * sizeof(int8_t);
}
#if XNN_ARCH_ARM64
const int32x4_t vsum0x01 = vpaddq_s32(vacc0x0, vacc0x1);
const int32x4_t vsum0x23 = vpaddq_s32(vacc0x2, vacc0x3);
const int32x4_t vsum0x45 = vpaddq_s32(vacc0x4, vacc0x5);
const int32x4_t vsum0x67 = vpaddq_s32(vacc0x6, vacc0x7);
const int32x4_t vsum1x01 = vpaddq_s32(vacc1x0, vacc1x1);
const int32x4_t vsum1x23 = vpaddq_s32(vacc1x2, vacc1x3);
const int32x4_t vsum1x45 = vpaddq_s32(vacc1x4, vacc1x5);
const int32x4_t vsum1x67 = vpaddq_s32(vacc1x6, vacc1x7);
int32x4_t vacc0x0123 = vpaddq_s32(vsum0x01, vsum0x23);
int32x4_t vacc0x4567 = vpaddq_s32(vsum0x45, vsum0x67);
int32x4_t vacc1x0123 = vpaddq_s32(vsum1x01, vsum1x23);
int32x4_t vacc1x4567 = vpaddq_s32(vsum1x45, vsum1x67);
#else
const int32x2_t vpsum0x0 = vadd_s32(vget_low_s32(vacc0x0), vget_high_s32(vacc0x0));
const int32x2_t vpsum0x1 = vadd_s32(vget_low_s32(vacc0x1), vget_high_s32(vacc0x1));
const int32x2_t vpsum0x2 = vadd_s32(vget_low_s32(vacc0x2), vget_high_s32(vacc0x2));
const int32x2_t vpsum0x3 = vadd_s32(vget_low_s32(vacc0x3), vget_high_s32(vacc0x3));
const int32x2_t vsum0x01 = vpadd_s32(vpsum0x0, vpsum0x1);
const int32x2_t vsum0x23 = vpadd_s32(vpsum0x2, vpsum0x3);
int32x4_t vacc0x0123 = vcombine_s32(vsum0x01, vsum0x23 );
const int32x2_t vpsum0x4 = vadd_s32(vget_low_s32(vacc0x4), vget_high_s32(vacc0x4));
const int32x2_t vpsum0x5 = vadd_s32(vget_low_s32(vacc0x5), vget_high_s32(vacc0x5));
const int32x2_t vpsum0x6 = vadd_s32(vget_low_s32(vacc0x6), vget_high_s32(vacc0x6));
const int32x2_t vpsum0x7 = vadd_s32(vget_low_s32(vacc0x7), vget_high_s32(vacc0x7));
const int32x2_t vsum0x45 = vpadd_s32(vpsum0x4, vpsum0x5);
const int32x2_t vsum0x67 = vpadd_s32(vpsum0x6, vpsum0x7);
int32x4_t vacc0x4567 = vcombine_s32(vsum0x45, vsum0x67 );
const int32x2_t vpsum1x0 = vadd_s32(vget_low_s32(vacc1x0), vget_high_s32(vacc1x0));
const int32x2_t vpsum1x1 = vadd_s32(vget_low_s32(vacc1x1), vget_high_s32(vacc1x1));
const int32x2_t vpsum1x2 = vadd_s32(vget_low_s32(vacc1x2), vget_high_s32(vacc1x2));
const int32x2_t vpsum1x3 = vadd_s32(vget_low_s32(vacc1x3), vget_high_s32(vacc1x3));
const int32x2_t vsum1x01 = vpadd_s32(vpsum1x0, vpsum1x1);
const int32x2_t vsum1x23 = vpadd_s32(vpsum1x2, vpsum1x3);
int32x4_t vacc1x0123 = vcombine_s32(vsum1x01, vsum1x23 );
const int32x2_t vpsum1x4 = vadd_s32(vget_low_s32(vacc1x4), vget_high_s32(vacc1x4));
const int32x2_t vpsum1x5 = vadd_s32(vget_low_s32(vacc1x5), vget_high_s32(vacc1x5));
const int32x2_t vpsum1x6 = vadd_s32(vget_low_s32(vacc1x6), vget_high_s32(vacc1x6));
const int32x2_t vpsum1x7 = vadd_s32(vget_low_s32(vacc1x7), vget_high_s32(vacc1x7));
const int32x2_t vsum1x45 = vpadd_s32(vpsum1x4, vpsum1x5);
const int32x2_t vsum1x67 = vpadd_s32(vpsum1x6, vpsum1x7);
int32x4_t vacc1x4567 = vcombine_s32(vsum1x45, vsum1x67 );
#endif
float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
float32x4_t vfpacc1x0123 = vcvtq_f32_s32(vacc1x0123);
float32x4_t vfpacc1x4567 = vcvtq_f32_s32(vacc1x4567);
const float32x4_t vscale0123 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale0123);
vfpacc1x0123 = vmulq_f32(vfpacc1x0123, vscale0123);
const float32x4_t vscale4567 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale4567);
vfpacc1x4567 = vmulq_f32(vfpacc1x4567, vscale4567);
const float32x4_t vmagic_bias = vld1q_dup_f32(¶ms->fp32_neon.magic_bias);
vacc0x0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x0123, vmagic_bias));
vacc0x4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x4567, vmagic_bias));
vacc1x0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc1x0123, vmagic_bias));
vacc1x4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc1x4567, vmagic_bias));
const int32x4_t vmagic_bias_less_output_zero_point = vld1q_dup_s32(¶ms->fp32_neon.magic_bias_less_output_zero_point);
vacc0x0123 = vqsubq_s32(vacc0x0123, vmagic_bias_less_output_zero_point);
vacc0x4567 = vqsubq_s32(vacc0x4567, vmagic_bias_less_output_zero_point);
vacc1x0123 = vqsubq_s32(vacc1x0123, vmagic_bias_less_output_zero_point);
vacc1x4567 = vqsubq_s32(vacc1x4567, vmagic_bias_less_output_zero_point);
#if XNN_ARCH_ARM64
int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567);
int16x8_t vacc1x01234567 = vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567);
int8x16_t vout0x01234567_1x01234567 = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc1x01234567);
#else
int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567));
int16x8_t vacc1x01234567 = vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567));
int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc1x01234567));
#endif
const int8x16_t voutput_min = vld1q_dup_s8(¶ms->fp32_neon.output_min);
vout0x01234567_1x01234567 = vmaxq_s8(vout0x01234567_1x01234567, voutput_min);
const int8x16_t voutput_max = vld1q_dup_s8(¶ms->fp32_neon.output_max);
vout0x01234567_1x01234567 = vminq_s8(vout0x01234567_1x01234567, voutput_max);
if (nc >= 8) {
vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
nc -= 8;
} else {
// Final case where not all of the 8 columns fit in the destination.
if (nc & 4) {
vst1q_lane_u32((void*) c0, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
vst1q_lane_u32((void*) c1, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
}
if (nc & 2) {
vst1q_lane_u16((void*) c0, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
vst1q_lane_u16((void*) c1, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
}
if (nc & 1) {
vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
}
nc = 0;
}
} while (nc != 0);
}
| 15,935
| 49.751592
| 125
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-2x8c8-minmax-fp32-neonv8-mlal.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/c8-neon-mull.c.in
// Generator: tools/xngen
//
// 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 <arm_neon.h>
#include <xnnpack/gemm.h>
#include <xnnpack/intrinsics-polyfill.h>
#include <xnnpack/math.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_2x8c8__neonv8_mlal(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
{
assert(mr != 0);
assert(mr <= 2);
assert(nc != 0);
assert(kc != 0);
assert(kc % sizeof(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
kc = round_up_po2(kc, 8 * sizeof(int8_t));
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr != 2) {
a1 = a0;
c1 = c0;
}
do {
int32x4_t vacc0x0 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
int32x4_t vacc0x1 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
int32x4_t vacc0x2 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
int32x4_t vacc0x3 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
int32x4_t vacc0x4 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
int32x4_t vacc0x5 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
int32x4_t vacc0x6 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
int32x4_t vacc0x7 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
int32x4_t vacc1x0 = vacc0x0;
int32x4_t vacc1x1 = vacc0x1;
int32x4_t vacc1x2 = vacc0x2;
int32x4_t vacc1x3 = vacc0x3;
int32x4_t vacc1x4 = vacc0x4;
int32x4_t vacc1x5 = vacc0x5;
int32x4_t vacc1x6 = vacc0x6;
int32x4_t vacc1x7 = vacc0x7;
size_t k = kc;
// 2x partial unrolled loop to load 16 bytes at a time using MLA.
while (k >= 16 * sizeof(int8_t)) {
const int8x8_t va0x0 = vld1_s8(a0); a0 += 8;
const int8x8_t va0x1 = vld1_s8(a0); a0 += 8;
const int8x8_t va1x0 = vld1_s8(a1); a1 += 8;
const int8x8_t va1x1 = vld1_s8(a1); a1 += 8;
const int8x8_t vb0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t));
const int8x8_t vb1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t));
const int8x8_t vb2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t));
const int8x8_t vb3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t));
const int8x8_t vb4x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t));
const int8x8_t vb5x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t));
const int8x8_t vb6x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t));
const int8x8_t vb7x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t));
const int8x8_t vb0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t));
int16x8_t vprod0x0 = vmull_s8(vb0x0, va0x0);
int16x8_t vprod1x0 = vmull_s8(vb0x0, va1x0);
vprod0x0 = vmlal_s8(vprod0x0, vb0x1, va0x1);
vprod1x0 = vmlal_s8(vprod1x0, vb0x1, va1x1);
vacc0x0 = vpadalq_s16(vacc0x0, vprod0x0);
vacc1x0 = vpadalq_s16(vacc1x0, vprod1x0);
const int8x8_t vb1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t));
int16x8_t vprod0x1 = vmull_s8(vb1x0, va0x0);
int16x8_t vprod1x1 = vmull_s8(vb1x0, va1x0);
vprod0x1 = vmlal_s8(vprod0x1, vb1x1, va0x1);
vprod1x1 = vmlal_s8(vprod1x1, vb1x1, va1x1);
vacc0x1 = vpadalq_s16(vacc0x1, vprod0x1);
vacc1x1 = vpadalq_s16(vacc1x1, vprod1x1);
const int8x8_t vb2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t));
int16x8_t vprod0x2 = vmull_s8(vb2x0, va0x0);
int16x8_t vprod1x2 = vmull_s8(vb2x0, va1x0);
vprod0x2 = vmlal_s8(vprod0x2, vb2x1, va0x1);
vprod1x2 = vmlal_s8(vprod1x2, vb2x1, va1x1);
vacc0x2 = vpadalq_s16(vacc0x2, vprod0x2);
vacc1x2 = vpadalq_s16(vacc1x2, vprod1x2);
const int8x8_t vb3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t));
int16x8_t vprod0x3 = vmull_s8(vb3x0, va0x0);
int16x8_t vprod1x3 = vmull_s8(vb3x0, va1x0);
vprod0x3 = vmlal_s8(vprod0x3, vb3x1, va0x1);
vprod1x3 = vmlal_s8(vprod1x3, vb3x1, va1x1);
vacc0x3 = vpadalq_s16(vacc0x3, vprod0x3);
vacc1x3 = vpadalq_s16(vacc1x3, vprod1x3);
const int8x8_t vb4x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t));
int16x8_t vprod0x4 = vmull_s8(vb4x0, va0x0);
int16x8_t vprod1x4 = vmull_s8(vb4x0, va1x0);
vprod0x4 = vmlal_s8(vprod0x4, vb4x1, va0x1);
vprod1x4 = vmlal_s8(vprod1x4, vb4x1, va1x1);
vacc0x4 = vpadalq_s16(vacc0x4, vprod0x4);
vacc1x4 = vpadalq_s16(vacc1x4, vprod1x4);
const int8x8_t vb5x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t));
int16x8_t vprod0x5 = vmull_s8(vb5x0, va0x0);
int16x8_t vprod1x5 = vmull_s8(vb5x0, va1x0);
vprod0x5 = vmlal_s8(vprod0x5, vb5x1, va0x1);
vprod1x5 = vmlal_s8(vprod1x5, vb5x1, va1x1);
vacc0x5 = vpadalq_s16(vacc0x5, vprod0x5);
vacc1x5 = vpadalq_s16(vacc1x5, vprod1x5);
const int8x8_t vb6x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t));
int16x8_t vprod0x6 = vmull_s8(vb6x0, va0x0);
int16x8_t vprod1x6 = vmull_s8(vb6x0, va1x0);
vprod0x6 = vmlal_s8(vprod0x6, vb6x1, va0x1);
vprod1x6 = vmlal_s8(vprod1x6, vb6x1, va1x1);
vacc0x6 = vpadalq_s16(vacc0x6, vprod0x6);
vacc1x6 = vpadalq_s16(vacc1x6, vprod1x6);
const int8x8_t vb7x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t));
int16x8_t vprod0x7 = vmull_s8(vb7x0, va0x0);
int16x8_t vprod1x7 = vmull_s8(vb7x0, va1x0);
vprod0x7 = vmlal_s8(vprod0x7, vb7x1, va0x1);
vprod1x7 = vmlal_s8(vprod1x7, vb7x1, va1x1);
vacc0x7 = vpadalq_s16(vacc0x7, vprod0x7);
vacc1x7 = vpadalq_s16(vacc1x7, vprod1x7);
k -= 16 * sizeof(int8_t);
}
// Handle 8 bytes at a time using MUL.
if (k != 0) {
const int8x8_t va0 = vld1_s8(a0); a0 += 8;
const int8x8_t va1 = vld1_s8(a1); a1 += 8;
const int8x8_t vb0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int16x8_t vprod0x0 = vmull_s8(vb0, va0);
const int16x8_t vprod1x0 = vmull_s8(vb0, va1);
vacc0x0 = vpadalq_s16(vacc0x0, vprod0x0);
vacc1x0 = vpadalq_s16(vacc1x0, vprod1x0);
const int8x8_t vb1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int16x8_t vprod0x1 = vmull_s8(vb1, va0);
const int16x8_t vprod1x1 = vmull_s8(vb1, va1);
vacc0x1 = vpadalq_s16(vacc0x1, vprod0x1);
vacc1x1 = vpadalq_s16(vacc1x1, vprod1x1);
const int8x8_t vb2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int16x8_t vprod0x2 = vmull_s8(vb2, va0);
const int16x8_t vprod1x2 = vmull_s8(vb2, va1);
vacc0x2 = vpadalq_s16(vacc0x2, vprod0x2);
vacc1x2 = vpadalq_s16(vacc1x2, vprod1x2);
const int8x8_t vb3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int16x8_t vprod0x3 = vmull_s8(vb3, va0);
const int16x8_t vprod1x3 = vmull_s8(vb3, va1);
vacc0x3 = vpadalq_s16(vacc0x3, vprod0x3);
vacc1x3 = vpadalq_s16(vacc1x3, vprod1x3);
const int8x8_t vb4 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int16x8_t vprod0x4 = vmull_s8(vb4, va0);
const int16x8_t vprod1x4 = vmull_s8(vb4, va1);
vacc0x4 = vpadalq_s16(vacc0x4, vprod0x4);
vacc1x4 = vpadalq_s16(vacc1x4, vprod1x4);
const int8x8_t vb5 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int16x8_t vprod0x5 = vmull_s8(vb5, va0);
const int16x8_t vprod1x5 = vmull_s8(vb5, va1);
vacc0x5 = vpadalq_s16(vacc0x5, vprod0x5);
vacc1x5 = vpadalq_s16(vacc1x5, vprod1x5);
const int8x8_t vb6 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int16x8_t vprod0x6 = vmull_s8(vb6, va0);
const int16x8_t vprod1x6 = vmull_s8(vb6, va1);
vacc0x6 = vpadalq_s16(vacc0x6, vprod0x6);
vacc1x6 = vpadalq_s16(vacc1x6, vprod1x6);
const int8x8_t vb7 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int16x8_t vprod0x7 = vmull_s8(vb7, va0);
const int16x8_t vprod1x7 = vmull_s8(vb7, va1);
vacc0x7 = vpadalq_s16(vacc0x7, vprod0x7);
vacc1x7 = vpadalq_s16(vacc1x7, vprod1x7);
k -= 8 * sizeof(int8_t);
}
#if XNN_ARCH_ARM64
const int32x4_t vsum0x01 = vpaddq_s32(vacc0x0, vacc0x1);
const int32x4_t vsum0x23 = vpaddq_s32(vacc0x2, vacc0x3);
const int32x4_t vsum0x45 = vpaddq_s32(vacc0x4, vacc0x5);
const int32x4_t vsum0x67 = vpaddq_s32(vacc0x6, vacc0x7);
const int32x4_t vsum1x01 = vpaddq_s32(vacc1x0, vacc1x1);
const int32x4_t vsum1x23 = vpaddq_s32(vacc1x2, vacc1x3);
const int32x4_t vsum1x45 = vpaddq_s32(vacc1x4, vacc1x5);
const int32x4_t vsum1x67 = vpaddq_s32(vacc1x6, vacc1x7);
int32x4_t vacc0x0123 = vpaddq_s32(vsum0x01, vsum0x23);
int32x4_t vacc0x4567 = vpaddq_s32(vsum0x45, vsum0x67);
int32x4_t vacc1x0123 = vpaddq_s32(vsum1x01, vsum1x23);
int32x4_t vacc1x4567 = vpaddq_s32(vsum1x45, vsum1x67);
#else
const int32x2_t vpsum0x0 = vadd_s32(vget_low_s32(vacc0x0), vget_high_s32(vacc0x0));
const int32x2_t vpsum0x1 = vadd_s32(vget_low_s32(vacc0x1), vget_high_s32(vacc0x1));
const int32x2_t vpsum0x2 = vadd_s32(vget_low_s32(vacc0x2), vget_high_s32(vacc0x2));
const int32x2_t vpsum0x3 = vadd_s32(vget_low_s32(vacc0x3), vget_high_s32(vacc0x3));
const int32x2_t vsum0x01 = vpadd_s32(vpsum0x0, vpsum0x1);
const int32x2_t vsum0x23 = vpadd_s32(vpsum0x2, vpsum0x3);
int32x4_t vacc0x0123 = vcombine_s32(vsum0x01, vsum0x23 );
const int32x2_t vpsum0x4 = vadd_s32(vget_low_s32(vacc0x4), vget_high_s32(vacc0x4));
const int32x2_t vpsum0x5 = vadd_s32(vget_low_s32(vacc0x5), vget_high_s32(vacc0x5));
const int32x2_t vpsum0x6 = vadd_s32(vget_low_s32(vacc0x6), vget_high_s32(vacc0x6));
const int32x2_t vpsum0x7 = vadd_s32(vget_low_s32(vacc0x7), vget_high_s32(vacc0x7));
const int32x2_t vsum0x45 = vpadd_s32(vpsum0x4, vpsum0x5);
const int32x2_t vsum0x67 = vpadd_s32(vpsum0x6, vpsum0x7);
int32x4_t vacc0x4567 = vcombine_s32(vsum0x45, vsum0x67 );
const int32x2_t vpsum1x0 = vadd_s32(vget_low_s32(vacc1x0), vget_high_s32(vacc1x0));
const int32x2_t vpsum1x1 = vadd_s32(vget_low_s32(vacc1x1), vget_high_s32(vacc1x1));
const int32x2_t vpsum1x2 = vadd_s32(vget_low_s32(vacc1x2), vget_high_s32(vacc1x2));
const int32x2_t vpsum1x3 = vadd_s32(vget_low_s32(vacc1x3), vget_high_s32(vacc1x3));
const int32x2_t vsum1x01 = vpadd_s32(vpsum1x0, vpsum1x1);
const int32x2_t vsum1x23 = vpadd_s32(vpsum1x2, vpsum1x3);
int32x4_t vacc1x0123 = vcombine_s32(vsum1x01, vsum1x23 );
const int32x2_t vpsum1x4 = vadd_s32(vget_low_s32(vacc1x4), vget_high_s32(vacc1x4));
const int32x2_t vpsum1x5 = vadd_s32(vget_low_s32(vacc1x5), vget_high_s32(vacc1x5));
const int32x2_t vpsum1x6 = vadd_s32(vget_low_s32(vacc1x6), vget_high_s32(vacc1x6));
const int32x2_t vpsum1x7 = vadd_s32(vget_low_s32(vacc1x7), vget_high_s32(vacc1x7));
const int32x2_t vsum1x45 = vpadd_s32(vpsum1x4, vpsum1x5);
const int32x2_t vsum1x67 = vpadd_s32(vpsum1x6, vpsum1x7);
int32x4_t vacc1x4567 = vcombine_s32(vsum1x45, vsum1x67 );
#endif
float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
float32x4_t vfpacc1x0123 = vcvtq_f32_s32(vacc1x0123);
float32x4_t vfpacc1x4567 = vcvtq_f32_s32(vacc1x4567);
const float32x4_t vscale0123 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale0123);
vfpacc1x0123 = vmulq_f32(vfpacc1x0123, vscale0123);
const float32x4_t vscale4567 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale4567);
vfpacc1x4567 = vmulq_f32(vfpacc1x4567, vscale4567);
vacc0x0123 = vcvtnq_s32_f32(vfpacc0x0123);
vacc0x4567 = vcvtnq_s32_f32(vfpacc0x4567);
vacc1x0123 = vcvtnq_s32_f32(vfpacc1x0123);
vacc1x4567 = vcvtnq_s32_f32(vfpacc1x4567);
const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->fp32_neonv8.output_zero_point);
#if XNN_ARCH_ARM64
int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567);
int16x8_t vacc1x01234567 = vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567);
vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point);
vacc1x01234567 = vqaddq_s16(vacc1x01234567, voutput_zero_point);
int8x16_t vout0x01234567_1x01234567 = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc1x01234567);
#else
int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567));
int16x8_t vacc1x01234567 = vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567));
vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point);
vacc1x01234567 = vqaddq_s16(vacc1x01234567, voutput_zero_point);
int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc1x01234567));
#endif
const int8x16_t voutput_min = vld1q_dup_s8(¶ms->fp32_neonv8.output_min);
vout0x01234567_1x01234567 = vmaxq_s8(vout0x01234567_1x01234567, voutput_min);
const int8x16_t voutput_max = vld1q_dup_s8(¶ms->fp32_neonv8.output_max);
vout0x01234567_1x01234567 = vminq_s8(vout0x01234567_1x01234567, voutput_max);
if (nc >= 8) {
vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
nc -= 8;
} else {
// Final case where not all of the 8 columns fit in the destination.
if (nc & 4) {
vst1q_lane_u32((void*) c0, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
vst1q_lane_u32((void*) c1, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
}
if (nc & 2) {
vst1q_lane_u16((void*) c0, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
vst1q_lane_u16((void*) c1, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
}
if (nc & 1) {
vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
}
nc = 0;
}
} while (nc != 0);
}
| 15,713
| 49.204473
| 114
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-2x8c8-xw-minmax-fp32-avx2.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/MRx8c8-avx2.c.in
// Generator: tools/xngen
//
// Copyright 2020 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 <immintrin.h>
#include <xnnpack/gemm.h>
#include <xnnpack/intrinsics-polyfill.h>
#include <xnnpack/math.h>
#include <xnnpack/unaligned.h>
void xnn_qs8_qc8w_gemm_xw_minmax_fp32_ukernel_2x8c8__avx2(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
{
assert(mr != 0);
assert(mr <= 2);
assert(nc != 0);
assert(kc != 0);
assert(kc % sizeof(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
kc = round_up_po2(kc, 8 * sizeof(int8_t));
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr != 2) {
a1 = a0;
c1 = c0;
}
do {
const __m128i vbias0x0 = _mm_cvtsi32_si128(((const int*) w)[0]);
const __m128i vbias0x1 = _mm_cvtsi32_si128(((const int*) w)[1]);
__m256i vacc0x01 = _mm256_inserti128_si256(_mm256_castsi128_si256(vbias0x0), vbias0x1, 1);
const __m128i vbias0x2 = _mm_cvtsi32_si128(((const int*) w)[2]);
const __m128i vbias0x3 = _mm_cvtsi32_si128(((const int*) w)[3]);
__m256i vacc0x23 = _mm256_inserti128_si256(_mm256_castsi128_si256(vbias0x2), vbias0x3, 1);
const __m128i vbias0x4 = _mm_cvtsi32_si128(((const int*) w)[4]);
const __m128i vbias0x5 = _mm_cvtsi32_si128(((const int*) w)[5]);
__m256i vacc0x45 = _mm256_inserti128_si256(_mm256_castsi128_si256(vbias0x4), vbias0x5, 1);
const __m128i vbias0x6 = _mm_cvtsi32_si128(((const int*) w)[6]);
const __m128i vbias0x7 = _mm_cvtsi32_si128(((const int*) w)[7]);
__m256i vacc0x67 = _mm256_inserti128_si256(_mm256_castsi128_si256(vbias0x6), vbias0x7, 1);
__m256i vacc1x01 = vacc0x01;
__m256i vacc1x23 = vacc0x23;
__m256i vacc1x45 = vacc0x45;
__m256i vacc1x67 = vacc0x67;
w = (const int32_t*) w + 8;
size_t k = 0;
while (k < kc) {
const __m128i va0 = _mm_broadcastq_epi64(_mm_loadl_epi64((const __m128i*) a0));
const __m256i vxa0 = _mm256_cvtepi8_epi16(va0);
a0 += 8;
const __m128i va1 = _mm_broadcastq_epi64(_mm_loadl_epi64((const __m128i*) a1));
const __m256i vxa1 = _mm256_cvtepi8_epi16(va1);
a1 += 8;
const __m256i vxb01 = _mm256_load_si256((const __m256i*) w);
vacc0x01 = _mm256_add_epi32(vacc0x01, _mm256_madd_epi16(vxa0, vxb01));
vacc1x01 = _mm256_add_epi32(vacc1x01, _mm256_madd_epi16(vxa1, vxb01));
const __m256i vxb23 = _mm256_load_si256((const __m256i*) ((const int16_t*) w + 16));
vacc0x23 = _mm256_add_epi32(vacc0x23, _mm256_madd_epi16(vxa0, vxb23));
vacc1x23 = _mm256_add_epi32(vacc1x23, _mm256_madd_epi16(vxa1, vxb23));
const __m256i vxb45 = _mm256_load_si256((const __m256i*) ((const int16_t*) w + 32));
vacc0x45 = _mm256_add_epi32(vacc0x45, _mm256_madd_epi16(vxa0, vxb45));
vacc1x45 = _mm256_add_epi32(vacc1x45, _mm256_madd_epi16(vxa1, vxb45));
const __m256i vxb67 = _mm256_load_si256((const __m256i*) ((const int16_t*) w + 48));
vacc0x67 = _mm256_add_epi32(vacc0x67, _mm256_madd_epi16(vxa0, vxb67));
vacc1x67 = _mm256_add_epi32(vacc1x67, _mm256_madd_epi16(vxa1, vxb67));
w = (const void*) ((const int16_t*) w + 64);
k += 8 * sizeof(int8_t);
}
const __m256i vacc0x0213 = _mm256_hadd_epi32(vacc0x01, vacc0x23);
const __m256i vacc0x4657 = _mm256_hadd_epi32(vacc0x45, vacc0x67);
const __m256i vacc1x0213 = _mm256_hadd_epi32(vacc1x01, vacc1x23);
const __m256i vacc1x4657 = _mm256_hadd_epi32(vacc1x45, vacc1x67);
const __m256i vacc0x02461357 = _mm256_hadd_epi32(vacc0x0213, vacc0x4657);
const __m256i vacc1x02461357 = _mm256_hadd_epi32(vacc1x0213, vacc1x4657);
const __m256i vpermute_mask = _mm256_set_epi32(7, 3, 6, 2, 5, 1, 4, 0);
__m256i vacc0x01234567 = _mm256_permutevar8x32_epi32(vacc0x02461357, vpermute_mask);
__m256i vacc1x01234567 = _mm256_permutevar8x32_epi32(vacc1x02461357, vpermute_mask);
__m256 vscaled0x01234567 = _mm256_cvtepi32_ps(vacc0x01234567);
__m256 vscaled1x01234567 = _mm256_cvtepi32_ps(vacc1x01234567);
const __m256 vscale01234567 = _mm256_load_ps(w);
w = (const void*) ((const float*) w + 8);
vscaled0x01234567 = _mm256_mul_ps(vscaled0x01234567, vscale01234567);
vscaled1x01234567 = _mm256_mul_ps(vscaled1x01234567, vscale01234567);
const __m256 voutput_max_less_zero_point = _mm256_load_ps(params->fp32_avx2.output_max_less_zero_point);
vscaled0x01234567 = _mm256_min_ps(vscaled0x01234567, voutput_max_less_zero_point);
vscaled1x01234567 = _mm256_min_ps(vscaled1x01234567, voutput_max_less_zero_point);
vacc0x01234567 = _mm256_cvtps_epi32(vscaled0x01234567);
vacc1x01234567 = _mm256_cvtps_epi32(vscaled1x01234567);
const __m256i voutput_zero_point = _mm256_load_si256((const __m256i*) params->fp32_avx2.output_zero_point);
__m256i vacc01x01234567 = _mm256_adds_epi16(_mm256_packs_epi32(vacc0x01234567, vacc1x01234567), voutput_zero_point);
vacc01x01234567 = _mm256_permute4x64_epi64(vacc01x01234567, _MM_SHUFFLE(3, 1, 2, 0));
__m256i vout = _mm256_packs_epi16(vacc01x01234567, vacc01x01234567);
vout = _mm256_max_epi8(vout, _mm256_load_si256((const __m256i*) params->fp32_avx2.output_min));
__m128i vout_lo = _mm256_castsi256_si128(vout);
__m128i vout_hi = _mm256_extracti128_si256(vout, 1);
if (nc >= 8) {
_mm_storel_epi64((__m128i*) c0, vout_lo);
_mm_storel_epi64((__m128i*) c1, vout_hi);
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
nc -= 8;
} else {
if (nc & 4) {
_mm_storeu_si32(c0, vout_lo);
_mm_storeu_si32(c1, vout_hi);
c0 += 4;
c1 += 4;
vout_lo = _mm_srli_epi64(vout_lo, 32);
vout_hi = _mm_srli_epi64(vout_hi, 32);
}
if (nc & 2) {
unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout_lo, 0));
unaligned_store_u16(c1, (uint16_t) _mm_extract_epi16(vout_hi, 0));
c0 += 2;
c1 += 2;
vout_lo = _mm_srli_epi32(vout_lo, 16);
vout_hi = _mm_srli_epi32(vout_hi, 16);
}
if (nc & 1) {
*c0 = (int8_t) _mm_extract_epi8(vout_lo, 0);
*c1 = (int8_t) _mm_extract_epi8(vout_hi, 0);
}
nc = 0;
}
} while (nc != 0);
}
| 6,914
| 37.416667
| 120
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-3x2-minmax-fp32-scalar-fmagic.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/scalar.c.in
// Generator: tools/xngen
//
// 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 <xnnpack/gemm.h>
#include <xnnpack/math.h>
#include <xnnpack/unaligned.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_3x2__scalar_fmagic(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)])
{
assert(mr != 0);
assert(mr <= 3);
assert(nc != 0);
assert(kc != 0);
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
do {
int32_t vacc0x0 = unaligned_indexed_load_s32(w, 0);
int32_t vacc0x1 = unaligned_indexed_load_s32(w, 1);
int32_t vacc1x0 = vacc0x0;
int32_t vacc1x1 = vacc0x1;
int32_t vacc2x0 = vacc0x0;
int32_t vacc2x1 = vacc0x1;
w = (const int32_t*) w + 2;
size_t k = kc;
do {
const int32_t va0 = (int32_t) *a0++;
const int32_t va1 = (int32_t) *a1++;
const int32_t va2 = (int32_t) *a2++;
const int32_t vb0 = (int32_t) ((const int8_t*) w)[0];
const int32_t vb1 = (int32_t) ((const int8_t*) w)[1];
w = (const int8_t*) w + 2;
vacc0x0 += va0 * vb0;
vacc0x1 += va0 * vb1;
vacc1x0 += va1 * vb0;
vacc1x1 += va1 * vb1;
vacc2x0 += va2 * vb0;
vacc2x1 += va2 * vb1;
k -= sizeof(int8_t);
} while (k != 0);
float vfpacc0x0 = (float) vacc0x0;
float vfpacc0x1 = (float) vacc0x1;
float vfpacc1x0 = (float) vacc1x0;
float vfpacc1x1 = (float) vacc1x1;
float vfpacc2x0 = (float) vacc2x0;
float vfpacc2x1 = (float) vacc2x1;
const float vscale0 = unaligned_indexed_load_f32(w, 0);
vfpacc0x0 *= vscale0;
vfpacc1x0 *= vscale0;
vfpacc2x0 *= vscale0;
const float vscale1 = unaligned_indexed_load_f32(w, 1);
vfpacc0x1 *= vscale1;
vfpacc1x1 *= vscale1;
vfpacc2x1 *= vscale1;
w = (const void*) ((const float*) w + 2);
const float voutput_min_less_zero_point = params->fp32_scalar_fmagic.output_min_less_zero_point;
vfpacc0x0 = math_max_f32(vfpacc0x0, voutput_min_less_zero_point);
vfpacc0x1 = math_max_f32(vfpacc0x1, voutput_min_less_zero_point);
vfpacc1x0 = math_max_f32(vfpacc1x0, voutput_min_less_zero_point);
vfpacc1x1 = math_max_f32(vfpacc1x1, voutput_min_less_zero_point);
vfpacc2x0 = math_max_f32(vfpacc2x0, voutput_min_less_zero_point);
vfpacc2x1 = math_max_f32(vfpacc2x1, voutput_min_less_zero_point);
const float voutput_max_less_zero_point = params->fp32_scalar_fmagic.output_max_less_zero_point;
vfpacc0x0 = math_min_f32(vfpacc0x0, voutput_max_less_zero_point);
vfpacc0x1 = math_min_f32(vfpacc0x1, voutput_max_less_zero_point);
vfpacc1x0 = math_min_f32(vfpacc1x0, voutput_max_less_zero_point);
vfpacc1x1 = math_min_f32(vfpacc1x1, voutput_max_less_zero_point);
vfpacc2x0 = math_min_f32(vfpacc2x0, voutput_max_less_zero_point);
vfpacc2x1 = math_min_f32(vfpacc2x1, voutput_max_less_zero_point);
const float vmagic_bias = params->fp32_scalar_fmagic.magic_bias;
vfpacc0x0 += vmagic_bias;
vfpacc0x1 += vmagic_bias;
vfpacc1x0 += vmagic_bias;
vfpacc1x1 += vmagic_bias;
vfpacc2x0 += vmagic_bias;
vfpacc2x1 += vmagic_bias;
const int32_t vmagic_bias_less_output_zero_point = params->fp32_scalar_fmagic.magic_bias_less_output_zero_point;
int32_t vout0x0 = (int32_t) float_as_uint32(vfpacc0x0) - vmagic_bias_less_output_zero_point;
int32_t vout0x1 = (int32_t) float_as_uint32(vfpacc0x1) - vmagic_bias_less_output_zero_point;
int32_t vout1x0 = (int32_t) float_as_uint32(vfpacc1x0) - vmagic_bias_less_output_zero_point;
int32_t vout1x1 = (int32_t) float_as_uint32(vfpacc1x1) - vmagic_bias_less_output_zero_point;
int32_t vout2x0 = (int32_t) float_as_uint32(vfpacc2x0) - vmagic_bias_less_output_zero_point;
int32_t vout2x1 = (int32_t) float_as_uint32(vfpacc2x1) - vmagic_bias_less_output_zero_point;
if XNN_LIKELY(nc >= 2) {
c0[0] = (int8_t) vout0x0;
c0[1] = (int8_t) vout0x1;
c1[0] = (int8_t) vout1x0;
c1[1] = (int8_t) vout1x1;
c2[0] = (int8_t) vout2x0;
c2[1] = (int8_t) vout2x1;
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
nc -= 2;
} else {
if (nc & 1) {
c0[0] = (int8_t) vout0x0;
c1[0] = (int8_t) vout1x0;
c2[0] = (int8_t) vout2x0;
}
nc = 0;
}
} while (nc != 0);
}
| 5,299
| 33.193548
| 116
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-3x2-minmax-fp32-scalar-imagic.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/scalar.c.in
// Generator: tools/xngen
//
// 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 <xnnpack/gemm.h>
#include <xnnpack/math.h>
#include <xnnpack/unaligned.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_3x2__scalar_imagic(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)])
{
assert(mr != 0);
assert(mr <= 3);
assert(nc != 0);
assert(kc != 0);
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
do {
int32_t vacc0x0 = unaligned_indexed_load_s32(w, 0);
int32_t vacc0x1 = unaligned_indexed_load_s32(w, 1);
int32_t vacc1x0 = vacc0x0;
int32_t vacc1x1 = vacc0x1;
int32_t vacc2x0 = vacc0x0;
int32_t vacc2x1 = vacc0x1;
w = (const int32_t*) w + 2;
size_t k = kc;
do {
const int32_t va0 = (int32_t) *a0++;
const int32_t va1 = (int32_t) *a1++;
const int32_t va2 = (int32_t) *a2++;
const int32_t vb0 = (int32_t) ((const int8_t*) w)[0];
const int32_t vb1 = (int32_t) ((const int8_t*) w)[1];
w = (const int8_t*) w + 2;
vacc0x0 += va0 * vb0;
vacc0x1 += va0 * vb1;
vacc1x0 += va1 * vb0;
vacc1x1 += va1 * vb1;
vacc2x0 += va2 * vb0;
vacc2x1 += va2 * vb1;
k -= sizeof(int8_t);
} while (k != 0);
float vfpacc0x0 = (float) vacc0x0;
float vfpacc0x1 = (float) vacc0x1;
float vfpacc1x0 = (float) vacc1x0;
float vfpacc1x1 = (float) vacc1x1;
float vfpacc2x0 = (float) vacc2x0;
float vfpacc2x1 = (float) vacc2x1;
const float vscale0 = unaligned_indexed_load_f32(w, 0);
vfpacc0x0 *= vscale0;
vfpacc1x0 *= vscale0;
vfpacc2x0 *= vscale0;
const float vscale1 = unaligned_indexed_load_f32(w, 1);
vfpacc0x1 *= vscale1;
vfpacc1x1 *= vscale1;
vfpacc2x1 *= vscale1;
w = (const void*) ((const float*) w + 2);
const float vmagic_bias = params->fp32_scalar_imagic.magic_bias;
vfpacc0x0 += vmagic_bias;
vfpacc0x1 += vmagic_bias;
vfpacc1x0 += vmagic_bias;
vfpacc1x1 += vmagic_bias;
vfpacc2x0 += vmagic_bias;
vfpacc2x1 += vmagic_bias;
int32_t vout0x0 = (int32_t) float_as_uint32(vfpacc0x0);
int32_t vout0x1 = (int32_t) float_as_uint32(vfpacc0x1);
int32_t vout1x0 = (int32_t) float_as_uint32(vfpacc1x0);
int32_t vout1x1 = (int32_t) float_as_uint32(vfpacc1x1);
int32_t vout2x0 = (int32_t) float_as_uint32(vfpacc2x0);
int32_t vout2x1 = (int32_t) float_as_uint32(vfpacc2x1);
const int32_t vmagic_min = params->fp32_scalar_imagic.magic_min;
vout0x0 = math_max_s32(vout0x0, vmagic_min);
vout0x1 = math_max_s32(vout0x1, vmagic_min);
vout1x0 = math_max_s32(vout1x0, vmagic_min);
vout1x1 = math_max_s32(vout1x1, vmagic_min);
vout2x0 = math_max_s32(vout2x0, vmagic_min);
vout2x1 = math_max_s32(vout2x1, vmagic_min);
const int32_t vmagic_max = params->fp32_scalar_imagic.magic_max;
vout0x0 = math_min_s32(vout0x0, vmagic_max);
vout0x1 = math_min_s32(vout0x1, vmagic_max);
vout1x0 = math_min_s32(vout1x0, vmagic_max);
vout1x1 = math_min_s32(vout1x1, vmagic_max);
vout2x0 = math_min_s32(vout2x0, vmagic_max);
vout2x1 = math_min_s32(vout2x1, vmagic_max);
const int32_t vmagic_bias_less_zero_point = params->fp32_scalar_imagic.magic_bias_less_zero_point;
vout0x0 -= vmagic_bias_less_zero_point;
vout0x1 -= vmagic_bias_less_zero_point;
vout1x0 -= vmagic_bias_less_zero_point;
vout1x1 -= vmagic_bias_less_zero_point;
vout2x0 -= vmagic_bias_less_zero_point;
vout2x1 -= vmagic_bias_less_zero_point;
if XNN_LIKELY(nc >= 2) {
c0[0] = (int8_t) vout0x0;
c0[1] = (int8_t) vout0x1;
c1[0] = (int8_t) vout1x0;
c1[1] = (int8_t) vout1x1;
c2[0] = (int8_t) vout2x0;
c2[1] = (int8_t) vout2x1;
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
nc -= 2;
} else {
if (nc & 1) {
c0[0] = (int8_t) vout0x0;
c1[0] = (int8_t) vout1x0;
c2[0] = (int8_t) vout2x0;
}
nc = 0;
}
} while (nc != 0);
}
| 5,012
| 29.944444
| 102
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-3x2-minmax-fp32-scalar-lrintf.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/scalar.c.in
// Generator: tools/xngen
//
// 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 <xnnpack/gemm.h>
#include <xnnpack/math.h>
#include <xnnpack/unaligned.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_3x2__scalar_lrintf(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)])
{
assert(mr != 0);
assert(mr <= 3);
assert(nc != 0);
assert(kc != 0);
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
do {
int32_t vacc0x0 = unaligned_indexed_load_s32(w, 0);
int32_t vacc0x1 = unaligned_indexed_load_s32(w, 1);
int32_t vacc1x0 = vacc0x0;
int32_t vacc1x1 = vacc0x1;
int32_t vacc2x0 = vacc0x0;
int32_t vacc2x1 = vacc0x1;
w = (const int32_t*) w + 2;
size_t k = kc;
do {
const int32_t va0 = (int32_t) *a0++;
const int32_t va1 = (int32_t) *a1++;
const int32_t va2 = (int32_t) *a2++;
const int32_t vb0 = (int32_t) ((const int8_t*) w)[0];
const int32_t vb1 = (int32_t) ((const int8_t*) w)[1];
w = (const int8_t*) w + 2;
vacc0x0 += va0 * vb0;
vacc0x1 += va0 * vb1;
vacc1x0 += va1 * vb0;
vacc1x1 += va1 * vb1;
vacc2x0 += va2 * vb0;
vacc2x1 += va2 * vb1;
k -= sizeof(int8_t);
} while (k != 0);
float vfpacc0x0 = (float) vacc0x0;
float vfpacc0x1 = (float) vacc0x1;
float vfpacc1x0 = (float) vacc1x0;
float vfpacc1x1 = (float) vacc1x1;
float vfpacc2x0 = (float) vacc2x0;
float vfpacc2x1 = (float) vacc2x1;
const float vscale0 = unaligned_indexed_load_f32(w, 0);
vfpacc0x0 *= vscale0;
vfpacc1x0 *= vscale0;
vfpacc2x0 *= vscale0;
const float vscale1 = unaligned_indexed_load_f32(w, 1);
vfpacc0x1 *= vscale1;
vfpacc1x1 *= vscale1;
vfpacc2x1 *= vscale1;
w = (const void*) ((const float*) w + 2);
const float voutput_min_less_zero_point = params->fp32_scalar_lrintf.output_min_less_zero_point;
vfpacc0x0 = math_max_f32(vfpacc0x0, voutput_min_less_zero_point);
vfpacc0x1 = math_max_f32(vfpacc0x1, voutput_min_less_zero_point);
vfpacc1x0 = math_max_f32(vfpacc1x0, voutput_min_less_zero_point);
vfpacc1x1 = math_max_f32(vfpacc1x1, voutput_min_less_zero_point);
vfpacc2x0 = math_max_f32(vfpacc2x0, voutput_min_less_zero_point);
vfpacc2x1 = math_max_f32(vfpacc2x1, voutput_min_less_zero_point);
const float voutput_max_less_zero_point = params->fp32_scalar_lrintf.output_max_less_zero_point;
vfpacc0x0 = math_min_f32(vfpacc0x0, voutput_max_less_zero_point);
vfpacc0x1 = math_min_f32(vfpacc0x1, voutput_max_less_zero_point);
vfpacc1x0 = math_min_f32(vfpacc1x0, voutput_max_less_zero_point);
vfpacc1x1 = math_min_f32(vfpacc1x1, voutput_max_less_zero_point);
vfpacc2x0 = math_min_f32(vfpacc2x0, voutput_max_less_zero_point);
vfpacc2x1 = math_min_f32(vfpacc2x1, voutput_max_less_zero_point);
const int32_t vrndacc0x0 = (int32_t) lrintf(vfpacc0x0);
const int32_t vrndacc0x1 = (int32_t) lrintf(vfpacc0x1);
const int32_t vrndacc1x0 = (int32_t) lrintf(vfpacc1x0);
const int32_t vrndacc1x1 = (int32_t) lrintf(vfpacc1x1);
const int32_t vrndacc2x0 = (int32_t) lrintf(vfpacc2x0);
const int32_t vrndacc2x1 = (int32_t) lrintf(vfpacc2x1);
const int32_t voutput_zero_point = params->fp32_scalar_lrintf.output_zero_point;
int32_t vout0x0 = vrndacc0x0 + voutput_zero_point;
int32_t vout0x1 = vrndacc0x1 + voutput_zero_point;
int32_t vout1x0 = vrndacc1x0 + voutput_zero_point;
int32_t vout1x1 = vrndacc1x1 + voutput_zero_point;
int32_t vout2x0 = vrndacc2x0 + voutput_zero_point;
int32_t vout2x1 = vrndacc2x1 + voutput_zero_point;
if XNN_LIKELY(nc >= 2) {
c0[0] = (int8_t) vout0x0;
c0[1] = (int8_t) vout0x1;
c1[0] = (int8_t) vout1x0;
c1[1] = (int8_t) vout1x1;
c2[0] = (int8_t) vout2x0;
c2[1] = (int8_t) vout2x1;
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
nc -= 2;
} else {
if (nc & 1) {
c0[0] = (int8_t) vout0x0;
c1[0] = (int8_t) vout1x0;
c2[0] = (int8_t) vout2x0;
}
nc = 0;
}
} while (nc != 0);
}
| 5,144
| 32.193548
| 100
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-3x2-minmax-fp32-wasm-fmagic.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/scalar.c.in
// Generator: tools/xngen
//
// 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 <xnnpack/gemm.h>
#include <xnnpack/math.h>
#include <xnnpack/unaligned.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_3x2__wasm_fmagic(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)])
{
assert(mr != 0);
assert(mr <= 3);
assert(nc != 0);
assert(kc != 0);
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
do {
int32_t vacc0x0 = unaligned_indexed_load_s32(w, 0);
int32_t vacc0x1 = unaligned_indexed_load_s32(w, 1);
int32_t vacc1x0 = vacc0x0;
int32_t vacc1x1 = vacc0x1;
int32_t vacc2x0 = vacc0x0;
int32_t vacc2x1 = vacc0x1;
w = (const int32_t*) w + 2;
size_t k = kc;
do {
const int32_t va0 = (int32_t) *a0++;
const int32_t va1 = (int32_t) *a1++;
const int32_t va2 = (int32_t) *a2++;
const int32_t vb0 = (int32_t) ((const int8_t*) w)[0];
const int32_t vb1 = (int32_t) ((const int8_t*) w)[1];
w = (const int8_t*) w + 2;
vacc0x0 += va0 * vb0;
vacc0x1 += va0 * vb1;
vacc1x0 += va1 * vb0;
vacc1x1 += va1 * vb1;
vacc2x0 += va2 * vb0;
vacc2x1 += va2 * vb1;
k -= sizeof(int8_t);
} while (k != 0);
float vfpacc0x0 = (float) vacc0x0;
float vfpacc0x1 = (float) vacc0x1;
float vfpacc1x0 = (float) vacc1x0;
float vfpacc1x1 = (float) vacc1x1;
float vfpacc2x0 = (float) vacc2x0;
float vfpacc2x1 = (float) vacc2x1;
const float vscale0 = unaligned_indexed_load_f32(w, 0);
vfpacc0x0 *= vscale0;
vfpacc1x0 *= vscale0;
vfpacc2x0 *= vscale0;
const float vscale1 = unaligned_indexed_load_f32(w, 1);
vfpacc0x1 *= vscale1;
vfpacc1x1 *= vscale1;
vfpacc2x1 *= vscale1;
w = (const void*) ((const float*) w + 2);
const float voutput_min_less_zero_point = params->fp32_scalar_fmagic.output_min_less_zero_point;
vfpacc0x0 = __builtin_wasm_max_f32(vfpacc0x0, voutput_min_less_zero_point);
vfpacc0x1 = __builtin_wasm_max_f32(vfpacc0x1, voutput_min_less_zero_point);
vfpacc1x0 = __builtin_wasm_max_f32(vfpacc1x0, voutput_min_less_zero_point);
vfpacc1x1 = __builtin_wasm_max_f32(vfpacc1x1, voutput_min_less_zero_point);
vfpacc2x0 = __builtin_wasm_max_f32(vfpacc2x0, voutput_min_less_zero_point);
vfpacc2x1 = __builtin_wasm_max_f32(vfpacc2x1, voutput_min_less_zero_point);
const float voutput_max_less_zero_point = params->fp32_scalar_fmagic.output_max_less_zero_point;
vfpacc0x0 = __builtin_wasm_min_f32(vfpacc0x0, voutput_max_less_zero_point);
vfpacc0x1 = __builtin_wasm_min_f32(vfpacc0x1, voutput_max_less_zero_point);
vfpacc1x0 = __builtin_wasm_min_f32(vfpacc1x0, voutput_max_less_zero_point);
vfpacc1x1 = __builtin_wasm_min_f32(vfpacc1x1, voutput_max_less_zero_point);
vfpacc2x0 = __builtin_wasm_min_f32(vfpacc2x0, voutput_max_less_zero_point);
vfpacc2x1 = __builtin_wasm_min_f32(vfpacc2x1, voutput_max_less_zero_point);
const float vmagic_bias = params->fp32_scalar_fmagic.magic_bias;
vfpacc0x0 += vmagic_bias;
vfpacc0x1 += vmagic_bias;
vfpacc1x0 += vmagic_bias;
vfpacc1x1 += vmagic_bias;
vfpacc2x0 += vmagic_bias;
vfpacc2x1 += vmagic_bias;
const int32_t vmagic_bias_less_output_zero_point = params->fp32_scalar_fmagic.magic_bias_less_output_zero_point;
int32_t vout0x0 = (int32_t) float_as_uint32(vfpacc0x0) - vmagic_bias_less_output_zero_point;
int32_t vout0x1 = (int32_t) float_as_uint32(vfpacc0x1) - vmagic_bias_less_output_zero_point;
int32_t vout1x0 = (int32_t) float_as_uint32(vfpacc1x0) - vmagic_bias_less_output_zero_point;
int32_t vout1x1 = (int32_t) float_as_uint32(vfpacc1x1) - vmagic_bias_less_output_zero_point;
int32_t vout2x0 = (int32_t) float_as_uint32(vfpacc2x0) - vmagic_bias_less_output_zero_point;
int32_t vout2x1 = (int32_t) float_as_uint32(vfpacc2x1) - vmagic_bias_less_output_zero_point;
if XNN_LIKELY(nc >= 2) {
c0[0] = (int8_t) vout0x0;
c0[1] = (int8_t) vout0x1;
c1[0] = (int8_t) vout1x0;
c1[1] = (int8_t) vout1x1;
c2[0] = (int8_t) vout2x0;
c2[1] = (int8_t) vout2x1;
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
nc -= 2;
} else {
if (nc & 1) {
c0[0] = (int8_t) vout0x0;
c1[0] = (int8_t) vout1x0;
c2[0] = (int8_t) vout2x0;
}
nc = 0;
}
} while (nc != 0);
}
| 5,417
| 33.954839
| 116
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-3x4-minmax-fp32-scalar-fmagic.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/scalar.c.in
// Generator: tools/xngen
//
// 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 <xnnpack/gemm.h>
#include <xnnpack/math.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_3x4__scalar_fmagic(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)])
{
assert(mr != 0);
assert(mr <= 3);
assert(nc != 0);
assert(kc != 0);
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
do {
int32_t vacc0x0 = ((const int32_t*) w)[0];
int32_t vacc0x1 = ((const int32_t*) w)[1];
int32_t vacc0x2 = ((const int32_t*) w)[2];
int32_t vacc0x3 = ((const int32_t*) w)[3];
int32_t vacc1x0 = vacc0x0;
int32_t vacc1x1 = vacc0x1;
int32_t vacc1x2 = vacc0x2;
int32_t vacc1x3 = vacc0x3;
int32_t vacc2x0 = vacc0x0;
int32_t vacc2x1 = vacc0x1;
int32_t vacc2x2 = vacc0x2;
int32_t vacc2x3 = vacc0x3;
w = (const int32_t*) w + 4;
size_t k = kc;
do {
const int32_t va0 = (int32_t) *a0++;
const int32_t va1 = (int32_t) *a1++;
const int32_t va2 = (int32_t) *a2++;
const int32_t vb0 = (int32_t) ((const int8_t*) w)[0];
const int32_t vb1 = (int32_t) ((const int8_t*) w)[1];
const int32_t vb2 = (int32_t) ((const int8_t*) w)[2];
const int32_t vb3 = (int32_t) ((const int8_t*) w)[3];
w = (const int8_t*) w + 4;
vacc0x0 += va0 * vb0;
vacc0x1 += va0 * vb1;
vacc0x2 += va0 * vb2;
vacc0x3 += va0 * vb3;
vacc1x0 += va1 * vb0;
vacc1x1 += va1 * vb1;
vacc1x2 += va1 * vb2;
vacc1x3 += va1 * vb3;
vacc2x0 += va2 * vb0;
vacc2x1 += va2 * vb1;
vacc2x2 += va2 * vb2;
vacc2x3 += va2 * vb3;
k -= sizeof(int8_t);
} while (k != 0);
float vfpacc0x0 = (float) vacc0x0;
float vfpacc0x1 = (float) vacc0x1;
float vfpacc0x2 = (float) vacc0x2;
float vfpacc0x3 = (float) vacc0x3;
float vfpacc1x0 = (float) vacc1x0;
float vfpacc1x1 = (float) vacc1x1;
float vfpacc1x2 = (float) vacc1x2;
float vfpacc1x3 = (float) vacc1x3;
float vfpacc2x0 = (float) vacc2x0;
float vfpacc2x1 = (float) vacc2x1;
float vfpacc2x2 = (float) vacc2x2;
float vfpacc2x3 = (float) vacc2x3;
const float vscale0 = ((const float*) w)[0];
vfpacc0x0 *= vscale0;
vfpacc1x0 *= vscale0;
vfpacc2x0 *= vscale0;
const float vscale1 = ((const float*) w)[1];
vfpacc0x1 *= vscale1;
vfpacc1x1 *= vscale1;
vfpacc2x1 *= vscale1;
const float vscale2 = ((const float*) w)[2];
vfpacc0x2 *= vscale2;
vfpacc1x2 *= vscale2;
vfpacc2x2 *= vscale2;
const float vscale3 = ((const float*) w)[3];
vfpacc0x3 *= vscale3;
vfpacc1x3 *= vscale3;
vfpacc2x3 *= vscale3;
w = (const void*) ((const float*) w + 4);
const float voutput_min_less_zero_point = params->fp32_scalar_fmagic.output_min_less_zero_point;
vfpacc0x0 = math_max_f32(vfpacc0x0, voutput_min_less_zero_point);
vfpacc0x1 = math_max_f32(vfpacc0x1, voutput_min_less_zero_point);
vfpacc0x2 = math_max_f32(vfpacc0x2, voutput_min_less_zero_point);
vfpacc0x3 = math_max_f32(vfpacc0x3, voutput_min_less_zero_point);
vfpacc1x0 = math_max_f32(vfpacc1x0, voutput_min_less_zero_point);
vfpacc1x1 = math_max_f32(vfpacc1x1, voutput_min_less_zero_point);
vfpacc1x2 = math_max_f32(vfpacc1x2, voutput_min_less_zero_point);
vfpacc1x3 = math_max_f32(vfpacc1x3, voutput_min_less_zero_point);
vfpacc2x0 = math_max_f32(vfpacc2x0, voutput_min_less_zero_point);
vfpacc2x1 = math_max_f32(vfpacc2x1, voutput_min_less_zero_point);
vfpacc2x2 = math_max_f32(vfpacc2x2, voutput_min_less_zero_point);
vfpacc2x3 = math_max_f32(vfpacc2x3, voutput_min_less_zero_point);
const float voutput_max_less_zero_point = params->fp32_scalar_fmagic.output_max_less_zero_point;
vfpacc0x0 = math_min_f32(vfpacc0x0, voutput_max_less_zero_point);
vfpacc0x1 = math_min_f32(vfpacc0x1, voutput_max_less_zero_point);
vfpacc0x2 = math_min_f32(vfpacc0x2, voutput_max_less_zero_point);
vfpacc0x3 = math_min_f32(vfpacc0x3, voutput_max_less_zero_point);
vfpacc1x0 = math_min_f32(vfpacc1x0, voutput_max_less_zero_point);
vfpacc1x1 = math_min_f32(vfpacc1x1, voutput_max_less_zero_point);
vfpacc1x2 = math_min_f32(vfpacc1x2, voutput_max_less_zero_point);
vfpacc1x3 = math_min_f32(vfpacc1x3, voutput_max_less_zero_point);
vfpacc2x0 = math_min_f32(vfpacc2x0, voutput_max_less_zero_point);
vfpacc2x1 = math_min_f32(vfpacc2x1, voutput_max_less_zero_point);
vfpacc2x2 = math_min_f32(vfpacc2x2, voutput_max_less_zero_point);
vfpacc2x3 = math_min_f32(vfpacc2x3, voutput_max_less_zero_point);
const float vmagic_bias = params->fp32_scalar_fmagic.magic_bias;
vfpacc0x0 += vmagic_bias;
vfpacc0x1 += vmagic_bias;
vfpacc0x2 += vmagic_bias;
vfpacc0x3 += vmagic_bias;
vfpacc1x0 += vmagic_bias;
vfpacc1x1 += vmagic_bias;
vfpacc1x2 += vmagic_bias;
vfpacc1x3 += vmagic_bias;
vfpacc2x0 += vmagic_bias;
vfpacc2x1 += vmagic_bias;
vfpacc2x2 += vmagic_bias;
vfpacc2x3 += vmagic_bias;
const int32_t vmagic_bias_less_output_zero_point = params->fp32_scalar_fmagic.magic_bias_less_output_zero_point;
int32_t vout0x0 = (int32_t) float_as_uint32(vfpacc0x0) - vmagic_bias_less_output_zero_point;
int32_t vout0x1 = (int32_t) float_as_uint32(vfpacc0x1) - vmagic_bias_less_output_zero_point;
int32_t vout0x2 = (int32_t) float_as_uint32(vfpacc0x2) - vmagic_bias_less_output_zero_point;
int32_t vout0x3 = (int32_t) float_as_uint32(vfpacc0x3) - vmagic_bias_less_output_zero_point;
int32_t vout1x0 = (int32_t) float_as_uint32(vfpacc1x0) - vmagic_bias_less_output_zero_point;
int32_t vout1x1 = (int32_t) float_as_uint32(vfpacc1x1) - vmagic_bias_less_output_zero_point;
int32_t vout1x2 = (int32_t) float_as_uint32(vfpacc1x2) - vmagic_bias_less_output_zero_point;
int32_t vout1x3 = (int32_t) float_as_uint32(vfpacc1x3) - vmagic_bias_less_output_zero_point;
int32_t vout2x0 = (int32_t) float_as_uint32(vfpacc2x0) - vmagic_bias_less_output_zero_point;
int32_t vout2x1 = (int32_t) float_as_uint32(vfpacc2x1) - vmagic_bias_less_output_zero_point;
int32_t vout2x2 = (int32_t) float_as_uint32(vfpacc2x2) - vmagic_bias_less_output_zero_point;
int32_t vout2x3 = (int32_t) float_as_uint32(vfpacc2x3) - vmagic_bias_less_output_zero_point;
if XNN_LIKELY(nc >= 4) {
c0[0] = (int8_t) vout0x0;
c0[1] = (int8_t) vout0x1;
c0[2] = (int8_t) vout0x2;
c0[3] = (int8_t) vout0x3;
c1[0] = (int8_t) vout1x0;
c1[1] = (int8_t) vout1x1;
c1[2] = (int8_t) vout1x2;
c1[3] = (int8_t) vout1x3;
c2[0] = (int8_t) vout2x0;
c2[1] = (int8_t) vout2x1;
c2[2] = (int8_t) vout2x2;
c2[3] = (int8_t) vout2x3;
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
nc -= 4;
} else {
if (nc & 2) {
c0[0] = (int8_t) vout0x0;
c0[1] = (int8_t) vout0x1;
vout0x0 = vout0x2;
c0 += 2;
c1[0] = (int8_t) vout1x0;
c1[1] = (int8_t) vout1x1;
vout1x0 = vout1x2;
c1 += 2;
c2[0] = (int8_t) vout2x0;
c2[1] = (int8_t) vout2x1;
vout2x0 = vout2x2;
c2 += 2;
}
if (nc & 1) {
c0[0] = (int8_t) vout0x0;
c1[0] = (int8_t) vout1x0;
c2[0] = (int8_t) vout2x0;
}
nc = 0;
}
} while (nc != 0);
}
| 8,380
| 36.084071
| 116
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-3x4-minmax-fp32-scalar-imagic.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/scalar.c.in
// Generator: tools/xngen
//
// 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 <xnnpack/gemm.h>
#include <xnnpack/math.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_3x4__scalar_imagic(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)])
{
assert(mr != 0);
assert(mr <= 3);
assert(nc != 0);
assert(kc != 0);
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
do {
int32_t vacc0x0 = ((const int32_t*) w)[0];
int32_t vacc0x1 = ((const int32_t*) w)[1];
int32_t vacc0x2 = ((const int32_t*) w)[2];
int32_t vacc0x3 = ((const int32_t*) w)[3];
int32_t vacc1x0 = vacc0x0;
int32_t vacc1x1 = vacc0x1;
int32_t vacc1x2 = vacc0x2;
int32_t vacc1x3 = vacc0x3;
int32_t vacc2x0 = vacc0x0;
int32_t vacc2x1 = vacc0x1;
int32_t vacc2x2 = vacc0x2;
int32_t vacc2x3 = vacc0x3;
w = (const int32_t*) w + 4;
size_t k = kc;
do {
const int32_t va0 = (int32_t) *a0++;
const int32_t va1 = (int32_t) *a1++;
const int32_t va2 = (int32_t) *a2++;
const int32_t vb0 = (int32_t) ((const int8_t*) w)[0];
const int32_t vb1 = (int32_t) ((const int8_t*) w)[1];
const int32_t vb2 = (int32_t) ((const int8_t*) w)[2];
const int32_t vb3 = (int32_t) ((const int8_t*) w)[3];
w = (const int8_t*) w + 4;
vacc0x0 += va0 * vb0;
vacc0x1 += va0 * vb1;
vacc0x2 += va0 * vb2;
vacc0x3 += va0 * vb3;
vacc1x0 += va1 * vb0;
vacc1x1 += va1 * vb1;
vacc1x2 += va1 * vb2;
vacc1x3 += va1 * vb3;
vacc2x0 += va2 * vb0;
vacc2x1 += va2 * vb1;
vacc2x2 += va2 * vb2;
vacc2x3 += va2 * vb3;
k -= sizeof(int8_t);
} while (k != 0);
float vfpacc0x0 = (float) vacc0x0;
float vfpacc0x1 = (float) vacc0x1;
float vfpacc0x2 = (float) vacc0x2;
float vfpacc0x3 = (float) vacc0x3;
float vfpacc1x0 = (float) vacc1x0;
float vfpacc1x1 = (float) vacc1x1;
float vfpacc1x2 = (float) vacc1x2;
float vfpacc1x3 = (float) vacc1x3;
float vfpacc2x0 = (float) vacc2x0;
float vfpacc2x1 = (float) vacc2x1;
float vfpacc2x2 = (float) vacc2x2;
float vfpacc2x3 = (float) vacc2x3;
const float vscale0 = ((const float*) w)[0];
vfpacc0x0 *= vscale0;
vfpacc1x0 *= vscale0;
vfpacc2x0 *= vscale0;
const float vscale1 = ((const float*) w)[1];
vfpacc0x1 *= vscale1;
vfpacc1x1 *= vscale1;
vfpacc2x1 *= vscale1;
const float vscale2 = ((const float*) w)[2];
vfpacc0x2 *= vscale2;
vfpacc1x2 *= vscale2;
vfpacc2x2 *= vscale2;
const float vscale3 = ((const float*) w)[3];
vfpacc0x3 *= vscale3;
vfpacc1x3 *= vscale3;
vfpacc2x3 *= vscale3;
w = (const void*) ((const float*) w + 4);
const float vmagic_bias = params->fp32_scalar_imagic.magic_bias;
vfpacc0x0 += vmagic_bias;
vfpacc0x1 += vmagic_bias;
vfpacc0x2 += vmagic_bias;
vfpacc0x3 += vmagic_bias;
vfpacc1x0 += vmagic_bias;
vfpacc1x1 += vmagic_bias;
vfpacc1x2 += vmagic_bias;
vfpacc1x3 += vmagic_bias;
vfpacc2x0 += vmagic_bias;
vfpacc2x1 += vmagic_bias;
vfpacc2x2 += vmagic_bias;
vfpacc2x3 += vmagic_bias;
int32_t vout0x0 = (int32_t) float_as_uint32(vfpacc0x0);
int32_t vout0x1 = (int32_t) float_as_uint32(vfpacc0x1);
int32_t vout0x2 = (int32_t) float_as_uint32(vfpacc0x2);
int32_t vout0x3 = (int32_t) float_as_uint32(vfpacc0x3);
int32_t vout1x0 = (int32_t) float_as_uint32(vfpacc1x0);
int32_t vout1x1 = (int32_t) float_as_uint32(vfpacc1x1);
int32_t vout1x2 = (int32_t) float_as_uint32(vfpacc1x2);
int32_t vout1x3 = (int32_t) float_as_uint32(vfpacc1x3);
int32_t vout2x0 = (int32_t) float_as_uint32(vfpacc2x0);
int32_t vout2x1 = (int32_t) float_as_uint32(vfpacc2x1);
int32_t vout2x2 = (int32_t) float_as_uint32(vfpacc2x2);
int32_t vout2x3 = (int32_t) float_as_uint32(vfpacc2x3);
const int32_t vmagic_min = params->fp32_scalar_imagic.magic_min;
vout0x0 = math_max_s32(vout0x0, vmagic_min);
vout0x1 = math_max_s32(vout0x1, vmagic_min);
vout0x2 = math_max_s32(vout0x2, vmagic_min);
vout0x3 = math_max_s32(vout0x3, vmagic_min);
vout1x0 = math_max_s32(vout1x0, vmagic_min);
vout1x1 = math_max_s32(vout1x1, vmagic_min);
vout1x2 = math_max_s32(vout1x2, vmagic_min);
vout1x3 = math_max_s32(vout1x3, vmagic_min);
vout2x0 = math_max_s32(vout2x0, vmagic_min);
vout2x1 = math_max_s32(vout2x1, vmagic_min);
vout2x2 = math_max_s32(vout2x2, vmagic_min);
vout2x3 = math_max_s32(vout2x3, vmagic_min);
const int32_t vmagic_max = params->fp32_scalar_imagic.magic_max;
vout0x0 = math_min_s32(vout0x0, vmagic_max);
vout0x1 = math_min_s32(vout0x1, vmagic_max);
vout0x2 = math_min_s32(vout0x2, vmagic_max);
vout0x3 = math_min_s32(vout0x3, vmagic_max);
vout1x0 = math_min_s32(vout1x0, vmagic_max);
vout1x1 = math_min_s32(vout1x1, vmagic_max);
vout1x2 = math_min_s32(vout1x2, vmagic_max);
vout1x3 = math_min_s32(vout1x3, vmagic_max);
vout2x0 = math_min_s32(vout2x0, vmagic_max);
vout2x1 = math_min_s32(vout2x1, vmagic_max);
vout2x2 = math_min_s32(vout2x2, vmagic_max);
vout2x3 = math_min_s32(vout2x3, vmagic_max);
const int32_t vmagic_bias_less_zero_point = params->fp32_scalar_imagic.magic_bias_less_zero_point;
vout0x0 -= vmagic_bias_less_zero_point;
vout0x1 -= vmagic_bias_less_zero_point;
vout0x2 -= vmagic_bias_less_zero_point;
vout0x3 -= vmagic_bias_less_zero_point;
vout1x0 -= vmagic_bias_less_zero_point;
vout1x1 -= vmagic_bias_less_zero_point;
vout1x2 -= vmagic_bias_less_zero_point;
vout1x3 -= vmagic_bias_less_zero_point;
vout2x0 -= vmagic_bias_less_zero_point;
vout2x1 -= vmagic_bias_less_zero_point;
vout2x2 -= vmagic_bias_less_zero_point;
vout2x3 -= vmagic_bias_less_zero_point;
if XNN_LIKELY(nc >= 4) {
c0[0] = (int8_t) vout0x0;
c0[1] = (int8_t) vout0x1;
c0[2] = (int8_t) vout0x2;
c0[3] = (int8_t) vout0x3;
c1[0] = (int8_t) vout1x0;
c1[1] = (int8_t) vout1x1;
c1[2] = (int8_t) vout1x2;
c1[3] = (int8_t) vout1x3;
c2[0] = (int8_t) vout2x0;
c2[1] = (int8_t) vout2x1;
c2[2] = (int8_t) vout2x2;
c2[3] = (int8_t) vout2x3;
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
nc -= 4;
} else {
if (nc & 2) {
c0[0] = (int8_t) vout0x0;
c0[1] = (int8_t) vout0x1;
vout0x0 = vout0x2;
c0 += 2;
c1[0] = (int8_t) vout1x0;
c1[1] = (int8_t) vout1x1;
vout1x0 = vout1x2;
c1 += 2;
c2[0] = (int8_t) vout2x0;
c2[1] = (int8_t) vout2x1;
vout2x0 = vout2x2;
c2 += 2;
}
if (nc & 1) {
c0[0] = (int8_t) vout0x0;
c1[0] = (int8_t) vout1x0;
c2[0] = (int8_t) vout2x0;
}
nc = 0;
}
} while (nc != 0);
}
| 7,883
| 31.987448
| 102
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-3x4-minmax-fp32-scalar-lrintf.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/scalar.c.in
// Generator: tools/xngen
//
// 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 <xnnpack/gemm.h>
#include <xnnpack/math.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_3x4__scalar_lrintf(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)])
{
assert(mr != 0);
assert(mr <= 3);
assert(nc != 0);
assert(kc != 0);
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
do {
int32_t vacc0x0 = ((const int32_t*) w)[0];
int32_t vacc0x1 = ((const int32_t*) w)[1];
int32_t vacc0x2 = ((const int32_t*) w)[2];
int32_t vacc0x3 = ((const int32_t*) w)[3];
int32_t vacc1x0 = vacc0x0;
int32_t vacc1x1 = vacc0x1;
int32_t vacc1x2 = vacc0x2;
int32_t vacc1x3 = vacc0x3;
int32_t vacc2x0 = vacc0x0;
int32_t vacc2x1 = vacc0x1;
int32_t vacc2x2 = vacc0x2;
int32_t vacc2x3 = vacc0x3;
w = (const int32_t*) w + 4;
size_t k = kc;
do {
const int32_t va0 = (int32_t) *a0++;
const int32_t va1 = (int32_t) *a1++;
const int32_t va2 = (int32_t) *a2++;
const int32_t vb0 = (int32_t) ((const int8_t*) w)[0];
const int32_t vb1 = (int32_t) ((const int8_t*) w)[1];
const int32_t vb2 = (int32_t) ((const int8_t*) w)[2];
const int32_t vb3 = (int32_t) ((const int8_t*) w)[3];
w = (const int8_t*) w + 4;
vacc0x0 += va0 * vb0;
vacc0x1 += va0 * vb1;
vacc0x2 += va0 * vb2;
vacc0x3 += va0 * vb3;
vacc1x0 += va1 * vb0;
vacc1x1 += va1 * vb1;
vacc1x2 += va1 * vb2;
vacc1x3 += va1 * vb3;
vacc2x0 += va2 * vb0;
vacc2x1 += va2 * vb1;
vacc2x2 += va2 * vb2;
vacc2x3 += va2 * vb3;
k -= sizeof(int8_t);
} while (k != 0);
float vfpacc0x0 = (float) vacc0x0;
float vfpacc0x1 = (float) vacc0x1;
float vfpacc0x2 = (float) vacc0x2;
float vfpacc0x3 = (float) vacc0x3;
float vfpacc1x0 = (float) vacc1x0;
float vfpacc1x1 = (float) vacc1x1;
float vfpacc1x2 = (float) vacc1x2;
float vfpacc1x3 = (float) vacc1x3;
float vfpacc2x0 = (float) vacc2x0;
float vfpacc2x1 = (float) vacc2x1;
float vfpacc2x2 = (float) vacc2x2;
float vfpacc2x3 = (float) vacc2x3;
const float vscale0 = ((const float*) w)[0];
vfpacc0x0 *= vscale0;
vfpacc1x0 *= vscale0;
vfpacc2x0 *= vscale0;
const float vscale1 = ((const float*) w)[1];
vfpacc0x1 *= vscale1;
vfpacc1x1 *= vscale1;
vfpacc2x1 *= vscale1;
const float vscale2 = ((const float*) w)[2];
vfpacc0x2 *= vscale2;
vfpacc1x2 *= vscale2;
vfpacc2x2 *= vscale2;
const float vscale3 = ((const float*) w)[3];
vfpacc0x3 *= vscale3;
vfpacc1x3 *= vscale3;
vfpacc2x3 *= vscale3;
w = (const void*) ((const float*) w + 4);
const float voutput_min_less_zero_point = params->fp32_scalar_lrintf.output_min_less_zero_point;
vfpacc0x0 = math_max_f32(vfpacc0x0, voutput_min_less_zero_point);
vfpacc0x1 = math_max_f32(vfpacc0x1, voutput_min_less_zero_point);
vfpacc0x2 = math_max_f32(vfpacc0x2, voutput_min_less_zero_point);
vfpacc0x3 = math_max_f32(vfpacc0x3, voutput_min_less_zero_point);
vfpacc1x0 = math_max_f32(vfpacc1x0, voutput_min_less_zero_point);
vfpacc1x1 = math_max_f32(vfpacc1x1, voutput_min_less_zero_point);
vfpacc1x2 = math_max_f32(vfpacc1x2, voutput_min_less_zero_point);
vfpacc1x3 = math_max_f32(vfpacc1x3, voutput_min_less_zero_point);
vfpacc2x0 = math_max_f32(vfpacc2x0, voutput_min_less_zero_point);
vfpacc2x1 = math_max_f32(vfpacc2x1, voutput_min_less_zero_point);
vfpacc2x2 = math_max_f32(vfpacc2x2, voutput_min_less_zero_point);
vfpacc2x3 = math_max_f32(vfpacc2x3, voutput_min_less_zero_point);
const float voutput_max_less_zero_point = params->fp32_scalar_lrintf.output_max_less_zero_point;
vfpacc0x0 = math_min_f32(vfpacc0x0, voutput_max_less_zero_point);
vfpacc0x1 = math_min_f32(vfpacc0x1, voutput_max_less_zero_point);
vfpacc0x2 = math_min_f32(vfpacc0x2, voutput_max_less_zero_point);
vfpacc0x3 = math_min_f32(vfpacc0x3, voutput_max_less_zero_point);
vfpacc1x0 = math_min_f32(vfpacc1x0, voutput_max_less_zero_point);
vfpacc1x1 = math_min_f32(vfpacc1x1, voutput_max_less_zero_point);
vfpacc1x2 = math_min_f32(vfpacc1x2, voutput_max_less_zero_point);
vfpacc1x3 = math_min_f32(vfpacc1x3, voutput_max_less_zero_point);
vfpacc2x0 = math_min_f32(vfpacc2x0, voutput_max_less_zero_point);
vfpacc2x1 = math_min_f32(vfpacc2x1, voutput_max_less_zero_point);
vfpacc2x2 = math_min_f32(vfpacc2x2, voutput_max_less_zero_point);
vfpacc2x3 = math_min_f32(vfpacc2x3, voutput_max_less_zero_point);
const int32_t vrndacc0x0 = (int32_t) lrintf(vfpacc0x0);
const int32_t vrndacc0x1 = (int32_t) lrintf(vfpacc0x1);
const int32_t vrndacc0x2 = (int32_t) lrintf(vfpacc0x2);
const int32_t vrndacc0x3 = (int32_t) lrintf(vfpacc0x3);
const int32_t vrndacc1x0 = (int32_t) lrintf(vfpacc1x0);
const int32_t vrndacc1x1 = (int32_t) lrintf(vfpacc1x1);
const int32_t vrndacc1x2 = (int32_t) lrintf(vfpacc1x2);
const int32_t vrndacc1x3 = (int32_t) lrintf(vfpacc1x3);
const int32_t vrndacc2x0 = (int32_t) lrintf(vfpacc2x0);
const int32_t vrndacc2x1 = (int32_t) lrintf(vfpacc2x1);
const int32_t vrndacc2x2 = (int32_t) lrintf(vfpacc2x2);
const int32_t vrndacc2x3 = (int32_t) lrintf(vfpacc2x3);
const int32_t voutput_zero_point = params->fp32_scalar_lrintf.output_zero_point;
int32_t vout0x0 = vrndacc0x0 + voutput_zero_point;
int32_t vout0x1 = vrndacc0x1 + voutput_zero_point;
int32_t vout0x2 = vrndacc0x2 + voutput_zero_point;
int32_t vout0x3 = vrndacc0x3 + voutput_zero_point;
int32_t vout1x0 = vrndacc1x0 + voutput_zero_point;
int32_t vout1x1 = vrndacc1x1 + voutput_zero_point;
int32_t vout1x2 = vrndacc1x2 + voutput_zero_point;
int32_t vout1x3 = vrndacc1x3 + voutput_zero_point;
int32_t vout2x0 = vrndacc2x0 + voutput_zero_point;
int32_t vout2x1 = vrndacc2x1 + voutput_zero_point;
int32_t vout2x2 = vrndacc2x2 + voutput_zero_point;
int32_t vout2x3 = vrndacc2x3 + voutput_zero_point;
if XNN_LIKELY(nc >= 4) {
c0[0] = (int8_t) vout0x0;
c0[1] = (int8_t) vout0x1;
c0[2] = (int8_t) vout0x2;
c0[3] = (int8_t) vout0x3;
c1[0] = (int8_t) vout1x0;
c1[1] = (int8_t) vout1x1;
c1[2] = (int8_t) vout1x2;
c1[3] = (int8_t) vout1x3;
c2[0] = (int8_t) vout2x0;
c2[1] = (int8_t) vout2x1;
c2[2] = (int8_t) vout2x2;
c2[3] = (int8_t) vout2x3;
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
nc -= 4;
} else {
if (nc & 2) {
c0[0] = (int8_t) vout0x0;
c0[1] = (int8_t) vout0x1;
vout0x0 = vout0x2;
c0 += 2;
c1[0] = (int8_t) vout1x0;
c1[1] = (int8_t) vout1x1;
vout1x0 = vout1x2;
c1 += 2;
c2[0] = (int8_t) vout2x0;
c2[1] = (int8_t) vout2x1;
vout2x0 = vout2x2;
c2 += 2;
}
if (nc & 1) {
c0[0] = (int8_t) vout0x0;
c1[0] = (int8_t) vout1x0;
c2[0] = (int8_t) vout2x0;
}
nc = 0;
}
} while (nc != 0);
}
| 8,153
| 35.079646
| 100
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-3x4-minmax-fp32-wasm-fmagic.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/scalar.c.in
// Generator: tools/xngen
//
// 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 <xnnpack/gemm.h>
#include <xnnpack/math.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_3x4__wasm_fmagic(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)])
{
assert(mr != 0);
assert(mr <= 3);
assert(nc != 0);
assert(kc != 0);
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
do {
int32_t vacc0x0 = ((const int32_t*) w)[0];
int32_t vacc0x1 = ((const int32_t*) w)[1];
int32_t vacc0x2 = ((const int32_t*) w)[2];
int32_t vacc0x3 = ((const int32_t*) w)[3];
int32_t vacc1x0 = vacc0x0;
int32_t vacc1x1 = vacc0x1;
int32_t vacc1x2 = vacc0x2;
int32_t vacc1x3 = vacc0x3;
int32_t vacc2x0 = vacc0x0;
int32_t vacc2x1 = vacc0x1;
int32_t vacc2x2 = vacc0x2;
int32_t vacc2x3 = vacc0x3;
w = (const int32_t*) w + 4;
size_t k = kc;
do {
const int32_t va0 = (int32_t) *a0++;
const int32_t va1 = (int32_t) *a1++;
const int32_t va2 = (int32_t) *a2++;
const int32_t vb0 = (int32_t) ((const int8_t*) w)[0];
const int32_t vb1 = (int32_t) ((const int8_t*) w)[1];
const int32_t vb2 = (int32_t) ((const int8_t*) w)[2];
const int32_t vb3 = (int32_t) ((const int8_t*) w)[3];
w = (const int8_t*) w + 4;
vacc0x0 += va0 * vb0;
vacc0x1 += va0 * vb1;
vacc0x2 += va0 * vb2;
vacc0x3 += va0 * vb3;
vacc1x0 += va1 * vb0;
vacc1x1 += va1 * vb1;
vacc1x2 += va1 * vb2;
vacc1x3 += va1 * vb3;
vacc2x0 += va2 * vb0;
vacc2x1 += va2 * vb1;
vacc2x2 += va2 * vb2;
vacc2x3 += va2 * vb3;
k -= sizeof(int8_t);
} while (k != 0);
float vfpacc0x0 = (float) vacc0x0;
float vfpacc0x1 = (float) vacc0x1;
float vfpacc0x2 = (float) vacc0x2;
float vfpacc0x3 = (float) vacc0x3;
float vfpacc1x0 = (float) vacc1x0;
float vfpacc1x1 = (float) vacc1x1;
float vfpacc1x2 = (float) vacc1x2;
float vfpacc1x3 = (float) vacc1x3;
float vfpacc2x0 = (float) vacc2x0;
float vfpacc2x1 = (float) vacc2x1;
float vfpacc2x2 = (float) vacc2x2;
float vfpacc2x3 = (float) vacc2x3;
const float vscale0 = ((const float*) w)[0];
vfpacc0x0 *= vscale0;
vfpacc1x0 *= vscale0;
vfpacc2x0 *= vscale0;
const float vscale1 = ((const float*) w)[1];
vfpacc0x1 *= vscale1;
vfpacc1x1 *= vscale1;
vfpacc2x1 *= vscale1;
const float vscale2 = ((const float*) w)[2];
vfpacc0x2 *= vscale2;
vfpacc1x2 *= vscale2;
vfpacc2x2 *= vscale2;
const float vscale3 = ((const float*) w)[3];
vfpacc0x3 *= vscale3;
vfpacc1x3 *= vscale3;
vfpacc2x3 *= vscale3;
w = (const void*) ((const float*) w + 4);
const float voutput_min_less_zero_point = params->fp32_scalar_fmagic.output_min_less_zero_point;
vfpacc0x0 = __builtin_wasm_max_f32(vfpacc0x0, voutput_min_less_zero_point);
vfpacc0x1 = __builtin_wasm_max_f32(vfpacc0x1, voutput_min_less_zero_point);
vfpacc0x2 = __builtin_wasm_max_f32(vfpacc0x2, voutput_min_less_zero_point);
vfpacc0x3 = __builtin_wasm_max_f32(vfpacc0x3, voutput_min_less_zero_point);
vfpacc1x0 = __builtin_wasm_max_f32(vfpacc1x0, voutput_min_less_zero_point);
vfpacc1x1 = __builtin_wasm_max_f32(vfpacc1x1, voutput_min_less_zero_point);
vfpacc1x2 = __builtin_wasm_max_f32(vfpacc1x2, voutput_min_less_zero_point);
vfpacc1x3 = __builtin_wasm_max_f32(vfpacc1x3, voutput_min_less_zero_point);
vfpacc2x0 = __builtin_wasm_max_f32(vfpacc2x0, voutput_min_less_zero_point);
vfpacc2x1 = __builtin_wasm_max_f32(vfpacc2x1, voutput_min_less_zero_point);
vfpacc2x2 = __builtin_wasm_max_f32(vfpacc2x2, voutput_min_less_zero_point);
vfpacc2x3 = __builtin_wasm_max_f32(vfpacc2x3, voutput_min_less_zero_point);
const float voutput_max_less_zero_point = params->fp32_scalar_fmagic.output_max_less_zero_point;
vfpacc0x0 = __builtin_wasm_min_f32(vfpacc0x0, voutput_max_less_zero_point);
vfpacc0x1 = __builtin_wasm_min_f32(vfpacc0x1, voutput_max_less_zero_point);
vfpacc0x2 = __builtin_wasm_min_f32(vfpacc0x2, voutput_max_less_zero_point);
vfpacc0x3 = __builtin_wasm_min_f32(vfpacc0x3, voutput_max_less_zero_point);
vfpacc1x0 = __builtin_wasm_min_f32(vfpacc1x0, voutput_max_less_zero_point);
vfpacc1x1 = __builtin_wasm_min_f32(vfpacc1x1, voutput_max_less_zero_point);
vfpacc1x2 = __builtin_wasm_min_f32(vfpacc1x2, voutput_max_less_zero_point);
vfpacc1x3 = __builtin_wasm_min_f32(vfpacc1x3, voutput_max_less_zero_point);
vfpacc2x0 = __builtin_wasm_min_f32(vfpacc2x0, voutput_max_less_zero_point);
vfpacc2x1 = __builtin_wasm_min_f32(vfpacc2x1, voutput_max_less_zero_point);
vfpacc2x2 = __builtin_wasm_min_f32(vfpacc2x2, voutput_max_less_zero_point);
vfpacc2x3 = __builtin_wasm_min_f32(vfpacc2x3, voutput_max_less_zero_point);
const float vmagic_bias = params->fp32_scalar_fmagic.magic_bias;
vfpacc0x0 += vmagic_bias;
vfpacc0x1 += vmagic_bias;
vfpacc0x2 += vmagic_bias;
vfpacc0x3 += vmagic_bias;
vfpacc1x0 += vmagic_bias;
vfpacc1x1 += vmagic_bias;
vfpacc1x2 += vmagic_bias;
vfpacc1x3 += vmagic_bias;
vfpacc2x0 += vmagic_bias;
vfpacc2x1 += vmagic_bias;
vfpacc2x2 += vmagic_bias;
vfpacc2x3 += vmagic_bias;
const int32_t vmagic_bias_less_output_zero_point = params->fp32_scalar_fmagic.magic_bias_less_output_zero_point;
int32_t vout0x0 = (int32_t) float_as_uint32(vfpacc0x0) - vmagic_bias_less_output_zero_point;
int32_t vout0x1 = (int32_t) float_as_uint32(vfpacc0x1) - vmagic_bias_less_output_zero_point;
int32_t vout0x2 = (int32_t) float_as_uint32(vfpacc0x2) - vmagic_bias_less_output_zero_point;
int32_t vout0x3 = (int32_t) float_as_uint32(vfpacc0x3) - vmagic_bias_less_output_zero_point;
int32_t vout1x0 = (int32_t) float_as_uint32(vfpacc1x0) - vmagic_bias_less_output_zero_point;
int32_t vout1x1 = (int32_t) float_as_uint32(vfpacc1x1) - vmagic_bias_less_output_zero_point;
int32_t vout1x2 = (int32_t) float_as_uint32(vfpacc1x2) - vmagic_bias_less_output_zero_point;
int32_t vout1x3 = (int32_t) float_as_uint32(vfpacc1x3) - vmagic_bias_less_output_zero_point;
int32_t vout2x0 = (int32_t) float_as_uint32(vfpacc2x0) - vmagic_bias_less_output_zero_point;
int32_t vout2x1 = (int32_t) float_as_uint32(vfpacc2x1) - vmagic_bias_less_output_zero_point;
int32_t vout2x2 = (int32_t) float_as_uint32(vfpacc2x2) - vmagic_bias_less_output_zero_point;
int32_t vout2x3 = (int32_t) float_as_uint32(vfpacc2x3) - vmagic_bias_less_output_zero_point;
if XNN_LIKELY(nc >= 4) {
c0[0] = (int8_t) vout0x0;
c0[1] = (int8_t) vout0x1;
c0[2] = (int8_t) vout0x2;
c0[3] = (int8_t) vout0x3;
c1[0] = (int8_t) vout1x0;
c1[1] = (int8_t) vout1x1;
c1[2] = (int8_t) vout1x2;
c1[3] = (int8_t) vout1x3;
c2[0] = (int8_t) vout2x0;
c2[1] = (int8_t) vout2x1;
c2[2] = (int8_t) vout2x2;
c2[3] = (int8_t) vout2x3;
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
nc -= 4;
} else {
if (nc & 2) {
c0[0] = (int8_t) vout0x0;
c0[1] = (int8_t) vout0x1;
vout0x0 = vout0x2;
c0 += 2;
c1[0] = (int8_t) vout1x0;
c1[1] = (int8_t) vout1x1;
vout1x0 = vout1x2;
c1 += 2;
c2[0] = (int8_t) vout2x0;
c2[1] = (int8_t) vout2x1;
vout2x0 = vout2x2;
c2 += 2;
}
if (nc & 1) {
c0[0] = (int8_t) vout0x0;
c1[0] = (int8_t) vout1x0;
c2[0] = (int8_t) vout2x0;
}
nc = 0;
}
} while (nc != 0);
}
| 8,618
| 37.137168
| 116
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-3x4c2-minmax-fp32-avx-ld128.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/MRx4c2-sse.c.in
// Generator: tools/xngen
//
// Copyright 2020 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 <smmintrin.h>
#include <xnnpack/gemm.h>
#include <xnnpack/math.h>
#include <xnnpack/unaligned.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
{
assert(mr != 0);
assert(mr <= 3);
assert(nc != 0);
assert(kc != 0);
assert(kc % sizeof(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
kc = round_up_po2(kc, 2 * sizeof(int8_t));
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
do {
__m128i vacc0x0123 = _mm_loadu_si128((const __m128i*) w);
__m128i vacc1x0123 = vacc0x0123;
__m128i vacc2x0123 = vacc0x0123;
w = (const void*) ((const int32_t*) w + 4);
size_t k = kc;
while (k >= 8 * sizeof(int8_t)) {
const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
const __m128i vxa0 = _mm_cvtepi8_epi16(va0);
a0 += 8;
const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
const __m128i vxa1 = _mm_cvtepi8_epi16(va1);
a1 += 8;
const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
const __m128i vxa2 = _mm_cvtepi8_epi16(va2);
a2 += 8;
const __m128i vb01 = _mm_loadu_si128((const __m128i*) w);
const __m128i vxb0 = _mm_cvtepi8_epi16(vb01);
const __m128i vxb1 = _mm_srai_epi16(_mm_unpackhi_epi8(vb01, vb01), 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
const __m128i vb23 = _mm_loadu_si128((const __m128i*) ((const int8_t*) w + 16));
const __m128i vxb2 = _mm_cvtepi8_epi16(vb23);
const __m128i vxb3 = _mm_srai_epi16(_mm_unpackhi_epi8(vb23, vb23), 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(3, 3, 3, 3)), vxb3));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(3, 3, 3, 3)), vxb3));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(3, 3, 3, 3)), vxb3));
w = (const void*) ((const int8_t*) w + 32);
k -= 8 * sizeof(int8_t);
}
if (k != 0) {
const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
const __m128i vxa0 = _mm_cvtepi8_epi16(va0);
a0 = (const int8_t*) ((uintptr_t) a0 + k);
const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
const __m128i vxa1 = _mm_cvtepi8_epi16(va1);
a1 = (const int8_t*) ((uintptr_t) a1 + k);
const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
const __m128i vxa2 = _mm_cvtepi8_epi16(va2);
a2 = (const int8_t*) ((uintptr_t) a2 + k);
const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb0 = _mm_cvtepi8_epi16(vb0);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
if (k > 2 * sizeof(int8_t)) {
const __m128i vb1 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb1 = _mm_cvtepi8_epi16(vb1);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
if (k > 4 * sizeof(int8_t)) {
const __m128i vb2 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb2 = _mm_cvtepi8_epi16(vb2);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
}
}
}
__m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123);
__m128 vscaled1x0123 = _mm_cvtepi32_ps(vacc1x0123);
__m128 vscaled2x0123 = _mm_cvtepi32_ps(vacc2x0123);
const __m128 vscale0123 = _mm_loadu_ps((const float*) w);
w = (const void*) ((const float*) w + 4);
vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale0123);
vscaled1x0123 = _mm_mul_ps(vscaled1x0123, vscale0123);
vscaled2x0123 = _mm_mul_ps(vscaled2x0123, vscale0123);
const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point);
vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point);
vscaled1x0123 = _mm_min_ps(vscaled1x0123, voutput_max_less_zero_point);
vscaled2x0123 = _mm_min_ps(vscaled2x0123, voutput_max_less_zero_point);
vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123);
vacc1x0123 = _mm_cvtps_epi32(vscaled1x0123);
vacc2x0123 = _mm_cvtps_epi32(vscaled2x0123);
const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point);
__m128i vacc01x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc1x0123), voutput_zero_point);
__m128i vacc22x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc2x0123, vacc2x0123), voutput_zero_point);
__m128i vout = _mm_packs_epi16(vacc01x0123, vacc22x0123);
vout = _mm_max_epi8(vout, _mm_load_si128((const __m128i*) params->fp32_sse4.output_min));
if (nc >= 4) {
unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout));
unaligned_store_u32(c1, (uint32_t) _mm_extract_epi32(vout, 1));
unaligned_store_u32(c2, (uint32_t) _mm_extract_epi32(vout, 2));
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
nc -= 4;
} else {
if (nc & 2) {
unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0));
c0 += 2;
unaligned_store_u16(c1, (uint16_t) _mm_extract_epi16(vout, 2));
c1 += 2;
unaligned_store_u16(c2, (uint16_t) _mm_extract_epi16(vout, 4));
c2 += 2;
vout = _mm_srli_epi32(vout, 16);
}
if (nc & 1) {
*c0 = (int8_t) _mm_extract_epi8(vout, 0);
*c1 = (int8_t) _mm_extract_epi8(vout, 4);
*c2 = (int8_t) _mm_extract_epi8(vout, 8);
}
nc = 0;
}
} while (nc != 0);
}
| 8,872
| 38.611607
| 108
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-3x4c2-minmax-fp32-avx-ld64.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/MRx4c2-sse.c.in
// Generator: tools/xngen
//
// Copyright 2020 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 <smmintrin.h>
#include <xnnpack/gemm.h>
#include <xnnpack/math.h>
#include <xnnpack/unaligned.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
{
assert(mr != 0);
assert(mr <= 3);
assert(nc != 0);
assert(kc != 0);
assert(kc % sizeof(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
kc = round_up_po2(kc, 2 * sizeof(int8_t));
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
do {
__m128i vacc0x0123 = _mm_loadu_si128((const __m128i*) w);
__m128i vacc1x0123 = vacc0x0123;
__m128i vacc2x0123 = vacc0x0123;
w = (const void*) ((const int32_t*) w + 4);
size_t k = kc;
while (k >= 8 * sizeof(int8_t)) {
const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
const __m128i vxa0 = _mm_cvtepi8_epi16(va0);
a0 += 8;
const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
const __m128i vxa1 = _mm_cvtepi8_epi16(va1);
a1 += 8;
const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
const __m128i vxa2 = _mm_cvtepi8_epi16(va2);
a2 += 8;
const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb0 = _mm_cvtepi8_epi16(vb0);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
const __m128i vb1 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 8));
const __m128i vxb1 = _mm_cvtepi8_epi16(vb1);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
const __m128i vb2 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 16));
const __m128i vxb2 = _mm_cvtepi8_epi16(vb2);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
const __m128i vb3 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 24));
const __m128i vxb3 = _mm_cvtepi8_epi16(vb3);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(3, 3, 3, 3)), vxb3));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(3, 3, 3, 3)), vxb3));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(3, 3, 3, 3)), vxb3));
w = (const void*) ((const int8_t*) w + 32);
k -= 8 * sizeof(int8_t);
}
if (k != 0) {
const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
const __m128i vxa0 = _mm_cvtepi8_epi16(va0);
a0 = (const int8_t*) ((uintptr_t) a0 + k);
const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
const __m128i vxa1 = _mm_cvtepi8_epi16(va1);
a1 = (const int8_t*) ((uintptr_t) a1 + k);
const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
const __m128i vxa2 = _mm_cvtepi8_epi16(va2);
a2 = (const int8_t*) ((uintptr_t) a2 + k);
const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb0 = _mm_cvtepi8_epi16(vb0);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
if (k > 2 * sizeof(int8_t)) {
const __m128i vb1 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb1 = _mm_cvtepi8_epi16(vb1);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
if (k > 4 * sizeof(int8_t)) {
const __m128i vb2 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb2 = _mm_cvtepi8_epi16(vb2);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
}
}
}
__m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123);
__m128 vscaled1x0123 = _mm_cvtepi32_ps(vacc1x0123);
__m128 vscaled2x0123 = _mm_cvtepi32_ps(vacc2x0123);
const __m128 vscale0123 = _mm_loadu_ps((const float*) w);
w = (const void*) ((const float*) w + 4);
vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale0123);
vscaled1x0123 = _mm_mul_ps(vscaled1x0123, vscale0123);
vscaled2x0123 = _mm_mul_ps(vscaled2x0123, vscale0123);
const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point);
vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point);
vscaled1x0123 = _mm_min_ps(vscaled1x0123, voutput_max_less_zero_point);
vscaled2x0123 = _mm_min_ps(vscaled2x0123, voutput_max_less_zero_point);
vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123);
vacc1x0123 = _mm_cvtps_epi32(vscaled1x0123);
vacc2x0123 = _mm_cvtps_epi32(vscaled2x0123);
const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point);
__m128i vacc01x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc1x0123), voutput_zero_point);
__m128i vacc22x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc2x0123, vacc2x0123), voutput_zero_point);
__m128i vout = _mm_packs_epi16(vacc01x0123, vacc22x0123);
vout = _mm_max_epi8(vout, _mm_load_si128((const __m128i*) params->fp32_sse4.output_min));
if (nc >= 4) {
unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout));
unaligned_store_u32(c1, (uint32_t) _mm_extract_epi32(vout, 1));
unaligned_store_u32(c2, (uint32_t) _mm_extract_epi32(vout, 2));
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
nc -= 4;
} else {
if (nc & 2) {
unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0));
c0 += 2;
unaligned_store_u16(c1, (uint16_t) _mm_extract_epi16(vout, 2));
c1 += 2;
unaligned_store_u16(c2, (uint16_t) _mm_extract_epi16(vout, 4));
c2 += 2;
vout = _mm_srli_epi32(vout, 16);
}
if (nc & 1) {
*c0 = (int8_t) _mm_extract_epi8(vout, 0);
*c1 = (int8_t) _mm_extract_epi8(vout, 4);
*c2 = (int8_t) _mm_extract_epi8(vout, 8);
}
nc = 0;
}
} while (nc != 0);
}
| 8,986
| 38.765487
| 108
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-3x4c2-minmax-fp32-sse2-ld128.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/MRx4c2-sse.c.in
// Generator: tools/xngen
//
// Copyright 2020 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 <emmintrin.h>
#include <xnnpack/gemm.h>
#include <xnnpack/math.h>
#include <xnnpack/unaligned.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
{
assert(mr != 0);
assert(mr <= 3);
assert(nc != 0);
assert(kc != 0);
assert(kc % sizeof(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
kc = round_up_po2(kc, 2 * sizeof(int8_t));
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
do {
__m128i vacc0x0123 = _mm_loadu_si128((const __m128i*) w);
__m128i vacc1x0123 = vacc0x0123;
__m128i vacc2x0123 = vacc0x0123;
w = (const void*) ((const int32_t*) w + 4);
size_t k = kc;
while (k >= 8 * sizeof(int8_t)) {
const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
const __m128i vxa0 = _mm_srai_epi16(_mm_unpacklo_epi8(va0, va0), 8);
a0 += 8;
const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
const __m128i vxa1 = _mm_srai_epi16(_mm_unpacklo_epi8(va1, va1), 8);
a1 += 8;
const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
const __m128i vxa2 = _mm_srai_epi16(_mm_unpacklo_epi8(va2, va2), 8);
a2 += 8;
const __m128i vb01 = _mm_loadu_si128((const __m128i*) w);
const __m128i vsb01 = _mm_cmpgt_epi8(_mm_setzero_si128(), vb01);
const __m128i vxb0 = _mm_unpacklo_epi8(vb01, vsb01);
const __m128i vxb1 = _mm_unpackhi_epi8(vb01, vsb01);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
const __m128i vb23 = _mm_loadu_si128((const __m128i*) ((const int8_t*) w + 16));
const __m128i vsb23 = _mm_cmpgt_epi8(_mm_setzero_si128(), vb23);
const __m128i vxb2 = _mm_unpacklo_epi8(vb23, vsb23);
const __m128i vxb3 = _mm_unpackhi_epi8(vb23, vsb23);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(3, 3, 3, 3)), vxb3));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(3, 3, 3, 3)), vxb3));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(3, 3, 3, 3)), vxb3));
w = (const void*) ((const int8_t*) w + 32);
k -= 8 * sizeof(int8_t);
}
if (k != 0) {
const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
const __m128i vxa0 = _mm_srai_epi16(_mm_unpacklo_epi8(va0, va0), 8);
a0 = (const int8_t*) ((uintptr_t) a0 + k);
const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
const __m128i vxa1 = _mm_srai_epi16(_mm_unpacklo_epi8(va1, va1), 8);
a1 = (const int8_t*) ((uintptr_t) a1 + k);
const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
const __m128i vxa2 = _mm_srai_epi16(_mm_unpacklo_epi8(va2, va2), 8);
a2 = (const int8_t*) ((uintptr_t) a2 + k);
const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb0 = _mm_srai_epi16(_mm_unpacklo_epi8(vb0, vb0), 8);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
if (k > 2 * sizeof(int8_t)) {
const __m128i vb1 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb1 = _mm_srai_epi16(_mm_unpacklo_epi8(vb1, vb1), 8);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
if (k > 4 * sizeof(int8_t)) {
const __m128i vb2 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb2 = _mm_srai_epi16(_mm_unpacklo_epi8(vb2, vb2), 8);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
}
}
}
__m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123);
__m128 vscaled1x0123 = _mm_cvtepi32_ps(vacc1x0123);
__m128 vscaled2x0123 = _mm_cvtepi32_ps(vacc2x0123);
const __m128 vscale0123 = _mm_loadu_ps((const float*) w);
w = (const void*) ((const float*) w + 4);
vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale0123);
vscaled1x0123 = _mm_mul_ps(vscaled1x0123, vscale0123);
vscaled2x0123 = _mm_mul_ps(vscaled2x0123, vscale0123);
const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse2.output_max_less_zero_point);
vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point);
vscaled1x0123 = _mm_min_ps(vscaled1x0123, voutput_max_less_zero_point);
vscaled2x0123 = _mm_min_ps(vscaled2x0123, voutput_max_less_zero_point);
vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123);
vacc1x0123 = _mm_cvtps_epi32(vscaled1x0123);
vacc2x0123 = _mm_cvtps_epi32(vscaled2x0123);
const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse2.output_zero_point);
__m128i vacc01x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc1x0123), voutput_zero_point);
__m128i vacc22x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc2x0123, vacc2x0123), voutput_zero_point);
const __m128i voutput_min = _mm_load_si128((const __m128i*) params->fp32_sse2.output_min);
vacc01x0123 = _mm_max_epi16(vacc01x0123, voutput_min);
vacc22x0123 = _mm_max_epi16(vacc22x0123, voutput_min);
__m128i vout = _mm_packs_epi16(vacc01x0123, vacc22x0123);
if (nc >= 4) {
unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout));
vout = _mm_shuffle_epi32(vout, _MM_SHUFFLE(0, 3, 2, 1));
unaligned_store_u32(c1, (uint32_t) _mm_cvtsi128_si32(vout));
vout = _mm_shuffle_epi32(vout, _MM_SHUFFLE(0, 3, 2, 1));
unaligned_store_u32(c2, (uint32_t) _mm_cvtsi128_si32(vout));
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
nc -= 4;
} else {
if (nc & 2) {
unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0));
c0 += 2;
unaligned_store_u16(c1, (uint16_t) _mm_extract_epi16(vout, 2));
c1 += 2;
unaligned_store_u16(c2, (uint16_t) _mm_extract_epi16(vout, 4));
c2 += 2;
vout = _mm_srli_epi32(vout, 16);
}
if (nc & 1) {
*c0 = (int8_t) _mm_cvtsi128_si32(vout);
*c1 = (int8_t) _mm_extract_epi16(vout, 2);
*c2 = (int8_t) _mm_extract_epi16(vout, 4);
}
nc = 0;
}
} while (nc != 0);
}
| 9,448
| 40.082609
| 108
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-3x4c2-minmax-fp32-sse2-ld64.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/MRx4c2-sse.c.in
// Generator: tools/xngen
//
// Copyright 2020 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 <emmintrin.h>
#include <xnnpack/gemm.h>
#include <xnnpack/math.h>
#include <xnnpack/unaligned.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
{
assert(mr != 0);
assert(mr <= 3);
assert(nc != 0);
assert(kc != 0);
assert(kc % sizeof(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
kc = round_up_po2(kc, 2 * sizeof(int8_t));
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
do {
__m128i vacc0x0123 = _mm_loadu_si128((const __m128i*) w);
__m128i vacc1x0123 = vacc0x0123;
__m128i vacc2x0123 = vacc0x0123;
w = (const void*) ((const int32_t*) w + 4);
size_t k = kc;
while (k >= 8 * sizeof(int8_t)) {
const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
const __m128i vxa0 = _mm_srai_epi16(_mm_unpacklo_epi8(va0, va0), 8);
a0 += 8;
const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
const __m128i vxa1 = _mm_srai_epi16(_mm_unpacklo_epi8(va1, va1), 8);
a1 += 8;
const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
const __m128i vxa2 = _mm_srai_epi16(_mm_unpacklo_epi8(va2, va2), 8);
a2 += 8;
const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb0 = _mm_srai_epi16(_mm_unpacklo_epi8(vb0, vb0), 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
const __m128i vb1 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 8));
const __m128i vxb1 = _mm_srai_epi16(_mm_unpacklo_epi8(vb1, vb1), 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
const __m128i vb2 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 16));
const __m128i vxb2 = _mm_srai_epi16(_mm_unpacklo_epi8(vb2, vb2), 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
const __m128i vb3 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 24));
const __m128i vxb3 = _mm_srai_epi16(_mm_unpacklo_epi8(vb3, vb3), 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(3, 3, 3, 3)), vxb3));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(3, 3, 3, 3)), vxb3));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(3, 3, 3, 3)), vxb3));
w = (const void*) ((const int8_t*) w + 32);
k -= 8 * sizeof(int8_t);
}
if (k != 0) {
const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
const __m128i vxa0 = _mm_srai_epi16(_mm_unpacklo_epi8(va0, va0), 8);
a0 = (const int8_t*) ((uintptr_t) a0 + k);
const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
const __m128i vxa1 = _mm_srai_epi16(_mm_unpacklo_epi8(va1, va1), 8);
a1 = (const int8_t*) ((uintptr_t) a1 + k);
const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
const __m128i vxa2 = _mm_srai_epi16(_mm_unpacklo_epi8(va2, va2), 8);
a2 = (const int8_t*) ((uintptr_t) a2 + k);
const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb0 = _mm_srai_epi16(_mm_unpacklo_epi8(vb0, vb0), 8);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
if (k > 2 * sizeof(int8_t)) {
const __m128i vb1 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb1 = _mm_srai_epi16(_mm_unpacklo_epi8(vb1, vb1), 8);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
if (k > 4 * sizeof(int8_t)) {
const __m128i vb2 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb2 = _mm_srai_epi16(_mm_unpacklo_epi8(vb2, vb2), 8);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
}
}
}
__m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123);
__m128 vscaled1x0123 = _mm_cvtepi32_ps(vacc1x0123);
__m128 vscaled2x0123 = _mm_cvtepi32_ps(vacc2x0123);
const __m128 vscale0123 = _mm_loadu_ps((const float*) w);
w = (const void*) ((const float*) w + 4);
vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale0123);
vscaled1x0123 = _mm_mul_ps(vscaled1x0123, vscale0123);
vscaled2x0123 = _mm_mul_ps(vscaled2x0123, vscale0123);
const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse2.output_max_less_zero_point);
vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point);
vscaled1x0123 = _mm_min_ps(vscaled1x0123, voutput_max_less_zero_point);
vscaled2x0123 = _mm_min_ps(vscaled2x0123, voutput_max_less_zero_point);
vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123);
vacc1x0123 = _mm_cvtps_epi32(vscaled1x0123);
vacc2x0123 = _mm_cvtps_epi32(vscaled2x0123);
const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse2.output_zero_point);
__m128i vacc01x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc1x0123), voutput_zero_point);
__m128i vacc22x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc2x0123, vacc2x0123), voutput_zero_point);
const __m128i voutput_min = _mm_load_si128((const __m128i*) params->fp32_sse2.output_min);
vacc01x0123 = _mm_max_epi16(vacc01x0123, voutput_min);
vacc22x0123 = _mm_max_epi16(vacc22x0123, voutput_min);
__m128i vout = _mm_packs_epi16(vacc01x0123, vacc22x0123);
if (nc >= 4) {
unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout));
vout = _mm_shuffle_epi32(vout, _MM_SHUFFLE(0, 3, 2, 1));
unaligned_store_u32(c1, (uint32_t) _mm_cvtsi128_si32(vout));
vout = _mm_shuffle_epi32(vout, _MM_SHUFFLE(0, 3, 2, 1));
unaligned_store_u32(c2, (uint32_t) _mm_cvtsi128_si32(vout));
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
nc -= 4;
} else {
if (nc & 2) {
unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0));
c0 += 2;
unaligned_store_u16(c1, (uint16_t) _mm_extract_epi16(vout, 2));
c1 += 2;
unaligned_store_u16(c2, (uint16_t) _mm_extract_epi16(vout, 4));
c2 += 2;
vout = _mm_srli_epi32(vout, 16);
}
if (nc & 1) {
*c0 = (int8_t) _mm_cvtsi128_si32(vout);
*c1 = (int8_t) _mm_extract_epi16(vout, 2);
*c2 = (int8_t) _mm_extract_epi16(vout, 4);
}
nc = 0;
}
} while (nc != 0);
}
| 9,538
| 40.473913
| 108
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-3x4c2-minmax-fp32-sse41-ld128.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/MRx4c2-sse.c.in
// Generator: tools/xngen
//
// Copyright 2020 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 <smmintrin.h>
#include <xnnpack/gemm.h>
#include <xnnpack/math.h>
#include <xnnpack/unaligned.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
{
assert(mr != 0);
assert(mr <= 3);
assert(nc != 0);
assert(kc != 0);
assert(kc % sizeof(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
kc = round_up_po2(kc, 2 * sizeof(int8_t));
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
do {
__m128i vacc0x0123 = _mm_loadu_si128((const __m128i*) w);
__m128i vacc1x0123 = vacc0x0123;
__m128i vacc2x0123 = vacc0x0123;
w = (const void*) ((const int32_t*) w + 4);
size_t k = kc;
while (k >= 8 * sizeof(int8_t)) {
const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
const __m128i vxa0 = _mm_cvtepi8_epi16(va0);
a0 += 8;
const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
const __m128i vxa1 = _mm_cvtepi8_epi16(va1);
a1 += 8;
const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
const __m128i vxa2 = _mm_cvtepi8_epi16(va2);
a2 += 8;
const __m128i vb01 = _mm_loadu_si128((const __m128i*) w);
const __m128i vxb0 = _mm_cvtepi8_epi16(vb01);
const __m128i vxb1 = _mm_srai_epi16(_mm_unpackhi_epi8(vb01, vb01), 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
const __m128i vb23 = _mm_loadu_si128((const __m128i*) ((const int8_t*) w + 16));
const __m128i vxb2 = _mm_cvtepi8_epi16(vb23);
const __m128i vxb3 = _mm_srai_epi16(_mm_unpackhi_epi8(vb23, vb23), 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(3, 3, 3, 3)), vxb3));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(3, 3, 3, 3)), vxb3));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(3, 3, 3, 3)), vxb3));
w = (const void*) ((const int8_t*) w + 32);
k -= 8 * sizeof(int8_t);
}
if (k != 0) {
const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
const __m128i vxa0 = _mm_cvtepi8_epi16(va0);
a0 = (const int8_t*) ((uintptr_t) a0 + k);
const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
const __m128i vxa1 = _mm_cvtepi8_epi16(va1);
a1 = (const int8_t*) ((uintptr_t) a1 + k);
const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
const __m128i vxa2 = _mm_cvtepi8_epi16(va2);
a2 = (const int8_t*) ((uintptr_t) a2 + k);
const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb0 = _mm_cvtepi8_epi16(vb0);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
if (k > 2 * sizeof(int8_t)) {
const __m128i vb1 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb1 = _mm_cvtepi8_epi16(vb1);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
if (k > 4 * sizeof(int8_t)) {
const __m128i vb2 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb2 = _mm_cvtepi8_epi16(vb2);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
}
}
}
__m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123);
__m128 vscaled1x0123 = _mm_cvtepi32_ps(vacc1x0123);
__m128 vscaled2x0123 = _mm_cvtepi32_ps(vacc2x0123);
const __m128 vscale0123 = _mm_loadu_ps((const float*) w);
w = (const void*) ((const float*) w + 4);
vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale0123);
vscaled1x0123 = _mm_mul_ps(vscaled1x0123, vscale0123);
vscaled2x0123 = _mm_mul_ps(vscaled2x0123, vscale0123);
const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point);
vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point);
vscaled1x0123 = _mm_min_ps(vscaled1x0123, voutput_max_less_zero_point);
vscaled2x0123 = _mm_min_ps(vscaled2x0123, voutput_max_less_zero_point);
vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123);
vacc1x0123 = _mm_cvtps_epi32(vscaled1x0123);
vacc2x0123 = _mm_cvtps_epi32(vscaled2x0123);
const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point);
__m128i vacc01x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc1x0123), voutput_zero_point);
__m128i vacc22x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc2x0123, vacc2x0123), voutput_zero_point);
__m128i vout = _mm_packs_epi16(vacc01x0123, vacc22x0123);
vout = _mm_max_epi8(vout, _mm_load_si128((const __m128i*) params->fp32_sse4.output_min));
if (nc >= 4) {
unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout));
unaligned_store_u32(c1, (uint32_t) _mm_extract_epi32(vout, 1));
unaligned_store_u32(c2, (uint32_t) _mm_extract_epi32(vout, 2));
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
nc -= 4;
} else {
if (nc & 2) {
unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0));
c0 += 2;
unaligned_store_u16(c1, (uint16_t) _mm_extract_epi16(vout, 2));
c1 += 2;
unaligned_store_u16(c2, (uint16_t) _mm_extract_epi16(vout, 4));
c2 += 2;
vout = _mm_srli_epi32(vout, 16);
}
if (nc & 1) {
*c0 = (int8_t) _mm_extract_epi8(vout, 0);
*c1 = (int8_t) _mm_extract_epi8(vout, 4);
*c2 = (int8_t) _mm_extract_epi8(vout, 8);
}
nc = 0;
}
} while (nc != 0);
}
| 8,874
| 38.620536
| 108
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-3x4c2-minmax-fp32-sse41-ld64.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/MRx4c2-sse.c.in
// Generator: tools/xngen
//
// Copyright 2020 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 <smmintrin.h>
#include <xnnpack/gemm.h>
#include <xnnpack/math.h>
#include <xnnpack/unaligned.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
{
assert(mr != 0);
assert(mr <= 3);
assert(nc != 0);
assert(kc != 0);
assert(kc % sizeof(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
kc = round_up_po2(kc, 2 * sizeof(int8_t));
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
do {
__m128i vacc0x0123 = _mm_loadu_si128((const __m128i*) w);
__m128i vacc1x0123 = vacc0x0123;
__m128i vacc2x0123 = vacc0x0123;
w = (const void*) ((const int32_t*) w + 4);
size_t k = kc;
while (k >= 8 * sizeof(int8_t)) {
const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
const __m128i vxa0 = _mm_cvtepi8_epi16(va0);
a0 += 8;
const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
const __m128i vxa1 = _mm_cvtepi8_epi16(va1);
a1 += 8;
const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
const __m128i vxa2 = _mm_cvtepi8_epi16(va2);
a2 += 8;
const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb0 = _mm_cvtepi8_epi16(vb0);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
const __m128i vb1 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 8));
const __m128i vxb1 = _mm_cvtepi8_epi16(vb1);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
const __m128i vb2 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 16));
const __m128i vxb2 = _mm_cvtepi8_epi16(vb2);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
const __m128i vb3 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 24));
const __m128i vxb3 = _mm_cvtepi8_epi16(vb3);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(3, 3, 3, 3)), vxb3));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(3, 3, 3, 3)), vxb3));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(3, 3, 3, 3)), vxb3));
w = (const void*) ((const int8_t*) w + 32);
k -= 8 * sizeof(int8_t);
}
if (k != 0) {
const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
const __m128i vxa0 = _mm_cvtepi8_epi16(va0);
a0 = (const int8_t*) ((uintptr_t) a0 + k);
const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
const __m128i vxa1 = _mm_cvtepi8_epi16(va1);
a1 = (const int8_t*) ((uintptr_t) a1 + k);
const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
const __m128i vxa2 = _mm_cvtepi8_epi16(va2);
a2 = (const int8_t*) ((uintptr_t) a2 + k);
const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb0 = _mm_cvtepi8_epi16(vb0);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
if (k > 2 * sizeof(int8_t)) {
const __m128i vb1 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb1 = _mm_cvtepi8_epi16(vb1);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
if (k > 4 * sizeof(int8_t)) {
const __m128i vb2 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb2 = _mm_cvtepi8_epi16(vb2);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
}
}
}
__m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123);
__m128 vscaled1x0123 = _mm_cvtepi32_ps(vacc1x0123);
__m128 vscaled2x0123 = _mm_cvtepi32_ps(vacc2x0123);
const __m128 vscale0123 = _mm_loadu_ps((const float*) w);
w = (const void*) ((const float*) w + 4);
vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale0123);
vscaled1x0123 = _mm_mul_ps(vscaled1x0123, vscale0123);
vscaled2x0123 = _mm_mul_ps(vscaled2x0123, vscale0123);
const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point);
vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point);
vscaled1x0123 = _mm_min_ps(vscaled1x0123, voutput_max_less_zero_point);
vscaled2x0123 = _mm_min_ps(vscaled2x0123, voutput_max_less_zero_point);
vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123);
vacc1x0123 = _mm_cvtps_epi32(vscaled1x0123);
vacc2x0123 = _mm_cvtps_epi32(vscaled2x0123);
const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point);
__m128i vacc01x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc1x0123), voutput_zero_point);
__m128i vacc22x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc2x0123, vacc2x0123), voutput_zero_point);
__m128i vout = _mm_packs_epi16(vacc01x0123, vacc22x0123);
vout = _mm_max_epi8(vout, _mm_load_si128((const __m128i*) params->fp32_sse4.output_min));
if (nc >= 4) {
unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout));
unaligned_store_u32(c1, (uint32_t) _mm_extract_epi32(vout, 1));
unaligned_store_u32(c2, (uint32_t) _mm_extract_epi32(vout, 2));
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
nc -= 4;
} else {
if (nc & 2) {
unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0));
c0 += 2;
unaligned_store_u16(c1, (uint16_t) _mm_extract_epi16(vout, 2));
c1 += 2;
unaligned_store_u16(c2, (uint16_t) _mm_extract_epi16(vout, 4));
c2 += 2;
vout = _mm_srli_epi32(vout, 16);
}
if (nc & 1) {
*c0 = (int8_t) _mm_extract_epi8(vout, 0);
*c1 = (int8_t) _mm_extract_epi8(vout, 4);
*c2 = (int8_t) _mm_extract_epi8(vout, 8);
}
nc = 0;
}
} while (nc != 0);
}
| 8,988
| 38.774336
| 108
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-3x4c2-minmax-fp32-wasmsimd-dot16x2-ld128.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/MRx4c2-wasmsimd-dot16x2.c.in
// Generator: tools/xngen
//
// 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 <wasm_simd128.h>
#include <xnnpack/gemm.h>
#include <xnnpack/math.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld128(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
{
assert(mr != 0);
assert(mr <= 3);
assert(nc != 0);
assert(kc != 0);
assert(kc % sizeof(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
kc = round_up_po2(kc, 2 * sizeof(int8_t));
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
do {
v128_t vacc0x0123 = wasm_v128_load(w);
v128_t vacc1x0123 = vacc0x0123;
v128_t vacc2x0123 = vacc0x0123;
w = (const void*) ((const int32_t*) w + 4);
size_t k = kc;
while (k >= 8 * sizeof(int8_t)) {
const v128_t vxa0 = wasm_i16x8_load8x8((const v128_t*) a0);
a0 += 8;
const v128_t vxa1 = wasm_i16x8_load8x8((const v128_t*) a1);
a1 += 8;
const v128_t vxa2 = wasm_i16x8_load8x8((const v128_t*) a2);
a2 += 8;
const v128_t vb01 = wasm_v128_load(w);
const v128_t vxb0 = wasm_i16x8_extend_low_i8x16(vb01);
const v128_t vxb1 = wasm_i16x8_extend_high_i8x16(vb01);
vacc0x0123 = wasm_i32x4_add(vacc0x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa0, vxa0, 0, 0, 0, 0), vxb0));
vacc1x0123 = wasm_i32x4_add(vacc1x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa1, vxa1, 0, 0, 0, 0), vxb0));
vacc2x0123 = wasm_i32x4_add(vacc2x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa2, vxa2, 0, 0, 0, 0), vxb0));
vacc0x0123 = wasm_i32x4_add(vacc0x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa0, vxa0, 1, 1, 1, 1), vxb1));
vacc1x0123 = wasm_i32x4_add(vacc1x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa1, vxa1, 1, 1, 1, 1), vxb1));
vacc2x0123 = wasm_i32x4_add(vacc2x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa2, vxa2, 1, 1, 1, 1), vxb1));
const v128_t vb23 = wasm_v128_load((const int8_t*) w + 16);
const v128_t vxb2 = wasm_i16x8_extend_low_i8x16(vb23);
const v128_t vxb3 = wasm_i16x8_extend_high_i8x16(vb23);
vacc0x0123 = wasm_i32x4_add(vacc0x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa0, vxa0, 2, 2, 2, 2), vxb2));
vacc1x0123 = wasm_i32x4_add(vacc1x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa1, vxa1, 2, 2, 2, 2), vxb2));
vacc2x0123 = wasm_i32x4_add(vacc2x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa2, vxa2, 2, 2, 2, 2), vxb2));
vacc0x0123 = wasm_i32x4_add(vacc0x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa0, vxa0, 3, 3, 3, 3), vxb3));
vacc1x0123 = wasm_i32x4_add(vacc1x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa1, vxa1, 3, 3, 3, 3), vxb3));
vacc2x0123 = wasm_i32x4_add(vacc2x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa2, vxa2, 3, 3, 3, 3), vxb3));
w = (const void*) ((const int8_t*) w + 32);
k -= 8 * sizeof(int8_t);
}
if (k != 0) {
const v128_t vxa0 = wasm_i16x8_load8x8(a0);
a0 = (const int8_t*) ((uintptr_t) a0 + k);
const v128_t vxa1 = wasm_i16x8_load8x8(a1);
a1 = (const int8_t*) ((uintptr_t) a1 + k);
const v128_t vxa2 = wasm_i16x8_load8x8(a2);
a2 = (const int8_t*) ((uintptr_t) a2 + k);
const v128_t vxb0 = wasm_i16x8_load8x8(w);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = wasm_i32x4_add(vacc0x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa0, vxa0, 0, 0, 0, 0), vxb0));
vacc1x0123 = wasm_i32x4_add(vacc1x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa1, vxa1, 0, 0, 0, 0), vxb0));
vacc2x0123 = wasm_i32x4_add(vacc2x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa2, vxa2, 0, 0, 0, 0), vxb0));
if (k > 2 * sizeof(int8_t)) {
const v128_t vxb1 = wasm_i16x8_load8x8(w);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = wasm_i32x4_add(vacc0x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa0, vxa0, 1, 1, 1, 1), vxb1));
vacc1x0123 = wasm_i32x4_add(vacc1x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa1, vxa1, 1, 1, 1, 1), vxb1));
vacc2x0123 = wasm_i32x4_add(vacc2x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa2, vxa2, 1, 1, 1, 1), vxb1));
if (k > 4 * sizeof(int8_t)) {
const v128_t vxb2 = wasm_i16x8_load8x8(w);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = wasm_i32x4_add(vacc0x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa0, vxa0, 2, 2, 2, 2), vxb2));
vacc1x0123 = wasm_i32x4_add(vacc1x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa1, vxa1, 2, 2, 2, 2), vxb2));
vacc2x0123 = wasm_i32x4_add(vacc2x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa2, vxa2, 2, 2, 2, 2), vxb2));
}
}
}
vacc0x0123 = wasm_f32x4_convert_i32x4(vacc0x0123);
vacc1x0123 = wasm_f32x4_convert_i32x4(vacc1x0123);
vacc2x0123 = wasm_f32x4_convert_i32x4(vacc2x0123);
const v128_t vscale0123 = wasm_v128_load(w);
w = (const void*) ((const float*) w + 4);
vacc0x0123 = wasm_f32x4_mul(vacc0x0123, vscale0123);
vacc1x0123 = wasm_f32x4_mul(vacc1x0123, vscale0123);
vacc2x0123 = wasm_f32x4_mul(vacc2x0123, vscale0123);
const v128_t vmagic_bias = wasm_v128_load64_splat(params->fp32_wasmsimd.magic_bias);
vacc0x0123 = wasm_f32x4_add(vacc0x0123, vmagic_bias);
vacc1x0123 = wasm_f32x4_add(vacc1x0123, vmagic_bias);
vacc2x0123 = wasm_f32x4_add(vacc2x0123, vmagic_bias);
const v128_t vmagic_min = wasm_v128_load64_splat(params->fp32_wasmsimd.magic_min);
vacc0x0123 = wasm_i32x4_max(vacc0x0123, vmagic_min);
vacc1x0123 = wasm_i32x4_max(vacc1x0123, vmagic_min);
vacc2x0123 = wasm_i32x4_max(vacc2x0123, vmagic_min);
const v128_t vmagic_bias_less_output_zero_point = wasm_v128_load64_splat(params->fp32_wasmsimd.magic_bias_less_output_zero_point);
vacc0x0123 = wasm_i32x4_sub(vacc0x0123, vmagic_bias_less_output_zero_point);
vacc1x0123 = wasm_i32x4_sub(vacc1x0123, vmagic_bias_less_output_zero_point);
vacc2x0123 = wasm_i32x4_sub(vacc2x0123, vmagic_bias_less_output_zero_point);
v128_t vacc01x0123 = wasm_i16x8_narrow_i32x4(vacc0x0123, vacc1x0123);
v128_t vacc22x0123 = wasm_i16x8_narrow_i32x4(vacc2x0123, vacc2x0123);
v128_t vout = wasm_i8x16_narrow_i16x8(vacc01x0123, vacc22x0123);
const v128_t voutput_max = wasm_v128_load64_splat(params->fp32_wasmsimd.output_max);
vout = wasm_i8x16_min(vout, voutput_max);
if (nc >= 4) {
wasm_v128_store32_lane(c0, vout, 0);
wasm_v128_store32_lane(c1, vout, 1);
wasm_v128_store32_lane(c2, vout, 2);
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
nc -= 4;
} else {
if (nc & 2) {
wasm_v128_store16_lane(c0, vout, 0);
c0 += 2;
wasm_v128_store16_lane(c1, vout, 2);
c1 += 2;
wasm_v128_store16_lane(c2, vout, 4);
c2 += 2;
vout = wasm_u32x4_shr(vout, 16);
}
if (nc & 1) {
wasm_v128_store8_lane(c0, vout, 0);
wasm_v128_store8_lane(c1, vout, 4);
wasm_v128_store8_lane(c2, vout, 8);
}
nc = 0;
}
} while (nc != 0);
}
| 8,376
| 37.077273
| 134
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-3x4c2-minmax-fp32-wasmsimd-dot16x2-ld64.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/MRx4c2-wasmsimd-dot16x2.c.in
// Generator: tools/xngen
//
// 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 <wasm_simd128.h>
#include <xnnpack/gemm.h>
#include <xnnpack/math.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld64(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
{
assert(mr != 0);
assert(mr <= 3);
assert(nc != 0);
assert(kc != 0);
assert(kc % sizeof(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
kc = round_up_po2(kc, 2 * sizeof(int8_t));
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
do {
v128_t vacc0x0123 = wasm_v128_load(w);
v128_t vacc1x0123 = vacc0x0123;
v128_t vacc2x0123 = vacc0x0123;
w = (const void*) ((const int32_t*) w + 4);
size_t k = kc;
while (k >= 8 * sizeof(int8_t)) {
const v128_t vxa0 = wasm_i16x8_load8x8((const v128_t*) a0);
a0 += 8;
const v128_t vxa1 = wasm_i16x8_load8x8((const v128_t*) a1);
a1 += 8;
const v128_t vxa2 = wasm_i16x8_load8x8((const v128_t*) a2);
a2 += 8;
const v128_t vxb0 = wasm_i16x8_load8x8(w);
vacc0x0123 = wasm_i32x4_add(vacc0x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa0, vxa0, 0, 0, 0, 0), vxb0));
vacc1x0123 = wasm_i32x4_add(vacc1x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa1, vxa1, 0, 0, 0, 0), vxb0));
vacc2x0123 = wasm_i32x4_add(vacc2x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa2, vxa2, 0, 0, 0, 0), vxb0));
const v128_t vxb1 = wasm_i16x8_load8x8((const int8_t*) w + 8);
vacc0x0123 = wasm_i32x4_add(vacc0x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa0, vxa0, 1, 1, 1, 1), vxb1));
vacc1x0123 = wasm_i32x4_add(vacc1x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa1, vxa1, 1, 1, 1, 1), vxb1));
vacc2x0123 = wasm_i32x4_add(vacc2x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa2, vxa2, 1, 1, 1, 1), vxb1));
const v128_t vxb2 = wasm_i16x8_load8x8((const int8_t*) w + 16);
vacc0x0123 = wasm_i32x4_add(vacc0x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa0, vxa0, 2, 2, 2, 2), vxb2));
vacc1x0123 = wasm_i32x4_add(vacc1x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa1, vxa1, 2, 2, 2, 2), vxb2));
vacc2x0123 = wasm_i32x4_add(vacc2x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa2, vxa2, 2, 2, 2, 2), vxb2));
const v128_t vxb3 = wasm_i16x8_load8x8((const int8_t*) w + 24);
vacc0x0123 = wasm_i32x4_add(vacc0x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa0, vxa0, 3, 3, 3, 3), vxb3));
vacc1x0123 = wasm_i32x4_add(vacc1x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa1, vxa1, 3, 3, 3, 3), vxb3));
vacc2x0123 = wasm_i32x4_add(vacc2x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa2, vxa2, 3, 3, 3, 3), vxb3));
w = (const void*) ((const int8_t*) w + 32);
k -= 8 * sizeof(int8_t);
}
if (k != 0) {
const v128_t vxa0 = wasm_i16x8_load8x8(a0);
a0 = (const int8_t*) ((uintptr_t) a0 + k);
const v128_t vxa1 = wasm_i16x8_load8x8(a1);
a1 = (const int8_t*) ((uintptr_t) a1 + k);
const v128_t vxa2 = wasm_i16x8_load8x8(a2);
a2 = (const int8_t*) ((uintptr_t) a2 + k);
const v128_t vxb0 = wasm_i16x8_load8x8(w);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = wasm_i32x4_add(vacc0x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa0, vxa0, 0, 0, 0, 0), vxb0));
vacc1x0123 = wasm_i32x4_add(vacc1x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa1, vxa1, 0, 0, 0, 0), vxb0));
vacc2x0123 = wasm_i32x4_add(vacc2x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa2, vxa2, 0, 0, 0, 0), vxb0));
if (k > 2 * sizeof(int8_t)) {
const v128_t vxb1 = wasm_i16x8_load8x8(w);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = wasm_i32x4_add(vacc0x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa0, vxa0, 1, 1, 1, 1), vxb1));
vacc1x0123 = wasm_i32x4_add(vacc1x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa1, vxa1, 1, 1, 1, 1), vxb1));
vacc2x0123 = wasm_i32x4_add(vacc2x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa2, vxa2, 1, 1, 1, 1), vxb1));
if (k > 4 * sizeof(int8_t)) {
const v128_t vxb2 = wasm_i16x8_load8x8(w);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = wasm_i32x4_add(vacc0x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa0, vxa0, 2, 2, 2, 2), vxb2));
vacc1x0123 = wasm_i32x4_add(vacc1x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa1, vxa1, 2, 2, 2, 2), vxb2));
vacc2x0123 = wasm_i32x4_add(vacc2x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa2, vxa2, 2, 2, 2, 2), vxb2));
}
}
}
vacc0x0123 = wasm_f32x4_convert_i32x4(vacc0x0123);
vacc1x0123 = wasm_f32x4_convert_i32x4(vacc1x0123);
vacc2x0123 = wasm_f32x4_convert_i32x4(vacc2x0123);
const v128_t vscale0123 = wasm_v128_load(w);
w = (const void*) ((const float*) w + 4);
vacc0x0123 = wasm_f32x4_mul(vacc0x0123, vscale0123);
vacc1x0123 = wasm_f32x4_mul(vacc1x0123, vscale0123);
vacc2x0123 = wasm_f32x4_mul(vacc2x0123, vscale0123);
const v128_t vmagic_bias = wasm_v128_load64_splat(params->fp32_wasmsimd.magic_bias);
vacc0x0123 = wasm_f32x4_add(vacc0x0123, vmagic_bias);
vacc1x0123 = wasm_f32x4_add(vacc1x0123, vmagic_bias);
vacc2x0123 = wasm_f32x4_add(vacc2x0123, vmagic_bias);
const v128_t vmagic_min = wasm_v128_load64_splat(params->fp32_wasmsimd.magic_min);
vacc0x0123 = wasm_i32x4_max(vacc0x0123, vmagic_min);
vacc1x0123 = wasm_i32x4_max(vacc1x0123, vmagic_min);
vacc2x0123 = wasm_i32x4_max(vacc2x0123, vmagic_min);
const v128_t vmagic_bias_less_output_zero_point = wasm_v128_load64_splat(params->fp32_wasmsimd.magic_bias_less_output_zero_point);
vacc0x0123 = wasm_i32x4_sub(vacc0x0123, vmagic_bias_less_output_zero_point);
vacc1x0123 = wasm_i32x4_sub(vacc1x0123, vmagic_bias_less_output_zero_point);
vacc2x0123 = wasm_i32x4_sub(vacc2x0123, vmagic_bias_less_output_zero_point);
v128_t vacc01x0123 = wasm_i16x8_narrow_i32x4(vacc0x0123, vacc1x0123);
v128_t vacc22x0123 = wasm_i16x8_narrow_i32x4(vacc2x0123, vacc2x0123);
v128_t vout = wasm_i8x16_narrow_i16x8(vacc01x0123, vacc22x0123);
const v128_t voutput_max = wasm_v128_load64_splat(params->fp32_wasmsimd.output_max);
vout = wasm_i8x16_min(vout, voutput_max);
if (nc >= 4) {
wasm_v128_store32_lane(c0, vout, 0);
wasm_v128_store32_lane(c1, vout, 1);
wasm_v128_store32_lane(c2, vout, 2);
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
nc -= 4;
} else {
if (nc & 2) {
wasm_v128_store16_lane(c0, vout, 0);
c0 += 2;
wasm_v128_store16_lane(c1, vout, 2);
c1 += 2;
wasm_v128_store16_lane(c2, vout, 4);
c2 += 2;
vout = wasm_u32x4_shr(vout, 16);
}
if (nc & 1) {
wasm_v128_store8_lane(c0, vout, 0);
wasm_v128_store8_lane(c1, vout, 4);
wasm_v128_store8_lane(c2, vout, 8);
}
nc = 0;
}
} while (nc != 0);
}
| 8,276
| 36.96789
| 134
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-3x4c2-minmax-fp32-xop-ld128.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/MRx4c2-sse.c.in
// Generator: tools/xngen
//
// Copyright 2020 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>
#ifdef _MSC_VER
#include <intrin.h>
#else
#include <x86intrin.h>
#endif
#include <xnnpack/gemm.h>
#include <xnnpack/math.h>
#include <xnnpack/unaligned.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
{
assert(mr != 0);
assert(mr <= 3);
assert(nc != 0);
assert(kc != 0);
assert(kc % sizeof(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
kc = round_up_po2(kc, 2 * sizeof(int8_t));
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
do {
__m128i vacc0x0123 = _mm_loadu_si128((const __m128i*) w);
__m128i vacc1x0123 = vacc0x0123;
__m128i vacc2x0123 = vacc0x0123;
w = (const void*) ((const int32_t*) w + 4);
size_t k = kc;
while (k >= 8 * sizeof(int8_t)) {
const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
const __m128i vxa0 = _mm_cvtepi8_epi16(va0);
a0 += 8;
const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
const __m128i vxa1 = _mm_cvtepi8_epi16(va1);
a1 += 8;
const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
const __m128i vxa2 = _mm_cvtepi8_epi16(va2);
a2 += 8;
const __m128i vb01 = _mm_loadu_si128((const __m128i*) w);
const __m128i vxb0 = _mm_cvtepi8_epi16(vb01);
const __m128i vxb1 = _mm_srai_epi16(_mm_unpackhi_epi8(vb01, vb01), 8);
vacc0x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0, vacc0x0123);
vacc1x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 0, 0, 0)), vxb0, vacc1x0123);
vacc2x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 0, 0, 0)), vxb0, vacc2x0123);
vacc0x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1, vacc0x0123);
vacc1x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(1, 1, 1, 1)), vxb1, vacc1x0123);
vacc2x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(1, 1, 1, 1)), vxb1, vacc2x0123);
const __m128i vb23 = _mm_loadu_si128((const __m128i*) ((const int8_t*) w + 16));
const __m128i vxb2 = _mm_cvtepi8_epi16(vb23);
const __m128i vxb3 = _mm_srai_epi16(_mm_unpackhi_epi8(vb23, vb23), 8);
vacc0x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2, vacc0x0123);
vacc1x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(2, 2, 2, 2)), vxb2, vacc1x0123);
vacc2x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(2, 2, 2, 2)), vxb2, vacc2x0123);
vacc0x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(3, 3, 3, 3)), vxb3, vacc0x0123);
vacc1x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(3, 3, 3, 3)), vxb3, vacc1x0123);
vacc2x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(3, 3, 3, 3)), vxb3, vacc2x0123);
w = (const void*) ((const int8_t*) w + 32);
k -= 8 * sizeof(int8_t);
}
if (k != 0) {
const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
const __m128i vxa0 = _mm_cvtepi8_epi16(va0);
a0 = (const int8_t*) ((uintptr_t) a0 + k);
const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
const __m128i vxa1 = _mm_cvtepi8_epi16(va1);
a1 = (const int8_t*) ((uintptr_t) a1 + k);
const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
const __m128i vxa2 = _mm_cvtepi8_epi16(va2);
a2 = (const int8_t*) ((uintptr_t) a2 + k);
const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb0 = _mm_cvtepi8_epi16(vb0);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0, vacc0x0123);
vacc1x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 0, 0, 0)), vxb0, vacc1x0123);
vacc2x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 0, 0, 0)), vxb0, vacc2x0123);
if (k > 2 * sizeof(int8_t)) {
const __m128i vb1 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb1 = _mm_cvtepi8_epi16(vb1);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1, vacc0x0123);
vacc1x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(1, 1, 1, 1)), vxb1, vacc1x0123);
vacc2x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(1, 1, 1, 1)), vxb1, vacc2x0123);
if (k > 4 * sizeof(int8_t)) {
const __m128i vb2 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb2 = _mm_cvtepi8_epi16(vb2);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2, vacc0x0123);
vacc1x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(2, 2, 2, 2)), vxb2, vacc1x0123);
vacc2x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(2, 2, 2, 2)), vxb2, vacc2x0123);
}
}
}
__m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123);
__m128 vscaled1x0123 = _mm_cvtepi32_ps(vacc1x0123);
__m128 vscaled2x0123 = _mm_cvtepi32_ps(vacc2x0123);
const __m128 vscale0123 = _mm_loadu_ps((const float*) w);
w = (const void*) ((const float*) w + 4);
vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale0123);
vscaled1x0123 = _mm_mul_ps(vscaled1x0123, vscale0123);
vscaled2x0123 = _mm_mul_ps(vscaled2x0123, vscale0123);
const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point);
vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point);
vscaled1x0123 = _mm_min_ps(vscaled1x0123, voutput_max_less_zero_point);
vscaled2x0123 = _mm_min_ps(vscaled2x0123, voutput_max_less_zero_point);
vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123);
vacc1x0123 = _mm_cvtps_epi32(vscaled1x0123);
vacc2x0123 = _mm_cvtps_epi32(vscaled2x0123);
const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point);
__m128i vacc01x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc1x0123), voutput_zero_point);
__m128i vacc22x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc2x0123, vacc2x0123), voutput_zero_point);
__m128i vout = _mm_packs_epi16(vacc01x0123, vacc22x0123);
vout = _mm_max_epi8(vout, _mm_load_si128((const __m128i*) params->fp32_sse4.output_min));
if (nc >= 4) {
unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout));
unaligned_store_u32(c1, (uint32_t) _mm_extract_epi32(vout, 1));
unaligned_store_u32(c2, (uint32_t) _mm_extract_epi32(vout, 2));
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
nc -= 4;
} else {
if (nc & 2) {
unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0));
c0 += 2;
unaligned_store_u16(c1, (uint16_t) _mm_extract_epi16(vout, 2));
c1 += 2;
unaligned_store_u16(c2, (uint16_t) _mm_extract_epi16(vout, 4));
c2 += 2;
vout = _mm_srli_epi32(vout, 16);
}
if (nc & 1) {
*c0 = (int8_t) _mm_extract_epi8(vout, 0);
*c1 = (int8_t) _mm_extract_epi8(vout, 4);
*c2 = (int8_t) _mm_extract_epi8(vout, 8);
}
nc = 0;
}
} while (nc != 0);
}
| 8,652
| 36.951754
| 108
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-3x4c2-minmax-fp32-xop-ld64.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/MRx4c2-sse.c.in
// Generator: tools/xngen
//
// Copyright 2020 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>
#ifdef _MSC_VER
#include <intrin.h>
#else
#include <x86intrin.h>
#endif
#include <xnnpack/gemm.h>
#include <xnnpack/math.h>
#include <xnnpack/unaligned.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
{
assert(mr != 0);
assert(mr <= 3);
assert(nc != 0);
assert(kc != 0);
assert(kc % sizeof(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
kc = round_up_po2(kc, 2 * sizeof(int8_t));
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
do {
__m128i vacc0x0123 = _mm_loadu_si128((const __m128i*) w);
__m128i vacc1x0123 = vacc0x0123;
__m128i vacc2x0123 = vacc0x0123;
w = (const void*) ((const int32_t*) w + 4);
size_t k = kc;
while (k >= 8 * sizeof(int8_t)) {
const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
const __m128i vxa0 = _mm_cvtepi8_epi16(va0);
a0 += 8;
const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
const __m128i vxa1 = _mm_cvtepi8_epi16(va1);
a1 += 8;
const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
const __m128i vxa2 = _mm_cvtepi8_epi16(va2);
a2 += 8;
const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb0 = _mm_cvtepi8_epi16(vb0);
vacc0x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0, vacc0x0123);
vacc1x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 0, 0, 0)), vxb0, vacc1x0123);
vacc2x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 0, 0, 0)), vxb0, vacc2x0123);
const __m128i vb1 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 8));
const __m128i vxb1 = _mm_cvtepi8_epi16(vb1);
vacc0x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1, vacc0x0123);
vacc1x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(1, 1, 1, 1)), vxb1, vacc1x0123);
vacc2x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(1, 1, 1, 1)), vxb1, vacc2x0123);
const __m128i vb2 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 16));
const __m128i vxb2 = _mm_cvtepi8_epi16(vb2);
vacc0x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2, vacc0x0123);
vacc1x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(2, 2, 2, 2)), vxb2, vacc1x0123);
vacc2x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(2, 2, 2, 2)), vxb2, vacc2x0123);
const __m128i vb3 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 24));
const __m128i vxb3 = _mm_cvtepi8_epi16(vb3);
vacc0x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(3, 3, 3, 3)), vxb3, vacc0x0123);
vacc1x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(3, 3, 3, 3)), vxb3, vacc1x0123);
vacc2x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(3, 3, 3, 3)), vxb3, vacc2x0123);
w = (const void*) ((const int8_t*) w + 32);
k -= 8 * sizeof(int8_t);
}
if (k != 0) {
const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
const __m128i vxa0 = _mm_cvtepi8_epi16(va0);
a0 = (const int8_t*) ((uintptr_t) a0 + k);
const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
const __m128i vxa1 = _mm_cvtepi8_epi16(va1);
a1 = (const int8_t*) ((uintptr_t) a1 + k);
const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
const __m128i vxa2 = _mm_cvtepi8_epi16(va2);
a2 = (const int8_t*) ((uintptr_t) a2 + k);
const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb0 = _mm_cvtepi8_epi16(vb0);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0, vacc0x0123);
vacc1x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 0, 0, 0)), vxb0, vacc1x0123);
vacc2x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 0, 0, 0)), vxb0, vacc2x0123);
if (k > 2 * sizeof(int8_t)) {
const __m128i vb1 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb1 = _mm_cvtepi8_epi16(vb1);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1, vacc0x0123);
vacc1x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(1, 1, 1, 1)), vxb1, vacc1x0123);
vacc2x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(1, 1, 1, 1)), vxb1, vacc2x0123);
if (k > 4 * sizeof(int8_t)) {
const __m128i vb2 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb2 = _mm_cvtepi8_epi16(vb2);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2, vacc0x0123);
vacc1x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(2, 2, 2, 2)), vxb2, vacc1x0123);
vacc2x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(2, 2, 2, 2)), vxb2, vacc2x0123);
}
}
}
__m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123);
__m128 vscaled1x0123 = _mm_cvtepi32_ps(vacc1x0123);
__m128 vscaled2x0123 = _mm_cvtepi32_ps(vacc2x0123);
const __m128 vscale0123 = _mm_loadu_ps((const float*) w);
w = (const void*) ((const float*) w + 4);
vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale0123);
vscaled1x0123 = _mm_mul_ps(vscaled1x0123, vscale0123);
vscaled2x0123 = _mm_mul_ps(vscaled2x0123, vscale0123);
const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point);
vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point);
vscaled1x0123 = _mm_min_ps(vscaled1x0123, voutput_max_less_zero_point);
vscaled2x0123 = _mm_min_ps(vscaled2x0123, voutput_max_less_zero_point);
vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123);
vacc1x0123 = _mm_cvtps_epi32(vscaled1x0123);
vacc2x0123 = _mm_cvtps_epi32(vscaled2x0123);
const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point);
__m128i vacc01x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc1x0123), voutput_zero_point);
__m128i vacc22x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc2x0123, vacc2x0123), voutput_zero_point);
__m128i vout = _mm_packs_epi16(vacc01x0123, vacc22x0123);
vout = _mm_max_epi8(vout, _mm_load_si128((const __m128i*) params->fp32_sse4.output_min));
if (nc >= 4) {
unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout));
unaligned_store_u32(c1, (uint32_t) _mm_extract_epi32(vout, 1));
unaligned_store_u32(c2, (uint32_t) _mm_extract_epi32(vout, 2));
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
nc -= 4;
} else {
if (nc & 2) {
unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0));
c0 += 2;
unaligned_store_u16(c1, (uint16_t) _mm_extract_epi16(vout, 2));
c1 += 2;
unaligned_store_u16(c2, (uint16_t) _mm_extract_epi16(vout, 4));
c2 += 2;
vout = _mm_srli_epi32(vout, 16);
}
if (nc & 1) {
*c0 = (int8_t) _mm_extract_epi8(vout, 0);
*c1 = (int8_t) _mm_extract_epi8(vout, 4);
*c2 = (int8_t) _mm_extract_epi8(vout, 8);
}
nc = 0;
}
} while (nc != 0);
}
| 8,766
| 37.117391
| 108
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-3x4c2s4-minmax-fp32-avx-ld128.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/MRx4c2s4-sse.c.in
// Generator: tools/xngen
//
// Copyright 2022 Google LLC
//
// This source code is licensed under the BSD-style license found in the
// LICENSE file in the root directory of this source tree.
#include <assert.h>
#include <smmintrin.h>
#include <xnnpack/gemm.h>
#include <xnnpack/math.h>
#include <xnnpack/unaligned.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_3x4c2s4__avx_ld128(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
{
assert(mr != 0);
assert(mr <= 3);
assert(nc != 0);
assert(kc != 0);
assert(kc % sizeof(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
kc = round_up_po2(kc, 8 * sizeof(int8_t));
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
do {
__m128i vacc0x0123 = _mm_loadu_si128((const __m128i*) w);
__m128i vacc1x0123 = vacc0x0123;
__m128i vacc2x0123 = vacc0x0123;
w = (const void*) ((const int32_t*) w + 4);
size_t k = kc;
do {
const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
__m128i vxa0 = _mm_cvtepi8_epi16(va0);
a0 += 8;
const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
__m128i vxa1 = _mm_cvtepi8_epi16(va1);
a1 += 8;
const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
__m128i vxa2 = _mm_cvtepi8_epi16(va2);
a2 += 8;
const __m128i vb01 = _mm_loadu_si128((const __m128i*) w);
const __m128i vxb0 = _mm_cvtepi8_epi16(vb01);
const __m128i vxb1 = _mm_srai_epi16(_mm_unpackhi_epi8(vb01, vb01), 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb0));
vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1));
vacc1x0123 = _mm_add_epi32(vacc1x0123, _mm_madd_epi16(vxa1, vxb0));
vxa1 = _mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 3, 2, 1));
vacc2x0123 = _mm_add_epi32(vacc2x0123, _mm_madd_epi16(vxa2, vxb0));
vxa2 = _mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 3, 2, 1));
vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb1));
vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1));
vacc1x0123 = _mm_add_epi32(vacc1x0123, _mm_madd_epi16(vxa1, vxb1));
vxa1 = _mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 3, 2, 1));
vacc2x0123 = _mm_add_epi32(vacc2x0123, _mm_madd_epi16(vxa2, vxb1));
vxa2 = _mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 3, 2, 1));
const __m128i vb23 = _mm_loadu_si128((const __m128i*) ((const int8_t*) w + 16));
const __m128i vxb2 = _mm_cvtepi8_epi16(vb23);
const __m128i vxb3 = _mm_srai_epi16(_mm_unpackhi_epi8(vb23, vb23), 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb2));
vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1));
vacc1x0123 = _mm_add_epi32(vacc1x0123, _mm_madd_epi16(vxa1, vxb2));
vxa1 = _mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 3, 2, 1));
vacc2x0123 = _mm_add_epi32(vacc2x0123, _mm_madd_epi16(vxa2, vxb2));
vxa2 = _mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 3, 2, 1));
vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb3));
vacc1x0123 = _mm_add_epi32(vacc1x0123, _mm_madd_epi16(vxa1, vxb3));
vacc2x0123 = _mm_add_epi32(vacc2x0123, _mm_madd_epi16(vxa2, vxb3));
w = (const void*) ((const int8_t*) w + 32);
k -= 8 * sizeof(int8_t);
} while (k != 0);
__m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123);
__m128 vscaled1x0123 = _mm_cvtepi32_ps(vacc1x0123);
__m128 vscaled2x0123 = _mm_cvtepi32_ps(vacc2x0123);
const __m128 vscale0123 = _mm_loadu_ps((const float*) w);
w = (const void*) ((const float*) w + 4);
vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale0123);
vscaled1x0123 = _mm_mul_ps(vscaled1x0123, vscale0123);
vscaled2x0123 = _mm_mul_ps(vscaled2x0123, vscale0123);
const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point);
vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point);
vscaled1x0123 = _mm_min_ps(vscaled1x0123, voutput_max_less_zero_point);
vscaled2x0123 = _mm_min_ps(vscaled2x0123, voutput_max_less_zero_point);
vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123);
vacc1x0123 = _mm_cvtps_epi32(vscaled1x0123);
vacc2x0123 = _mm_cvtps_epi32(vscaled2x0123);
const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point);
__m128i vacc01x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc1x0123), voutput_zero_point);
__m128i vacc22x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc2x0123, vacc2x0123), voutput_zero_point);
__m128i vout = _mm_packs_epi16(vacc01x0123, vacc22x0123);
vout = _mm_max_epi8(vout, _mm_load_si128((const __m128i*) params->fp32_sse4.output_min));
if (nc >= 4) {
unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout));
unaligned_store_u32(c1, (uint32_t) _mm_extract_epi32(vout, 1));
unaligned_store_u32(c2, (uint32_t) _mm_extract_epi32(vout, 2));
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
nc -= 4;
} else {
if (nc & 2) {
unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0));
c0 += 2;
unaligned_store_u16(c1, (uint16_t) _mm_extract_epi16(vout, 2));
c1 += 2;
unaligned_store_u16(c2, (uint16_t) _mm_extract_epi16(vout, 4));
c2 += 2;
vout = _mm_srli_epi32(vout, 16);
}
if (nc & 1) {
*c0 = (int8_t) _mm_extract_epi8(vout, 0);
*c1 = (int8_t) _mm_extract_epi8(vout, 4);
*c2 = (int8_t) _mm_extract_epi8(vout, 8);
}
nc = 0;
}
} while (nc != 0);
}
| 6,497
| 36.560694
| 108
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-3x4c2s4-minmax-fp32-avx-ld64.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/MRx4c2s4-sse.c.in
// Generator: tools/xngen
//
// Copyright 2022 Google LLC
//
// This source code is licensed under the BSD-style license found in the
// LICENSE file in the root directory of this source tree.
#include <assert.h>
#include <smmintrin.h>
#include <xnnpack/gemm.h>
#include <xnnpack/math.h>
#include <xnnpack/unaligned.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_3x4c2s4__avx_ld64(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
{
assert(mr != 0);
assert(mr <= 3);
assert(nc != 0);
assert(kc != 0);
assert(kc % sizeof(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
kc = round_up_po2(kc, 8 * sizeof(int8_t));
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
do {
__m128i vacc0x0123 = _mm_loadu_si128((const __m128i*) w);
__m128i vacc1x0123 = vacc0x0123;
__m128i vacc2x0123 = vacc0x0123;
w = (const void*) ((const int32_t*) w + 4);
size_t k = kc;
do {
const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
__m128i vxa0 = _mm_cvtepi8_epi16(va0);
a0 += 8;
const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
__m128i vxa1 = _mm_cvtepi8_epi16(va1);
a1 += 8;
const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
__m128i vxa2 = _mm_cvtepi8_epi16(va2);
a2 += 8;
const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb0 = _mm_cvtepi8_epi16(vb0);
vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb0));
vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1));
vacc1x0123 = _mm_add_epi32(vacc1x0123, _mm_madd_epi16(vxa1, vxb0));
vxa1 = _mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 3, 2, 1));
vacc2x0123 = _mm_add_epi32(vacc2x0123, _mm_madd_epi16(vxa2, vxb0));
vxa2 = _mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 3, 2, 1));
const __m128i vb1 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 8));
const __m128i vxb1 = _mm_cvtepi8_epi16(vb1);
vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb1));
vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1));
vacc1x0123 = _mm_add_epi32(vacc1x0123, _mm_madd_epi16(vxa1, vxb1));
vxa1 = _mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 3, 2, 1));
vacc2x0123 = _mm_add_epi32(vacc2x0123, _mm_madd_epi16(vxa2, vxb1));
vxa2 = _mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 3, 2, 1));
const __m128i vb2 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 16));
const __m128i vxb2 = _mm_cvtepi8_epi16(vb2);
vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb2));
vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1));
vacc1x0123 = _mm_add_epi32(vacc1x0123, _mm_madd_epi16(vxa1, vxb2));
vxa1 = _mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 3, 2, 1));
vacc2x0123 = _mm_add_epi32(vacc2x0123, _mm_madd_epi16(vxa2, vxb2));
vxa2 = _mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 3, 2, 1));
const __m128i vb3 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 24));
const __m128i vxb3 = _mm_cvtepi8_epi16(vb3);
vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb3));
vacc1x0123 = _mm_add_epi32(vacc1x0123, _mm_madd_epi16(vxa1, vxb3));
vacc2x0123 = _mm_add_epi32(vacc2x0123, _mm_madd_epi16(vxa2, vxb3));
w = (const void*) ((const int8_t*) w + 32);
k -= 8 * sizeof(int8_t);
} while (k != 0);
__m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123);
__m128 vscaled1x0123 = _mm_cvtepi32_ps(vacc1x0123);
__m128 vscaled2x0123 = _mm_cvtepi32_ps(vacc2x0123);
const __m128 vscale0123 = _mm_loadu_ps((const float*) w);
w = (const void*) ((const float*) w + 4);
vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale0123);
vscaled1x0123 = _mm_mul_ps(vscaled1x0123, vscale0123);
vscaled2x0123 = _mm_mul_ps(vscaled2x0123, vscale0123);
const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point);
vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point);
vscaled1x0123 = _mm_min_ps(vscaled1x0123, voutput_max_less_zero_point);
vscaled2x0123 = _mm_min_ps(vscaled2x0123, voutput_max_less_zero_point);
vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123);
vacc1x0123 = _mm_cvtps_epi32(vscaled1x0123);
vacc2x0123 = _mm_cvtps_epi32(vscaled2x0123);
const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point);
__m128i vacc01x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc1x0123), voutput_zero_point);
__m128i vacc22x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc2x0123, vacc2x0123), voutput_zero_point);
__m128i vout = _mm_packs_epi16(vacc01x0123, vacc22x0123);
vout = _mm_max_epi8(vout, _mm_load_si128((const __m128i*) params->fp32_sse4.output_min));
if (nc >= 4) {
unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout));
unaligned_store_u32(c1, (uint32_t) _mm_extract_epi32(vout, 1));
unaligned_store_u32(c2, (uint32_t) _mm_extract_epi32(vout, 2));
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
nc -= 4;
} else {
if (nc & 2) {
unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0));
c0 += 2;
unaligned_store_u16(c1, (uint16_t) _mm_extract_epi16(vout, 2));
c1 += 2;
unaligned_store_u16(c2, (uint16_t) _mm_extract_epi16(vout, 4));
c2 += 2;
vout = _mm_srli_epi32(vout, 16);
}
if (nc & 1) {
*c0 = (int8_t) _mm_extract_epi8(vout, 0);
*c1 = (int8_t) _mm_extract_epi8(vout, 4);
*c2 = (int8_t) _mm_extract_epi8(vout, 8);
}
nc = 0;
}
} while (nc != 0);
}
| 6,611
| 36.782857
| 108
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-3x4c2s4-minmax-fp32-sse2-ld128.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/MRx4c2s4-sse.c.in
// Generator: tools/xngen
//
// Copyright 2022 Google LLC
//
// This source code is licensed under the BSD-style license found in the
// LICENSE file in the root directory of this source tree.
#include <assert.h>
#include <emmintrin.h>
#include <xnnpack/gemm.h>
#include <xnnpack/math.h>
#include <xnnpack/unaligned.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_3x4c2s4__sse2_ld128(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
{
assert(mr != 0);
assert(mr <= 3);
assert(nc != 0);
assert(kc != 0);
assert(kc % sizeof(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
kc = round_up_po2(kc, 8 * sizeof(int8_t));
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
do {
__m128i vacc0x0123 = _mm_loadu_si128((const __m128i*) w);
__m128i vacc1x0123 = vacc0x0123;
__m128i vacc2x0123 = vacc0x0123;
w = (const void*) ((const int32_t*) w + 4);
size_t k = kc;
do {
const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
__m128i vxa0 = _mm_srai_epi16(_mm_unpacklo_epi8(va0, va0), 8);
a0 += 8;
const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
__m128i vxa1 = _mm_srai_epi16(_mm_unpacklo_epi8(va1, va1), 8);
a1 += 8;
const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
__m128i vxa2 = _mm_srai_epi16(_mm_unpacklo_epi8(va2, va2), 8);
a2 += 8;
const __m128i vb01 = _mm_loadu_si128((const __m128i*) w);
const __m128i vsb01 = _mm_cmpgt_epi8(_mm_setzero_si128(), vb01);
const __m128i vxb0 = _mm_unpacklo_epi8(vb01, vsb01);
const __m128i vxb1 = _mm_unpackhi_epi8(vb01, vsb01);
vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb0));
vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1));
vacc1x0123 = _mm_add_epi32(vacc1x0123, _mm_madd_epi16(vxa1, vxb0));
vxa1 = _mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 3, 2, 1));
vacc2x0123 = _mm_add_epi32(vacc2x0123, _mm_madd_epi16(vxa2, vxb0));
vxa2 = _mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 3, 2, 1));
vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb1));
vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1));
vacc1x0123 = _mm_add_epi32(vacc1x0123, _mm_madd_epi16(vxa1, vxb1));
vxa1 = _mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 3, 2, 1));
vacc2x0123 = _mm_add_epi32(vacc2x0123, _mm_madd_epi16(vxa2, vxb1));
vxa2 = _mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 3, 2, 1));
const __m128i vb23 = _mm_loadu_si128((const __m128i*) ((const int8_t*) w + 16));
const __m128i vsb23 = _mm_cmpgt_epi8(_mm_setzero_si128(), vb23);
const __m128i vxb2 = _mm_unpacklo_epi8(vb23, vsb23);
const __m128i vxb3 = _mm_unpackhi_epi8(vb23, vsb23);
vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb2));
vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1));
vacc1x0123 = _mm_add_epi32(vacc1x0123, _mm_madd_epi16(vxa1, vxb2));
vxa1 = _mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 3, 2, 1));
vacc2x0123 = _mm_add_epi32(vacc2x0123, _mm_madd_epi16(vxa2, vxb2));
vxa2 = _mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 3, 2, 1));
vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb3));
vacc1x0123 = _mm_add_epi32(vacc1x0123, _mm_madd_epi16(vxa1, vxb3));
vacc2x0123 = _mm_add_epi32(vacc2x0123, _mm_madd_epi16(vxa2, vxb3));
w = (const void*) ((const int8_t*) w + 32);
k -= 8 * sizeof(int8_t);
} while (k != 0);
__m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123);
__m128 vscaled1x0123 = _mm_cvtepi32_ps(vacc1x0123);
__m128 vscaled2x0123 = _mm_cvtepi32_ps(vacc2x0123);
const __m128 vscale0123 = _mm_loadu_ps((const float*) w);
w = (const void*) ((const float*) w + 4);
vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale0123);
vscaled1x0123 = _mm_mul_ps(vscaled1x0123, vscale0123);
vscaled2x0123 = _mm_mul_ps(vscaled2x0123, vscale0123);
const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse2.output_max_less_zero_point);
vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point);
vscaled1x0123 = _mm_min_ps(vscaled1x0123, voutput_max_less_zero_point);
vscaled2x0123 = _mm_min_ps(vscaled2x0123, voutput_max_less_zero_point);
vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123);
vacc1x0123 = _mm_cvtps_epi32(vscaled1x0123);
vacc2x0123 = _mm_cvtps_epi32(vscaled2x0123);
const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse2.output_zero_point);
__m128i vacc01x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc1x0123), voutput_zero_point);
__m128i vacc22x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc2x0123, vacc2x0123), voutput_zero_point);
const __m128i voutput_min = _mm_load_si128((const __m128i*) params->fp32_sse2.output_min);
vacc01x0123 = _mm_max_epi16(vacc01x0123, voutput_min);
vacc22x0123 = _mm_max_epi16(vacc22x0123, voutput_min);
__m128i vout = _mm_packs_epi16(vacc01x0123, vacc22x0123);
if (nc >= 4) {
unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout));
vout = _mm_shuffle_epi32(vout, _MM_SHUFFLE(0, 3, 2, 1));
unaligned_store_u32(c1, (uint32_t) _mm_cvtsi128_si32(vout));
vout = _mm_shuffle_epi32(vout, _MM_SHUFFLE(0, 3, 2, 1));
unaligned_store_u32(c2, (uint32_t) _mm_cvtsi128_si32(vout));
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
nc -= 4;
} else {
if (nc & 2) {
unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0));
c0 += 2;
unaligned_store_u16(c1, (uint16_t) _mm_extract_epi16(vout, 2));
c1 += 2;
unaligned_store_u16(c2, (uint16_t) _mm_extract_epi16(vout, 4));
c2 += 2;
vout = _mm_srli_epi32(vout, 16);
}
if (nc & 1) {
*c0 = (int8_t) _mm_cvtsi128_si32(vout);
*c1 = (int8_t) _mm_extract_epi16(vout, 2);
*c2 = (int8_t) _mm_extract_epi16(vout, 4);
}
nc = 0;
}
} while (nc != 0);
}
| 6,929
| 37.715084
| 108
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-3x4c2s4-minmax-fp32-sse2-ld64.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/MRx4c2s4-sse.c.in
// Generator: tools/xngen
//
// Copyright 2022 Google LLC
//
// This source code is licensed under the BSD-style license found in the
// LICENSE file in the root directory of this source tree.
#include <assert.h>
#include <emmintrin.h>
#include <xnnpack/gemm.h>
#include <xnnpack/math.h>
#include <xnnpack/unaligned.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_3x4c2s4__sse2_ld64(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
{
assert(mr != 0);
assert(mr <= 3);
assert(nc != 0);
assert(kc != 0);
assert(kc % sizeof(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
kc = round_up_po2(kc, 8 * sizeof(int8_t));
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
do {
__m128i vacc0x0123 = _mm_loadu_si128((const __m128i*) w);
__m128i vacc1x0123 = vacc0x0123;
__m128i vacc2x0123 = vacc0x0123;
w = (const void*) ((const int32_t*) w + 4);
size_t k = kc;
do {
const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
__m128i vxa0 = _mm_srai_epi16(_mm_unpacklo_epi8(va0, va0), 8);
a0 += 8;
const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
__m128i vxa1 = _mm_srai_epi16(_mm_unpacklo_epi8(va1, va1), 8);
a1 += 8;
const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
__m128i vxa2 = _mm_srai_epi16(_mm_unpacklo_epi8(va2, va2), 8);
a2 += 8;
const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb0 = _mm_srai_epi16(_mm_unpacklo_epi8(vb0, vb0), 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb0));
vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1));
vacc1x0123 = _mm_add_epi32(vacc1x0123, _mm_madd_epi16(vxa1, vxb0));
vxa1 = _mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 3, 2, 1));
vacc2x0123 = _mm_add_epi32(vacc2x0123, _mm_madd_epi16(vxa2, vxb0));
vxa2 = _mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 3, 2, 1));
const __m128i vb1 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 8));
const __m128i vxb1 = _mm_srai_epi16(_mm_unpacklo_epi8(vb1, vb1), 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb1));
vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1));
vacc1x0123 = _mm_add_epi32(vacc1x0123, _mm_madd_epi16(vxa1, vxb1));
vxa1 = _mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 3, 2, 1));
vacc2x0123 = _mm_add_epi32(vacc2x0123, _mm_madd_epi16(vxa2, vxb1));
vxa2 = _mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 3, 2, 1));
const __m128i vb2 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 16));
const __m128i vxb2 = _mm_srai_epi16(_mm_unpacklo_epi8(vb2, vb2), 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb2));
vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1));
vacc1x0123 = _mm_add_epi32(vacc1x0123, _mm_madd_epi16(vxa1, vxb2));
vxa1 = _mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 3, 2, 1));
vacc2x0123 = _mm_add_epi32(vacc2x0123, _mm_madd_epi16(vxa2, vxb2));
vxa2 = _mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 3, 2, 1));
const __m128i vb3 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 24));
const __m128i vxb3 = _mm_srai_epi16(_mm_unpacklo_epi8(vb3, vb3), 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb3));
vacc1x0123 = _mm_add_epi32(vacc1x0123, _mm_madd_epi16(vxa1, vxb3));
vacc2x0123 = _mm_add_epi32(vacc2x0123, _mm_madd_epi16(vxa2, vxb3));
w = (const void*) ((const int8_t*) w + 32);
k -= 8 * sizeof(int8_t);
} while (k != 0);
__m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123);
__m128 vscaled1x0123 = _mm_cvtepi32_ps(vacc1x0123);
__m128 vscaled2x0123 = _mm_cvtepi32_ps(vacc2x0123);
const __m128 vscale0123 = _mm_loadu_ps((const float*) w);
w = (const void*) ((const float*) w + 4);
vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale0123);
vscaled1x0123 = _mm_mul_ps(vscaled1x0123, vscale0123);
vscaled2x0123 = _mm_mul_ps(vscaled2x0123, vscale0123);
const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse2.output_max_less_zero_point);
vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point);
vscaled1x0123 = _mm_min_ps(vscaled1x0123, voutput_max_less_zero_point);
vscaled2x0123 = _mm_min_ps(vscaled2x0123, voutput_max_less_zero_point);
vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123);
vacc1x0123 = _mm_cvtps_epi32(vscaled1x0123);
vacc2x0123 = _mm_cvtps_epi32(vscaled2x0123);
const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse2.output_zero_point);
__m128i vacc01x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc1x0123), voutput_zero_point);
__m128i vacc22x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc2x0123, vacc2x0123), voutput_zero_point);
const __m128i voutput_min = _mm_load_si128((const __m128i*) params->fp32_sse2.output_min);
vacc01x0123 = _mm_max_epi16(vacc01x0123, voutput_min);
vacc22x0123 = _mm_max_epi16(vacc22x0123, voutput_min);
__m128i vout = _mm_packs_epi16(vacc01x0123, vacc22x0123);
if (nc >= 4) {
unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout));
vout = _mm_shuffle_epi32(vout, _MM_SHUFFLE(0, 3, 2, 1));
unaligned_store_u32(c1, (uint32_t) _mm_cvtsi128_si32(vout));
vout = _mm_shuffle_epi32(vout, _MM_SHUFFLE(0, 3, 2, 1));
unaligned_store_u32(c2, (uint32_t) _mm_cvtsi128_si32(vout));
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
nc -= 4;
} else {
if (nc & 2) {
unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0));
c0 += 2;
unaligned_store_u16(c1, (uint16_t) _mm_extract_epi16(vout, 2));
c1 += 2;
unaligned_store_u16(c2, (uint16_t) _mm_extract_epi16(vout, 4));
c2 += 2;
vout = _mm_srli_epi32(vout, 16);
}
if (nc & 1) {
*c0 = (int8_t) _mm_cvtsi128_si32(vout);
*c1 = (int8_t) _mm_extract_epi16(vout, 2);
*c2 = (int8_t) _mm_extract_epi16(vout, 4);
}
nc = 0;
}
} while (nc != 0);
}
| 7,019
| 38.217877
| 108
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-3x4c2s4-minmax-fp32-sse41-ld128.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/MRx4c2s4-sse.c.in
// Generator: tools/xngen
//
// Copyright 2022 Google LLC
//
// This source code is licensed under the BSD-style license found in the
// LICENSE file in the root directory of this source tree.
#include <assert.h>
#include <smmintrin.h>
#include <xnnpack/gemm.h>
#include <xnnpack/math.h>
#include <xnnpack/unaligned.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_3x4c2s4__sse41_ld128(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
{
assert(mr != 0);
assert(mr <= 3);
assert(nc != 0);
assert(kc != 0);
assert(kc % sizeof(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
kc = round_up_po2(kc, 8 * sizeof(int8_t));
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
do {
__m128i vacc0x0123 = _mm_loadu_si128((const __m128i*) w);
__m128i vacc1x0123 = vacc0x0123;
__m128i vacc2x0123 = vacc0x0123;
w = (const void*) ((const int32_t*) w + 4);
size_t k = kc;
do {
const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
__m128i vxa0 = _mm_cvtepi8_epi16(va0);
a0 += 8;
const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
__m128i vxa1 = _mm_cvtepi8_epi16(va1);
a1 += 8;
const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
__m128i vxa2 = _mm_cvtepi8_epi16(va2);
a2 += 8;
const __m128i vb01 = _mm_loadu_si128((const __m128i*) w);
const __m128i vxb0 = _mm_cvtepi8_epi16(vb01);
const __m128i vxb1 = _mm_srai_epi16(_mm_unpackhi_epi8(vb01, vb01), 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb0));
vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1));
vacc1x0123 = _mm_add_epi32(vacc1x0123, _mm_madd_epi16(vxa1, vxb0));
vxa1 = _mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 3, 2, 1));
vacc2x0123 = _mm_add_epi32(vacc2x0123, _mm_madd_epi16(vxa2, vxb0));
vxa2 = _mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 3, 2, 1));
vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb1));
vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1));
vacc1x0123 = _mm_add_epi32(vacc1x0123, _mm_madd_epi16(vxa1, vxb1));
vxa1 = _mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 3, 2, 1));
vacc2x0123 = _mm_add_epi32(vacc2x0123, _mm_madd_epi16(vxa2, vxb1));
vxa2 = _mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 3, 2, 1));
const __m128i vb23 = _mm_loadu_si128((const __m128i*) ((const int8_t*) w + 16));
const __m128i vxb2 = _mm_cvtepi8_epi16(vb23);
const __m128i vxb3 = _mm_srai_epi16(_mm_unpackhi_epi8(vb23, vb23), 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb2));
vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1));
vacc1x0123 = _mm_add_epi32(vacc1x0123, _mm_madd_epi16(vxa1, vxb2));
vxa1 = _mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 3, 2, 1));
vacc2x0123 = _mm_add_epi32(vacc2x0123, _mm_madd_epi16(vxa2, vxb2));
vxa2 = _mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 3, 2, 1));
vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb3));
vacc1x0123 = _mm_add_epi32(vacc1x0123, _mm_madd_epi16(vxa1, vxb3));
vacc2x0123 = _mm_add_epi32(vacc2x0123, _mm_madd_epi16(vxa2, vxb3));
w = (const void*) ((const int8_t*) w + 32);
k -= 8 * sizeof(int8_t);
} while (k != 0);
__m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123);
__m128 vscaled1x0123 = _mm_cvtepi32_ps(vacc1x0123);
__m128 vscaled2x0123 = _mm_cvtepi32_ps(vacc2x0123);
const __m128 vscale0123 = _mm_loadu_ps((const float*) w);
w = (const void*) ((const float*) w + 4);
vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale0123);
vscaled1x0123 = _mm_mul_ps(vscaled1x0123, vscale0123);
vscaled2x0123 = _mm_mul_ps(vscaled2x0123, vscale0123);
const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point);
vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point);
vscaled1x0123 = _mm_min_ps(vscaled1x0123, voutput_max_less_zero_point);
vscaled2x0123 = _mm_min_ps(vscaled2x0123, voutput_max_less_zero_point);
vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123);
vacc1x0123 = _mm_cvtps_epi32(vscaled1x0123);
vacc2x0123 = _mm_cvtps_epi32(vscaled2x0123);
const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point);
__m128i vacc01x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc1x0123), voutput_zero_point);
__m128i vacc22x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc2x0123, vacc2x0123), voutput_zero_point);
__m128i vout = _mm_packs_epi16(vacc01x0123, vacc22x0123);
vout = _mm_max_epi8(vout, _mm_load_si128((const __m128i*) params->fp32_sse4.output_min));
if (nc >= 4) {
unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout));
unaligned_store_u32(c1, (uint32_t) _mm_extract_epi32(vout, 1));
unaligned_store_u32(c2, (uint32_t) _mm_extract_epi32(vout, 2));
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
nc -= 4;
} else {
if (nc & 2) {
unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0));
c0 += 2;
unaligned_store_u16(c1, (uint16_t) _mm_extract_epi16(vout, 2));
c1 += 2;
unaligned_store_u16(c2, (uint16_t) _mm_extract_epi16(vout, 4));
c2 += 2;
vout = _mm_srli_epi32(vout, 16);
}
if (nc & 1) {
*c0 = (int8_t) _mm_extract_epi8(vout, 0);
*c1 = (int8_t) _mm_extract_epi8(vout, 4);
*c2 = (int8_t) _mm_extract_epi8(vout, 8);
}
nc = 0;
}
} while (nc != 0);
}
| 6,499
| 36.572254
| 108
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-3x4c2s4-minmax-fp32-sse41-ld64.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/MRx4c2s4-sse.c.in
// Generator: tools/xngen
//
// Copyright 2022 Google LLC
//
// This source code is licensed under the BSD-style license found in the
// LICENSE file in the root directory of this source tree.
#include <assert.h>
#include <smmintrin.h>
#include <xnnpack/gemm.h>
#include <xnnpack/math.h>
#include <xnnpack/unaligned.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_3x4c2s4__sse41_ld64(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
{
assert(mr != 0);
assert(mr <= 3);
assert(nc != 0);
assert(kc != 0);
assert(kc % sizeof(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
kc = round_up_po2(kc, 8 * sizeof(int8_t));
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
do {
__m128i vacc0x0123 = _mm_loadu_si128((const __m128i*) w);
__m128i vacc1x0123 = vacc0x0123;
__m128i vacc2x0123 = vacc0x0123;
w = (const void*) ((const int32_t*) w + 4);
size_t k = kc;
do {
const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
__m128i vxa0 = _mm_cvtepi8_epi16(va0);
a0 += 8;
const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
__m128i vxa1 = _mm_cvtepi8_epi16(va1);
a1 += 8;
const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
__m128i vxa2 = _mm_cvtepi8_epi16(va2);
a2 += 8;
const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb0 = _mm_cvtepi8_epi16(vb0);
vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb0));
vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1));
vacc1x0123 = _mm_add_epi32(vacc1x0123, _mm_madd_epi16(vxa1, vxb0));
vxa1 = _mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 3, 2, 1));
vacc2x0123 = _mm_add_epi32(vacc2x0123, _mm_madd_epi16(vxa2, vxb0));
vxa2 = _mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 3, 2, 1));
const __m128i vb1 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 8));
const __m128i vxb1 = _mm_cvtepi8_epi16(vb1);
vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb1));
vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1));
vacc1x0123 = _mm_add_epi32(vacc1x0123, _mm_madd_epi16(vxa1, vxb1));
vxa1 = _mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 3, 2, 1));
vacc2x0123 = _mm_add_epi32(vacc2x0123, _mm_madd_epi16(vxa2, vxb1));
vxa2 = _mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 3, 2, 1));
const __m128i vb2 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 16));
const __m128i vxb2 = _mm_cvtepi8_epi16(vb2);
vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb2));
vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1));
vacc1x0123 = _mm_add_epi32(vacc1x0123, _mm_madd_epi16(vxa1, vxb2));
vxa1 = _mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 3, 2, 1));
vacc2x0123 = _mm_add_epi32(vacc2x0123, _mm_madd_epi16(vxa2, vxb2));
vxa2 = _mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 3, 2, 1));
const __m128i vb3 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 24));
const __m128i vxb3 = _mm_cvtepi8_epi16(vb3);
vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb3));
vacc1x0123 = _mm_add_epi32(vacc1x0123, _mm_madd_epi16(vxa1, vxb3));
vacc2x0123 = _mm_add_epi32(vacc2x0123, _mm_madd_epi16(vxa2, vxb3));
w = (const void*) ((const int8_t*) w + 32);
k -= 8 * sizeof(int8_t);
} while (k != 0);
__m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123);
__m128 vscaled1x0123 = _mm_cvtepi32_ps(vacc1x0123);
__m128 vscaled2x0123 = _mm_cvtepi32_ps(vacc2x0123);
const __m128 vscale0123 = _mm_loadu_ps((const float*) w);
w = (const void*) ((const float*) w + 4);
vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale0123);
vscaled1x0123 = _mm_mul_ps(vscaled1x0123, vscale0123);
vscaled2x0123 = _mm_mul_ps(vscaled2x0123, vscale0123);
const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point);
vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point);
vscaled1x0123 = _mm_min_ps(vscaled1x0123, voutput_max_less_zero_point);
vscaled2x0123 = _mm_min_ps(vscaled2x0123, voutput_max_less_zero_point);
vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123);
vacc1x0123 = _mm_cvtps_epi32(vscaled1x0123);
vacc2x0123 = _mm_cvtps_epi32(vscaled2x0123);
const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point);
__m128i vacc01x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc1x0123), voutput_zero_point);
__m128i vacc22x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc2x0123, vacc2x0123), voutput_zero_point);
__m128i vout = _mm_packs_epi16(vacc01x0123, vacc22x0123);
vout = _mm_max_epi8(vout, _mm_load_si128((const __m128i*) params->fp32_sse4.output_min));
if (nc >= 4) {
unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout));
unaligned_store_u32(c1, (uint32_t) _mm_extract_epi32(vout, 1));
unaligned_store_u32(c2, (uint32_t) _mm_extract_epi32(vout, 2));
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
nc -= 4;
} else {
if (nc & 2) {
unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0));
c0 += 2;
unaligned_store_u16(c1, (uint16_t) _mm_extract_epi16(vout, 2));
c1 += 2;
unaligned_store_u16(c2, (uint16_t) _mm_extract_epi16(vout, 4));
c2 += 2;
vout = _mm_srli_epi32(vout, 16);
}
if (nc & 1) {
*c0 = (int8_t) _mm_extract_epi8(vout, 0);
*c1 = (int8_t) _mm_extract_epi8(vout, 4);
*c2 = (int8_t) _mm_extract_epi8(vout, 8);
}
nc = 0;
}
} while (nc != 0);
}
| 6,613
| 36.794286
| 108
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-3x4c2s4-minmax-fp32-wasmsimd-dot16x2-ld128.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/MRx4c2s4-wasmsimd-dot16x2.c.in
// Generator: tools/xngen
//
// 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 <wasm_simd128.h>
#include <xnnpack/gemm.h>
#include <xnnpack/math.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_3x4c2s4__wasmsimd_dot16x2_ld128(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
{
assert(mr != 0);
assert(mr <= 3);
assert(nc != 0);
assert(kc != 0);
assert(kc % sizeof(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
kc = round_up_po2(kc, 8 * sizeof(int8_t));
do {
v128_t vacc0x0123 = wasm_v128_load(w);
v128_t vacc1x0123 = vacc0x0123;
v128_t vacc2x0123 = vacc0x0123;
w = (const void*) ((const int32_t*) w + 4);
size_t k = kc;
do {
v128_t vxa0 = wasm_i16x8_load8x8((const v128_t*) a0);
a0 += 8;
v128_t vxa1 = wasm_i16x8_load8x8((const v128_t*) a1);
a1 += 8;
v128_t vxa2 = wasm_i16x8_load8x8((const v128_t*) a2);
a2 += 8;
const v128_t vb01 = wasm_v128_load(w);
const v128_t vxb0 = wasm_i16x8_extend_low_i8x16(vb01);
const v128_t vxb1 = wasm_i16x8_extend_high_i8x16(vb01);
vacc0x0123 = wasm_i32x4_add(vacc0x0123, wasm_i32x4_dot_i16x8(vxa0, vxb0));
vxa0 = wasm_v32x4_shuffle(vxa0, vxa0, 1, 2, 3, 4);
vacc1x0123 = wasm_i32x4_add(vacc1x0123, wasm_i32x4_dot_i16x8(vxa1, vxb0));
vxa1 = wasm_v32x4_shuffle(vxa1, vxa1, 1, 2, 3, 4);
vacc2x0123 = wasm_i32x4_add(vacc2x0123, wasm_i32x4_dot_i16x8(vxa2, vxb0));
vxa2 = wasm_v32x4_shuffle(vxa2, vxa2, 1, 2, 3, 4);
vacc0x0123 = wasm_i32x4_add(vacc0x0123, wasm_i32x4_dot_i16x8(vxa0, vxb1));
vxa0 = wasm_v32x4_shuffle(vxa0, vxa0, 1, 2, 3, 4);
vacc1x0123 = wasm_i32x4_add(vacc1x0123, wasm_i32x4_dot_i16x8(vxa1, vxb1));
vxa1 = wasm_v32x4_shuffle(vxa1, vxa1, 1, 2, 3, 4);
vacc2x0123 = wasm_i32x4_add(vacc2x0123, wasm_i32x4_dot_i16x8(vxa2, vxb1));
vxa2 = wasm_v32x4_shuffle(vxa2, vxa2, 1, 2, 3, 4);
const v128_t vb23 = wasm_v128_load((const int8_t*) w + 16);
const v128_t vxb2 = wasm_i16x8_extend_low_i8x16(vb23);
const v128_t vxb3 = wasm_i16x8_extend_high_i8x16(vb23);
vacc0x0123 = wasm_i32x4_add(vacc0x0123, wasm_i32x4_dot_i16x8(vxa0, vxb2));
vxa0 = wasm_v32x4_shuffle(vxa0, vxa0, 1, 2, 3, 4);
vacc1x0123 = wasm_i32x4_add(vacc1x0123, wasm_i32x4_dot_i16x8(vxa1, vxb2));
vxa1 = wasm_v32x4_shuffle(vxa1, vxa1, 1, 2, 3, 4);
vacc2x0123 = wasm_i32x4_add(vacc2x0123, wasm_i32x4_dot_i16x8(vxa2, vxb2));
vxa2 = wasm_v32x4_shuffle(vxa2, vxa2, 1, 2, 3, 4);
vacc0x0123 = wasm_i32x4_add(vacc0x0123, wasm_i32x4_dot_i16x8(vxa0, vxb3));
vacc1x0123 = wasm_i32x4_add(vacc1x0123, wasm_i32x4_dot_i16x8(vxa1, vxb3));
vacc2x0123 = wasm_i32x4_add(vacc2x0123, wasm_i32x4_dot_i16x8(vxa2, vxb3));
w = (const int8_t*) w + 32;
k -= 8 * sizeof(int8_t);
} while (k != 0);
vacc0x0123 = wasm_f32x4_convert_i32x4(vacc0x0123);
vacc1x0123 = wasm_f32x4_convert_i32x4(vacc1x0123);
vacc2x0123 = wasm_f32x4_convert_i32x4(vacc2x0123);
const v128_t vscale0123 = wasm_v128_load(w);
w = (const float*) w + 4;
vacc0x0123 = wasm_f32x4_mul(vacc0x0123, vscale0123);
vacc1x0123 = wasm_f32x4_mul(vacc1x0123, vscale0123);
vacc2x0123 = wasm_f32x4_mul(vacc2x0123, vscale0123);
const v128_t vmagic_bias = wasm_v128_load64_splat(params->fp32_wasmsimd.magic_bias);
vacc0x0123 = wasm_f32x4_add(vacc0x0123, vmagic_bias);
vacc1x0123 = wasm_f32x4_add(vacc1x0123, vmagic_bias);
vacc2x0123 = wasm_f32x4_add(vacc2x0123, vmagic_bias);
const v128_t vmagic_min = wasm_v128_load64_splat(params->fp32_wasmsimd.magic_min);
vacc0x0123 = wasm_i32x4_max(vacc0x0123, vmagic_min);
vacc1x0123 = wasm_i32x4_max(vacc1x0123, vmagic_min);
vacc2x0123 = wasm_i32x4_max(vacc2x0123, vmagic_min);
const v128_t vmagic_bias_less_output_zero_point = wasm_v128_load64_splat(params->fp32_wasmsimd.magic_bias_less_output_zero_point);
vacc0x0123 = wasm_i32x4_sub(vacc0x0123, vmagic_bias_less_output_zero_point);
vacc1x0123 = wasm_i32x4_sub(vacc1x0123, vmagic_bias_less_output_zero_point);
vacc2x0123 = wasm_i32x4_sub(vacc2x0123, vmagic_bias_less_output_zero_point);
v128_t vacc01x0123 = wasm_i16x8_narrow_i32x4(vacc0x0123, vacc1x0123);
v128_t vacc22x0123 = wasm_i16x8_narrow_i32x4(vacc2x0123, vacc2x0123);
v128_t vout = wasm_i8x16_narrow_i16x8(vacc01x0123, vacc22x0123);
const v128_t voutput_max = wasm_v128_load64_splat(params->fp32_wasmsimd.output_max);
vout = wasm_i8x16_min(vout, voutput_max);
if (nc >= 4) {
wasm_v128_store32_lane(c0, vout, 0);
wasm_v128_store32_lane(c1, vout, 1);
wasm_v128_store32_lane(c2, vout, 2);
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
nc -= 4;
} else {
if (nc & 2) {
wasm_v128_store16_lane(c0, vout, 0);
c0 += 2;
wasm_v128_store16_lane(c1, vout, 2);
c1 += 2;
wasm_v128_store16_lane(c2, vout, 4);
c2 += 2;
vout = wasm_u32x4_shr(vout, 16);
}
if (nc & 1) {
wasm_v128_store8_lane(c0, vout, 0);
wasm_v128_store8_lane(c1, vout, 4);
wasm_v128_store8_lane(c2, vout, 8);
}
nc = 0;
}
} while (nc != 0);
}
| 6,374
| 35.428571
| 134
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-3x4c2s4-minmax-fp32-wasmsimd-dot16x2-ld64.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/MRx4c2s4-wasmsimd-dot16x2.c.in
// Generator: tools/xngen
//
// 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 <wasm_simd128.h>
#include <xnnpack/gemm.h>
#include <xnnpack/math.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_3x4c2s4__wasmsimd_dot16x2_ld64(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
{
assert(mr != 0);
assert(mr <= 3);
assert(nc != 0);
assert(kc != 0);
assert(kc % sizeof(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
kc = round_up_po2(kc, 8 * sizeof(int8_t));
do {
v128_t vacc0x0123 = wasm_v128_load(w);
v128_t vacc1x0123 = vacc0x0123;
v128_t vacc2x0123 = vacc0x0123;
w = (const void*) ((const int32_t*) w + 4);
size_t k = kc;
do {
v128_t vxa0 = wasm_i16x8_load8x8((const v128_t*) a0);
a0 += 8;
v128_t vxa1 = wasm_i16x8_load8x8((const v128_t*) a1);
a1 += 8;
v128_t vxa2 = wasm_i16x8_load8x8((const v128_t*) a2);
a2 += 8;
const v128_t vxb0 = wasm_i16x8_load8x8(w);
vacc0x0123 = wasm_i32x4_add(vacc0x0123, wasm_i32x4_dot_i16x8(vxa0, vxb0));
vxa0 = wasm_v32x4_shuffle(vxa0, vxa0, 1, 2, 3, 4);
vacc1x0123 = wasm_i32x4_add(vacc1x0123, wasm_i32x4_dot_i16x8(vxa1, vxb0));
vxa1 = wasm_v32x4_shuffle(vxa1, vxa1, 1, 2, 3, 4);
vacc2x0123 = wasm_i32x4_add(vacc2x0123, wasm_i32x4_dot_i16x8(vxa2, vxb0));
vxa2 = wasm_v32x4_shuffle(vxa2, vxa2, 1, 2, 3, 4);
const v128_t vxb1 = wasm_i16x8_load8x8((const int8_t*) w + 8);
vacc0x0123 = wasm_i32x4_add(vacc0x0123, wasm_i32x4_dot_i16x8(vxa0, vxb1));
vxa0 = wasm_v32x4_shuffle(vxa0, vxa0, 1, 2, 3, 4);
vacc1x0123 = wasm_i32x4_add(vacc1x0123, wasm_i32x4_dot_i16x8(vxa1, vxb1));
vxa1 = wasm_v32x4_shuffle(vxa1, vxa1, 1, 2, 3, 4);
vacc2x0123 = wasm_i32x4_add(vacc2x0123, wasm_i32x4_dot_i16x8(vxa2, vxb1));
vxa2 = wasm_v32x4_shuffle(vxa2, vxa2, 1, 2, 3, 4);
const v128_t vxb2 = wasm_i16x8_load8x8((const int8_t*) w + 16);
vacc0x0123 = wasm_i32x4_add(vacc0x0123, wasm_i32x4_dot_i16x8(vxa0, vxb2));
vxa0 = wasm_v32x4_shuffle(vxa0, vxa0, 1, 2, 3, 4);
vacc1x0123 = wasm_i32x4_add(vacc1x0123, wasm_i32x4_dot_i16x8(vxa1, vxb2));
vxa1 = wasm_v32x4_shuffle(vxa1, vxa1, 1, 2, 3, 4);
vacc2x0123 = wasm_i32x4_add(vacc2x0123, wasm_i32x4_dot_i16x8(vxa2, vxb2));
vxa2 = wasm_v32x4_shuffle(vxa2, vxa2, 1, 2, 3, 4);
const v128_t vxb3 = wasm_i16x8_load8x8((const int8_t*) w + 24);
vacc0x0123 = wasm_i32x4_add(vacc0x0123, wasm_i32x4_dot_i16x8(vxa0, vxb3));
vacc1x0123 = wasm_i32x4_add(vacc1x0123, wasm_i32x4_dot_i16x8(vxa1, vxb3));
vacc2x0123 = wasm_i32x4_add(vacc2x0123, wasm_i32x4_dot_i16x8(vxa2, vxb3));
w = (const int8_t*) w + 32;
k -= 8 * sizeof(int8_t);
} while (k != 0);
vacc0x0123 = wasm_f32x4_convert_i32x4(vacc0x0123);
vacc1x0123 = wasm_f32x4_convert_i32x4(vacc1x0123);
vacc2x0123 = wasm_f32x4_convert_i32x4(vacc2x0123);
const v128_t vscale0123 = wasm_v128_load(w);
w = (const float*) w + 4;
vacc0x0123 = wasm_f32x4_mul(vacc0x0123, vscale0123);
vacc1x0123 = wasm_f32x4_mul(vacc1x0123, vscale0123);
vacc2x0123 = wasm_f32x4_mul(vacc2x0123, vscale0123);
const v128_t vmagic_bias = wasm_v128_load64_splat(params->fp32_wasmsimd.magic_bias);
vacc0x0123 = wasm_f32x4_add(vacc0x0123, vmagic_bias);
vacc1x0123 = wasm_f32x4_add(vacc1x0123, vmagic_bias);
vacc2x0123 = wasm_f32x4_add(vacc2x0123, vmagic_bias);
const v128_t vmagic_min = wasm_v128_load64_splat(params->fp32_wasmsimd.magic_min);
vacc0x0123 = wasm_i32x4_max(vacc0x0123, vmagic_min);
vacc1x0123 = wasm_i32x4_max(vacc1x0123, vmagic_min);
vacc2x0123 = wasm_i32x4_max(vacc2x0123, vmagic_min);
const v128_t vmagic_bias_less_output_zero_point = wasm_v128_load64_splat(params->fp32_wasmsimd.magic_bias_less_output_zero_point);
vacc0x0123 = wasm_i32x4_sub(vacc0x0123, vmagic_bias_less_output_zero_point);
vacc1x0123 = wasm_i32x4_sub(vacc1x0123, vmagic_bias_less_output_zero_point);
vacc2x0123 = wasm_i32x4_sub(vacc2x0123, vmagic_bias_less_output_zero_point);
v128_t vacc01x0123 = wasm_i16x8_narrow_i32x4(vacc0x0123, vacc1x0123);
v128_t vacc22x0123 = wasm_i16x8_narrow_i32x4(vacc2x0123, vacc2x0123);
v128_t vout = wasm_i8x16_narrow_i16x8(vacc01x0123, vacc22x0123);
const v128_t voutput_max = wasm_v128_load64_splat(params->fp32_wasmsimd.output_max);
vout = wasm_i8x16_min(vout, voutput_max);
if (nc >= 4) {
wasm_v128_store32_lane(c0, vout, 0);
wasm_v128_store32_lane(c1, vout, 1);
wasm_v128_store32_lane(c2, vout, 2);
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
nc -= 4;
} else {
if (nc & 2) {
wasm_v128_store16_lane(c0, vout, 0);
c0 += 2;
wasm_v128_store16_lane(c1, vout, 2);
c1 += 2;
wasm_v128_store16_lane(c2, vout, 4);
c2 += 2;
vout = wasm_u32x4_shr(vout, 16);
}
if (nc & 1) {
wasm_v128_store8_lane(c0, vout, 0);
wasm_v128_store8_lane(c1, vout, 4);
wasm_v128_store8_lane(c2, vout, 8);
}
nc = 0;
}
} while (nc != 0);
}
| 6,274
| 35.271676
| 134
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-3x4c2s4-minmax-fp32-xop-ld128.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/MRx4c2s4-sse.c.in
// Generator: tools/xngen
//
// Copyright 2022 Google LLC
//
// This source code is licensed under the BSD-style license found in the
// LICENSE file in the root directory of this source tree.
#include <assert.h>
#ifdef _MSC_VER
#include <intrin.h>
#else
#include <x86intrin.h>
#endif
#include <xnnpack/gemm.h>
#include <xnnpack/math.h>
#include <xnnpack/unaligned.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_3x4c2s4__xop_ld128(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
{
assert(mr != 0);
assert(mr <= 3);
assert(nc != 0);
assert(kc != 0);
assert(kc % sizeof(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
kc = round_up_po2(kc, 8 * sizeof(int8_t));
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
do {
__m128i vacc0x0123 = _mm_loadu_si128((const __m128i*) w);
__m128i vacc1x0123 = vacc0x0123;
__m128i vacc2x0123 = vacc0x0123;
w = (const void*) ((const int32_t*) w + 4);
size_t k = kc;
do {
const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
__m128i vxa0 = _mm_cvtepi8_epi16(va0);
a0 += 8;
const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
__m128i vxa1 = _mm_cvtepi8_epi16(va1);
a1 += 8;
const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
__m128i vxa2 = _mm_cvtepi8_epi16(va2);
a2 += 8;
const __m128i vb01 = _mm_loadu_si128((const __m128i*) w);
const __m128i vxb0 = _mm_cvtepi8_epi16(vb01);
const __m128i vxb1 = _mm_srai_epi16(_mm_unpackhi_epi8(vb01, vb01), 8);
vacc0x0123 = _mm_maddd_epi16(vxa0, vxb0, vacc0x0123);
vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1));
vacc1x0123 = _mm_maddd_epi16(vxa1, vxb0, vacc1x0123);
vxa1 = _mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 3, 2, 1));
vacc2x0123 = _mm_maddd_epi16(vxa2, vxb0, vacc2x0123);
vxa2 = _mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 3, 2, 1));
vacc0x0123 = _mm_maddd_epi16(vxa0, vxb1, vacc0x0123);
vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1));
vacc1x0123 = _mm_maddd_epi16(vxa1, vxb1, vacc1x0123);
vxa1 = _mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 3, 2, 1));
vacc2x0123 = _mm_maddd_epi16(vxa2, vxb1, vacc2x0123);
vxa2 = _mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 3, 2, 1));
const __m128i vb23 = _mm_loadu_si128((const __m128i*) ((const int8_t*) w + 16));
const __m128i vxb2 = _mm_cvtepi8_epi16(vb23);
const __m128i vxb3 = _mm_srai_epi16(_mm_unpackhi_epi8(vb23, vb23), 8);
vacc0x0123 = _mm_maddd_epi16(vxa0, vxb2, vacc0x0123);
vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1));
vacc1x0123 = _mm_maddd_epi16(vxa1, vxb2, vacc1x0123);
vxa1 = _mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 3, 2, 1));
vacc2x0123 = _mm_maddd_epi16(vxa2, vxb2, vacc2x0123);
vxa2 = _mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 3, 2, 1));
vacc0x0123 = _mm_maddd_epi16(vxa0, vxb3, vacc0x0123);
vacc1x0123 = _mm_maddd_epi16(vxa1, vxb3, vacc1x0123);
vacc2x0123 = _mm_maddd_epi16(vxa2, vxb3, vacc2x0123);
w = (const void*) ((const int8_t*) w + 32);
k -= 8 * sizeof(int8_t);
} while (k != 0);
__m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123);
__m128 vscaled1x0123 = _mm_cvtepi32_ps(vacc1x0123);
__m128 vscaled2x0123 = _mm_cvtepi32_ps(vacc2x0123);
const __m128 vscale0123 = _mm_loadu_ps((const float*) w);
w = (const void*) ((const float*) w + 4);
vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale0123);
vscaled1x0123 = _mm_mul_ps(vscaled1x0123, vscale0123);
vscaled2x0123 = _mm_mul_ps(vscaled2x0123, vscale0123);
const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point);
vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point);
vscaled1x0123 = _mm_min_ps(vscaled1x0123, voutput_max_less_zero_point);
vscaled2x0123 = _mm_min_ps(vscaled2x0123, voutput_max_less_zero_point);
vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123);
vacc1x0123 = _mm_cvtps_epi32(vscaled1x0123);
vacc2x0123 = _mm_cvtps_epi32(vscaled2x0123);
const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point);
__m128i vacc01x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc1x0123), voutput_zero_point);
__m128i vacc22x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc2x0123, vacc2x0123), voutput_zero_point);
__m128i vout = _mm_packs_epi16(vacc01x0123, vacc22x0123);
vout = _mm_max_epi8(vout, _mm_load_si128((const __m128i*) params->fp32_sse4.output_min));
if (nc >= 4) {
unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout));
unaligned_store_u32(c1, (uint32_t) _mm_extract_epi32(vout, 1));
unaligned_store_u32(c2, (uint32_t) _mm_extract_epi32(vout, 2));
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
nc -= 4;
} else {
if (nc & 2) {
unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0));
c0 += 2;
unaligned_store_u16(c1, (uint16_t) _mm_extract_epi16(vout, 2));
c1 += 2;
unaligned_store_u16(c2, (uint16_t) _mm_extract_epi16(vout, 4));
c2 += 2;
vout = _mm_srli_epi32(vout, 16);
}
if (nc & 1) {
*c0 = (int8_t) _mm_extract_epi8(vout, 0);
*c1 = (int8_t) _mm_extract_epi8(vout, 4);
*c2 = (int8_t) _mm_extract_epi8(vout, 8);
}
nc = 0;
}
} while (nc != 0);
}
| 6,382
| 35.062147
| 108
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-3x4c2s4-minmax-fp32-xop-ld64.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/MRx4c2s4-sse.c.in
// Generator: tools/xngen
//
// Copyright 2022 Google LLC
//
// This source code is licensed under the BSD-style license found in the
// LICENSE file in the root directory of this source tree.
#include <assert.h>
#ifdef _MSC_VER
#include <intrin.h>
#else
#include <x86intrin.h>
#endif
#include <xnnpack/gemm.h>
#include <xnnpack/math.h>
#include <xnnpack/unaligned.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_3x4c2s4__xop_ld64(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
{
assert(mr != 0);
assert(mr <= 3);
assert(nc != 0);
assert(kc != 0);
assert(kc % sizeof(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
kc = round_up_po2(kc, 8 * sizeof(int8_t));
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
do {
__m128i vacc0x0123 = _mm_loadu_si128((const __m128i*) w);
__m128i vacc1x0123 = vacc0x0123;
__m128i vacc2x0123 = vacc0x0123;
w = (const void*) ((const int32_t*) w + 4);
size_t k = kc;
do {
const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
__m128i vxa0 = _mm_cvtepi8_epi16(va0);
a0 += 8;
const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
__m128i vxa1 = _mm_cvtepi8_epi16(va1);
a1 += 8;
const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
__m128i vxa2 = _mm_cvtepi8_epi16(va2);
a2 += 8;
const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb0 = _mm_cvtepi8_epi16(vb0);
vacc0x0123 = _mm_maddd_epi16(vxa0, vxb0, vacc0x0123);
vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1));
vacc1x0123 = _mm_maddd_epi16(vxa1, vxb0, vacc1x0123);
vxa1 = _mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 3, 2, 1));
vacc2x0123 = _mm_maddd_epi16(vxa2, vxb0, vacc2x0123);
vxa2 = _mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 3, 2, 1));
const __m128i vb1 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 8));
const __m128i vxb1 = _mm_cvtepi8_epi16(vb1);
vacc0x0123 = _mm_maddd_epi16(vxa0, vxb1, vacc0x0123);
vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1));
vacc1x0123 = _mm_maddd_epi16(vxa1, vxb1, vacc1x0123);
vxa1 = _mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 3, 2, 1));
vacc2x0123 = _mm_maddd_epi16(vxa2, vxb1, vacc2x0123);
vxa2 = _mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 3, 2, 1));
const __m128i vb2 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 16));
const __m128i vxb2 = _mm_cvtepi8_epi16(vb2);
vacc0x0123 = _mm_maddd_epi16(vxa0, vxb2, vacc0x0123);
vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1));
vacc1x0123 = _mm_maddd_epi16(vxa1, vxb2, vacc1x0123);
vxa1 = _mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 3, 2, 1));
vacc2x0123 = _mm_maddd_epi16(vxa2, vxb2, vacc2x0123);
vxa2 = _mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 3, 2, 1));
const __m128i vb3 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 24));
const __m128i vxb3 = _mm_cvtepi8_epi16(vb3);
vacc0x0123 = _mm_maddd_epi16(vxa0, vxb3, vacc0x0123);
vacc1x0123 = _mm_maddd_epi16(vxa1, vxb3, vacc1x0123);
vacc2x0123 = _mm_maddd_epi16(vxa2, vxb3, vacc2x0123);
w = (const void*) ((const int8_t*) w + 32);
k -= 8 * sizeof(int8_t);
} while (k != 0);
__m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123);
__m128 vscaled1x0123 = _mm_cvtepi32_ps(vacc1x0123);
__m128 vscaled2x0123 = _mm_cvtepi32_ps(vacc2x0123);
const __m128 vscale0123 = _mm_loadu_ps((const float*) w);
w = (const void*) ((const float*) w + 4);
vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale0123);
vscaled1x0123 = _mm_mul_ps(vscaled1x0123, vscale0123);
vscaled2x0123 = _mm_mul_ps(vscaled2x0123, vscale0123);
const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point);
vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point);
vscaled1x0123 = _mm_min_ps(vscaled1x0123, voutput_max_less_zero_point);
vscaled2x0123 = _mm_min_ps(vscaled2x0123, voutput_max_less_zero_point);
vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123);
vacc1x0123 = _mm_cvtps_epi32(vscaled1x0123);
vacc2x0123 = _mm_cvtps_epi32(vscaled2x0123);
const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point);
__m128i vacc01x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc1x0123), voutput_zero_point);
__m128i vacc22x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc2x0123, vacc2x0123), voutput_zero_point);
__m128i vout = _mm_packs_epi16(vacc01x0123, vacc22x0123);
vout = _mm_max_epi8(vout, _mm_load_si128((const __m128i*) params->fp32_sse4.output_min));
if (nc >= 4) {
unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout));
unaligned_store_u32(c1, (uint32_t) _mm_extract_epi32(vout, 1));
unaligned_store_u32(c2, (uint32_t) _mm_extract_epi32(vout, 2));
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
nc -= 4;
} else {
if (nc & 2) {
unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0));
c0 += 2;
unaligned_store_u16(c1, (uint16_t) _mm_extract_epi16(vout, 2));
c1 += 2;
unaligned_store_u16(c2, (uint16_t) _mm_extract_epi16(vout, 4));
c2 += 2;
vout = _mm_srli_epi32(vout, 16);
}
if (nc & 1) {
*c0 = (int8_t) _mm_extract_epi8(vout, 0);
*c1 = (int8_t) _mm_extract_epi8(vout, 4);
*c2 = (int8_t) _mm_extract_epi8(vout, 8);
}
nc = 0;
}
} while (nc != 0);
}
| 6,496
| 35.296089
| 108
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-3x4c8-minmax-fp32-avx-ld128.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/MRx4c8-sse.c.in
// Generator: tools/xngen
//
// Copyright 2020 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>
#ifdef _MSC_VER
#include <intrin.h>
#else
#include <x86intrin.h>
#endif
#include <xnnpack/gemm.h>
#include <xnnpack/math.h>
#include <xnnpack/unaligned.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
{
assert(mr != 0);
assert(mr <= 3);
assert(nc != 0);
assert(kc != 0);
assert(kc % sizeof(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
kc = round_up_po2(kc, 8 * sizeof(int8_t));
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
do {
__m128i vacc0x0 = _mm_cvtsi32_si128(((const int*) w)[0]);
__m128i vacc0x1 = _mm_cvtsi32_si128(((const int*) w)[1]);
__m128i vacc0x2 = _mm_cvtsi32_si128(((const int*) w)[2]);
__m128i vacc0x3 = _mm_cvtsi32_si128(((const int*) w)[3]);
__m128i vacc1x0 = vacc0x0;
__m128i vacc1x1 = vacc0x1;
__m128i vacc1x2 = vacc0x2;
__m128i vacc1x3 = vacc0x3;
__m128i vacc2x0 = vacc0x0;
__m128i vacc2x1 = vacc0x1;
__m128i vacc2x2 = vacc0x2;
__m128i vacc2x3 = vacc0x3;
w = (const int32_t*) w + 4;
size_t k = 0;
while (k < kc) {
const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
const __m128i vxa0 = _mm_cvtepi8_epi16(va0);
a0 += 8;
const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
const __m128i vxa1 = _mm_cvtepi8_epi16(va1);
a1 += 8;
const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
const __m128i vxa2 = _mm_cvtepi8_epi16(va2);
a2 += 8;
const __m128i vb01 = _mm_load_si128((const __m128i*) w);
const __m128i vxb0 = _mm_cvtepi8_epi16(vb01);
const __m128i vxb1 = _mm_srai_epi16(_mm_unpackhi_epi8(vb01, vb01), 8);
vacc0x0 = _mm_add_epi32(vacc0x0, _mm_madd_epi16(vxa0, vxb0));
vacc0x1 = _mm_add_epi32(vacc0x1, _mm_madd_epi16(vxa0, vxb1));
vacc1x0 = _mm_add_epi32(vacc1x0, _mm_madd_epi16(vxa1, vxb0));
vacc1x1 = _mm_add_epi32(vacc1x1, _mm_madd_epi16(vxa1, vxb1));
vacc2x0 = _mm_add_epi32(vacc2x0, _mm_madd_epi16(vxa2, vxb0));
vacc2x1 = _mm_add_epi32(vacc2x1, _mm_madd_epi16(vxa2, vxb1));
const __m128i vb23 = _mm_load_si128((const __m128i*) ((const int8_t*) w + 16));
const __m128i vxb2 = _mm_cvtepi8_epi16(vb23);
const __m128i vxb3 = _mm_srai_epi16(_mm_unpackhi_epi8(vb23, vb23), 8);
vacc0x2 = _mm_add_epi32(vacc0x2, _mm_madd_epi16(vxa0, vxb2));
vacc0x3 = _mm_add_epi32(vacc0x3, _mm_madd_epi16(vxa0, vxb3));
vacc1x2 = _mm_add_epi32(vacc1x2, _mm_madd_epi16(vxa1, vxb2));
vacc1x3 = _mm_add_epi32(vacc1x3, _mm_madd_epi16(vxa1, vxb3));
vacc2x2 = _mm_add_epi32(vacc2x2, _mm_madd_epi16(vxa2, vxb2));
vacc2x3 = _mm_add_epi32(vacc2x3, _mm_madd_epi16(vxa2, vxb3));
w = (const void*) ((const int8_t*) w + 32);
k += 8 * sizeof(int8_t);
}
const __m128i vacc0x01 = _mm_hadd_epi32(vacc0x0, vacc0x1);
const __m128i vacc0x23 = _mm_hadd_epi32(vacc0x2, vacc0x3);
const __m128i vacc1x01 = _mm_hadd_epi32(vacc1x0, vacc1x1);
const __m128i vacc1x23 = _mm_hadd_epi32(vacc1x2, vacc1x3);
const __m128i vacc2x01 = _mm_hadd_epi32(vacc2x0, vacc2x1);
const __m128i vacc2x23 = _mm_hadd_epi32(vacc2x2, vacc2x3);
__m128i vacc0x0123 = _mm_hadd_epi32(vacc0x01, vacc0x23);
__m128i vacc1x0123 = _mm_hadd_epi32(vacc1x01, vacc1x23);
__m128i vacc2x0123 = _mm_hadd_epi32(vacc2x01, vacc2x23);
__m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123);
__m128 vscaled1x0123 = _mm_cvtepi32_ps(vacc1x0123);
__m128 vscaled2x0123 = _mm_cvtepi32_ps(vacc2x0123);
const __m128 vscale0123 = _mm_load_ps((const float*) w);
w = (const void*) ((const float*) w + 4);
vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale0123);
vscaled1x0123 = _mm_mul_ps(vscaled1x0123, vscale0123);
vscaled2x0123 = _mm_mul_ps(vscaled2x0123, vscale0123);
const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point);
vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point);
vscaled1x0123 = _mm_min_ps(vscaled1x0123, voutput_max_less_zero_point);
vscaled2x0123 = _mm_min_ps(vscaled2x0123, voutput_max_less_zero_point);
vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123);
vacc1x0123 = _mm_cvtps_epi32(vscaled1x0123);
vacc2x0123 = _mm_cvtps_epi32(vscaled2x0123);
const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point);
__m128i vacc01x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc1x0123), voutput_zero_point);
__m128i vacc22x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc2x0123, vacc2x0123), voutput_zero_point);
__m128i vout = _mm_packs_epi16(vacc01x0123, vacc22x0123);
vout = _mm_max_epi8(vout, _mm_load_si128((const __m128i*) params->fp32_sse4.output_min));
if (nc >= 4) {
unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout));
unaligned_store_u32(c1, (uint32_t) _mm_extract_epi32(vout, 1));
unaligned_store_u32(c2, (uint32_t) _mm_extract_epi32(vout, 2));
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
nc -= 4;
} else {
if (nc & 2) {
unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0));
c0 += 2;
unaligned_store_u16(c1, (uint16_t) _mm_extract_epi16(vout, 2));
c1 += 2;
unaligned_store_u16(c2, (uint16_t) _mm_extract_epi16(vout, 4));
c2 += 2;
vout = _mm_srli_epi32(vout, 16);
}
if (nc & 1) {
*c0 = (int8_t) _mm_extract_epi8(vout, 0);
*c1 = (int8_t) _mm_extract_epi8(vout, 4);
*c2 = (int8_t) _mm_extract_epi8(vout, 8);
}
nc = 0;
}
} while (nc != 0);
}
| 6,821
| 35.875676
| 108
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-3x4c8-minmax-fp32-avx-ld64.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/MRx4c8-sse.c.in
// Generator: tools/xngen
//
// Copyright 2020 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>
#ifdef _MSC_VER
#include <intrin.h>
#else
#include <x86intrin.h>
#endif
#include <xnnpack/gemm.h>
#include <xnnpack/math.h>
#include <xnnpack/unaligned.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
{
assert(mr != 0);
assert(mr <= 3);
assert(nc != 0);
assert(kc != 0);
assert(kc % sizeof(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
kc = round_up_po2(kc, 8 * sizeof(int8_t));
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
do {
__m128i vacc0x0 = _mm_cvtsi32_si128(((const int*) w)[0]);
__m128i vacc0x1 = _mm_cvtsi32_si128(((const int*) w)[1]);
__m128i vacc0x2 = _mm_cvtsi32_si128(((const int*) w)[2]);
__m128i vacc0x3 = _mm_cvtsi32_si128(((const int*) w)[3]);
__m128i vacc1x0 = vacc0x0;
__m128i vacc1x1 = vacc0x1;
__m128i vacc1x2 = vacc0x2;
__m128i vacc1x3 = vacc0x3;
__m128i vacc2x0 = vacc0x0;
__m128i vacc2x1 = vacc0x1;
__m128i vacc2x2 = vacc0x2;
__m128i vacc2x3 = vacc0x3;
w = (const int32_t*) w + 4;
size_t k = 0;
while (k < kc) {
const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
const __m128i vxa0 = _mm_cvtepi8_epi16(va0);
a0 += 8;
const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
const __m128i vxa1 = _mm_cvtepi8_epi16(va1);
a1 += 8;
const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
const __m128i vxa2 = _mm_cvtepi8_epi16(va2);
a2 += 8;
const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb0 = _mm_cvtepi8_epi16(vb0);
vacc0x0 = _mm_add_epi32(vacc0x0, _mm_madd_epi16(vxa0, vxb0));
vacc1x0 = _mm_add_epi32(vacc1x0, _mm_madd_epi16(vxa1, vxb0));
vacc2x0 = _mm_add_epi32(vacc2x0, _mm_madd_epi16(vxa2, vxb0));
const __m128i vb1 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 8));
const __m128i vxb1 = _mm_cvtepi8_epi16(vb1);
vacc0x1 = _mm_add_epi32(vacc0x1, _mm_madd_epi16(vxa0, vxb1));
vacc1x1 = _mm_add_epi32(vacc1x1, _mm_madd_epi16(vxa1, vxb1));
vacc2x1 = _mm_add_epi32(vacc2x1, _mm_madd_epi16(vxa2, vxb1));
const __m128i vb2 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 16));
const __m128i vxb2 = _mm_cvtepi8_epi16(vb2);
vacc0x2 = _mm_add_epi32(vacc0x2, _mm_madd_epi16(vxa0, vxb2));
vacc1x2 = _mm_add_epi32(vacc1x2, _mm_madd_epi16(vxa1, vxb2));
vacc2x2 = _mm_add_epi32(vacc2x2, _mm_madd_epi16(vxa2, vxb2));
const __m128i vb3 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 24));
const __m128i vxb3 = _mm_cvtepi8_epi16(vb3);
vacc0x3 = _mm_add_epi32(vacc0x3, _mm_madd_epi16(vxa0, vxb3));
vacc1x3 = _mm_add_epi32(vacc1x3, _mm_madd_epi16(vxa1, vxb3));
vacc2x3 = _mm_add_epi32(vacc2x3, _mm_madd_epi16(vxa2, vxb3));
w = (const void*) ((const int8_t*) w + 32);
k += 8 * sizeof(int8_t);
}
const __m128i vacc0x01 = _mm_hadd_epi32(vacc0x0, vacc0x1);
const __m128i vacc0x23 = _mm_hadd_epi32(vacc0x2, vacc0x3);
const __m128i vacc1x01 = _mm_hadd_epi32(vacc1x0, vacc1x1);
const __m128i vacc1x23 = _mm_hadd_epi32(vacc1x2, vacc1x3);
const __m128i vacc2x01 = _mm_hadd_epi32(vacc2x0, vacc2x1);
const __m128i vacc2x23 = _mm_hadd_epi32(vacc2x2, vacc2x3);
__m128i vacc0x0123 = _mm_hadd_epi32(vacc0x01, vacc0x23);
__m128i vacc1x0123 = _mm_hadd_epi32(vacc1x01, vacc1x23);
__m128i vacc2x0123 = _mm_hadd_epi32(vacc2x01, vacc2x23);
__m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123);
__m128 vscaled1x0123 = _mm_cvtepi32_ps(vacc1x0123);
__m128 vscaled2x0123 = _mm_cvtepi32_ps(vacc2x0123);
const __m128 vscale0123 = _mm_load_ps((const float*) w);
w = (const void*) ((const float*) w + 4);
vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale0123);
vscaled1x0123 = _mm_mul_ps(vscaled1x0123, vscale0123);
vscaled2x0123 = _mm_mul_ps(vscaled2x0123, vscale0123);
const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point);
vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point);
vscaled1x0123 = _mm_min_ps(vscaled1x0123, voutput_max_less_zero_point);
vscaled2x0123 = _mm_min_ps(vscaled2x0123, voutput_max_less_zero_point);
vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123);
vacc1x0123 = _mm_cvtps_epi32(vscaled1x0123);
vacc2x0123 = _mm_cvtps_epi32(vscaled2x0123);
const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point);
__m128i vacc01x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc1x0123), voutput_zero_point);
__m128i vacc22x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc2x0123, vacc2x0123), voutput_zero_point);
__m128i vout = _mm_packs_epi16(vacc01x0123, vacc22x0123);
vout = _mm_max_epi8(vout, _mm_load_si128((const __m128i*) params->fp32_sse4.output_min));
if (nc >= 4) {
unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout));
unaligned_store_u32(c1, (uint32_t) _mm_extract_epi32(vout, 1));
unaligned_store_u32(c2, (uint32_t) _mm_extract_epi32(vout, 2));
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
nc -= 4;
} else {
if (nc & 2) {
unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0));
c0 += 2;
unaligned_store_u16(c1, (uint16_t) _mm_extract_epi16(vout, 2));
c1 += 2;
unaligned_store_u16(c2, (uint16_t) _mm_extract_epi16(vout, 4));
c2 += 2;
vout = _mm_srli_epi32(vout, 16);
}
if (nc & 1) {
*c0 = (int8_t) _mm_extract_epi8(vout, 0);
*c1 = (int8_t) _mm_extract_epi8(vout, 4);
*c2 = (int8_t) _mm_extract_epi8(vout, 8);
}
nc = 0;
}
} while (nc != 0);
}
| 6,939
| 35.719577
| 108
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-3x4c8-minmax-fp32-sse2-ld128.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/MRx4c8-sse.c.in
// Generator: tools/xngen
//
// Copyright 2020 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 <emmintrin.h>
#include <xnnpack/gemm.h>
#include <xnnpack/math.h>
#include <xnnpack/unaligned.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
{
assert(mr != 0);
assert(mr <= 3);
assert(nc != 0);
assert(kc != 0);
assert(kc % sizeof(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
kc = round_up_po2(kc, 8 * sizeof(int8_t));
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
do {
__m128i vacc0x0 = _mm_cvtsi32_si128(((const int*) w)[0]);
__m128i vacc0x1 = _mm_cvtsi32_si128(((const int*) w)[1]);
__m128i vacc0x2 = _mm_cvtsi32_si128(((const int*) w)[2]);
__m128i vacc0x3 = _mm_cvtsi32_si128(((const int*) w)[3]);
__m128i vacc1x0 = vacc0x0;
__m128i vacc1x1 = vacc0x1;
__m128i vacc1x2 = vacc0x2;
__m128i vacc1x3 = vacc0x3;
__m128i vacc2x0 = vacc0x0;
__m128i vacc2x1 = vacc0x1;
__m128i vacc2x2 = vacc0x2;
__m128i vacc2x3 = vacc0x3;
w = (const int32_t*) w + 4;
size_t k = 0;
while (k < kc) {
const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
const __m128i vxa0 = _mm_srai_epi16(_mm_unpacklo_epi8(va0, va0), 8);
a0 += 8;
const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
const __m128i vxa1 = _mm_srai_epi16(_mm_unpacklo_epi8(va1, va1), 8);
a1 += 8;
const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
const __m128i vxa2 = _mm_srai_epi16(_mm_unpacklo_epi8(va2, va2), 8);
a2 += 8;
const __m128i vb01 = _mm_load_si128((const __m128i*) w);
const __m128i vsb01 = _mm_cmpgt_epi8(_mm_setzero_si128(), vb01);
const __m128i vxb0 = _mm_unpacklo_epi8(vb01, vsb01);
const __m128i vxb1 = _mm_unpackhi_epi8(vb01, vsb01);
vacc0x0 = _mm_add_epi32(vacc0x0, _mm_madd_epi16(vxa0, vxb0));
vacc0x1 = _mm_add_epi32(vacc0x1, _mm_madd_epi16(vxa0, vxb1));
vacc1x0 = _mm_add_epi32(vacc1x0, _mm_madd_epi16(vxa1, vxb0));
vacc1x1 = _mm_add_epi32(vacc1x1, _mm_madd_epi16(vxa1, vxb1));
vacc2x0 = _mm_add_epi32(vacc2x0, _mm_madd_epi16(vxa2, vxb0));
vacc2x1 = _mm_add_epi32(vacc2x1, _mm_madd_epi16(vxa2, vxb1));
const __m128i vb23 = _mm_load_si128((const __m128i*) ((const int8_t*) w + 16));
const __m128i vsb23 = _mm_cmpgt_epi8(_mm_setzero_si128(), vb23);
const __m128i vxb2 = _mm_unpacklo_epi8(vb23, vsb23);
const __m128i vxb3 = _mm_unpackhi_epi8(vb23, vsb23);
vacc0x2 = _mm_add_epi32(vacc0x2, _mm_madd_epi16(vxa0, vxb2));
vacc0x3 = _mm_add_epi32(vacc0x3, _mm_madd_epi16(vxa0, vxb3));
vacc1x2 = _mm_add_epi32(vacc1x2, _mm_madd_epi16(vxa1, vxb2));
vacc1x3 = _mm_add_epi32(vacc1x3, _mm_madd_epi16(vxa1, vxb3));
vacc2x2 = _mm_add_epi32(vacc2x2, _mm_madd_epi16(vxa2, vxb2));
vacc2x3 = _mm_add_epi32(vacc2x3, _mm_madd_epi16(vxa2, vxb3));
w = (const void*) ((const int8_t*) w + 32);
k += 8 * sizeof(int8_t);
}
const __m128i vacc0x02 = _mm_add_epi32(_mm_unpacklo_epi32(vacc0x0, vacc0x2), _mm_unpackhi_epi32(vacc0x0, vacc0x2));
const __m128i vacc0x13 = _mm_add_epi32(_mm_unpacklo_epi32(vacc0x1, vacc0x3), _mm_unpackhi_epi32(vacc0x1, vacc0x3));
const __m128i vacc1x02 = _mm_add_epi32(_mm_unpacklo_epi32(vacc1x0, vacc1x2), _mm_unpackhi_epi32(vacc1x0, vacc1x2));
const __m128i vacc1x13 = _mm_add_epi32(_mm_unpacklo_epi32(vacc1x1, vacc1x3), _mm_unpackhi_epi32(vacc1x1, vacc1x3));
const __m128i vacc2x02 = _mm_add_epi32(_mm_unpacklo_epi32(vacc2x0, vacc2x2), _mm_unpackhi_epi32(vacc2x0, vacc2x2));
const __m128i vacc2x13 = _mm_add_epi32(_mm_unpacklo_epi32(vacc2x1, vacc2x3), _mm_unpackhi_epi32(vacc2x1, vacc2x3));
__m128i vacc0x0123 = _mm_add_epi32(_mm_unpacklo_epi32(vacc0x02, vacc0x13), _mm_unpackhi_epi32(vacc0x02, vacc0x13));
__m128i vacc1x0123 = _mm_add_epi32(_mm_unpacklo_epi32(vacc1x02, vacc1x13), _mm_unpackhi_epi32(vacc1x02, vacc1x13));
__m128i vacc2x0123 = _mm_add_epi32(_mm_unpacklo_epi32(vacc2x02, vacc2x13), _mm_unpackhi_epi32(vacc2x02, vacc2x13));
__m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123);
__m128 vscaled1x0123 = _mm_cvtepi32_ps(vacc1x0123);
__m128 vscaled2x0123 = _mm_cvtepi32_ps(vacc2x0123);
const __m128 vscale0123 = _mm_load_ps((const float*) w);
w = (const void*) ((const float*) w + 4);
vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale0123);
vscaled1x0123 = _mm_mul_ps(vscaled1x0123, vscale0123);
vscaled2x0123 = _mm_mul_ps(vscaled2x0123, vscale0123);
const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse2.output_max_less_zero_point);
vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point);
vscaled1x0123 = _mm_min_ps(vscaled1x0123, voutput_max_less_zero_point);
vscaled2x0123 = _mm_min_ps(vscaled2x0123, voutput_max_less_zero_point);
vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123);
vacc1x0123 = _mm_cvtps_epi32(vscaled1x0123);
vacc2x0123 = _mm_cvtps_epi32(vscaled2x0123);
const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse2.output_zero_point);
__m128i vacc01x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc1x0123), voutput_zero_point);
__m128i vacc22x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc2x0123, vacc2x0123), voutput_zero_point);
const __m128i voutput_min = _mm_load_si128((const __m128i*) params->fp32_sse2.output_min);
vacc01x0123 = _mm_max_epi16(vacc01x0123, voutput_min);
vacc22x0123 = _mm_max_epi16(vacc22x0123, voutput_min);
__m128i vout = _mm_packs_epi16(vacc01x0123, vacc22x0123);
if (nc >= 4) {
unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout));
vout = _mm_srli_si128(vout, 4);
unaligned_store_u32(c1, (uint32_t) _mm_cvtsi128_si32(vout));
vout = _mm_srli_si128(vout, 4);
unaligned_store_u32(c2, (uint32_t) _mm_cvtsi128_si32(vout));
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
nc -= 4;
} else {
if (nc & 2) {
unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0));
c0 += 2;
unaligned_store_u16(c1, (uint16_t) _mm_extract_epi16(vout, 2));
c1 += 2;
unaligned_store_u16(c2, (uint16_t) _mm_extract_epi16(vout, 4));
c2 += 2;
vout = _mm_srli_epi32(vout, 16);
}
if (nc & 1) {
*c0 = (int8_t) _mm_cvtsi128_si32(vout);
*c1 = (int8_t) _mm_extract_epi16(vout, 2);
*c2 = (int8_t) _mm_extract_epi16(vout, 4);
}
nc = 0;
}
} while (nc != 0);
}
| 7,669
| 40.016043
| 119
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-3x4c8-minmax-fp32-sse2-ld64.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/MRx4c8-sse.c.in
// Generator: tools/xngen
//
// Copyright 2020 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 <emmintrin.h>
#include <xnnpack/gemm.h>
#include <xnnpack/math.h>
#include <xnnpack/unaligned.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
{
assert(mr != 0);
assert(mr <= 3);
assert(nc != 0);
assert(kc != 0);
assert(kc % sizeof(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
kc = round_up_po2(kc, 8 * sizeof(int8_t));
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
do {
__m128i vacc0x0 = _mm_cvtsi32_si128(((const int*) w)[0]);
__m128i vacc0x1 = _mm_cvtsi32_si128(((const int*) w)[1]);
__m128i vacc0x2 = _mm_cvtsi32_si128(((const int*) w)[2]);
__m128i vacc0x3 = _mm_cvtsi32_si128(((const int*) w)[3]);
__m128i vacc1x0 = vacc0x0;
__m128i vacc1x1 = vacc0x1;
__m128i vacc1x2 = vacc0x2;
__m128i vacc1x3 = vacc0x3;
__m128i vacc2x0 = vacc0x0;
__m128i vacc2x1 = vacc0x1;
__m128i vacc2x2 = vacc0x2;
__m128i vacc2x3 = vacc0x3;
w = (const int32_t*) w + 4;
size_t k = 0;
while (k < kc) {
const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
const __m128i vxa0 = _mm_srai_epi16(_mm_unpacklo_epi8(va0, va0), 8);
a0 += 8;
const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
const __m128i vxa1 = _mm_srai_epi16(_mm_unpacklo_epi8(va1, va1), 8);
a1 += 8;
const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
const __m128i vxa2 = _mm_srai_epi16(_mm_unpacklo_epi8(va2, va2), 8);
a2 += 8;
const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb0 = _mm_srai_epi16(_mm_unpacklo_epi8(vb0, vb0), 8);
vacc0x0 = _mm_add_epi32(vacc0x0, _mm_madd_epi16(vxa0, vxb0));
vacc1x0 = _mm_add_epi32(vacc1x0, _mm_madd_epi16(vxa1, vxb0));
vacc2x0 = _mm_add_epi32(vacc2x0, _mm_madd_epi16(vxa2, vxb0));
const __m128i vb1 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 8));
const __m128i vxb1 = _mm_srai_epi16(_mm_unpacklo_epi8(vb1, vb1), 8);
vacc0x1 = _mm_add_epi32(vacc0x1, _mm_madd_epi16(vxa0, vxb1));
vacc1x1 = _mm_add_epi32(vacc1x1, _mm_madd_epi16(vxa1, vxb1));
vacc2x1 = _mm_add_epi32(vacc2x1, _mm_madd_epi16(vxa2, vxb1));
const __m128i vb2 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 16));
const __m128i vxb2 = _mm_srai_epi16(_mm_unpacklo_epi8(vb2, vb2), 8);
vacc0x2 = _mm_add_epi32(vacc0x2, _mm_madd_epi16(vxa0, vxb2));
vacc1x2 = _mm_add_epi32(vacc1x2, _mm_madd_epi16(vxa1, vxb2));
vacc2x2 = _mm_add_epi32(vacc2x2, _mm_madd_epi16(vxa2, vxb2));
const __m128i vb3 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 24));
const __m128i vxb3 = _mm_srai_epi16(_mm_unpacklo_epi8(vb3, vb3), 8);
vacc0x3 = _mm_add_epi32(vacc0x3, _mm_madd_epi16(vxa0, vxb3));
vacc1x3 = _mm_add_epi32(vacc1x3, _mm_madd_epi16(vxa1, vxb3));
vacc2x3 = _mm_add_epi32(vacc2x3, _mm_madd_epi16(vxa2, vxb3));
w = (const void*) ((const int8_t*) w + 32);
k += 8 * sizeof(int8_t);
}
const __m128i vacc0x02 = _mm_add_epi32(_mm_unpacklo_epi32(vacc0x0, vacc0x2), _mm_unpackhi_epi32(vacc0x0, vacc0x2));
const __m128i vacc0x13 = _mm_add_epi32(_mm_unpacklo_epi32(vacc0x1, vacc0x3), _mm_unpackhi_epi32(vacc0x1, vacc0x3));
const __m128i vacc1x02 = _mm_add_epi32(_mm_unpacklo_epi32(vacc1x0, vacc1x2), _mm_unpackhi_epi32(vacc1x0, vacc1x2));
const __m128i vacc1x13 = _mm_add_epi32(_mm_unpacklo_epi32(vacc1x1, vacc1x3), _mm_unpackhi_epi32(vacc1x1, vacc1x3));
const __m128i vacc2x02 = _mm_add_epi32(_mm_unpacklo_epi32(vacc2x0, vacc2x2), _mm_unpackhi_epi32(vacc2x0, vacc2x2));
const __m128i vacc2x13 = _mm_add_epi32(_mm_unpacklo_epi32(vacc2x1, vacc2x3), _mm_unpackhi_epi32(vacc2x1, vacc2x3));
__m128i vacc0x0123 = _mm_add_epi32(_mm_unpacklo_epi32(vacc0x02, vacc0x13), _mm_unpackhi_epi32(vacc0x02, vacc0x13));
__m128i vacc1x0123 = _mm_add_epi32(_mm_unpacklo_epi32(vacc1x02, vacc1x13), _mm_unpackhi_epi32(vacc1x02, vacc1x13));
__m128i vacc2x0123 = _mm_add_epi32(_mm_unpacklo_epi32(vacc2x02, vacc2x13), _mm_unpackhi_epi32(vacc2x02, vacc2x13));
__m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123);
__m128 vscaled1x0123 = _mm_cvtepi32_ps(vacc1x0123);
__m128 vscaled2x0123 = _mm_cvtepi32_ps(vacc2x0123);
const __m128 vscale0123 = _mm_load_ps((const float*) w);
w = (const void*) ((const float*) w + 4);
vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale0123);
vscaled1x0123 = _mm_mul_ps(vscaled1x0123, vscale0123);
vscaled2x0123 = _mm_mul_ps(vscaled2x0123, vscale0123);
const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse2.output_max_less_zero_point);
vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point);
vscaled1x0123 = _mm_min_ps(vscaled1x0123, voutput_max_less_zero_point);
vscaled2x0123 = _mm_min_ps(vscaled2x0123, voutput_max_less_zero_point);
vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123);
vacc1x0123 = _mm_cvtps_epi32(vscaled1x0123);
vacc2x0123 = _mm_cvtps_epi32(vscaled2x0123);
const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse2.output_zero_point);
__m128i vacc01x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc1x0123), voutput_zero_point);
__m128i vacc22x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc2x0123, vacc2x0123), voutput_zero_point);
const __m128i voutput_min = _mm_load_si128((const __m128i*) params->fp32_sse2.output_min);
vacc01x0123 = _mm_max_epi16(vacc01x0123, voutput_min);
vacc22x0123 = _mm_max_epi16(vacc22x0123, voutput_min);
__m128i vout = _mm_packs_epi16(vacc01x0123, vacc22x0123);
if (nc >= 4) {
unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout));
vout = _mm_srli_si128(vout, 4);
unaligned_store_u32(c1, (uint32_t) _mm_cvtsi128_si32(vout));
vout = _mm_srli_si128(vout, 4);
unaligned_store_u32(c2, (uint32_t) _mm_cvtsi128_si32(vout));
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
nc -= 4;
} else {
if (nc & 2) {
unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0));
c0 += 2;
unaligned_store_u16(c1, (uint16_t) _mm_extract_epi16(vout, 2));
c1 += 2;
unaligned_store_u16(c2, (uint16_t) _mm_extract_epi16(vout, 4));
c2 += 2;
vout = _mm_srli_epi32(vout, 16);
}
if (nc & 1) {
*c0 = (int8_t) _mm_cvtsi128_si32(vout);
*c1 = (int8_t) _mm_extract_epi16(vout, 2);
*c2 = (int8_t) _mm_extract_epi16(vout, 4);
}
nc = 0;
}
} while (nc != 0);
}
| 7,763
| 40.079365
| 119
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-3x4c8-minmax-fp32-sse41-ld128.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/MRx4c8-sse.c.in
// Generator: tools/xngen
//
// Copyright 2020 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 <smmintrin.h>
#include <xnnpack/gemm.h>
#include <xnnpack/math.h>
#include <xnnpack/unaligned.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
{
assert(mr != 0);
assert(mr <= 3);
assert(nc != 0);
assert(kc != 0);
assert(kc % sizeof(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
kc = round_up_po2(kc, 8 * sizeof(int8_t));
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
do {
__m128i vacc0x0 = _mm_cvtsi32_si128(((const int*) w)[0]);
__m128i vacc0x1 = _mm_cvtsi32_si128(((const int*) w)[1]);
__m128i vacc0x2 = _mm_cvtsi32_si128(((const int*) w)[2]);
__m128i vacc0x3 = _mm_cvtsi32_si128(((const int*) w)[3]);
__m128i vacc1x0 = vacc0x0;
__m128i vacc1x1 = vacc0x1;
__m128i vacc1x2 = vacc0x2;
__m128i vacc1x3 = vacc0x3;
__m128i vacc2x0 = vacc0x0;
__m128i vacc2x1 = vacc0x1;
__m128i vacc2x2 = vacc0x2;
__m128i vacc2x3 = vacc0x3;
w = (const int32_t*) w + 4;
size_t k = 0;
while (k < kc) {
const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
const __m128i vxa0 = _mm_cvtepi8_epi16(va0);
a0 += 8;
const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
const __m128i vxa1 = _mm_cvtepi8_epi16(va1);
a1 += 8;
const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
const __m128i vxa2 = _mm_cvtepi8_epi16(va2);
a2 += 8;
const __m128i vb01 = _mm_load_si128((const __m128i*) w);
const __m128i vxb0 = _mm_cvtepi8_epi16(vb01);
const __m128i vxb1 = _mm_srai_epi16(_mm_unpackhi_epi8(vb01, vb01), 8);
vacc0x0 = _mm_add_epi32(vacc0x0, _mm_madd_epi16(vxa0, vxb0));
vacc0x1 = _mm_add_epi32(vacc0x1, _mm_madd_epi16(vxa0, vxb1));
vacc1x0 = _mm_add_epi32(vacc1x0, _mm_madd_epi16(vxa1, vxb0));
vacc1x1 = _mm_add_epi32(vacc1x1, _mm_madd_epi16(vxa1, vxb1));
vacc2x0 = _mm_add_epi32(vacc2x0, _mm_madd_epi16(vxa2, vxb0));
vacc2x1 = _mm_add_epi32(vacc2x1, _mm_madd_epi16(vxa2, vxb1));
const __m128i vb23 = _mm_load_si128((const __m128i*) ((const int8_t*) w + 16));
const __m128i vxb2 = _mm_cvtepi8_epi16(vb23);
const __m128i vxb3 = _mm_srai_epi16(_mm_unpackhi_epi8(vb23, vb23), 8);
vacc0x2 = _mm_add_epi32(vacc0x2, _mm_madd_epi16(vxa0, vxb2));
vacc0x3 = _mm_add_epi32(vacc0x3, _mm_madd_epi16(vxa0, vxb3));
vacc1x2 = _mm_add_epi32(vacc1x2, _mm_madd_epi16(vxa1, vxb2));
vacc1x3 = _mm_add_epi32(vacc1x3, _mm_madd_epi16(vxa1, vxb3));
vacc2x2 = _mm_add_epi32(vacc2x2, _mm_madd_epi16(vxa2, vxb2));
vacc2x3 = _mm_add_epi32(vacc2x3, _mm_madd_epi16(vxa2, vxb3));
w = (const void*) ((const int8_t*) w + 32);
k += 8 * sizeof(int8_t);
}
const __m128i vacc0x01 = _mm_hadd_epi32(vacc0x0, vacc0x1);
const __m128i vacc0x23 = _mm_hadd_epi32(vacc0x2, vacc0x3);
const __m128i vacc1x01 = _mm_hadd_epi32(vacc1x0, vacc1x1);
const __m128i vacc1x23 = _mm_hadd_epi32(vacc1x2, vacc1x3);
const __m128i vacc2x01 = _mm_hadd_epi32(vacc2x0, vacc2x1);
const __m128i vacc2x23 = _mm_hadd_epi32(vacc2x2, vacc2x3);
__m128i vacc0x0123 = _mm_hadd_epi32(vacc0x01, vacc0x23);
__m128i vacc1x0123 = _mm_hadd_epi32(vacc1x01, vacc1x23);
__m128i vacc2x0123 = _mm_hadd_epi32(vacc2x01, vacc2x23);
__m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123);
__m128 vscaled1x0123 = _mm_cvtepi32_ps(vacc1x0123);
__m128 vscaled2x0123 = _mm_cvtepi32_ps(vacc2x0123);
const __m128 vscale0123 = _mm_load_ps((const float*) w);
w = (const void*) ((const float*) w + 4);
vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale0123);
vscaled1x0123 = _mm_mul_ps(vscaled1x0123, vscale0123);
vscaled2x0123 = _mm_mul_ps(vscaled2x0123, vscale0123);
const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point);
vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point);
vscaled1x0123 = _mm_min_ps(vscaled1x0123, voutput_max_less_zero_point);
vscaled2x0123 = _mm_min_ps(vscaled2x0123, voutput_max_less_zero_point);
vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123);
vacc1x0123 = _mm_cvtps_epi32(vscaled1x0123);
vacc2x0123 = _mm_cvtps_epi32(vscaled2x0123);
const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point);
__m128i vacc01x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc1x0123), voutput_zero_point);
__m128i vacc22x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc2x0123, vacc2x0123), voutput_zero_point);
__m128i vout = _mm_packs_epi16(vacc01x0123, vacc22x0123);
vout = _mm_max_epi8(vout, _mm_load_si128((const __m128i*) params->fp32_sse4.output_min));
if (nc >= 4) {
unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout));
unaligned_store_u32(c1, (uint32_t) _mm_extract_epi32(vout, 1));
unaligned_store_u32(c2, (uint32_t) _mm_extract_epi32(vout, 2));
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
nc -= 4;
} else {
if (nc & 2) {
unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0));
c0 += 2;
unaligned_store_u16(c1, (uint16_t) _mm_extract_epi16(vout, 2));
c1 += 2;
unaligned_store_u16(c2, (uint16_t) _mm_extract_epi16(vout, 4));
c2 += 2;
vout = _mm_srli_epi32(vout, 16);
}
if (nc & 1) {
*c0 = (int8_t) _mm_extract_epi8(vout, 0);
*c1 = (int8_t) _mm_extract_epi8(vout, 4);
*c2 = (int8_t) _mm_extract_epi8(vout, 8);
}
nc = 0;
}
} while (nc != 0);
}
| 6,770
| 36.40884
| 108
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-3x4c8-minmax-fp32-sse41-ld64.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/MRx4c8-sse.c.in
// Generator: tools/xngen
//
// Copyright 2020 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 <smmintrin.h>
#include <xnnpack/gemm.h>
#include <xnnpack/math.h>
#include <xnnpack/unaligned.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
{
assert(mr != 0);
assert(mr <= 3);
assert(nc != 0);
assert(kc != 0);
assert(kc % sizeof(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
kc = round_up_po2(kc, 8 * sizeof(int8_t));
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
do {
__m128i vacc0x0 = _mm_cvtsi32_si128(((const int*) w)[0]);
__m128i vacc0x1 = _mm_cvtsi32_si128(((const int*) w)[1]);
__m128i vacc0x2 = _mm_cvtsi32_si128(((const int*) w)[2]);
__m128i vacc0x3 = _mm_cvtsi32_si128(((const int*) w)[3]);
__m128i vacc1x0 = vacc0x0;
__m128i vacc1x1 = vacc0x1;
__m128i vacc1x2 = vacc0x2;
__m128i vacc1x3 = vacc0x3;
__m128i vacc2x0 = vacc0x0;
__m128i vacc2x1 = vacc0x1;
__m128i vacc2x2 = vacc0x2;
__m128i vacc2x3 = vacc0x3;
w = (const int32_t*) w + 4;
size_t k = 0;
while (k < kc) {
const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
const __m128i vxa0 = _mm_cvtepi8_epi16(va0);
a0 += 8;
const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
const __m128i vxa1 = _mm_cvtepi8_epi16(va1);
a1 += 8;
const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
const __m128i vxa2 = _mm_cvtepi8_epi16(va2);
a2 += 8;
const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb0 = _mm_cvtepi8_epi16(vb0);
vacc0x0 = _mm_add_epi32(vacc0x0, _mm_madd_epi16(vxa0, vxb0));
vacc1x0 = _mm_add_epi32(vacc1x0, _mm_madd_epi16(vxa1, vxb0));
vacc2x0 = _mm_add_epi32(vacc2x0, _mm_madd_epi16(vxa2, vxb0));
const __m128i vb1 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 8));
const __m128i vxb1 = _mm_cvtepi8_epi16(vb1);
vacc0x1 = _mm_add_epi32(vacc0x1, _mm_madd_epi16(vxa0, vxb1));
vacc1x1 = _mm_add_epi32(vacc1x1, _mm_madd_epi16(vxa1, vxb1));
vacc2x1 = _mm_add_epi32(vacc2x1, _mm_madd_epi16(vxa2, vxb1));
const __m128i vb2 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 16));
const __m128i vxb2 = _mm_cvtepi8_epi16(vb2);
vacc0x2 = _mm_add_epi32(vacc0x2, _mm_madd_epi16(vxa0, vxb2));
vacc1x2 = _mm_add_epi32(vacc1x2, _mm_madd_epi16(vxa1, vxb2));
vacc2x2 = _mm_add_epi32(vacc2x2, _mm_madd_epi16(vxa2, vxb2));
const __m128i vb3 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 24));
const __m128i vxb3 = _mm_cvtepi8_epi16(vb3);
vacc0x3 = _mm_add_epi32(vacc0x3, _mm_madd_epi16(vxa0, vxb3));
vacc1x3 = _mm_add_epi32(vacc1x3, _mm_madd_epi16(vxa1, vxb3));
vacc2x3 = _mm_add_epi32(vacc2x3, _mm_madd_epi16(vxa2, vxb3));
w = (const void*) ((const int8_t*) w + 32);
k += 8 * sizeof(int8_t);
}
const __m128i vacc0x01 = _mm_hadd_epi32(vacc0x0, vacc0x1);
const __m128i vacc0x23 = _mm_hadd_epi32(vacc0x2, vacc0x3);
const __m128i vacc1x01 = _mm_hadd_epi32(vacc1x0, vacc1x1);
const __m128i vacc1x23 = _mm_hadd_epi32(vacc1x2, vacc1x3);
const __m128i vacc2x01 = _mm_hadd_epi32(vacc2x0, vacc2x1);
const __m128i vacc2x23 = _mm_hadd_epi32(vacc2x2, vacc2x3);
__m128i vacc0x0123 = _mm_hadd_epi32(vacc0x01, vacc0x23);
__m128i vacc1x0123 = _mm_hadd_epi32(vacc1x01, vacc1x23);
__m128i vacc2x0123 = _mm_hadd_epi32(vacc2x01, vacc2x23);
__m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123);
__m128 vscaled1x0123 = _mm_cvtepi32_ps(vacc1x0123);
__m128 vscaled2x0123 = _mm_cvtepi32_ps(vacc2x0123);
const __m128 vscale0123 = _mm_load_ps((const float*) w);
w = (const void*) ((const float*) w + 4);
vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale0123);
vscaled1x0123 = _mm_mul_ps(vscaled1x0123, vscale0123);
vscaled2x0123 = _mm_mul_ps(vscaled2x0123, vscale0123);
const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point);
vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point);
vscaled1x0123 = _mm_min_ps(vscaled1x0123, voutput_max_less_zero_point);
vscaled2x0123 = _mm_min_ps(vscaled2x0123, voutput_max_less_zero_point);
vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123);
vacc1x0123 = _mm_cvtps_epi32(vscaled1x0123);
vacc2x0123 = _mm_cvtps_epi32(vscaled2x0123);
const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point);
__m128i vacc01x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc1x0123), voutput_zero_point);
__m128i vacc22x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc2x0123, vacc2x0123), voutput_zero_point);
__m128i vout = _mm_packs_epi16(vacc01x0123, vacc22x0123);
vout = _mm_max_epi8(vout, _mm_load_si128((const __m128i*) params->fp32_sse4.output_min));
if (nc >= 4) {
unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout));
unaligned_store_u32(c1, (uint32_t) _mm_extract_epi32(vout, 1));
unaligned_store_u32(c2, (uint32_t) _mm_extract_epi32(vout, 2));
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
nc -= 4;
} else {
if (nc & 2) {
unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0));
c0 += 2;
unaligned_store_u16(c1, (uint16_t) _mm_extract_epi16(vout, 2));
c1 += 2;
unaligned_store_u16(c2, (uint16_t) _mm_extract_epi16(vout, 4));
c2 += 2;
vout = _mm_srli_epi32(vout, 16);
}
if (nc & 1) {
*c0 = (int8_t) _mm_extract_epi8(vout, 0);
*c1 = (int8_t) _mm_extract_epi8(vout, 4);
*c2 = (int8_t) _mm_extract_epi8(vout, 8);
}
nc = 0;
}
} while (nc != 0);
}
| 6,888
| 36.237838
| 108
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-3x4c8-minmax-fp32-xop-ld128.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/MRx4c8-sse.c.in
// Generator: tools/xngen
//
// Copyright 2020 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>
#ifdef _MSC_VER
#include <intrin.h>
#else
#include <x86intrin.h>
#endif
#include <xnnpack/gemm.h>
#include <xnnpack/math.h>
#include <xnnpack/unaligned.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
{
assert(mr != 0);
assert(mr <= 3);
assert(nc != 0);
assert(kc != 0);
assert(kc % sizeof(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
kc = round_up_po2(kc, 8 * sizeof(int8_t));
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
do {
__m128i vacc0x0 = _mm_cvtsi32_si128(((const int*) w)[0]);
__m128i vacc0x1 = _mm_cvtsi32_si128(((const int*) w)[1]);
__m128i vacc0x2 = _mm_cvtsi32_si128(((const int*) w)[2]);
__m128i vacc0x3 = _mm_cvtsi32_si128(((const int*) w)[3]);
__m128i vacc1x0 = vacc0x0;
__m128i vacc1x1 = vacc0x1;
__m128i vacc1x2 = vacc0x2;
__m128i vacc1x3 = vacc0x3;
__m128i vacc2x0 = vacc0x0;
__m128i vacc2x1 = vacc0x1;
__m128i vacc2x2 = vacc0x2;
__m128i vacc2x3 = vacc0x3;
w = (const int32_t*) w + 4;
size_t k = 0;
while (k < kc) {
const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
const __m128i vxa0 = _mm_cvtepi8_epi16(va0);
a0 += 8;
const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
const __m128i vxa1 = _mm_cvtepi8_epi16(va1);
a1 += 8;
const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
const __m128i vxa2 = _mm_cvtepi8_epi16(va2);
a2 += 8;
const __m128i vb01 = _mm_load_si128((const __m128i*) w);
const __m128i vxb0 = _mm_cvtepi8_epi16(vb01);
const __m128i vxb1 = _mm_srai_epi16(_mm_unpackhi_epi8(vb01, vb01), 8);
vacc0x0 = _mm_maddd_epi16(vxa0, vxb0, vacc0x0);
vacc0x1 = _mm_maddd_epi16(vxa0, vxb1, vacc0x1);
vacc1x0 = _mm_maddd_epi16(vxa1, vxb0, vacc1x0);
vacc1x1 = _mm_maddd_epi16(vxa1, vxb1, vacc1x1);
vacc2x0 = _mm_maddd_epi16(vxa2, vxb0, vacc2x0);
vacc2x1 = _mm_maddd_epi16(vxa2, vxb1, vacc2x1);
const __m128i vb23 = _mm_load_si128((const __m128i*) ((const int8_t*) w + 16));
const __m128i vxb2 = _mm_cvtepi8_epi16(vb23);
const __m128i vxb3 = _mm_srai_epi16(_mm_unpackhi_epi8(vb23, vb23), 8);
vacc0x2 = _mm_maddd_epi16(vxa0, vxb2, vacc0x2);
vacc0x3 = _mm_maddd_epi16(vxa0, vxb3, vacc0x3);
vacc1x2 = _mm_maddd_epi16(vxa1, vxb2, vacc1x2);
vacc1x3 = _mm_maddd_epi16(vxa1, vxb3, vacc1x3);
vacc2x2 = _mm_maddd_epi16(vxa2, vxb2, vacc2x2);
vacc2x3 = _mm_maddd_epi16(vxa2, vxb3, vacc2x3);
w = (const void*) ((const int8_t*) w + 32);
k += 8 * sizeof(int8_t);
}
const __m128i vacc0x01 = _mm_hadd_epi32(vacc0x0, vacc0x1);
const __m128i vacc0x23 = _mm_hadd_epi32(vacc0x2, vacc0x3);
const __m128i vacc1x01 = _mm_hadd_epi32(vacc1x0, vacc1x1);
const __m128i vacc1x23 = _mm_hadd_epi32(vacc1x2, vacc1x3);
const __m128i vacc2x01 = _mm_hadd_epi32(vacc2x0, vacc2x1);
const __m128i vacc2x23 = _mm_hadd_epi32(vacc2x2, vacc2x3);
__m128i vacc0x0123 = _mm_hadd_epi32(vacc0x01, vacc0x23);
__m128i vacc1x0123 = _mm_hadd_epi32(vacc1x01, vacc1x23);
__m128i vacc2x0123 = _mm_hadd_epi32(vacc2x01, vacc2x23);
__m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123);
__m128 vscaled1x0123 = _mm_cvtepi32_ps(vacc1x0123);
__m128 vscaled2x0123 = _mm_cvtepi32_ps(vacc2x0123);
const __m128 vscale0123 = _mm_load_ps((const float*) w);
w = (const void*) ((const float*) w + 4);
vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale0123);
vscaled1x0123 = _mm_mul_ps(vscaled1x0123, vscale0123);
vscaled2x0123 = _mm_mul_ps(vscaled2x0123, vscale0123);
const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point);
vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point);
vscaled1x0123 = _mm_min_ps(vscaled1x0123, voutput_max_less_zero_point);
vscaled2x0123 = _mm_min_ps(vscaled2x0123, voutput_max_less_zero_point);
vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123);
vacc1x0123 = _mm_cvtps_epi32(vscaled1x0123);
vacc2x0123 = _mm_cvtps_epi32(vscaled2x0123);
const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point);
__m128i vacc01x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc1x0123), voutput_zero_point);
__m128i vacc22x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc2x0123, vacc2x0123), voutput_zero_point);
__m128i vout = _mm_packs_epi16(vacc01x0123, vacc22x0123);
vout = _mm_max_epi8(vout, _mm_load_si128((const __m128i*) params->fp32_sse4.output_min));
if (nc >= 4) {
unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout));
unaligned_store_u32(c1, (uint32_t) _mm_extract_epi32(vout, 1));
unaligned_store_u32(c2, (uint32_t) _mm_extract_epi32(vout, 2));
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
nc -= 4;
} else {
if (nc & 2) {
unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0));
c0 += 2;
unaligned_store_u16(c1, (uint16_t) _mm_extract_epi16(vout, 2));
c1 += 2;
unaligned_store_u16(c2, (uint16_t) _mm_extract_epi16(vout, 4));
c2 += 2;
vout = _mm_srli_epi32(vout, 16);
}
if (nc & 1) {
*c0 = (int8_t) _mm_extract_epi8(vout, 0);
*c1 = (int8_t) _mm_extract_epi8(vout, 4);
*c2 = (int8_t) _mm_extract_epi8(vout, 8);
}
nc = 0;
}
} while (nc != 0);
}
| 6,653
| 34.967568
| 108
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-3x4c8-minmax-fp32-xop-ld64.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/MRx4c8-sse.c.in
// Generator: tools/xngen
//
// Copyright 2020 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>
#ifdef _MSC_VER
#include <intrin.h>
#else
#include <x86intrin.h>
#endif
#include <xnnpack/gemm.h>
#include <xnnpack/math.h>
#include <xnnpack/unaligned.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
{
assert(mr != 0);
assert(mr <= 3);
assert(nc != 0);
assert(kc != 0);
assert(kc % sizeof(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
kc = round_up_po2(kc, 8 * sizeof(int8_t));
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
do {
__m128i vacc0x0 = _mm_cvtsi32_si128(((const int*) w)[0]);
__m128i vacc0x1 = _mm_cvtsi32_si128(((const int*) w)[1]);
__m128i vacc0x2 = _mm_cvtsi32_si128(((const int*) w)[2]);
__m128i vacc0x3 = _mm_cvtsi32_si128(((const int*) w)[3]);
__m128i vacc1x0 = vacc0x0;
__m128i vacc1x1 = vacc0x1;
__m128i vacc1x2 = vacc0x2;
__m128i vacc1x3 = vacc0x3;
__m128i vacc2x0 = vacc0x0;
__m128i vacc2x1 = vacc0x1;
__m128i vacc2x2 = vacc0x2;
__m128i vacc2x3 = vacc0x3;
w = (const int32_t*) w + 4;
size_t k = 0;
while (k < kc) {
const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
const __m128i vxa0 = _mm_cvtepi8_epi16(va0);
a0 += 8;
const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
const __m128i vxa1 = _mm_cvtepi8_epi16(va1);
a1 += 8;
const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
const __m128i vxa2 = _mm_cvtepi8_epi16(va2);
a2 += 8;
const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb0 = _mm_cvtepi8_epi16(vb0);
vacc0x0 = _mm_maddd_epi16(vxa0, vxb0, vacc0x0);
vacc1x0 = _mm_maddd_epi16(vxa1, vxb0, vacc1x0);
vacc2x0 = _mm_maddd_epi16(vxa2, vxb0, vacc2x0);
const __m128i vb1 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 8));
const __m128i vxb1 = _mm_cvtepi8_epi16(vb1);
vacc0x1 = _mm_maddd_epi16(vxa0, vxb1, vacc0x1);
vacc1x1 = _mm_maddd_epi16(vxa1, vxb1, vacc1x1);
vacc2x1 = _mm_maddd_epi16(vxa2, vxb1, vacc2x1);
const __m128i vb2 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 16));
const __m128i vxb2 = _mm_cvtepi8_epi16(vb2);
vacc0x2 = _mm_maddd_epi16(vxa0, vxb2, vacc0x2);
vacc1x2 = _mm_maddd_epi16(vxa1, vxb2, vacc1x2);
vacc2x2 = _mm_maddd_epi16(vxa2, vxb2, vacc2x2);
const __m128i vb3 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 24));
const __m128i vxb3 = _mm_cvtepi8_epi16(vb3);
vacc0x3 = _mm_maddd_epi16(vxa0, vxb3, vacc0x3);
vacc1x3 = _mm_maddd_epi16(vxa1, vxb3, vacc1x3);
vacc2x3 = _mm_maddd_epi16(vxa2, vxb3, vacc2x3);
w = (const void*) ((const int8_t*) w + 32);
k += 8 * sizeof(int8_t);
}
const __m128i vacc0x01 = _mm_hadd_epi32(vacc0x0, vacc0x1);
const __m128i vacc0x23 = _mm_hadd_epi32(vacc0x2, vacc0x3);
const __m128i vacc1x01 = _mm_hadd_epi32(vacc1x0, vacc1x1);
const __m128i vacc1x23 = _mm_hadd_epi32(vacc1x2, vacc1x3);
const __m128i vacc2x01 = _mm_hadd_epi32(vacc2x0, vacc2x1);
const __m128i vacc2x23 = _mm_hadd_epi32(vacc2x2, vacc2x3);
__m128i vacc0x0123 = _mm_hadd_epi32(vacc0x01, vacc0x23);
__m128i vacc1x0123 = _mm_hadd_epi32(vacc1x01, vacc1x23);
__m128i vacc2x0123 = _mm_hadd_epi32(vacc2x01, vacc2x23);
__m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123);
__m128 vscaled1x0123 = _mm_cvtepi32_ps(vacc1x0123);
__m128 vscaled2x0123 = _mm_cvtepi32_ps(vacc2x0123);
const __m128 vscale0123 = _mm_load_ps((const float*) w);
w = (const void*) ((const float*) w + 4);
vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale0123);
vscaled1x0123 = _mm_mul_ps(vscaled1x0123, vscale0123);
vscaled2x0123 = _mm_mul_ps(vscaled2x0123, vscale0123);
const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point);
vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point);
vscaled1x0123 = _mm_min_ps(vscaled1x0123, voutput_max_less_zero_point);
vscaled2x0123 = _mm_min_ps(vscaled2x0123, voutput_max_less_zero_point);
vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123);
vacc1x0123 = _mm_cvtps_epi32(vscaled1x0123);
vacc2x0123 = _mm_cvtps_epi32(vscaled2x0123);
const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point);
__m128i vacc01x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc1x0123), voutput_zero_point);
__m128i vacc22x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc2x0123, vacc2x0123), voutput_zero_point);
__m128i vout = _mm_packs_epi16(vacc01x0123, vacc22x0123);
vout = _mm_max_epi8(vout, _mm_load_si128((const __m128i*) params->fp32_sse4.output_min));
if (nc >= 4) {
unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout));
unaligned_store_u32(c1, (uint32_t) _mm_extract_epi32(vout, 1));
unaligned_store_u32(c2, (uint32_t) _mm_extract_epi32(vout, 2));
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
nc -= 4;
} else {
if (nc & 2) {
unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0));
c0 += 2;
unaligned_store_u16(c1, (uint16_t) _mm_extract_epi16(vout, 2));
c1 += 2;
unaligned_store_u16(c2, (uint16_t) _mm_extract_epi16(vout, 4));
c2 += 2;
vout = _mm_srli_epi32(vout, 16);
}
if (nc & 1) {
*c0 = (int8_t) _mm_extract_epi8(vout, 0);
*c1 = (int8_t) _mm_extract_epi8(vout, 4);
*c2 = (int8_t) _mm_extract_epi8(vout, 8);
}
nc = 0;
}
} while (nc != 0);
}
| 6,771
| 34.830688
| 108
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-3x8-minmax-fp32-neon-mlal-lane-prfm.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/neon-mlal-lane.c.in
// Generator: tools/xngen
//
// Copyright 2020 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 <arm_neon.h>
#include <xnnpack/common.h>
#include <xnnpack/gemm.h>
#include <xnnpack/prefetch.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_3x8__neon_mlal_lane_prfm(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
{
assert(mr != 0);
assert(mr <= 3);
assert(nc != 0);
assert(kc != 0);
assert(kc % sizeof(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
do {
int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
int32x4_t vacc1x0123 = vacc0x0123;
int32x4_t vacc1x4567 = vacc0x4567;
int32x4_t vacc2x0123 = vacc0x0123;
int32x4_t vacc2x4567 = vacc0x4567;
size_t k = kc;
while (k >= 8 * sizeof(int8_t)) {
const int8x8_t va0 = vld1_s8(a0); a0 += 8;
const int16x8_t vxa0 = vmovl_s8(va0);
const int8x8_t va1 = vld1_s8(a1); a1 += 8;
const int16x8_t vxa1 = vmovl_s8(va1);
const int8x8_t va2 = vld1_s8(a2); a2 += 8;
const int16x8_t vxa2 = vmovl_s8(va2);
const int8x8_t vb01234567c0 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c0 = vmovl_s8(vb01234567c0);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa0), 0);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa0), 0);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa1), 0);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa1), 0);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa2), 0);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa2), 0);
const int8x8_t vb01234567c1 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c1 = vmovl_s8(vb01234567c1);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa0), 1);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa0), 1);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa1), 1);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa1), 1);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa2), 1);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa2), 1);
const int8x8_t vb01234567c2 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c2 = vmovl_s8(vb01234567c2);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa0), 2);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa0), 2);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa1), 2);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa1), 2);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa2), 2);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa2), 2);
const int8x8_t vb01234567c3 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c3 = vmovl_s8(vb01234567c3);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa0), 3);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa0), 3);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa1), 3);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa1), 3);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa2), 3);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa2), 3);
xnn_prefetch_to_l1((const int8_t*) w + 448);
const int8x8_t vb01234567c4 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c4 = vmovl_s8(vb01234567c4);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa0), 0);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa0), 0);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa1), 0);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa1), 0);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa2), 0);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa2), 0);
const int8x8_t vb01234567c5 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c5 = vmovl_s8(vb01234567c5);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa0), 1);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa0), 1);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa1), 1);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa1), 1);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa2), 1);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa2), 1);
const int8x8_t vb01234567c6 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c6 = vmovl_s8(vb01234567c6);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa0), 2);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa0), 2);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa1), 2);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa1), 2);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa2), 2);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa2), 2);
const int8x8_t vb01234567c7 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c7 = vmovl_s8(vb01234567c7);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c7), vget_high_s16(vxa0), 3);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c7), vget_high_s16(vxa0), 3);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c7), vget_high_s16(vxa1), 3);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c7), vget_high_s16(vxa1), 3);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c7), vget_high_s16(vxa2), 3);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c7), vget_high_s16(vxa2), 3);
k -= 8 * sizeof(int8_t);
}
if XNN_UNLIKELY(k != 0) {
const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
const int16x8_t vxa0 = vmovl_s8(va0);
const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
const int16x8_t vxa1 = vmovl_s8(va1);
const int8x8_t va2 = vld1_s8(a2); a2 = (const int8_t*) ((uintptr_t) a2 + k);
const int16x8_t vxa2 = vmovl_s8(va2);
const int8x8_t vb01234567c0 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c0 = vmovl_s8(vb01234567c0);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa0), 0);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa0), 0);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa1), 0);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa1), 0);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa2), 0);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa2), 0);
if (k >= 2 * sizeof(int8_t)) {
const int8x8_t vb01234567c1 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c1 = vmovl_s8(vb01234567c1);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa0), 1);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa0), 1);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa1), 1);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa1), 1);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa2), 1);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa2), 1);
if (k > 2 * sizeof(int8_t)) {
const int8x8_t vb01234567c2 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c2 = vmovl_s8(vb01234567c2);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa0), 2);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa0), 2);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa1), 2);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa1), 2);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa2), 2);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa2), 2);
if (k >= 4 * sizeof(int8_t)) {
const int8x8_t vb01234567c3 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c3 = vmovl_s8(vb01234567c3);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa0), 3);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa0), 3);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa1), 3);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa1), 3);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa2), 3);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa2), 3);
if (k > 4 * sizeof(int8_t)) {
const int8x8_t vb01234567c4 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c4 = vmovl_s8(vb01234567c4);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa0), 0);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa0), 0);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa1), 0);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa1), 0);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa2), 0);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa2), 0);
if (k >= 6 * sizeof(int8_t)) {
const int8x8_t vb01234567c5 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c5 = vmovl_s8(vb01234567c5);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa0), 1);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa0), 1);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa1), 1);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa1), 1);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa2), 1);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa2), 1);
if (k > 6 * sizeof(int8_t)) {
const int8x8_t vb01234567c6 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c6 = vmovl_s8(vb01234567c6);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa0), 2);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa0), 2);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa1), 2);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa1), 2);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa2), 2);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa2), 2);
}
}
}
}
}
}
}
float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
float32x4_t vfpacc1x0123 = vcvtq_f32_s32(vacc1x0123);
float32x4_t vfpacc1x4567 = vcvtq_f32_s32(vacc1x4567);
float32x4_t vfpacc2x0123 = vcvtq_f32_s32(vacc2x0123);
float32x4_t vfpacc2x4567 = vcvtq_f32_s32(vacc2x4567);
const float32x4_t vscale0123 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale0123);
vfpacc1x0123 = vmulq_f32(vfpacc1x0123, vscale0123);
vfpacc2x0123 = vmulq_f32(vfpacc2x0123, vscale0123);
const float32x4_t vscale4567 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale4567);
vfpacc1x4567 = vmulq_f32(vfpacc1x4567, vscale4567);
vfpacc2x4567 = vmulq_f32(vfpacc2x4567, vscale4567);
const float32x4_t vmagic_bias = vld1q_dup_f32(¶ms->fp32_neon.magic_bias);
vacc0x0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x0123, vmagic_bias));
vacc0x4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x4567, vmagic_bias));
vacc1x0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc1x0123, vmagic_bias));
vacc1x4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc1x4567, vmagic_bias));
vacc2x0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc2x0123, vmagic_bias));
vacc2x4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc2x4567, vmagic_bias));
const int32x4_t vmagic_bias_less_output_zero_point = vld1q_dup_s32(¶ms->fp32_neon.magic_bias_less_output_zero_point);
vacc0x0123 = vqsubq_s32(vacc0x0123, vmagic_bias_less_output_zero_point);
vacc0x4567 = vqsubq_s32(vacc0x4567, vmagic_bias_less_output_zero_point);
vacc1x0123 = vqsubq_s32(vacc1x0123, vmagic_bias_less_output_zero_point);
vacc1x4567 = vqsubq_s32(vacc1x4567, vmagic_bias_less_output_zero_point);
vacc2x0123 = vqsubq_s32(vacc2x0123, vmagic_bias_less_output_zero_point);
vacc2x4567 = vqsubq_s32(vacc2x4567, vmagic_bias_less_output_zero_point);
#if XNN_ARCH_ARM64
int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567);
int16x8_t vacc1x01234567 = vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567);
int16x8_t vacc2x01234567 = vqmovn_high_s32(vqmovn_s32(vacc2x0123), vacc2x4567);
int8x16_t vout0x01234567_1x01234567 = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc1x01234567);
int8x8_t vout2x01234567 = vqmovn_s16(vacc2x01234567);
#else
int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567));
int16x8_t vacc1x01234567 = vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567));
int16x8_t vacc2x01234567 = vcombine_s16(vqmovn_s32(vacc2x0123), vqmovn_s32(vacc2x4567));
int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc1x01234567));
int8x8_t vout2x01234567 = vqmovn_s16(vacc2x01234567);
#endif
const int8x16_t voutput_min = vld1q_dup_s8(¶ms->fp32_neon.output_min);
vout0x01234567_1x01234567 = vmaxq_s8(vout0x01234567_1x01234567, voutput_min);
vout2x01234567 = vmax_s8(vout2x01234567, vget_low_s8(voutput_min));
const int8x16_t voutput_max = vld1q_dup_s8(¶ms->fp32_neon.output_max);
vout0x01234567_1x01234567 = vminq_s8(vout0x01234567_1x01234567, voutput_max);
vout2x01234567 = vmin_s8(vout2x01234567, vget_low_s8(voutput_max));
if (nc >= 8) {
vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
vst1_s8(c2 + 0, vout2x01234567);
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
nc -= 8;
} else {
if (nc & 4) {
vst1q_lane_u32((void*) c0, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
vst1q_lane_u32((void*) c1, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
vst1_lane_u32((void*) c2, vreinterpret_u32_s8(vout2x01234567), 0); c2 += 4;
vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
vout2x01234567 = vext_s8(vout2x01234567, vout2x01234567, 4);
}
if (nc & 2) {
vst1q_lane_u16((void*) c0, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
vst1q_lane_u16((void*) c1, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
vst1_lane_u16((void*) c2, vreinterpret_u16_s8(vout2x01234567), 0); c2 += 2;
vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
vout2x01234567 = vext_s8(vout2x01234567, vout2x01234567, 2);
}
if (nc & 1) {
vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
vst1_lane_s8(c2, vout2x01234567, 0);
}
nc = 0;
}
} while (nc != 0);
}
| 19,629
| 57.076923
| 125
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-3x8-minmax-fp32-neon-mlal-lane.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/neon-mlal-lane.c.in
// Generator: tools/xngen
//
// Copyright 2020 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 <arm_neon.h>
#include <xnnpack/common.h>
#include <xnnpack/gemm.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_3x8__neon_mlal_lane(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
{
assert(mr != 0);
assert(mr <= 3);
assert(nc != 0);
assert(kc != 0);
assert(kc % sizeof(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
do {
int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
int32x4_t vacc1x0123 = vacc0x0123;
int32x4_t vacc1x4567 = vacc0x4567;
int32x4_t vacc2x0123 = vacc0x0123;
int32x4_t vacc2x4567 = vacc0x4567;
size_t k = kc;
while (k >= 8 * sizeof(int8_t)) {
const int8x8_t va0 = vld1_s8(a0); a0 += 8;
const int16x8_t vxa0 = vmovl_s8(va0);
const int8x8_t va1 = vld1_s8(a1); a1 += 8;
const int16x8_t vxa1 = vmovl_s8(va1);
const int8x8_t va2 = vld1_s8(a2); a2 += 8;
const int16x8_t vxa2 = vmovl_s8(va2);
const int8x8_t vb01234567c0 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c0 = vmovl_s8(vb01234567c0);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa0), 0);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa0), 0);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa1), 0);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa1), 0);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa2), 0);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa2), 0);
const int8x8_t vb01234567c1 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c1 = vmovl_s8(vb01234567c1);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa0), 1);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa0), 1);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa1), 1);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa1), 1);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa2), 1);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa2), 1);
const int8x8_t vb01234567c2 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c2 = vmovl_s8(vb01234567c2);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa0), 2);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa0), 2);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa1), 2);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa1), 2);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa2), 2);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa2), 2);
const int8x8_t vb01234567c3 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c3 = vmovl_s8(vb01234567c3);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa0), 3);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa0), 3);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa1), 3);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa1), 3);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa2), 3);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa2), 3);
const int8x8_t vb01234567c4 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c4 = vmovl_s8(vb01234567c4);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa0), 0);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa0), 0);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa1), 0);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa1), 0);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa2), 0);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa2), 0);
const int8x8_t vb01234567c5 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c5 = vmovl_s8(vb01234567c5);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa0), 1);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa0), 1);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa1), 1);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa1), 1);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa2), 1);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa2), 1);
const int8x8_t vb01234567c6 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c6 = vmovl_s8(vb01234567c6);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa0), 2);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa0), 2);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa1), 2);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa1), 2);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa2), 2);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa2), 2);
const int8x8_t vb01234567c7 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c7 = vmovl_s8(vb01234567c7);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c7), vget_high_s16(vxa0), 3);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c7), vget_high_s16(vxa0), 3);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c7), vget_high_s16(vxa1), 3);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c7), vget_high_s16(vxa1), 3);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c7), vget_high_s16(vxa2), 3);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c7), vget_high_s16(vxa2), 3);
k -= 8 * sizeof(int8_t);
}
if XNN_UNLIKELY(k != 0) {
const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
const int16x8_t vxa0 = vmovl_s8(va0);
const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
const int16x8_t vxa1 = vmovl_s8(va1);
const int8x8_t va2 = vld1_s8(a2); a2 = (const int8_t*) ((uintptr_t) a2 + k);
const int16x8_t vxa2 = vmovl_s8(va2);
const int8x8_t vb01234567c0 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c0 = vmovl_s8(vb01234567c0);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa0), 0);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa0), 0);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa1), 0);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa1), 0);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa2), 0);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa2), 0);
if (k >= 2 * sizeof(int8_t)) {
const int8x8_t vb01234567c1 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c1 = vmovl_s8(vb01234567c1);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa0), 1);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa0), 1);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa1), 1);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa1), 1);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa2), 1);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa2), 1);
if (k > 2 * sizeof(int8_t)) {
const int8x8_t vb01234567c2 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c2 = vmovl_s8(vb01234567c2);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa0), 2);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa0), 2);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa1), 2);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa1), 2);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa2), 2);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa2), 2);
if (k >= 4 * sizeof(int8_t)) {
const int8x8_t vb01234567c3 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c3 = vmovl_s8(vb01234567c3);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa0), 3);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa0), 3);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa1), 3);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa1), 3);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa2), 3);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa2), 3);
if (k > 4 * sizeof(int8_t)) {
const int8x8_t vb01234567c4 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c4 = vmovl_s8(vb01234567c4);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa0), 0);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa0), 0);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa1), 0);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa1), 0);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa2), 0);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa2), 0);
if (k >= 6 * sizeof(int8_t)) {
const int8x8_t vb01234567c5 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c5 = vmovl_s8(vb01234567c5);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa0), 1);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa0), 1);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa1), 1);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa1), 1);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa2), 1);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa2), 1);
if (k > 6 * sizeof(int8_t)) {
const int8x8_t vb01234567c6 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c6 = vmovl_s8(vb01234567c6);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa0), 2);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa0), 2);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa1), 2);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa1), 2);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa2), 2);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa2), 2);
}
}
}
}
}
}
}
float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
float32x4_t vfpacc1x0123 = vcvtq_f32_s32(vacc1x0123);
float32x4_t vfpacc1x4567 = vcvtq_f32_s32(vacc1x4567);
float32x4_t vfpacc2x0123 = vcvtq_f32_s32(vacc2x0123);
float32x4_t vfpacc2x4567 = vcvtq_f32_s32(vacc2x4567);
const float32x4_t vscale0123 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale0123);
vfpacc1x0123 = vmulq_f32(vfpacc1x0123, vscale0123);
vfpacc2x0123 = vmulq_f32(vfpacc2x0123, vscale0123);
const float32x4_t vscale4567 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale4567);
vfpacc1x4567 = vmulq_f32(vfpacc1x4567, vscale4567);
vfpacc2x4567 = vmulq_f32(vfpacc2x4567, vscale4567);
const float32x4_t vmagic_bias = vld1q_dup_f32(¶ms->fp32_neon.magic_bias);
vacc0x0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x0123, vmagic_bias));
vacc0x4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x4567, vmagic_bias));
vacc1x0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc1x0123, vmagic_bias));
vacc1x4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc1x4567, vmagic_bias));
vacc2x0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc2x0123, vmagic_bias));
vacc2x4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc2x4567, vmagic_bias));
const int32x4_t vmagic_bias_less_output_zero_point = vld1q_dup_s32(¶ms->fp32_neon.magic_bias_less_output_zero_point);
vacc0x0123 = vqsubq_s32(vacc0x0123, vmagic_bias_less_output_zero_point);
vacc0x4567 = vqsubq_s32(vacc0x4567, vmagic_bias_less_output_zero_point);
vacc1x0123 = vqsubq_s32(vacc1x0123, vmagic_bias_less_output_zero_point);
vacc1x4567 = vqsubq_s32(vacc1x4567, vmagic_bias_less_output_zero_point);
vacc2x0123 = vqsubq_s32(vacc2x0123, vmagic_bias_less_output_zero_point);
vacc2x4567 = vqsubq_s32(vacc2x4567, vmagic_bias_less_output_zero_point);
#if XNN_ARCH_ARM64
int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567);
int16x8_t vacc1x01234567 = vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567);
int16x8_t vacc2x01234567 = vqmovn_high_s32(vqmovn_s32(vacc2x0123), vacc2x4567);
int8x16_t vout0x01234567_1x01234567 = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc1x01234567);
int8x8_t vout2x01234567 = vqmovn_s16(vacc2x01234567);
#else
int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567));
int16x8_t vacc1x01234567 = vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567));
int16x8_t vacc2x01234567 = vcombine_s16(vqmovn_s32(vacc2x0123), vqmovn_s32(vacc2x4567));
int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc1x01234567));
int8x8_t vout2x01234567 = vqmovn_s16(vacc2x01234567);
#endif
const int8x16_t voutput_min = vld1q_dup_s8(¶ms->fp32_neon.output_min);
vout0x01234567_1x01234567 = vmaxq_s8(vout0x01234567_1x01234567, voutput_min);
vout2x01234567 = vmax_s8(vout2x01234567, vget_low_s8(voutput_min));
const int8x16_t voutput_max = vld1q_dup_s8(¶ms->fp32_neon.output_max);
vout0x01234567_1x01234567 = vminq_s8(vout0x01234567_1x01234567, voutput_max);
vout2x01234567 = vmin_s8(vout2x01234567, vget_low_s8(voutput_max));
if (nc >= 8) {
vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
vst1_s8(c2 + 0, vout2x01234567);
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
nc -= 8;
} else {
if (nc & 4) {
vst1q_lane_u32((void*) c0, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
vst1q_lane_u32((void*) c1, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
vst1_lane_u32((void*) c2, vreinterpret_u32_s8(vout2x01234567), 0); c2 += 4;
vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
vout2x01234567 = vext_s8(vout2x01234567, vout2x01234567, 4);
}
if (nc & 2) {
vst1q_lane_u16((void*) c0, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
vst1q_lane_u16((void*) c1, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
vst1_lane_u16((void*) c2, vreinterpret_u16_s8(vout2x01234567), 0); c2 += 2;
vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
vout2x01234567 = vext_s8(vout2x01234567, vout2x01234567, 2);
}
if (nc & 1) {
vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
vst1_lane_s8(c2, vout2x01234567, 0);
}
nc = 0;
}
} while (nc != 0);
}
| 19,543
| 57.166667
| 125
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-3x8-minmax-fp32-neonv8-mlal-lane-prfm.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/neon-mlal-lane.c.in
// Generator: tools/xngen
//
// Copyright 2020 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 <arm_neon.h>
#include <xnnpack/common.h>
#include <xnnpack/gemm.h>
#include <xnnpack/intrinsics-polyfill.h>
#include <xnnpack/prefetch.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_3x8__neonv8_mlal_lane_prfm(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
{
assert(mr != 0);
assert(mr <= 3);
assert(nc != 0);
assert(kc != 0);
assert(kc % sizeof(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
do {
int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
int32x4_t vacc1x0123 = vacc0x0123;
int32x4_t vacc1x4567 = vacc0x4567;
int32x4_t vacc2x0123 = vacc0x0123;
int32x4_t vacc2x4567 = vacc0x4567;
size_t k = kc;
while (k >= 8 * sizeof(int8_t)) {
const int8x8_t va0 = vld1_s8(a0); a0 += 8;
const int16x8_t vxa0 = vmovl_s8(va0);
const int8x8_t va1 = vld1_s8(a1); a1 += 8;
const int16x8_t vxa1 = vmovl_s8(va1);
const int8x8_t va2 = vld1_s8(a2); a2 += 8;
const int16x8_t vxa2 = vmovl_s8(va2);
const int8x8_t vb01234567c0 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c0 = vmovl_s8(vb01234567c0);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa0), 0);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa0), 0);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa1), 0);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa1), 0);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa2), 0);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa2), 0);
const int8x8_t vb01234567c1 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c1 = vmovl_s8(vb01234567c1);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa0), 1);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa0), 1);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa1), 1);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa1), 1);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa2), 1);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa2), 1);
const int8x8_t vb01234567c2 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c2 = vmovl_s8(vb01234567c2);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa0), 2);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa0), 2);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa1), 2);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa1), 2);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa2), 2);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa2), 2);
const int8x8_t vb01234567c3 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c3 = vmovl_s8(vb01234567c3);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa0), 3);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa0), 3);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa1), 3);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa1), 3);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa2), 3);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa2), 3);
xnn_prefetch_to_l1((const int8_t*) w + 448);
const int8x8_t vb01234567c4 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c4 = vmovl_s8(vb01234567c4);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa0), 0);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa0), 0);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa1), 0);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa1), 0);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa2), 0);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa2), 0);
const int8x8_t vb01234567c5 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c5 = vmovl_s8(vb01234567c5);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa0), 1);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa0), 1);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa1), 1);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa1), 1);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa2), 1);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa2), 1);
const int8x8_t vb01234567c6 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c6 = vmovl_s8(vb01234567c6);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa0), 2);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa0), 2);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa1), 2);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa1), 2);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa2), 2);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa2), 2);
const int8x8_t vb01234567c7 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c7 = vmovl_s8(vb01234567c7);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c7), vget_high_s16(vxa0), 3);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c7), vget_high_s16(vxa0), 3);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c7), vget_high_s16(vxa1), 3);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c7), vget_high_s16(vxa1), 3);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c7), vget_high_s16(vxa2), 3);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c7), vget_high_s16(vxa2), 3);
k -= 8 * sizeof(int8_t);
}
if XNN_UNLIKELY(k != 0) {
const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
const int16x8_t vxa0 = vmovl_s8(va0);
const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
const int16x8_t vxa1 = vmovl_s8(va1);
const int8x8_t va2 = vld1_s8(a2); a2 = (const int8_t*) ((uintptr_t) a2 + k);
const int16x8_t vxa2 = vmovl_s8(va2);
const int8x8_t vb01234567c0 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c0 = vmovl_s8(vb01234567c0);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa0), 0);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa0), 0);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa1), 0);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa1), 0);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa2), 0);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa2), 0);
if (k >= 2 * sizeof(int8_t)) {
const int8x8_t vb01234567c1 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c1 = vmovl_s8(vb01234567c1);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa0), 1);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa0), 1);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa1), 1);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa1), 1);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa2), 1);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa2), 1);
if (k > 2 * sizeof(int8_t)) {
const int8x8_t vb01234567c2 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c2 = vmovl_s8(vb01234567c2);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa0), 2);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa0), 2);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa1), 2);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa1), 2);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa2), 2);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa2), 2);
if (k >= 4 * sizeof(int8_t)) {
const int8x8_t vb01234567c3 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c3 = vmovl_s8(vb01234567c3);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa0), 3);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa0), 3);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa1), 3);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa1), 3);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa2), 3);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa2), 3);
if (k > 4 * sizeof(int8_t)) {
const int8x8_t vb01234567c4 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c4 = vmovl_s8(vb01234567c4);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa0), 0);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa0), 0);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa1), 0);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa1), 0);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa2), 0);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa2), 0);
if (k >= 6 * sizeof(int8_t)) {
const int8x8_t vb01234567c5 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c5 = vmovl_s8(vb01234567c5);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa0), 1);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa0), 1);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa1), 1);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa1), 1);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa2), 1);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa2), 1);
if (k > 6 * sizeof(int8_t)) {
const int8x8_t vb01234567c6 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c6 = vmovl_s8(vb01234567c6);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa0), 2);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa0), 2);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa1), 2);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa1), 2);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa2), 2);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa2), 2);
}
}
}
}
}
}
}
float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
float32x4_t vfpacc1x0123 = vcvtq_f32_s32(vacc1x0123);
float32x4_t vfpacc1x4567 = vcvtq_f32_s32(vacc1x4567);
float32x4_t vfpacc2x0123 = vcvtq_f32_s32(vacc2x0123);
float32x4_t vfpacc2x4567 = vcvtq_f32_s32(vacc2x4567);
const float32x4_t vscale0123 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale0123);
vfpacc1x0123 = vmulq_f32(vfpacc1x0123, vscale0123);
vfpacc2x0123 = vmulq_f32(vfpacc2x0123, vscale0123);
const float32x4_t vscale4567 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale4567);
vfpacc1x4567 = vmulq_f32(vfpacc1x4567, vscale4567);
vfpacc2x4567 = vmulq_f32(vfpacc2x4567, vscale4567);
vacc0x0123 = vcvtnq_s32_f32(vfpacc0x0123);
vacc0x4567 = vcvtnq_s32_f32(vfpacc0x4567);
vacc1x0123 = vcvtnq_s32_f32(vfpacc1x0123);
vacc1x4567 = vcvtnq_s32_f32(vfpacc1x4567);
vacc2x0123 = vcvtnq_s32_f32(vfpacc2x0123);
vacc2x4567 = vcvtnq_s32_f32(vfpacc2x4567);
const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->fp32_neonv8.output_zero_point);
#if XNN_ARCH_ARM64
int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567);
int16x8_t vacc1x01234567 = vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567);
int16x8_t vacc2x01234567 = vqmovn_high_s32(vqmovn_s32(vacc2x0123), vacc2x4567);
vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point);
vacc1x01234567 = vqaddq_s16(vacc1x01234567, voutput_zero_point);
vacc2x01234567 = vqaddq_s16(vacc2x01234567, voutput_zero_point);
int8x16_t vout0x01234567_1x01234567 = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc1x01234567);
int8x8_t vout2x01234567 = vqmovn_s16(vacc2x01234567);
#else
int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567));
int16x8_t vacc1x01234567 = vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567));
int16x8_t vacc2x01234567 = vcombine_s16(vqmovn_s32(vacc2x0123), vqmovn_s32(vacc2x4567));
vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point);
vacc1x01234567 = vqaddq_s16(vacc1x01234567, voutput_zero_point);
vacc2x01234567 = vqaddq_s16(vacc2x01234567, voutput_zero_point);
int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc1x01234567));
int8x8_t vout2x01234567 = vqmovn_s16(vacc2x01234567);
#endif
const int8x16_t voutput_min = vld1q_dup_s8(¶ms->fp32_neonv8.output_min);
vout0x01234567_1x01234567 = vmaxq_s8(vout0x01234567_1x01234567, voutput_min);
vout2x01234567 = vmax_s8(vout2x01234567, vget_low_s8(voutput_min));
const int8x16_t voutput_max = vld1q_dup_s8(¶ms->fp32_neonv8.output_max);
vout0x01234567_1x01234567 = vminq_s8(vout0x01234567_1x01234567, voutput_max);
vout2x01234567 = vmin_s8(vout2x01234567, vget_low_s8(voutput_max));
if (nc >= 8) {
vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
vst1_s8(c2 + 0, vout2x01234567);
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
nc -= 8;
} else {
if (nc & 4) {
vst1q_lane_u32((void*) c0, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
vst1q_lane_u32((void*) c1, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
vst1_lane_u32((void*) c2, vreinterpret_u32_s8(vout2x01234567), 0); c2 += 4;
vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
vout2x01234567 = vext_s8(vout2x01234567, vout2x01234567, 4);
}
if (nc & 2) {
vst1q_lane_u16((void*) c0, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
vst1q_lane_u16((void*) c1, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
vst1_lane_u16((void*) c2, vreinterpret_u16_s8(vout2x01234567), 0); c2 += 2;
vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
vout2x01234567 = vext_s8(vout2x01234567, vout2x01234567, 2);
}
if (nc & 1) {
vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
vst1_lane_s8(c2, vout2x01234567, 0);
}
nc = 0;
}
} while (nc != 0);
}
| 19,329
| 56.35905
| 112
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-3x8-minmax-fp32-neonv8-mlal-lane.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/neon-mlal-lane.c.in
// Generator: tools/xngen
//
// Copyright 2020 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 <arm_neon.h>
#include <xnnpack/common.h>
#include <xnnpack/gemm.h>
#include <xnnpack/intrinsics-polyfill.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_3x8__neonv8_mlal_lane(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
{
assert(mr != 0);
assert(mr <= 3);
assert(nc != 0);
assert(kc != 0);
assert(kc % sizeof(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
do {
int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
int32x4_t vacc1x0123 = vacc0x0123;
int32x4_t vacc1x4567 = vacc0x4567;
int32x4_t vacc2x0123 = vacc0x0123;
int32x4_t vacc2x4567 = vacc0x4567;
size_t k = kc;
while (k >= 8 * sizeof(int8_t)) {
const int8x8_t va0 = vld1_s8(a0); a0 += 8;
const int16x8_t vxa0 = vmovl_s8(va0);
const int8x8_t va1 = vld1_s8(a1); a1 += 8;
const int16x8_t vxa1 = vmovl_s8(va1);
const int8x8_t va2 = vld1_s8(a2); a2 += 8;
const int16x8_t vxa2 = vmovl_s8(va2);
const int8x8_t vb01234567c0 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c0 = vmovl_s8(vb01234567c0);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa0), 0);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa0), 0);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa1), 0);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa1), 0);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa2), 0);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa2), 0);
const int8x8_t vb01234567c1 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c1 = vmovl_s8(vb01234567c1);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa0), 1);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa0), 1);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa1), 1);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa1), 1);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa2), 1);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa2), 1);
const int8x8_t vb01234567c2 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c2 = vmovl_s8(vb01234567c2);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa0), 2);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa0), 2);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa1), 2);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa1), 2);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa2), 2);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa2), 2);
const int8x8_t vb01234567c3 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c3 = vmovl_s8(vb01234567c3);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa0), 3);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa0), 3);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa1), 3);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa1), 3);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa2), 3);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa2), 3);
const int8x8_t vb01234567c4 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c4 = vmovl_s8(vb01234567c4);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa0), 0);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa0), 0);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa1), 0);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa1), 0);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa2), 0);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa2), 0);
const int8x8_t vb01234567c5 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c5 = vmovl_s8(vb01234567c5);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa0), 1);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa0), 1);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa1), 1);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa1), 1);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa2), 1);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa2), 1);
const int8x8_t vb01234567c6 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c6 = vmovl_s8(vb01234567c6);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa0), 2);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa0), 2);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa1), 2);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa1), 2);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa2), 2);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa2), 2);
const int8x8_t vb01234567c7 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c7 = vmovl_s8(vb01234567c7);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c7), vget_high_s16(vxa0), 3);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c7), vget_high_s16(vxa0), 3);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c7), vget_high_s16(vxa1), 3);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c7), vget_high_s16(vxa1), 3);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c7), vget_high_s16(vxa2), 3);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c7), vget_high_s16(vxa2), 3);
k -= 8 * sizeof(int8_t);
}
if XNN_UNLIKELY(k != 0) {
const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
const int16x8_t vxa0 = vmovl_s8(va0);
const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
const int16x8_t vxa1 = vmovl_s8(va1);
const int8x8_t va2 = vld1_s8(a2); a2 = (const int8_t*) ((uintptr_t) a2 + k);
const int16x8_t vxa2 = vmovl_s8(va2);
const int8x8_t vb01234567c0 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c0 = vmovl_s8(vb01234567c0);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa0), 0);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa0), 0);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa1), 0);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa1), 0);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa2), 0);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa2), 0);
if (k >= 2 * sizeof(int8_t)) {
const int8x8_t vb01234567c1 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c1 = vmovl_s8(vb01234567c1);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa0), 1);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa0), 1);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa1), 1);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa1), 1);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa2), 1);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa2), 1);
if (k > 2 * sizeof(int8_t)) {
const int8x8_t vb01234567c2 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c2 = vmovl_s8(vb01234567c2);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa0), 2);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa0), 2);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa1), 2);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa1), 2);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa2), 2);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa2), 2);
if (k >= 4 * sizeof(int8_t)) {
const int8x8_t vb01234567c3 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c3 = vmovl_s8(vb01234567c3);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa0), 3);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa0), 3);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa1), 3);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa1), 3);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa2), 3);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa2), 3);
if (k > 4 * sizeof(int8_t)) {
const int8x8_t vb01234567c4 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c4 = vmovl_s8(vb01234567c4);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa0), 0);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa0), 0);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa1), 0);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa1), 0);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa2), 0);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa2), 0);
if (k >= 6 * sizeof(int8_t)) {
const int8x8_t vb01234567c5 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c5 = vmovl_s8(vb01234567c5);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa0), 1);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa0), 1);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa1), 1);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa1), 1);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa2), 1);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa2), 1);
if (k > 6 * sizeof(int8_t)) {
const int8x8_t vb01234567c6 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c6 = vmovl_s8(vb01234567c6);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa0), 2);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa0), 2);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa1), 2);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa1), 2);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa2), 2);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa2), 2);
}
}
}
}
}
}
}
float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
float32x4_t vfpacc1x0123 = vcvtq_f32_s32(vacc1x0123);
float32x4_t vfpacc1x4567 = vcvtq_f32_s32(vacc1x4567);
float32x4_t vfpacc2x0123 = vcvtq_f32_s32(vacc2x0123);
float32x4_t vfpacc2x4567 = vcvtq_f32_s32(vacc2x4567);
const float32x4_t vscale0123 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale0123);
vfpacc1x0123 = vmulq_f32(vfpacc1x0123, vscale0123);
vfpacc2x0123 = vmulq_f32(vfpacc2x0123, vscale0123);
const float32x4_t vscale4567 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale4567);
vfpacc1x4567 = vmulq_f32(vfpacc1x4567, vscale4567);
vfpacc2x4567 = vmulq_f32(vfpacc2x4567, vscale4567);
vacc0x0123 = vcvtnq_s32_f32(vfpacc0x0123);
vacc0x4567 = vcvtnq_s32_f32(vfpacc0x4567);
vacc1x0123 = vcvtnq_s32_f32(vfpacc1x0123);
vacc1x4567 = vcvtnq_s32_f32(vfpacc1x4567);
vacc2x0123 = vcvtnq_s32_f32(vfpacc2x0123);
vacc2x4567 = vcvtnq_s32_f32(vfpacc2x4567);
const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->fp32_neonv8.output_zero_point);
#if XNN_ARCH_ARM64
int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567);
int16x8_t vacc1x01234567 = vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567);
int16x8_t vacc2x01234567 = vqmovn_high_s32(vqmovn_s32(vacc2x0123), vacc2x4567);
vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point);
vacc1x01234567 = vqaddq_s16(vacc1x01234567, voutput_zero_point);
vacc2x01234567 = vqaddq_s16(vacc2x01234567, voutput_zero_point);
int8x16_t vout0x01234567_1x01234567 = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc1x01234567);
int8x8_t vout2x01234567 = vqmovn_s16(vacc2x01234567);
#else
int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567));
int16x8_t vacc1x01234567 = vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567));
int16x8_t vacc2x01234567 = vcombine_s16(vqmovn_s32(vacc2x0123), vqmovn_s32(vacc2x4567));
vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point);
vacc1x01234567 = vqaddq_s16(vacc1x01234567, voutput_zero_point);
vacc2x01234567 = vqaddq_s16(vacc2x01234567, voutput_zero_point);
int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc1x01234567));
int8x8_t vout2x01234567 = vqmovn_s16(vacc2x01234567);
#endif
const int8x16_t voutput_min = vld1q_dup_s8(¶ms->fp32_neonv8.output_min);
vout0x01234567_1x01234567 = vmaxq_s8(vout0x01234567_1x01234567, voutput_min);
vout2x01234567 = vmax_s8(vout2x01234567, vget_low_s8(voutput_min));
const int8x16_t voutput_max = vld1q_dup_s8(¶ms->fp32_neonv8.output_max);
vout0x01234567_1x01234567 = vminq_s8(vout0x01234567_1x01234567, voutput_max);
vout2x01234567 = vmin_s8(vout2x01234567, vget_low_s8(voutput_max));
if (nc >= 8) {
vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
vst1_s8(c2 + 0, vout2x01234567);
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
nc -= 8;
} else {
if (nc & 4) {
vst1q_lane_u32((void*) c0, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
vst1q_lane_u32((void*) c1, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
vst1_lane_u32((void*) c2, vreinterpret_u32_s8(vout2x01234567), 0); c2 += 4;
vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
vout2x01234567 = vext_s8(vout2x01234567, vout2x01234567, 4);
}
if (nc & 2) {
vst1q_lane_u16((void*) c0, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
vst1q_lane_u16((void*) c1, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
vst1_lane_u16((void*) c2, vreinterpret_u16_s8(vout2x01234567), 0); c2 += 2;
vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
vout2x01234567 = vext_s8(vout2x01234567, vout2x01234567, 2);
}
if (nc & 1) {
vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
vst1_lane_s8(c2, vout2x01234567, 0);
}
nc = 0;
}
} while (nc != 0);
}
| 19,243
| 56.444776
| 112
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-3x8c8-minmax-fp32-avx2.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/MRx8c8-avx2.c.in
// Generator: tools/xngen
//
// Copyright 2020 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 <immintrin.h>
#include <xnnpack/gemm.h>
#include <xnnpack/intrinsics-polyfill.h>
#include <xnnpack/math.h>
#include <xnnpack/unaligned.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_3x8c8__avx2(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
{
assert(mr != 0);
assert(mr <= 3);
assert(nc != 0);
assert(kc != 0);
assert(kc % sizeof(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
kc = round_up_po2(kc, 8 * sizeof(int8_t));
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
do {
const __m128i vbias0x0 = _mm_cvtsi32_si128(((const int*) w)[0]);
const __m128i vbias0x1 = _mm_cvtsi32_si128(((const int*) w)[1]);
__m256i vacc0x01 = _mm256_inserti128_si256(_mm256_castsi128_si256(vbias0x0), vbias0x1, 1);
const __m128i vbias0x2 = _mm_cvtsi32_si128(((const int*) w)[2]);
const __m128i vbias0x3 = _mm_cvtsi32_si128(((const int*) w)[3]);
__m256i vacc0x23 = _mm256_inserti128_si256(_mm256_castsi128_si256(vbias0x2), vbias0x3, 1);
const __m128i vbias0x4 = _mm_cvtsi32_si128(((const int*) w)[4]);
const __m128i vbias0x5 = _mm_cvtsi32_si128(((const int*) w)[5]);
__m256i vacc0x45 = _mm256_inserti128_si256(_mm256_castsi128_si256(vbias0x4), vbias0x5, 1);
const __m128i vbias0x6 = _mm_cvtsi32_si128(((const int*) w)[6]);
const __m128i vbias0x7 = _mm_cvtsi32_si128(((const int*) w)[7]);
__m256i vacc0x67 = _mm256_inserti128_si256(_mm256_castsi128_si256(vbias0x6), vbias0x7, 1);
__m256i vacc1x01 = vacc0x01;
__m256i vacc1x23 = vacc0x23;
__m256i vacc1x45 = vacc0x45;
__m256i vacc1x67 = vacc0x67;
__m256i vacc2x01 = vacc0x01;
__m256i vacc2x23 = vacc0x23;
__m256i vacc2x45 = vacc0x45;
__m256i vacc2x67 = vacc0x67;
w = (const int32_t*) w + 8;
size_t k = 0;
while (k < kc) {
const __m128i va0 = _mm_broadcastq_epi64(_mm_loadl_epi64((const __m128i*) a0));
const __m256i vxa0 = _mm256_cvtepi8_epi16(va0);
a0 += 8;
const __m128i va1 = _mm_broadcastq_epi64(_mm_loadl_epi64((const __m128i*) a1));
const __m256i vxa1 = _mm256_cvtepi8_epi16(va1);
a1 += 8;
const __m128i va2 = _mm_broadcastq_epi64(_mm_loadl_epi64((const __m128i*) a2));
const __m256i vxa2 = _mm256_cvtepi8_epi16(va2);
a2 += 8;
const __m128i vb01 = _mm_load_si128((const __m128i*) w);
const __m256i vxb01 = _mm256_cvtepi8_epi16(vb01);
vacc0x01 = _mm256_add_epi32(vacc0x01, _mm256_madd_epi16(vxa0, vxb01));
vacc1x01 = _mm256_add_epi32(vacc1x01, _mm256_madd_epi16(vxa1, vxb01));
vacc2x01 = _mm256_add_epi32(vacc2x01, _mm256_madd_epi16(vxa2, vxb01));
const __m128i vb23 = _mm_load_si128((const __m128i*) ((const int8_t*) w + 16));
const __m256i vxb23 = _mm256_cvtepi8_epi16(vb23);
vacc0x23 = _mm256_add_epi32(vacc0x23, _mm256_madd_epi16(vxa0, vxb23));
vacc1x23 = _mm256_add_epi32(vacc1x23, _mm256_madd_epi16(vxa1, vxb23));
vacc2x23 = _mm256_add_epi32(vacc2x23, _mm256_madd_epi16(vxa2, vxb23));
const __m128i vb45 = _mm_load_si128((const __m128i*) ((const int8_t*) w + 32));
const __m256i vxb45 = _mm256_cvtepi8_epi16(vb45);
vacc0x45 = _mm256_add_epi32(vacc0x45, _mm256_madd_epi16(vxa0, vxb45));
vacc1x45 = _mm256_add_epi32(vacc1x45, _mm256_madd_epi16(vxa1, vxb45));
vacc2x45 = _mm256_add_epi32(vacc2x45, _mm256_madd_epi16(vxa2, vxb45));
const __m128i vb67 = _mm_load_si128((const __m128i*) ((const int8_t*) w + 48));
const __m256i vxb67 = _mm256_cvtepi8_epi16(vb67);
vacc0x67 = _mm256_add_epi32(vacc0x67, _mm256_madd_epi16(vxa0, vxb67));
vacc1x67 = _mm256_add_epi32(vacc1x67, _mm256_madd_epi16(vxa1, vxb67));
vacc2x67 = _mm256_add_epi32(vacc2x67, _mm256_madd_epi16(vxa2, vxb67));
w = (const void*) ((const int8_t*) w + 64);
k += 8 * sizeof(int8_t);
}
const __m256i vacc0x0213 = _mm256_hadd_epi32(vacc0x01, vacc0x23);
const __m256i vacc0x4657 = _mm256_hadd_epi32(vacc0x45, vacc0x67);
const __m256i vacc1x0213 = _mm256_hadd_epi32(vacc1x01, vacc1x23);
const __m256i vacc1x4657 = _mm256_hadd_epi32(vacc1x45, vacc1x67);
const __m256i vacc2x0213 = _mm256_hadd_epi32(vacc2x01, vacc2x23);
const __m256i vacc2x4657 = _mm256_hadd_epi32(vacc2x45, vacc2x67);
const __m256i vacc0x02461357 = _mm256_hadd_epi32(vacc0x0213, vacc0x4657);
const __m256i vacc1x02461357 = _mm256_hadd_epi32(vacc1x0213, vacc1x4657);
const __m256i vacc2x02461357 = _mm256_hadd_epi32(vacc2x0213, vacc2x4657);
const __m256i vpermute_mask = _mm256_set_epi32(7, 3, 6, 2, 5, 1, 4, 0);
__m256i vacc0x01234567 = _mm256_permutevar8x32_epi32(vacc0x02461357, vpermute_mask);
__m256i vacc1x01234567 = _mm256_permutevar8x32_epi32(vacc1x02461357, vpermute_mask);
__m256i vacc2x01234567 = _mm256_permutevar8x32_epi32(vacc2x02461357, vpermute_mask);
__m256 vscaled0x01234567 = _mm256_cvtepi32_ps(vacc0x01234567);
__m256 vscaled1x01234567 = _mm256_cvtepi32_ps(vacc1x01234567);
__m256 vscaled2x01234567 = _mm256_cvtepi32_ps(vacc2x01234567);
const __m256 vscale01234567 = _mm256_load_ps(w);
w = (const void*) ((const float*) w + 8);
vscaled0x01234567 = _mm256_mul_ps(vscaled0x01234567, vscale01234567);
vscaled1x01234567 = _mm256_mul_ps(vscaled1x01234567, vscale01234567);
vscaled2x01234567 = _mm256_mul_ps(vscaled2x01234567, vscale01234567);
const __m256 voutput_max_less_zero_point = _mm256_load_ps(params->fp32_avx2.output_max_less_zero_point);
vscaled0x01234567 = _mm256_min_ps(vscaled0x01234567, voutput_max_less_zero_point);
vscaled1x01234567 = _mm256_min_ps(vscaled1x01234567, voutput_max_less_zero_point);
vscaled2x01234567 = _mm256_min_ps(vscaled2x01234567, voutput_max_less_zero_point);
vacc0x01234567 = _mm256_cvtps_epi32(vscaled0x01234567);
vacc1x01234567 = _mm256_cvtps_epi32(vscaled1x01234567);
vacc2x01234567 = _mm256_cvtps_epi32(vscaled2x01234567);
const __m256i voutput_zero_point = _mm256_load_si256((const __m256i*) params->fp32_avx2.output_zero_point);
__m256i vacc01x01234567 = _mm256_adds_epi16(_mm256_packs_epi32(vacc0x01234567, vacc1x01234567), voutput_zero_point);
__m256i vacc22x01234567 = _mm256_adds_epi16(_mm256_packs_epi32(vacc2x01234567, vacc2x01234567), voutput_zero_point);
vacc01x01234567 = _mm256_permute4x64_epi64(vacc01x01234567, _MM_SHUFFLE(3, 1, 2, 0));
vacc22x01234567 = _mm256_permute4x64_epi64(vacc22x01234567, _MM_SHUFFLE(3, 1, 2, 0));
__m256i vout = _mm256_packs_epi16(vacc01x01234567, vacc22x01234567);
vout = _mm256_max_epi8(vout, _mm256_load_si256((const __m256i*) params->fp32_avx2.output_min));
__m128i vout_lo = _mm256_castsi256_si128(vout);
__m128i vout_hi = _mm256_extracti128_si256(vout, 1);
if (nc >= 8) {
_mm_storel_epi64((__m128i*) c0, vout_lo);
_mm_storel_epi64((__m128i*) c1, vout_hi);
_mm_storeh_pi((__m64*) c2, _mm_castsi128_ps(vout_lo));
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
nc -= 8;
} else {
if (nc & 4) {
_mm_storeu_si32(c0, vout_lo);
_mm_storeu_si32(c1, vout_hi);
unaligned_store_u32(c2, (uint32_t) _mm_extract_epi32(vout_lo, 2));
c0 += 4;
c1 += 4;
c2 += 4;
vout_lo = _mm_srli_epi64(vout_lo, 32);
vout_hi = _mm_srli_epi64(vout_hi, 32);
}
if (nc & 2) {
unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout_lo, 0));
unaligned_store_u16(c1, (uint16_t) _mm_extract_epi16(vout_hi, 0));
unaligned_store_u16(c2, (uint16_t) _mm_extract_epi16(vout_lo, 4));
c0 += 2;
c1 += 2;
c2 += 2;
vout_lo = _mm_srli_epi32(vout_lo, 16);
vout_hi = _mm_srli_epi32(vout_hi, 16);
}
if (nc & 1) {
*c0 = (int8_t) _mm_extract_epi8(vout_lo, 0);
*c1 = (int8_t) _mm_extract_epi8(vout_hi, 0);
*c2 = (int8_t) _mm_extract_epi8(vout_lo, 8);
}
nc = 0;
}
} while (nc != 0);
}
| 9,099
| 40.552511
| 120
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-3x8c8-xw-minmax-fp32-avx2.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/MRx8c8-avx2.c.in
// Generator: tools/xngen
//
// Copyright 2020 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 <immintrin.h>
#include <xnnpack/gemm.h>
#include <xnnpack/intrinsics-polyfill.h>
#include <xnnpack/math.h>
#include <xnnpack/unaligned.h>
void xnn_qs8_qc8w_gemm_xw_minmax_fp32_ukernel_3x8c8__avx2(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
{
assert(mr != 0);
assert(mr <= 3);
assert(nc != 0);
assert(kc != 0);
assert(kc % sizeof(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
kc = round_up_po2(kc, 8 * sizeof(int8_t));
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
do {
const __m128i vbias0x0 = _mm_cvtsi32_si128(((const int*) w)[0]);
const __m128i vbias0x1 = _mm_cvtsi32_si128(((const int*) w)[1]);
__m256i vacc0x01 = _mm256_inserti128_si256(_mm256_castsi128_si256(vbias0x0), vbias0x1, 1);
const __m128i vbias0x2 = _mm_cvtsi32_si128(((const int*) w)[2]);
const __m128i vbias0x3 = _mm_cvtsi32_si128(((const int*) w)[3]);
__m256i vacc0x23 = _mm256_inserti128_si256(_mm256_castsi128_si256(vbias0x2), vbias0x3, 1);
const __m128i vbias0x4 = _mm_cvtsi32_si128(((const int*) w)[4]);
const __m128i vbias0x5 = _mm_cvtsi32_si128(((const int*) w)[5]);
__m256i vacc0x45 = _mm256_inserti128_si256(_mm256_castsi128_si256(vbias0x4), vbias0x5, 1);
const __m128i vbias0x6 = _mm_cvtsi32_si128(((const int*) w)[6]);
const __m128i vbias0x7 = _mm_cvtsi32_si128(((const int*) w)[7]);
__m256i vacc0x67 = _mm256_inserti128_si256(_mm256_castsi128_si256(vbias0x6), vbias0x7, 1);
__m256i vacc1x01 = vacc0x01;
__m256i vacc1x23 = vacc0x23;
__m256i vacc1x45 = vacc0x45;
__m256i vacc1x67 = vacc0x67;
__m256i vacc2x01 = vacc0x01;
__m256i vacc2x23 = vacc0x23;
__m256i vacc2x45 = vacc0x45;
__m256i vacc2x67 = vacc0x67;
w = (const int32_t*) w + 8;
size_t k = 0;
while (k < kc) {
const __m128i va0 = _mm_broadcastq_epi64(_mm_loadl_epi64((const __m128i*) a0));
const __m256i vxa0 = _mm256_cvtepi8_epi16(va0);
a0 += 8;
const __m128i va1 = _mm_broadcastq_epi64(_mm_loadl_epi64((const __m128i*) a1));
const __m256i vxa1 = _mm256_cvtepi8_epi16(va1);
a1 += 8;
const __m128i va2 = _mm_broadcastq_epi64(_mm_loadl_epi64((const __m128i*) a2));
const __m256i vxa2 = _mm256_cvtepi8_epi16(va2);
a2 += 8;
const __m256i vxb01 = _mm256_load_si256((const __m256i*) w);
vacc0x01 = _mm256_add_epi32(vacc0x01, _mm256_madd_epi16(vxa0, vxb01));
vacc1x01 = _mm256_add_epi32(vacc1x01, _mm256_madd_epi16(vxa1, vxb01));
vacc2x01 = _mm256_add_epi32(vacc2x01, _mm256_madd_epi16(vxa2, vxb01));
const __m256i vxb23 = _mm256_load_si256((const __m256i*) ((const int16_t*) w + 16));
vacc0x23 = _mm256_add_epi32(vacc0x23, _mm256_madd_epi16(vxa0, vxb23));
vacc1x23 = _mm256_add_epi32(vacc1x23, _mm256_madd_epi16(vxa1, vxb23));
vacc2x23 = _mm256_add_epi32(vacc2x23, _mm256_madd_epi16(vxa2, vxb23));
const __m256i vxb45 = _mm256_load_si256((const __m256i*) ((const int16_t*) w + 32));
vacc0x45 = _mm256_add_epi32(vacc0x45, _mm256_madd_epi16(vxa0, vxb45));
vacc1x45 = _mm256_add_epi32(vacc1x45, _mm256_madd_epi16(vxa1, vxb45));
vacc2x45 = _mm256_add_epi32(vacc2x45, _mm256_madd_epi16(vxa2, vxb45));
const __m256i vxb67 = _mm256_load_si256((const __m256i*) ((const int16_t*) w + 48));
vacc0x67 = _mm256_add_epi32(vacc0x67, _mm256_madd_epi16(vxa0, vxb67));
vacc1x67 = _mm256_add_epi32(vacc1x67, _mm256_madd_epi16(vxa1, vxb67));
vacc2x67 = _mm256_add_epi32(vacc2x67, _mm256_madd_epi16(vxa2, vxb67));
w = (const void*) ((const int16_t*) w + 64);
k += 8 * sizeof(int8_t);
}
const __m256i vacc0x0213 = _mm256_hadd_epi32(vacc0x01, vacc0x23);
const __m256i vacc0x4657 = _mm256_hadd_epi32(vacc0x45, vacc0x67);
const __m256i vacc1x0213 = _mm256_hadd_epi32(vacc1x01, vacc1x23);
const __m256i vacc1x4657 = _mm256_hadd_epi32(vacc1x45, vacc1x67);
const __m256i vacc2x0213 = _mm256_hadd_epi32(vacc2x01, vacc2x23);
const __m256i vacc2x4657 = _mm256_hadd_epi32(vacc2x45, vacc2x67);
const __m256i vacc0x02461357 = _mm256_hadd_epi32(vacc0x0213, vacc0x4657);
const __m256i vacc1x02461357 = _mm256_hadd_epi32(vacc1x0213, vacc1x4657);
const __m256i vacc2x02461357 = _mm256_hadd_epi32(vacc2x0213, vacc2x4657);
const __m256i vpermute_mask = _mm256_set_epi32(7, 3, 6, 2, 5, 1, 4, 0);
__m256i vacc0x01234567 = _mm256_permutevar8x32_epi32(vacc0x02461357, vpermute_mask);
__m256i vacc1x01234567 = _mm256_permutevar8x32_epi32(vacc1x02461357, vpermute_mask);
__m256i vacc2x01234567 = _mm256_permutevar8x32_epi32(vacc2x02461357, vpermute_mask);
__m256 vscaled0x01234567 = _mm256_cvtepi32_ps(vacc0x01234567);
__m256 vscaled1x01234567 = _mm256_cvtepi32_ps(vacc1x01234567);
__m256 vscaled2x01234567 = _mm256_cvtepi32_ps(vacc2x01234567);
const __m256 vscale01234567 = _mm256_load_ps(w);
w = (const void*) ((const float*) w + 8);
vscaled0x01234567 = _mm256_mul_ps(vscaled0x01234567, vscale01234567);
vscaled1x01234567 = _mm256_mul_ps(vscaled1x01234567, vscale01234567);
vscaled2x01234567 = _mm256_mul_ps(vscaled2x01234567, vscale01234567);
const __m256 voutput_max_less_zero_point = _mm256_load_ps(params->fp32_avx2.output_max_less_zero_point);
vscaled0x01234567 = _mm256_min_ps(vscaled0x01234567, voutput_max_less_zero_point);
vscaled1x01234567 = _mm256_min_ps(vscaled1x01234567, voutput_max_less_zero_point);
vscaled2x01234567 = _mm256_min_ps(vscaled2x01234567, voutput_max_less_zero_point);
vacc0x01234567 = _mm256_cvtps_epi32(vscaled0x01234567);
vacc1x01234567 = _mm256_cvtps_epi32(vscaled1x01234567);
vacc2x01234567 = _mm256_cvtps_epi32(vscaled2x01234567);
const __m256i voutput_zero_point = _mm256_load_si256((const __m256i*) params->fp32_avx2.output_zero_point);
__m256i vacc01x01234567 = _mm256_adds_epi16(_mm256_packs_epi32(vacc0x01234567, vacc1x01234567), voutput_zero_point);
__m256i vacc22x01234567 = _mm256_adds_epi16(_mm256_packs_epi32(vacc2x01234567, vacc2x01234567), voutput_zero_point);
vacc01x01234567 = _mm256_permute4x64_epi64(vacc01x01234567, _MM_SHUFFLE(3, 1, 2, 0));
vacc22x01234567 = _mm256_permute4x64_epi64(vacc22x01234567, _MM_SHUFFLE(3, 1, 2, 0));
__m256i vout = _mm256_packs_epi16(vacc01x01234567, vacc22x01234567);
vout = _mm256_max_epi8(vout, _mm256_load_si256((const __m256i*) params->fp32_avx2.output_min));
__m128i vout_lo = _mm256_castsi256_si128(vout);
__m128i vout_hi = _mm256_extracti128_si256(vout, 1);
if (nc >= 8) {
_mm_storel_epi64((__m128i*) c0, vout_lo);
_mm_storel_epi64((__m128i*) c1, vout_hi);
_mm_storeh_pi((__m64*) c2, _mm_castsi128_ps(vout_lo));
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
nc -= 8;
} else {
if (nc & 4) {
_mm_storeu_si32(c0, vout_lo);
_mm_storeu_si32(c1, vout_hi);
unaligned_store_u32(c2, (uint32_t) _mm_extract_epi32(vout_lo, 2));
c0 += 4;
c1 += 4;
c2 += 4;
vout_lo = _mm_srli_epi64(vout_lo, 32);
vout_hi = _mm_srli_epi64(vout_hi, 32);
}
if (nc & 2) {
unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout_lo, 0));
unaligned_store_u16(c1, (uint16_t) _mm_extract_epi16(vout_hi, 0));
unaligned_store_u16(c2, (uint16_t) _mm_extract_epi16(vout_lo, 4));
c0 += 2;
c1 += 2;
c2 += 2;
vout_lo = _mm_srli_epi32(vout_lo, 16);
vout_hi = _mm_srli_epi32(vout_hi, 16);
}
if (nc & 1) {
*c0 = (int8_t) _mm_extract_epi8(vout_lo, 0);
*c1 = (int8_t) _mm_extract_epi8(vout_hi, 0);
*c2 = (int8_t) _mm_extract_epi8(vout_lo, 8);
}
nc = 0;
}
} while (nc != 0);
}
| 8,898
| 40.390698
| 120
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-4x16c4-minmax-fp32-neondot.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/c4-neondot.c.in
// Generator: tools/xngen
//
// Copyright 2020 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 <arm_neon.h>
#include <xnnpack/gemm.h>
#include <xnnpack/intrinsics-polyfill.h>
#include <xnnpack/math.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_4x16c4__neondot(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_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(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
kc = round_up_po2(kc, 4 * sizeof(int8_t));
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
const int8_t* a3 = (const int8_t*) ((uintptr_t) a2 + a_stride);
int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
if XNN_UNPREDICTABLE(mr != 4) {
a3 = a2;
c3 = c2;
}
// Loop over groups of 16 columns.
do {
// Initialize accumulators with bias. 16 bias values are loaded from the
// weight matrix, at the start of the group of 16 columns.
int32x4_t vacc0x0123 = vld1q_s32(w); w = (const int32_t*) w + 4;
int32x4_t vacc0x4567 = vld1q_s32(w); w = (const int32_t*) w + 4;
int32x4_t vacc0x89AB = vld1q_s32(w); w = (const int32_t*) w + 4;
int32x4_t vacc0xCDEF = vld1q_s32(w); w = (const int32_t*) w + 4;
int32x4_t vacc1x0123 = vacc0x0123;
int32x4_t vacc1x4567 = vacc0x4567;
int32x4_t vacc1x89AB = vacc0x89AB;
int32x4_t vacc1xCDEF = vacc0xCDEF;
int32x4_t vacc2x0123 = vacc0x0123;
int32x4_t vacc2x4567 = vacc0x4567;
int32x4_t vacc2x89AB = vacc0x89AB;
int32x4_t vacc2xCDEF = vacc0xCDEF;
int32x4_t vacc3x0123 = vacc0x0123;
int32x4_t vacc3x4567 = vacc0x4567;
int32x4_t vacc3x89AB = vacc0x89AB;
int32x4_t vacc3xCDEF = vacc0xCDEF;
// Inner accumulation loop along the 16 columns.
size_t k = kc;
// 2x partial unrolled loop to load 8 bytes at a time.
while (k >= 8 * sizeof(int8_t)) {
// Load a 4x8 block of activations.
const int8x8_t va0x01234567 = vld1_s8(a0); a0 += 8;
const int8x8_t va1x01234567 = vld1_s8(a1); a1 += 8;
const int8x8_t va2x01234567 = vld1_s8(a2); a2 += 8;
const int8x8_t va3x01234567 = vld1_s8(a3); a3 += 8;
// Load a 8x16 block of weights.
const int8x16_t vb0123x0123 = vld1q_s8(w); w = (const int8_t*) w + 16;
const int8x16_t vb0123x4567 = vld1q_s8(w); w = (const int8_t*) w + 16;
const int8x16_t vb0123x89AB = vld1q_s8(w); w = (const int8_t*) w + 16;
const int8x16_t vb0123xCDEF = vld1q_s8(w); w = (const int8_t*) w + 16;
const int8x16_t vb4567x0123 = vld1q_s8(w); w = (const int8_t*) w + 16;
const int8x16_t vb4567x4567 = vld1q_s8(w); w = (const int8_t*) w + 16;
const int8x16_t vb4567x89AB = vld1q_s8(w); w = (const int8_t*) w + 16;
const int8x16_t vb4567xCDEF = vld1q_s8(w); w = (const int8_t*) w + 16;
// Multiply-accumulate: 4x8 * 8x16 --> 4x16.
vacc0x0123 = vdotq_lane_s32(vacc0x0123, vb0123x0123, va0x01234567, 0);
vacc0x4567 = vdotq_lane_s32(vacc0x4567, vb0123x4567, va0x01234567, 0);
vacc0x89AB = vdotq_lane_s32(vacc0x89AB, vb0123x89AB, va0x01234567, 0);
vacc0xCDEF = vdotq_lane_s32(vacc0xCDEF, vb0123xCDEF, va0x01234567, 0);
vacc1x0123 = vdotq_lane_s32(vacc1x0123, vb0123x0123, va1x01234567, 0);
vacc1x4567 = vdotq_lane_s32(vacc1x4567, vb0123x4567, va1x01234567, 0);
vacc1x89AB = vdotq_lane_s32(vacc1x89AB, vb0123x89AB, va1x01234567, 0);
vacc1xCDEF = vdotq_lane_s32(vacc1xCDEF, vb0123xCDEF, va1x01234567, 0);
vacc2x0123 = vdotq_lane_s32(vacc2x0123, vb0123x0123, va2x01234567, 0);
vacc2x4567 = vdotq_lane_s32(vacc2x4567, vb0123x4567, va2x01234567, 0);
vacc2x89AB = vdotq_lane_s32(vacc2x89AB, vb0123x89AB, va2x01234567, 0);
vacc2xCDEF = vdotq_lane_s32(vacc2xCDEF, vb0123xCDEF, va2x01234567, 0);
vacc3x0123 = vdotq_lane_s32(vacc3x0123, vb0123x0123, va3x01234567, 0);
vacc3x4567 = vdotq_lane_s32(vacc3x4567, vb0123x4567, va3x01234567, 0);
vacc3x89AB = vdotq_lane_s32(vacc3x89AB, vb0123x89AB, va3x01234567, 0);
vacc3xCDEF = vdotq_lane_s32(vacc3xCDEF, vb0123xCDEF, va3x01234567, 0);
vacc0x0123 = vdotq_lane_s32(vacc0x0123, vb4567x0123, va0x01234567, 1);
vacc0x4567 = vdotq_lane_s32(vacc0x4567, vb4567x4567, va0x01234567, 1);
vacc0x89AB = vdotq_lane_s32(vacc0x89AB, vb4567x89AB, va0x01234567, 1);
vacc0xCDEF = vdotq_lane_s32(vacc0xCDEF, vb4567xCDEF, va0x01234567, 1);
vacc1x0123 = vdotq_lane_s32(vacc1x0123, vb4567x0123, va1x01234567, 1);
vacc1x4567 = vdotq_lane_s32(vacc1x4567, vb4567x4567, va1x01234567, 1);
vacc1x89AB = vdotq_lane_s32(vacc1x89AB, vb4567x89AB, va1x01234567, 1);
vacc1xCDEF = vdotq_lane_s32(vacc1xCDEF, vb4567xCDEF, va1x01234567, 1);
vacc2x0123 = vdotq_lane_s32(vacc2x0123, vb4567x0123, va2x01234567, 1);
vacc2x4567 = vdotq_lane_s32(vacc2x4567, vb4567x4567, va2x01234567, 1);
vacc2x89AB = vdotq_lane_s32(vacc2x89AB, vb4567x89AB, va2x01234567, 1);
vacc2xCDEF = vdotq_lane_s32(vacc2xCDEF, vb4567xCDEF, va2x01234567, 1);
vacc3x0123 = vdotq_lane_s32(vacc3x0123, vb4567x0123, va3x01234567, 1);
vacc3x4567 = vdotq_lane_s32(vacc3x4567, vb4567x4567, va3x01234567, 1);
vacc3x89AB = vdotq_lane_s32(vacc3x89AB, vb4567x89AB, va3x01234567, 1);
vacc3xCDEF = vdotq_lane_s32(vacc3xCDEF, vb4567xCDEF, va3x01234567, 1);
k -= 8 * sizeof(int8_t);
}
// Handle up to 4 final positions of `k`
if XNN_UNLIKELY(k != 0) {
// Load a 4x4 block of activations.
const int8x8_t va0x01234567 = vld1_s8(a0); a0 += 4;
const int8x8_t va1x01234567 = vld1_s8(a1); a1 += 4;
const int8x8_t va2x01234567 = vld1_s8(a2); a2 += 4;
const int8x8_t va3x01234567 = vld1_s8(a3); a3 += 4;
// Load a 4x16 block of weights.
const int8x16_t vb0123x0123 = vld1q_s8(w); w = (const int8_t*) w + 16;
const int8x16_t vb0123x4567 = vld1q_s8(w); w = (const int8_t*) w + 16;
const int8x16_t vb0123x89AB = vld1q_s8(w); w = (const int8_t*) w + 16;
const int8x16_t vb0123xCDEF = vld1q_s8(w); w = (const int8_t*) w + 16;
// Multiply-accumulate: 4x4 * 4x16 --> 4x16.
vacc0x0123 = vdotq_lane_s32(vacc0x0123, vb0123x0123, va0x01234567, 0);
vacc0x4567 = vdotq_lane_s32(vacc0x4567, vb0123x4567, va0x01234567, 0);
vacc0x89AB = vdotq_lane_s32(vacc0x89AB, vb0123x89AB, va0x01234567, 0);
vacc0xCDEF = vdotq_lane_s32(vacc0xCDEF, vb0123xCDEF, va0x01234567, 0);
vacc1x0123 = vdotq_lane_s32(vacc1x0123, vb0123x0123, va1x01234567, 0);
vacc1x4567 = vdotq_lane_s32(vacc1x4567, vb0123x4567, va1x01234567, 0);
vacc1x89AB = vdotq_lane_s32(vacc1x89AB, vb0123x89AB, va1x01234567, 0);
vacc1xCDEF = vdotq_lane_s32(vacc1xCDEF, vb0123xCDEF, va1x01234567, 0);
vacc2x0123 = vdotq_lane_s32(vacc2x0123, vb0123x0123, va2x01234567, 0);
vacc2x4567 = vdotq_lane_s32(vacc2x4567, vb0123x4567, va2x01234567, 0);
vacc2x89AB = vdotq_lane_s32(vacc2x89AB, vb0123x89AB, va2x01234567, 0);
vacc2xCDEF = vdotq_lane_s32(vacc2xCDEF, vb0123xCDEF, va2x01234567, 0);
vacc3x0123 = vdotq_lane_s32(vacc3x0123, vb0123x0123, va3x01234567, 0);
vacc3x4567 = vdotq_lane_s32(vacc3x4567, vb0123x4567, va3x01234567, 0);
vacc3x89AB = vdotq_lane_s32(vacc3x89AB, vb0123x89AB, va3x01234567, 0);
vacc3xCDEF = vdotq_lane_s32(vacc3xCDEF, vb0123xCDEF, va3x01234567, 0);
}
float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
float32x4_t vfpacc0x89AB = vcvtq_f32_s32(vacc0x89AB);
float32x4_t vfpacc0xCDEF = vcvtq_f32_s32(vacc0xCDEF);
float32x4_t vfpacc1x0123 = vcvtq_f32_s32(vacc1x0123);
float32x4_t vfpacc1x4567 = vcvtq_f32_s32(vacc1x4567);
float32x4_t vfpacc1x89AB = vcvtq_f32_s32(vacc1x89AB);
float32x4_t vfpacc1xCDEF = vcvtq_f32_s32(vacc1xCDEF);
float32x4_t vfpacc2x0123 = vcvtq_f32_s32(vacc2x0123);
float32x4_t vfpacc2x4567 = vcvtq_f32_s32(vacc2x4567);
float32x4_t vfpacc2x89AB = vcvtq_f32_s32(vacc2x89AB);
float32x4_t vfpacc2xCDEF = vcvtq_f32_s32(vacc2xCDEF);
float32x4_t vfpacc3x0123 = vcvtq_f32_s32(vacc3x0123);
float32x4_t vfpacc3x4567 = vcvtq_f32_s32(vacc3x4567);
float32x4_t vfpacc3x89AB = vcvtq_f32_s32(vacc3x89AB);
float32x4_t vfpacc3xCDEF = vcvtq_f32_s32(vacc3xCDEF);
const float32x4_t vscale0123 = vld1q_f32((const float*) w); w = (const float*) w + 4;
vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale0123);
vfpacc1x0123 = vmulq_f32(vfpacc1x0123, vscale0123);
vfpacc2x0123 = vmulq_f32(vfpacc2x0123, vscale0123);
vfpacc3x0123 = vmulq_f32(vfpacc3x0123, vscale0123);
const float32x4_t vscale4567 = vld1q_f32((const float*) w); w = (const float*) w + 4;
vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale4567);
vfpacc1x4567 = vmulq_f32(vfpacc1x4567, vscale4567);
vfpacc2x4567 = vmulq_f32(vfpacc2x4567, vscale4567);
vfpacc3x4567 = vmulq_f32(vfpacc3x4567, vscale4567);
const float32x4_t vscale89AB = vld1q_f32((const float*) w); w = (const float*) w + 4;
vfpacc0x89AB = vmulq_f32(vfpacc0x89AB, vscale89AB);
vfpacc1x89AB = vmulq_f32(vfpacc1x89AB, vscale89AB);
vfpacc2x89AB = vmulq_f32(vfpacc2x89AB, vscale89AB);
vfpacc3x89AB = vmulq_f32(vfpacc3x89AB, vscale89AB);
const float32x4_t vscaleCDEF = vld1q_f32((const float*) w); w = (const float*) w + 4;
vfpacc0xCDEF = vmulq_f32(vfpacc0xCDEF, vscaleCDEF);
vfpacc1xCDEF = vmulq_f32(vfpacc1xCDEF, vscaleCDEF);
vfpacc2xCDEF = vmulq_f32(vfpacc2xCDEF, vscaleCDEF);
vfpacc3xCDEF = vmulq_f32(vfpacc3xCDEF, vscaleCDEF);
vacc0x0123 = vcvtnq_s32_f32(vfpacc0x0123);
vacc0x4567 = vcvtnq_s32_f32(vfpacc0x4567);
vacc0x89AB = vcvtnq_s32_f32(vfpacc0x89AB);
vacc0xCDEF = vcvtnq_s32_f32(vfpacc0xCDEF);
vacc1x0123 = vcvtnq_s32_f32(vfpacc1x0123);
vacc1x4567 = vcvtnq_s32_f32(vfpacc1x4567);
vacc1x89AB = vcvtnq_s32_f32(vfpacc1x89AB);
vacc1xCDEF = vcvtnq_s32_f32(vfpacc1xCDEF);
vacc2x0123 = vcvtnq_s32_f32(vfpacc2x0123);
vacc2x4567 = vcvtnq_s32_f32(vfpacc2x4567);
vacc2x89AB = vcvtnq_s32_f32(vfpacc2x89AB);
vacc2xCDEF = vcvtnq_s32_f32(vfpacc2xCDEF);
vacc3x0123 = vcvtnq_s32_f32(vfpacc3x0123);
vacc3x4567 = vcvtnq_s32_f32(vfpacc3x4567);
vacc3x89AB = vcvtnq_s32_f32(vfpacc3x89AB);
vacc3xCDEF = vcvtnq_s32_f32(vfpacc3xCDEF);
const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->fp32_neonv8.output_zero_point);
#if XNN_ARCH_ARM64
const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x89AB), vacc0xCDEF), voutput_zero_point);
const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
const int16x8_t vacc1x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x89AB), vacc1xCDEF), voutput_zero_point);
const int16x8_t vacc2x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc2x0123), vacc2x4567), voutput_zero_point);
const int16x8_t vacc2x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc2x89AB), vacc2xCDEF), voutput_zero_point);
const int16x8_t vacc3x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc3x0123), vacc3x4567), voutput_zero_point);
const int16x8_t vacc3x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc3x89AB), vacc3xCDEF), voutput_zero_point);
int8x16_t vout0x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc0x89ABCDEF);
int8x16_t vout1x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc1x01234567), vacc1x89ABCDEF);
int8x16_t vout2x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc2x01234567), vacc2x89ABCDEF);
int8x16_t vout3x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc3x01234567), vacc3x89ABCDEF);
#else
const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x89AB), vqmovn_s32(vacc0xCDEF)), voutput_zero_point);
const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
const int16x8_t vacc1x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x89AB), vqmovn_s32(vacc1xCDEF)), voutput_zero_point);
const int16x8_t vacc2x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc2x0123), vqmovn_s32(vacc2x4567)), voutput_zero_point);
const int16x8_t vacc2x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc2x89AB), vqmovn_s32(vacc2xCDEF)), voutput_zero_point);
const int16x8_t vacc3x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc3x0123), vqmovn_s32(vacc3x4567)), voutput_zero_point);
const int16x8_t vacc3x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc3x89AB), vqmovn_s32(vacc3xCDEF)), voutput_zero_point);
int8x16_t vout0x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc0x89ABCDEF));
int8x16_t vout1x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc1x01234567), vqmovn_s16(vacc1x89ABCDEF));
int8x16_t vout2x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc2x01234567), vqmovn_s16(vacc2x89ABCDEF));
int8x16_t vout3x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc3x01234567), vqmovn_s16(vacc3x89ABCDEF));
#endif
const int8x16_t voutput_min = vld1q_dup_s8(¶ms->fp32_neonv8.output_min);
const int8x16_t voutput_max = vld1q_dup_s8(¶ms->fp32_neonv8.output_max);
vout0x0123456789ABCDEF = vmaxq_s8(vout0x0123456789ABCDEF, voutput_min);
vout1x0123456789ABCDEF = vmaxq_s8(vout1x0123456789ABCDEF, voutput_min);
vout2x0123456789ABCDEF = vmaxq_s8(vout2x0123456789ABCDEF, voutput_min);
vout3x0123456789ABCDEF = vmaxq_s8(vout3x0123456789ABCDEF, voutput_min);
vout0x0123456789ABCDEF = vminq_s8(vout0x0123456789ABCDEF, voutput_max);
vout1x0123456789ABCDEF = vminq_s8(vout1x0123456789ABCDEF, voutput_max);
vout2x0123456789ABCDEF = vminq_s8(vout2x0123456789ABCDEF, voutput_max);
vout3x0123456789ABCDEF = vminq_s8(vout3x0123456789ABCDEF, voutput_max);
if (nc >= 16) {
// Main case where there the 16 columns fit in the destination.
vst1q_s8(c0 + 0, vout0x0123456789ABCDEF);
vst1q_s8(c1 + 0, vout1x0123456789ABCDEF);
vst1q_s8(c2 + 0, vout2x0123456789ABCDEF);
vst1q_s8(c3 + 0, vout3x0123456789ABCDEF);
// Advance to the next 16 columns.
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
a3 = (const int8_t*) ((uintptr_t) a3 - kc);
nc -= 16;
} else {
// Final case where not all of the 16 columns fit in the destination.
int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vget_low_s8(vout0x0123456789ABCDEF), vget_low_s8(vout1x0123456789ABCDEF));
int8x16_t vout2x01234567_3x01234567 = vcombine_s8(vget_low_s8(vout2x0123456789ABCDEF), vget_low_s8(vout3x0123456789ABCDEF));
if (nc & 8) {
vst1_s8(c0, vget_low_s8(vout0x01234567_1x01234567)); c0 += 8;
vst1_s8(c1, vget_high_s8(vout0x01234567_1x01234567)); c1 += 8;
vst1_s8(c2, vget_low_s8(vout2x01234567_3x01234567)); c2 += 8;
vst1_s8(c3, vget_high_s8(vout2x01234567_3x01234567)); c3 += 8;
vout0x01234567_1x01234567 = vcombine_s8(vget_high_s8(vout0x0123456789ABCDEF), vget_high_s8(vout1x0123456789ABCDEF));
vout2x01234567_3x01234567 = vcombine_s8(vget_high_s8(vout2x0123456789ABCDEF), vget_high_s8(vout3x0123456789ABCDEF));
}
if (nc & 4) {
vst1q_lane_u32((void*) c0, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
vst1q_lane_u32((void*) c1, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
vst1q_lane_u32((void*) c2, vreinterpretq_u32_s8(vout2x01234567_3x01234567), 0); c2 += 4;
vst1q_lane_u32((void*) c3, vreinterpretq_u32_s8(vout2x01234567_3x01234567), 2); c3 += 4;
vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 4);
}
if (nc & 2) {
vst1q_lane_u16((void*) c0, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
vst1q_lane_u16((void*) c1, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
vst1q_lane_u16((void*) c2, vreinterpretq_u16_s8(vout2x01234567_3x01234567), 0); c2 += 2;
vst1q_lane_u16((void*) c3, vreinterpretq_u16_s8(vout2x01234567_3x01234567), 4); c3 += 2;
vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 2);
}
if (nc & 1) {
vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
vst1q_lane_s8(c2, vout2x01234567_3x01234567, 0);
vst1q_lane_s8(c3, vout2x01234567_3x01234567, 8);
}
nc = 0;
}
} while (nc != 0);
}
| 18,117
| 54.237805
| 132
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-4x2-minmax-fp32-scalar-fmagic.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/scalar.c.in
// Generator: tools/xngen
//
// 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 <xnnpack/gemm.h>
#include <xnnpack/math.h>
#include <xnnpack/unaligned.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_4x2__scalar_fmagic(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)])
{
assert(mr != 0);
assert(mr <= 4);
assert(nc != 0);
assert(kc != 0);
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
const int8_t* a3 = (const int8_t*) ((uintptr_t) a2 + a_stride);
int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
if XNN_UNPREDICTABLE(mr != 4) {
a3 = a2;
c3 = c2;
}
do {
int32_t vacc0x0 = unaligned_indexed_load_s32(w, 0);
int32_t vacc0x1 = unaligned_indexed_load_s32(w, 1);
int32_t vacc1x0 = vacc0x0;
int32_t vacc1x1 = vacc0x1;
int32_t vacc2x0 = vacc0x0;
int32_t vacc2x1 = vacc0x1;
int32_t vacc3x0 = vacc0x0;
int32_t vacc3x1 = vacc0x1;
w = (const int32_t*) w + 2;
size_t k = kc;
do {
const int32_t va0 = (int32_t) *a0++;
const int32_t va1 = (int32_t) *a1++;
const int32_t va2 = (int32_t) *a2++;
const int32_t va3 = (int32_t) *a3++;
const int32_t vb0 = (int32_t) ((const int8_t*) w)[0];
const int32_t vb1 = (int32_t) ((const int8_t*) w)[1];
w = (const int8_t*) w + 2;
vacc0x0 += va0 * vb0;
vacc0x1 += va0 * vb1;
vacc1x0 += va1 * vb0;
vacc1x1 += va1 * vb1;
vacc2x0 += va2 * vb0;
vacc2x1 += va2 * vb1;
vacc3x0 += va3 * vb0;
vacc3x1 += va3 * vb1;
k -= sizeof(int8_t);
} while (k != 0);
float vfpacc0x0 = (float) vacc0x0;
float vfpacc0x1 = (float) vacc0x1;
float vfpacc1x0 = (float) vacc1x0;
float vfpacc1x1 = (float) vacc1x1;
float vfpacc2x0 = (float) vacc2x0;
float vfpacc2x1 = (float) vacc2x1;
float vfpacc3x0 = (float) vacc3x0;
float vfpacc3x1 = (float) vacc3x1;
const float vscale0 = unaligned_indexed_load_f32(w, 0);
vfpacc0x0 *= vscale0;
vfpacc1x0 *= vscale0;
vfpacc2x0 *= vscale0;
vfpacc3x0 *= vscale0;
const float vscale1 = unaligned_indexed_load_f32(w, 1);
vfpacc0x1 *= vscale1;
vfpacc1x1 *= vscale1;
vfpacc2x1 *= vscale1;
vfpacc3x1 *= vscale1;
w = (const void*) ((const float*) w + 2);
const float voutput_min_less_zero_point = params->fp32_scalar_fmagic.output_min_less_zero_point;
vfpacc0x0 = math_max_f32(vfpacc0x0, voutput_min_less_zero_point);
vfpacc0x1 = math_max_f32(vfpacc0x1, voutput_min_less_zero_point);
vfpacc1x0 = math_max_f32(vfpacc1x0, voutput_min_less_zero_point);
vfpacc1x1 = math_max_f32(vfpacc1x1, voutput_min_less_zero_point);
vfpacc2x0 = math_max_f32(vfpacc2x0, voutput_min_less_zero_point);
vfpacc2x1 = math_max_f32(vfpacc2x1, voutput_min_less_zero_point);
vfpacc3x0 = math_max_f32(vfpacc3x0, voutput_min_less_zero_point);
vfpacc3x1 = math_max_f32(vfpacc3x1, voutput_min_less_zero_point);
const float voutput_max_less_zero_point = params->fp32_scalar_fmagic.output_max_less_zero_point;
vfpacc0x0 = math_min_f32(vfpacc0x0, voutput_max_less_zero_point);
vfpacc0x1 = math_min_f32(vfpacc0x1, voutput_max_less_zero_point);
vfpacc1x0 = math_min_f32(vfpacc1x0, voutput_max_less_zero_point);
vfpacc1x1 = math_min_f32(vfpacc1x1, voutput_max_less_zero_point);
vfpacc2x0 = math_min_f32(vfpacc2x0, voutput_max_less_zero_point);
vfpacc2x1 = math_min_f32(vfpacc2x1, voutput_max_less_zero_point);
vfpacc3x0 = math_min_f32(vfpacc3x0, voutput_max_less_zero_point);
vfpacc3x1 = math_min_f32(vfpacc3x1, voutput_max_less_zero_point);
const float vmagic_bias = params->fp32_scalar_fmagic.magic_bias;
vfpacc0x0 += vmagic_bias;
vfpacc0x1 += vmagic_bias;
vfpacc1x0 += vmagic_bias;
vfpacc1x1 += vmagic_bias;
vfpacc2x0 += vmagic_bias;
vfpacc2x1 += vmagic_bias;
vfpacc3x0 += vmagic_bias;
vfpacc3x1 += vmagic_bias;
const int32_t vmagic_bias_less_output_zero_point = params->fp32_scalar_fmagic.magic_bias_less_output_zero_point;
int32_t vout0x0 = (int32_t) float_as_uint32(vfpacc0x0) - vmagic_bias_less_output_zero_point;
int32_t vout0x1 = (int32_t) float_as_uint32(vfpacc0x1) - vmagic_bias_less_output_zero_point;
int32_t vout1x0 = (int32_t) float_as_uint32(vfpacc1x0) - vmagic_bias_less_output_zero_point;
int32_t vout1x1 = (int32_t) float_as_uint32(vfpacc1x1) - vmagic_bias_less_output_zero_point;
int32_t vout2x0 = (int32_t) float_as_uint32(vfpacc2x0) - vmagic_bias_less_output_zero_point;
int32_t vout2x1 = (int32_t) float_as_uint32(vfpacc2x1) - vmagic_bias_less_output_zero_point;
int32_t vout3x0 = (int32_t) float_as_uint32(vfpacc3x0) - vmagic_bias_less_output_zero_point;
int32_t vout3x1 = (int32_t) float_as_uint32(vfpacc3x1) - vmagic_bias_less_output_zero_point;
if XNN_LIKELY(nc >= 2) {
c0[0] = (int8_t) vout0x0;
c0[1] = (int8_t) vout0x1;
c1[0] = (int8_t) vout1x0;
c1[1] = (int8_t) vout1x1;
c2[0] = (int8_t) vout2x0;
c2[1] = (int8_t) vout2x1;
c3[0] = (int8_t) vout3x0;
c3[1] = (int8_t) vout3x1;
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
a3 = (const int8_t*) ((uintptr_t) a3 - kc);
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
nc -= 2;
} else {
if (nc & 1) {
c0[0] = (int8_t) vout0x0;
c1[0] = (int8_t) vout1x0;
c2[0] = (int8_t) vout2x0;
c3[0] = (int8_t) vout3x0;
}
nc = 0;
}
} while (nc != 0);
}
| 6,508
| 34.568306
| 116
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-4x2-minmax-fp32-scalar-imagic.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/scalar.c.in
// Generator: tools/xngen
//
// 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 <xnnpack/gemm.h>
#include <xnnpack/math.h>
#include <xnnpack/unaligned.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_4x2__scalar_imagic(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)])
{
assert(mr != 0);
assert(mr <= 4);
assert(nc != 0);
assert(kc != 0);
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
const int8_t* a3 = (const int8_t*) ((uintptr_t) a2 + a_stride);
int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
if XNN_UNPREDICTABLE(mr != 4) {
a3 = a2;
c3 = c2;
}
do {
int32_t vacc0x0 = unaligned_indexed_load_s32(w, 0);
int32_t vacc0x1 = unaligned_indexed_load_s32(w, 1);
int32_t vacc1x0 = vacc0x0;
int32_t vacc1x1 = vacc0x1;
int32_t vacc2x0 = vacc0x0;
int32_t vacc2x1 = vacc0x1;
int32_t vacc3x0 = vacc0x0;
int32_t vacc3x1 = vacc0x1;
w = (const int32_t*) w + 2;
size_t k = kc;
do {
const int32_t va0 = (int32_t) *a0++;
const int32_t va1 = (int32_t) *a1++;
const int32_t va2 = (int32_t) *a2++;
const int32_t va3 = (int32_t) *a3++;
const int32_t vb0 = (int32_t) ((const int8_t*) w)[0];
const int32_t vb1 = (int32_t) ((const int8_t*) w)[1];
w = (const int8_t*) w + 2;
vacc0x0 += va0 * vb0;
vacc0x1 += va0 * vb1;
vacc1x0 += va1 * vb0;
vacc1x1 += va1 * vb1;
vacc2x0 += va2 * vb0;
vacc2x1 += va2 * vb1;
vacc3x0 += va3 * vb0;
vacc3x1 += va3 * vb1;
k -= sizeof(int8_t);
} while (k != 0);
float vfpacc0x0 = (float) vacc0x0;
float vfpacc0x1 = (float) vacc0x1;
float vfpacc1x0 = (float) vacc1x0;
float vfpacc1x1 = (float) vacc1x1;
float vfpacc2x0 = (float) vacc2x0;
float vfpacc2x1 = (float) vacc2x1;
float vfpacc3x0 = (float) vacc3x0;
float vfpacc3x1 = (float) vacc3x1;
const float vscale0 = unaligned_indexed_load_f32(w, 0);
vfpacc0x0 *= vscale0;
vfpacc1x0 *= vscale0;
vfpacc2x0 *= vscale0;
vfpacc3x0 *= vscale0;
const float vscale1 = unaligned_indexed_load_f32(w, 1);
vfpacc0x1 *= vscale1;
vfpacc1x1 *= vscale1;
vfpacc2x1 *= vscale1;
vfpacc3x1 *= vscale1;
w = (const void*) ((const float*) w + 2);
const float vmagic_bias = params->fp32_scalar_imagic.magic_bias;
vfpacc0x0 += vmagic_bias;
vfpacc0x1 += vmagic_bias;
vfpacc1x0 += vmagic_bias;
vfpacc1x1 += vmagic_bias;
vfpacc2x0 += vmagic_bias;
vfpacc2x1 += vmagic_bias;
vfpacc3x0 += vmagic_bias;
vfpacc3x1 += vmagic_bias;
int32_t vout0x0 = (int32_t) float_as_uint32(vfpacc0x0);
int32_t vout0x1 = (int32_t) float_as_uint32(vfpacc0x1);
int32_t vout1x0 = (int32_t) float_as_uint32(vfpacc1x0);
int32_t vout1x1 = (int32_t) float_as_uint32(vfpacc1x1);
int32_t vout2x0 = (int32_t) float_as_uint32(vfpacc2x0);
int32_t vout2x1 = (int32_t) float_as_uint32(vfpacc2x1);
int32_t vout3x0 = (int32_t) float_as_uint32(vfpacc3x0);
int32_t vout3x1 = (int32_t) float_as_uint32(vfpacc3x1);
const int32_t vmagic_min = params->fp32_scalar_imagic.magic_min;
vout0x0 = math_max_s32(vout0x0, vmagic_min);
vout0x1 = math_max_s32(vout0x1, vmagic_min);
vout1x0 = math_max_s32(vout1x0, vmagic_min);
vout1x1 = math_max_s32(vout1x1, vmagic_min);
vout2x0 = math_max_s32(vout2x0, vmagic_min);
vout2x1 = math_max_s32(vout2x1, vmagic_min);
vout3x0 = math_max_s32(vout3x0, vmagic_min);
vout3x1 = math_max_s32(vout3x1, vmagic_min);
const int32_t vmagic_max = params->fp32_scalar_imagic.magic_max;
vout0x0 = math_min_s32(vout0x0, vmagic_max);
vout0x1 = math_min_s32(vout0x1, vmagic_max);
vout1x0 = math_min_s32(vout1x0, vmagic_max);
vout1x1 = math_min_s32(vout1x1, vmagic_max);
vout2x0 = math_min_s32(vout2x0, vmagic_max);
vout2x1 = math_min_s32(vout2x1, vmagic_max);
vout3x0 = math_min_s32(vout3x0, vmagic_max);
vout3x1 = math_min_s32(vout3x1, vmagic_max);
const int32_t vmagic_bias_less_zero_point = params->fp32_scalar_imagic.magic_bias_less_zero_point;
vout0x0 -= vmagic_bias_less_zero_point;
vout0x1 -= vmagic_bias_less_zero_point;
vout1x0 -= vmagic_bias_less_zero_point;
vout1x1 -= vmagic_bias_less_zero_point;
vout2x0 -= vmagic_bias_less_zero_point;
vout2x1 -= vmagic_bias_less_zero_point;
vout3x0 -= vmagic_bias_less_zero_point;
vout3x1 -= vmagic_bias_less_zero_point;
if XNN_LIKELY(nc >= 2) {
c0[0] = (int8_t) vout0x0;
c0[1] = (int8_t) vout0x1;
c1[0] = (int8_t) vout1x0;
c1[1] = (int8_t) vout1x1;
c2[0] = (int8_t) vout2x0;
c2[1] = (int8_t) vout2x1;
c3[0] = (int8_t) vout3x0;
c3[1] = (int8_t) vout3x1;
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
a3 = (const int8_t*) ((uintptr_t) a3 - kc);
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
nc -= 2;
} else {
if (nc & 1) {
c0[0] = (int8_t) vout0x0;
c1[0] = (int8_t) vout1x0;
c2[0] = (int8_t) vout2x0;
c3[0] = (int8_t) vout3x0;
}
nc = 0;
}
} while (nc != 0);
}
| 6,151
| 31.041667
| 102
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-4x2-minmax-fp32-scalar-lrintf.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/scalar.c.in
// Generator: tools/xngen
//
// 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 <xnnpack/gemm.h>
#include <xnnpack/math.h>
#include <xnnpack/unaligned.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_4x2__scalar_lrintf(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)])
{
assert(mr != 0);
assert(mr <= 4);
assert(nc != 0);
assert(kc != 0);
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
const int8_t* a3 = (const int8_t*) ((uintptr_t) a2 + a_stride);
int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
if XNN_UNPREDICTABLE(mr != 4) {
a3 = a2;
c3 = c2;
}
do {
int32_t vacc0x0 = unaligned_indexed_load_s32(w, 0);
int32_t vacc0x1 = unaligned_indexed_load_s32(w, 1);
int32_t vacc1x0 = vacc0x0;
int32_t vacc1x1 = vacc0x1;
int32_t vacc2x0 = vacc0x0;
int32_t vacc2x1 = vacc0x1;
int32_t vacc3x0 = vacc0x0;
int32_t vacc3x1 = vacc0x1;
w = (const int32_t*) w + 2;
size_t k = kc;
do {
const int32_t va0 = (int32_t) *a0++;
const int32_t va1 = (int32_t) *a1++;
const int32_t va2 = (int32_t) *a2++;
const int32_t va3 = (int32_t) *a3++;
const int32_t vb0 = (int32_t) ((const int8_t*) w)[0];
const int32_t vb1 = (int32_t) ((const int8_t*) w)[1];
w = (const int8_t*) w + 2;
vacc0x0 += va0 * vb0;
vacc0x1 += va0 * vb1;
vacc1x0 += va1 * vb0;
vacc1x1 += va1 * vb1;
vacc2x0 += va2 * vb0;
vacc2x1 += va2 * vb1;
vacc3x0 += va3 * vb0;
vacc3x1 += va3 * vb1;
k -= sizeof(int8_t);
} while (k != 0);
float vfpacc0x0 = (float) vacc0x0;
float vfpacc0x1 = (float) vacc0x1;
float vfpacc1x0 = (float) vacc1x0;
float vfpacc1x1 = (float) vacc1x1;
float vfpacc2x0 = (float) vacc2x0;
float vfpacc2x1 = (float) vacc2x1;
float vfpacc3x0 = (float) vacc3x0;
float vfpacc3x1 = (float) vacc3x1;
const float vscale0 = unaligned_indexed_load_f32(w, 0);
vfpacc0x0 *= vscale0;
vfpacc1x0 *= vscale0;
vfpacc2x0 *= vscale0;
vfpacc3x0 *= vscale0;
const float vscale1 = unaligned_indexed_load_f32(w, 1);
vfpacc0x1 *= vscale1;
vfpacc1x1 *= vscale1;
vfpacc2x1 *= vscale1;
vfpacc3x1 *= vscale1;
w = (const void*) ((const float*) w + 2);
const float voutput_min_less_zero_point = params->fp32_scalar_lrintf.output_min_less_zero_point;
vfpacc0x0 = math_max_f32(vfpacc0x0, voutput_min_less_zero_point);
vfpacc0x1 = math_max_f32(vfpacc0x1, voutput_min_less_zero_point);
vfpacc1x0 = math_max_f32(vfpacc1x0, voutput_min_less_zero_point);
vfpacc1x1 = math_max_f32(vfpacc1x1, voutput_min_less_zero_point);
vfpacc2x0 = math_max_f32(vfpacc2x0, voutput_min_less_zero_point);
vfpacc2x1 = math_max_f32(vfpacc2x1, voutput_min_less_zero_point);
vfpacc3x0 = math_max_f32(vfpacc3x0, voutput_min_less_zero_point);
vfpacc3x1 = math_max_f32(vfpacc3x1, voutput_min_less_zero_point);
const float voutput_max_less_zero_point = params->fp32_scalar_lrintf.output_max_less_zero_point;
vfpacc0x0 = math_min_f32(vfpacc0x0, voutput_max_less_zero_point);
vfpacc0x1 = math_min_f32(vfpacc0x1, voutput_max_less_zero_point);
vfpacc1x0 = math_min_f32(vfpacc1x0, voutput_max_less_zero_point);
vfpacc1x1 = math_min_f32(vfpacc1x1, voutput_max_less_zero_point);
vfpacc2x0 = math_min_f32(vfpacc2x0, voutput_max_less_zero_point);
vfpacc2x1 = math_min_f32(vfpacc2x1, voutput_max_less_zero_point);
vfpacc3x0 = math_min_f32(vfpacc3x0, voutput_max_less_zero_point);
vfpacc3x1 = math_min_f32(vfpacc3x1, voutput_max_less_zero_point);
const int32_t vrndacc0x0 = (int32_t) lrintf(vfpacc0x0);
const int32_t vrndacc0x1 = (int32_t) lrintf(vfpacc0x1);
const int32_t vrndacc1x0 = (int32_t) lrintf(vfpacc1x0);
const int32_t vrndacc1x1 = (int32_t) lrintf(vfpacc1x1);
const int32_t vrndacc2x0 = (int32_t) lrintf(vfpacc2x0);
const int32_t vrndacc2x1 = (int32_t) lrintf(vfpacc2x1);
const int32_t vrndacc3x0 = (int32_t) lrintf(vfpacc3x0);
const int32_t vrndacc3x1 = (int32_t) lrintf(vfpacc3x1);
const int32_t voutput_zero_point = params->fp32_scalar_lrintf.output_zero_point;
int32_t vout0x0 = vrndacc0x0 + voutput_zero_point;
int32_t vout0x1 = vrndacc0x1 + voutput_zero_point;
int32_t vout1x0 = vrndacc1x0 + voutput_zero_point;
int32_t vout1x1 = vrndacc1x1 + voutput_zero_point;
int32_t vout2x0 = vrndacc2x0 + voutput_zero_point;
int32_t vout2x1 = vrndacc2x1 + voutput_zero_point;
int32_t vout3x0 = vrndacc3x0 + voutput_zero_point;
int32_t vout3x1 = vrndacc3x1 + voutput_zero_point;
if XNN_LIKELY(nc >= 2) {
c0[0] = (int8_t) vout0x0;
c0[1] = (int8_t) vout0x1;
c1[0] = (int8_t) vout1x0;
c1[1] = (int8_t) vout1x1;
c2[0] = (int8_t) vout2x0;
c2[1] = (int8_t) vout2x1;
c3[0] = (int8_t) vout3x0;
c3[1] = (int8_t) vout3x1;
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
a3 = (const int8_t*) ((uintptr_t) a3 - kc);
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
nc -= 2;
} else {
if (nc & 1) {
c0[0] = (int8_t) vout0x0;
c1[0] = (int8_t) vout1x0;
c2[0] = (int8_t) vout2x0;
c3[0] = (int8_t) vout3x0;
}
nc = 0;
}
} while (nc != 0);
}
| 6,329
| 33.590164
| 100
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-4x2-minmax-fp32-wasm-fmagic.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/scalar.c.in
// Generator: tools/xngen
//
// 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 <xnnpack/gemm.h>
#include <xnnpack/math.h>
#include <xnnpack/unaligned.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_4x2__wasm_fmagic(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)])
{
assert(mr != 0);
assert(mr <= 4);
assert(nc != 0);
assert(kc != 0);
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
const int8_t* a3 = (const int8_t*) ((uintptr_t) a2 + a_stride);
int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
if XNN_UNPREDICTABLE(mr != 4) {
a3 = a2;
c3 = c2;
}
do {
int32_t vacc0x0 = unaligned_indexed_load_s32(w, 0);
int32_t vacc0x1 = unaligned_indexed_load_s32(w, 1);
int32_t vacc1x0 = vacc0x0;
int32_t vacc1x1 = vacc0x1;
int32_t vacc2x0 = vacc0x0;
int32_t vacc2x1 = vacc0x1;
int32_t vacc3x0 = vacc0x0;
int32_t vacc3x1 = vacc0x1;
w = (const int32_t*) w + 2;
size_t k = kc;
do {
const int32_t va0 = (int32_t) *a0++;
const int32_t va1 = (int32_t) *a1++;
const int32_t va2 = (int32_t) *a2++;
const int32_t va3 = (int32_t) *a3++;
const int32_t vb0 = (int32_t) ((const int8_t*) w)[0];
const int32_t vb1 = (int32_t) ((const int8_t*) w)[1];
w = (const int8_t*) w + 2;
vacc0x0 += va0 * vb0;
vacc0x1 += va0 * vb1;
vacc1x0 += va1 * vb0;
vacc1x1 += va1 * vb1;
vacc2x0 += va2 * vb0;
vacc2x1 += va2 * vb1;
vacc3x0 += va3 * vb0;
vacc3x1 += va3 * vb1;
k -= sizeof(int8_t);
} while (k != 0);
float vfpacc0x0 = (float) vacc0x0;
float vfpacc0x1 = (float) vacc0x1;
float vfpacc1x0 = (float) vacc1x0;
float vfpacc1x1 = (float) vacc1x1;
float vfpacc2x0 = (float) vacc2x0;
float vfpacc2x1 = (float) vacc2x1;
float vfpacc3x0 = (float) vacc3x0;
float vfpacc3x1 = (float) vacc3x1;
const float vscale0 = unaligned_indexed_load_f32(w, 0);
vfpacc0x0 *= vscale0;
vfpacc1x0 *= vscale0;
vfpacc2x0 *= vscale0;
vfpacc3x0 *= vscale0;
const float vscale1 = unaligned_indexed_load_f32(w, 1);
vfpacc0x1 *= vscale1;
vfpacc1x1 *= vscale1;
vfpacc2x1 *= vscale1;
vfpacc3x1 *= vscale1;
w = (const void*) ((const float*) w + 2);
const float voutput_min_less_zero_point = params->fp32_scalar_fmagic.output_min_less_zero_point;
vfpacc0x0 = __builtin_wasm_max_f32(vfpacc0x0, voutput_min_less_zero_point);
vfpacc0x1 = __builtin_wasm_max_f32(vfpacc0x1, voutput_min_less_zero_point);
vfpacc1x0 = __builtin_wasm_max_f32(vfpacc1x0, voutput_min_less_zero_point);
vfpacc1x1 = __builtin_wasm_max_f32(vfpacc1x1, voutput_min_less_zero_point);
vfpacc2x0 = __builtin_wasm_max_f32(vfpacc2x0, voutput_min_less_zero_point);
vfpacc2x1 = __builtin_wasm_max_f32(vfpacc2x1, voutput_min_less_zero_point);
vfpacc3x0 = __builtin_wasm_max_f32(vfpacc3x0, voutput_min_less_zero_point);
vfpacc3x1 = __builtin_wasm_max_f32(vfpacc3x1, voutput_min_less_zero_point);
const float voutput_max_less_zero_point = params->fp32_scalar_fmagic.output_max_less_zero_point;
vfpacc0x0 = __builtin_wasm_min_f32(vfpacc0x0, voutput_max_less_zero_point);
vfpacc0x1 = __builtin_wasm_min_f32(vfpacc0x1, voutput_max_less_zero_point);
vfpacc1x0 = __builtin_wasm_min_f32(vfpacc1x0, voutput_max_less_zero_point);
vfpacc1x1 = __builtin_wasm_min_f32(vfpacc1x1, voutput_max_less_zero_point);
vfpacc2x0 = __builtin_wasm_min_f32(vfpacc2x0, voutput_max_less_zero_point);
vfpacc2x1 = __builtin_wasm_min_f32(vfpacc2x1, voutput_max_less_zero_point);
vfpacc3x0 = __builtin_wasm_min_f32(vfpacc3x0, voutput_max_less_zero_point);
vfpacc3x1 = __builtin_wasm_min_f32(vfpacc3x1, voutput_max_less_zero_point);
const float vmagic_bias = params->fp32_scalar_fmagic.magic_bias;
vfpacc0x0 += vmagic_bias;
vfpacc0x1 += vmagic_bias;
vfpacc1x0 += vmagic_bias;
vfpacc1x1 += vmagic_bias;
vfpacc2x0 += vmagic_bias;
vfpacc2x1 += vmagic_bias;
vfpacc3x0 += vmagic_bias;
vfpacc3x1 += vmagic_bias;
const int32_t vmagic_bias_less_output_zero_point = params->fp32_scalar_fmagic.magic_bias_less_output_zero_point;
int32_t vout0x0 = (int32_t) float_as_uint32(vfpacc0x0) - vmagic_bias_less_output_zero_point;
int32_t vout0x1 = (int32_t) float_as_uint32(vfpacc0x1) - vmagic_bias_less_output_zero_point;
int32_t vout1x0 = (int32_t) float_as_uint32(vfpacc1x0) - vmagic_bias_less_output_zero_point;
int32_t vout1x1 = (int32_t) float_as_uint32(vfpacc1x1) - vmagic_bias_less_output_zero_point;
int32_t vout2x0 = (int32_t) float_as_uint32(vfpacc2x0) - vmagic_bias_less_output_zero_point;
int32_t vout2x1 = (int32_t) float_as_uint32(vfpacc2x1) - vmagic_bias_less_output_zero_point;
int32_t vout3x0 = (int32_t) float_as_uint32(vfpacc3x0) - vmagic_bias_less_output_zero_point;
int32_t vout3x1 = (int32_t) float_as_uint32(vfpacc3x1) - vmagic_bias_less_output_zero_point;
if XNN_LIKELY(nc >= 2) {
c0[0] = (int8_t) vout0x0;
c0[1] = (int8_t) vout0x1;
c1[0] = (int8_t) vout1x0;
c1[1] = (int8_t) vout1x1;
c2[0] = (int8_t) vout2x0;
c2[1] = (int8_t) vout2x1;
c3[0] = (int8_t) vout3x0;
c3[1] = (int8_t) vout3x1;
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
a3 = (const int8_t*) ((uintptr_t) a3 - kc);
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
nc -= 2;
} else {
if (nc & 1) {
c0[0] = (int8_t) vout0x0;
c1[0] = (int8_t) vout1x0;
c2[0] = (int8_t) vout2x0;
c3[0] = (int8_t) vout3x0;
}
nc = 0;
}
} while (nc != 0);
}
| 6,666
| 35.431694
| 116
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-4x4-minmax-fp32-scalar-fmagic.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/scalar.c.in
// Generator: tools/xngen
//
// 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 <xnnpack/gemm.h>
#include <xnnpack/math.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_4x4__scalar_fmagic(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)])
{
assert(mr != 0);
assert(mr <= 4);
assert(nc != 0);
assert(kc != 0);
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
const int8_t* a3 = (const int8_t*) ((uintptr_t) a2 + a_stride);
int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
if XNN_UNPREDICTABLE(mr != 4) {
a3 = a2;
c3 = c2;
}
do {
int32_t vacc0x0 = ((const int32_t*) w)[0];
int32_t vacc0x1 = ((const int32_t*) w)[1];
int32_t vacc0x2 = ((const int32_t*) w)[2];
int32_t vacc0x3 = ((const int32_t*) w)[3];
int32_t vacc1x0 = vacc0x0;
int32_t vacc1x1 = vacc0x1;
int32_t vacc1x2 = vacc0x2;
int32_t vacc1x3 = vacc0x3;
int32_t vacc2x0 = vacc0x0;
int32_t vacc2x1 = vacc0x1;
int32_t vacc2x2 = vacc0x2;
int32_t vacc2x3 = vacc0x3;
int32_t vacc3x0 = vacc0x0;
int32_t vacc3x1 = vacc0x1;
int32_t vacc3x2 = vacc0x2;
int32_t vacc3x3 = vacc0x3;
w = (const int32_t*) w + 4;
size_t k = kc;
do {
const int32_t va0 = (int32_t) *a0++;
const int32_t va1 = (int32_t) *a1++;
const int32_t va2 = (int32_t) *a2++;
const int32_t va3 = (int32_t) *a3++;
const int32_t vb0 = (int32_t) ((const int8_t*) w)[0];
const int32_t vb1 = (int32_t) ((const int8_t*) w)[1];
const int32_t vb2 = (int32_t) ((const int8_t*) w)[2];
const int32_t vb3 = (int32_t) ((const int8_t*) w)[3];
w = (const int8_t*) w + 4;
vacc0x0 += va0 * vb0;
vacc0x1 += va0 * vb1;
vacc0x2 += va0 * vb2;
vacc0x3 += va0 * vb3;
vacc1x0 += va1 * vb0;
vacc1x1 += va1 * vb1;
vacc1x2 += va1 * vb2;
vacc1x3 += va1 * vb3;
vacc2x0 += va2 * vb0;
vacc2x1 += va2 * vb1;
vacc2x2 += va2 * vb2;
vacc2x3 += va2 * vb3;
vacc3x0 += va3 * vb0;
vacc3x1 += va3 * vb1;
vacc3x2 += va3 * vb2;
vacc3x3 += va3 * vb3;
k -= sizeof(int8_t);
} while (k != 0);
float vfpacc0x0 = (float) vacc0x0;
float vfpacc0x1 = (float) vacc0x1;
float vfpacc0x2 = (float) vacc0x2;
float vfpacc0x3 = (float) vacc0x3;
float vfpacc1x0 = (float) vacc1x0;
float vfpacc1x1 = (float) vacc1x1;
float vfpacc1x2 = (float) vacc1x2;
float vfpacc1x3 = (float) vacc1x3;
float vfpacc2x0 = (float) vacc2x0;
float vfpacc2x1 = (float) vacc2x1;
float vfpacc2x2 = (float) vacc2x2;
float vfpacc2x3 = (float) vacc2x3;
float vfpacc3x0 = (float) vacc3x0;
float vfpacc3x1 = (float) vacc3x1;
float vfpacc3x2 = (float) vacc3x2;
float vfpacc3x3 = (float) vacc3x3;
const float vscale0 = ((const float*) w)[0];
vfpacc0x0 *= vscale0;
vfpacc1x0 *= vscale0;
vfpacc2x0 *= vscale0;
vfpacc3x0 *= vscale0;
const float vscale1 = ((const float*) w)[1];
vfpacc0x1 *= vscale1;
vfpacc1x1 *= vscale1;
vfpacc2x1 *= vscale1;
vfpacc3x1 *= vscale1;
const float vscale2 = ((const float*) w)[2];
vfpacc0x2 *= vscale2;
vfpacc1x2 *= vscale2;
vfpacc2x2 *= vscale2;
vfpacc3x2 *= vscale2;
const float vscale3 = ((const float*) w)[3];
vfpacc0x3 *= vscale3;
vfpacc1x3 *= vscale3;
vfpacc2x3 *= vscale3;
vfpacc3x3 *= vscale3;
w = (const void*) ((const float*) w + 4);
const float voutput_min_less_zero_point = params->fp32_scalar_fmagic.output_min_less_zero_point;
vfpacc0x0 = math_max_f32(vfpacc0x0, voutput_min_less_zero_point);
vfpacc0x1 = math_max_f32(vfpacc0x1, voutput_min_less_zero_point);
vfpacc0x2 = math_max_f32(vfpacc0x2, voutput_min_less_zero_point);
vfpacc0x3 = math_max_f32(vfpacc0x3, voutput_min_less_zero_point);
vfpacc1x0 = math_max_f32(vfpacc1x0, voutput_min_less_zero_point);
vfpacc1x1 = math_max_f32(vfpacc1x1, voutput_min_less_zero_point);
vfpacc1x2 = math_max_f32(vfpacc1x2, voutput_min_less_zero_point);
vfpacc1x3 = math_max_f32(vfpacc1x3, voutput_min_less_zero_point);
vfpacc2x0 = math_max_f32(vfpacc2x0, voutput_min_less_zero_point);
vfpacc2x1 = math_max_f32(vfpacc2x1, voutput_min_less_zero_point);
vfpacc2x2 = math_max_f32(vfpacc2x2, voutput_min_less_zero_point);
vfpacc2x3 = math_max_f32(vfpacc2x3, voutput_min_less_zero_point);
vfpacc3x0 = math_max_f32(vfpacc3x0, voutput_min_less_zero_point);
vfpacc3x1 = math_max_f32(vfpacc3x1, voutput_min_less_zero_point);
vfpacc3x2 = math_max_f32(vfpacc3x2, voutput_min_less_zero_point);
vfpacc3x3 = math_max_f32(vfpacc3x3, voutput_min_less_zero_point);
const float voutput_max_less_zero_point = params->fp32_scalar_fmagic.output_max_less_zero_point;
vfpacc0x0 = math_min_f32(vfpacc0x0, voutput_max_less_zero_point);
vfpacc0x1 = math_min_f32(vfpacc0x1, voutput_max_less_zero_point);
vfpacc0x2 = math_min_f32(vfpacc0x2, voutput_max_less_zero_point);
vfpacc0x3 = math_min_f32(vfpacc0x3, voutput_max_less_zero_point);
vfpacc1x0 = math_min_f32(vfpacc1x0, voutput_max_less_zero_point);
vfpacc1x1 = math_min_f32(vfpacc1x1, voutput_max_less_zero_point);
vfpacc1x2 = math_min_f32(vfpacc1x2, voutput_max_less_zero_point);
vfpacc1x3 = math_min_f32(vfpacc1x3, voutput_max_less_zero_point);
vfpacc2x0 = math_min_f32(vfpacc2x0, voutput_max_less_zero_point);
vfpacc2x1 = math_min_f32(vfpacc2x1, voutput_max_less_zero_point);
vfpacc2x2 = math_min_f32(vfpacc2x2, voutput_max_less_zero_point);
vfpacc2x3 = math_min_f32(vfpacc2x3, voutput_max_less_zero_point);
vfpacc3x0 = math_min_f32(vfpacc3x0, voutput_max_less_zero_point);
vfpacc3x1 = math_min_f32(vfpacc3x1, voutput_max_less_zero_point);
vfpacc3x2 = math_min_f32(vfpacc3x2, voutput_max_less_zero_point);
vfpacc3x3 = math_min_f32(vfpacc3x3, voutput_max_less_zero_point);
const float vmagic_bias = params->fp32_scalar_fmagic.magic_bias;
vfpacc0x0 += vmagic_bias;
vfpacc0x1 += vmagic_bias;
vfpacc0x2 += vmagic_bias;
vfpacc0x3 += vmagic_bias;
vfpacc1x0 += vmagic_bias;
vfpacc1x1 += vmagic_bias;
vfpacc1x2 += vmagic_bias;
vfpacc1x3 += vmagic_bias;
vfpacc2x0 += vmagic_bias;
vfpacc2x1 += vmagic_bias;
vfpacc2x2 += vmagic_bias;
vfpacc2x3 += vmagic_bias;
vfpacc3x0 += vmagic_bias;
vfpacc3x1 += vmagic_bias;
vfpacc3x2 += vmagic_bias;
vfpacc3x3 += vmagic_bias;
const int32_t vmagic_bias_less_output_zero_point = params->fp32_scalar_fmagic.magic_bias_less_output_zero_point;
int32_t vout0x0 = (int32_t) float_as_uint32(vfpacc0x0) - vmagic_bias_less_output_zero_point;
int32_t vout0x1 = (int32_t) float_as_uint32(vfpacc0x1) - vmagic_bias_less_output_zero_point;
int32_t vout0x2 = (int32_t) float_as_uint32(vfpacc0x2) - vmagic_bias_less_output_zero_point;
int32_t vout0x3 = (int32_t) float_as_uint32(vfpacc0x3) - vmagic_bias_less_output_zero_point;
int32_t vout1x0 = (int32_t) float_as_uint32(vfpacc1x0) - vmagic_bias_less_output_zero_point;
int32_t vout1x1 = (int32_t) float_as_uint32(vfpacc1x1) - vmagic_bias_less_output_zero_point;
int32_t vout1x2 = (int32_t) float_as_uint32(vfpacc1x2) - vmagic_bias_less_output_zero_point;
int32_t vout1x3 = (int32_t) float_as_uint32(vfpacc1x3) - vmagic_bias_less_output_zero_point;
int32_t vout2x0 = (int32_t) float_as_uint32(vfpacc2x0) - vmagic_bias_less_output_zero_point;
int32_t vout2x1 = (int32_t) float_as_uint32(vfpacc2x1) - vmagic_bias_less_output_zero_point;
int32_t vout2x2 = (int32_t) float_as_uint32(vfpacc2x2) - vmagic_bias_less_output_zero_point;
int32_t vout2x3 = (int32_t) float_as_uint32(vfpacc2x3) - vmagic_bias_less_output_zero_point;
int32_t vout3x0 = (int32_t) float_as_uint32(vfpacc3x0) - vmagic_bias_less_output_zero_point;
int32_t vout3x1 = (int32_t) float_as_uint32(vfpacc3x1) - vmagic_bias_less_output_zero_point;
int32_t vout3x2 = (int32_t) float_as_uint32(vfpacc3x2) - vmagic_bias_less_output_zero_point;
int32_t vout3x3 = (int32_t) float_as_uint32(vfpacc3x3) - vmagic_bias_less_output_zero_point;
if XNN_LIKELY(nc >= 4) {
c0[0] = (int8_t) vout0x0;
c0[1] = (int8_t) vout0x1;
c0[2] = (int8_t) vout0x2;
c0[3] = (int8_t) vout0x3;
c1[0] = (int8_t) vout1x0;
c1[1] = (int8_t) vout1x1;
c1[2] = (int8_t) vout1x2;
c1[3] = (int8_t) vout1x3;
c2[0] = (int8_t) vout2x0;
c2[1] = (int8_t) vout2x1;
c2[2] = (int8_t) vout2x2;
c2[3] = (int8_t) vout2x3;
c3[0] = (int8_t) vout3x0;
c3[1] = (int8_t) vout3x1;
c3[2] = (int8_t) vout3x2;
c3[3] = (int8_t) vout3x3;
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
a3 = (const int8_t*) ((uintptr_t) a3 - kc);
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
nc -= 4;
} else {
if (nc & 2) {
c0[0] = (int8_t) vout0x0;
c0[1] = (int8_t) vout0x1;
vout0x0 = vout0x2;
c0 += 2;
c1[0] = (int8_t) vout1x0;
c1[1] = (int8_t) vout1x1;
vout1x0 = vout1x2;
c1 += 2;
c2[0] = (int8_t) vout2x0;
c2[1] = (int8_t) vout2x1;
vout2x0 = vout2x2;
c2 += 2;
c3[0] = (int8_t) vout3x0;
c3[1] = (int8_t) vout3x1;
vout3x0 = vout3x2;
c3 += 2;
}
if (nc & 1) {
c0[0] = (int8_t) vout0x0;
c1[0] = (int8_t) vout1x0;
c2[0] = (int8_t) vout2x0;
c3[0] = (int8_t) vout3x0;
}
nc = 0;
}
} while (nc != 0);
}
| 10,547
| 37.217391
| 116
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-4x4-minmax-fp32-scalar-imagic.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/scalar.c.in
// Generator: tools/xngen
//
// 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 <xnnpack/gemm.h>
#include <xnnpack/math.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_4x4__scalar_imagic(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)])
{
assert(mr != 0);
assert(mr <= 4);
assert(nc != 0);
assert(kc != 0);
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
const int8_t* a3 = (const int8_t*) ((uintptr_t) a2 + a_stride);
int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
if XNN_UNPREDICTABLE(mr != 4) {
a3 = a2;
c3 = c2;
}
do {
int32_t vacc0x0 = ((const int32_t*) w)[0];
int32_t vacc0x1 = ((const int32_t*) w)[1];
int32_t vacc0x2 = ((const int32_t*) w)[2];
int32_t vacc0x3 = ((const int32_t*) w)[3];
int32_t vacc1x0 = vacc0x0;
int32_t vacc1x1 = vacc0x1;
int32_t vacc1x2 = vacc0x2;
int32_t vacc1x3 = vacc0x3;
int32_t vacc2x0 = vacc0x0;
int32_t vacc2x1 = vacc0x1;
int32_t vacc2x2 = vacc0x2;
int32_t vacc2x3 = vacc0x3;
int32_t vacc3x0 = vacc0x0;
int32_t vacc3x1 = vacc0x1;
int32_t vacc3x2 = vacc0x2;
int32_t vacc3x3 = vacc0x3;
w = (const int32_t*) w + 4;
size_t k = kc;
do {
const int32_t va0 = (int32_t) *a0++;
const int32_t va1 = (int32_t) *a1++;
const int32_t va2 = (int32_t) *a2++;
const int32_t va3 = (int32_t) *a3++;
const int32_t vb0 = (int32_t) ((const int8_t*) w)[0];
const int32_t vb1 = (int32_t) ((const int8_t*) w)[1];
const int32_t vb2 = (int32_t) ((const int8_t*) w)[2];
const int32_t vb3 = (int32_t) ((const int8_t*) w)[3];
w = (const int8_t*) w + 4;
vacc0x0 += va0 * vb0;
vacc0x1 += va0 * vb1;
vacc0x2 += va0 * vb2;
vacc0x3 += va0 * vb3;
vacc1x0 += va1 * vb0;
vacc1x1 += va1 * vb1;
vacc1x2 += va1 * vb2;
vacc1x3 += va1 * vb3;
vacc2x0 += va2 * vb0;
vacc2x1 += va2 * vb1;
vacc2x2 += va2 * vb2;
vacc2x3 += va2 * vb3;
vacc3x0 += va3 * vb0;
vacc3x1 += va3 * vb1;
vacc3x2 += va3 * vb2;
vacc3x3 += va3 * vb3;
k -= sizeof(int8_t);
} while (k != 0);
float vfpacc0x0 = (float) vacc0x0;
float vfpacc0x1 = (float) vacc0x1;
float vfpacc0x2 = (float) vacc0x2;
float vfpacc0x3 = (float) vacc0x3;
float vfpacc1x0 = (float) vacc1x0;
float vfpacc1x1 = (float) vacc1x1;
float vfpacc1x2 = (float) vacc1x2;
float vfpacc1x3 = (float) vacc1x3;
float vfpacc2x0 = (float) vacc2x0;
float vfpacc2x1 = (float) vacc2x1;
float vfpacc2x2 = (float) vacc2x2;
float vfpacc2x3 = (float) vacc2x3;
float vfpacc3x0 = (float) vacc3x0;
float vfpacc3x1 = (float) vacc3x1;
float vfpacc3x2 = (float) vacc3x2;
float vfpacc3x3 = (float) vacc3x3;
const float vscale0 = ((const float*) w)[0];
vfpacc0x0 *= vscale0;
vfpacc1x0 *= vscale0;
vfpacc2x0 *= vscale0;
vfpacc3x0 *= vscale0;
const float vscale1 = ((const float*) w)[1];
vfpacc0x1 *= vscale1;
vfpacc1x1 *= vscale1;
vfpacc2x1 *= vscale1;
vfpacc3x1 *= vscale1;
const float vscale2 = ((const float*) w)[2];
vfpacc0x2 *= vscale2;
vfpacc1x2 *= vscale2;
vfpacc2x2 *= vscale2;
vfpacc3x2 *= vscale2;
const float vscale3 = ((const float*) w)[3];
vfpacc0x3 *= vscale3;
vfpacc1x3 *= vscale3;
vfpacc2x3 *= vscale3;
vfpacc3x3 *= vscale3;
w = (const void*) ((const float*) w + 4);
const float vmagic_bias = params->fp32_scalar_imagic.magic_bias;
vfpacc0x0 += vmagic_bias;
vfpacc0x1 += vmagic_bias;
vfpacc0x2 += vmagic_bias;
vfpacc0x3 += vmagic_bias;
vfpacc1x0 += vmagic_bias;
vfpacc1x1 += vmagic_bias;
vfpacc1x2 += vmagic_bias;
vfpacc1x3 += vmagic_bias;
vfpacc2x0 += vmagic_bias;
vfpacc2x1 += vmagic_bias;
vfpacc2x2 += vmagic_bias;
vfpacc2x3 += vmagic_bias;
vfpacc3x0 += vmagic_bias;
vfpacc3x1 += vmagic_bias;
vfpacc3x2 += vmagic_bias;
vfpacc3x3 += vmagic_bias;
int32_t vout0x0 = (int32_t) float_as_uint32(vfpacc0x0);
int32_t vout0x1 = (int32_t) float_as_uint32(vfpacc0x1);
int32_t vout0x2 = (int32_t) float_as_uint32(vfpacc0x2);
int32_t vout0x3 = (int32_t) float_as_uint32(vfpacc0x3);
int32_t vout1x0 = (int32_t) float_as_uint32(vfpacc1x0);
int32_t vout1x1 = (int32_t) float_as_uint32(vfpacc1x1);
int32_t vout1x2 = (int32_t) float_as_uint32(vfpacc1x2);
int32_t vout1x3 = (int32_t) float_as_uint32(vfpacc1x3);
int32_t vout2x0 = (int32_t) float_as_uint32(vfpacc2x0);
int32_t vout2x1 = (int32_t) float_as_uint32(vfpacc2x1);
int32_t vout2x2 = (int32_t) float_as_uint32(vfpacc2x2);
int32_t vout2x3 = (int32_t) float_as_uint32(vfpacc2x3);
int32_t vout3x0 = (int32_t) float_as_uint32(vfpacc3x0);
int32_t vout3x1 = (int32_t) float_as_uint32(vfpacc3x1);
int32_t vout3x2 = (int32_t) float_as_uint32(vfpacc3x2);
int32_t vout3x3 = (int32_t) float_as_uint32(vfpacc3x3);
const int32_t vmagic_min = params->fp32_scalar_imagic.magic_min;
vout0x0 = math_max_s32(vout0x0, vmagic_min);
vout0x1 = math_max_s32(vout0x1, vmagic_min);
vout0x2 = math_max_s32(vout0x2, vmagic_min);
vout0x3 = math_max_s32(vout0x3, vmagic_min);
vout1x0 = math_max_s32(vout1x0, vmagic_min);
vout1x1 = math_max_s32(vout1x1, vmagic_min);
vout1x2 = math_max_s32(vout1x2, vmagic_min);
vout1x3 = math_max_s32(vout1x3, vmagic_min);
vout2x0 = math_max_s32(vout2x0, vmagic_min);
vout2x1 = math_max_s32(vout2x1, vmagic_min);
vout2x2 = math_max_s32(vout2x2, vmagic_min);
vout2x3 = math_max_s32(vout2x3, vmagic_min);
vout3x0 = math_max_s32(vout3x0, vmagic_min);
vout3x1 = math_max_s32(vout3x1, vmagic_min);
vout3x2 = math_max_s32(vout3x2, vmagic_min);
vout3x3 = math_max_s32(vout3x3, vmagic_min);
const int32_t vmagic_max = params->fp32_scalar_imagic.magic_max;
vout0x0 = math_min_s32(vout0x0, vmagic_max);
vout0x1 = math_min_s32(vout0x1, vmagic_max);
vout0x2 = math_min_s32(vout0x2, vmagic_max);
vout0x3 = math_min_s32(vout0x3, vmagic_max);
vout1x0 = math_min_s32(vout1x0, vmagic_max);
vout1x1 = math_min_s32(vout1x1, vmagic_max);
vout1x2 = math_min_s32(vout1x2, vmagic_max);
vout1x3 = math_min_s32(vout1x3, vmagic_max);
vout2x0 = math_min_s32(vout2x0, vmagic_max);
vout2x1 = math_min_s32(vout2x1, vmagic_max);
vout2x2 = math_min_s32(vout2x2, vmagic_max);
vout2x3 = math_min_s32(vout2x3, vmagic_max);
vout3x0 = math_min_s32(vout3x0, vmagic_max);
vout3x1 = math_min_s32(vout3x1, vmagic_max);
vout3x2 = math_min_s32(vout3x2, vmagic_max);
vout3x3 = math_min_s32(vout3x3, vmagic_max);
const int32_t vmagic_bias_less_zero_point = params->fp32_scalar_imagic.magic_bias_less_zero_point;
vout0x0 -= vmagic_bias_less_zero_point;
vout0x1 -= vmagic_bias_less_zero_point;
vout0x2 -= vmagic_bias_less_zero_point;
vout0x3 -= vmagic_bias_less_zero_point;
vout1x0 -= vmagic_bias_less_zero_point;
vout1x1 -= vmagic_bias_less_zero_point;
vout1x2 -= vmagic_bias_less_zero_point;
vout1x3 -= vmagic_bias_less_zero_point;
vout2x0 -= vmagic_bias_less_zero_point;
vout2x1 -= vmagic_bias_less_zero_point;
vout2x2 -= vmagic_bias_less_zero_point;
vout2x3 -= vmagic_bias_less_zero_point;
vout3x0 -= vmagic_bias_less_zero_point;
vout3x1 -= vmagic_bias_less_zero_point;
vout3x2 -= vmagic_bias_less_zero_point;
vout3x3 -= vmagic_bias_less_zero_point;
if XNN_LIKELY(nc >= 4) {
c0[0] = (int8_t) vout0x0;
c0[1] = (int8_t) vout0x1;
c0[2] = (int8_t) vout0x2;
c0[3] = (int8_t) vout0x3;
c1[0] = (int8_t) vout1x0;
c1[1] = (int8_t) vout1x1;
c1[2] = (int8_t) vout1x2;
c1[3] = (int8_t) vout1x3;
c2[0] = (int8_t) vout2x0;
c2[1] = (int8_t) vout2x1;
c2[2] = (int8_t) vout2x2;
c2[3] = (int8_t) vout2x3;
c3[0] = (int8_t) vout3x0;
c3[1] = (int8_t) vout3x1;
c3[2] = (int8_t) vout3x2;
c3[3] = (int8_t) vout3x3;
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
a3 = (const int8_t*) ((uintptr_t) a3 - kc);
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
nc -= 4;
} else {
if (nc & 2) {
c0[0] = (int8_t) vout0x0;
c0[1] = (int8_t) vout0x1;
vout0x0 = vout0x2;
c0 += 2;
c1[0] = (int8_t) vout1x0;
c1[1] = (int8_t) vout1x1;
vout1x0 = vout1x2;
c1 += 2;
c2[0] = (int8_t) vout2x0;
c2[1] = (int8_t) vout2x1;
vout2x0 = vout2x2;
c2 += 2;
c3[0] = (int8_t) vout3x0;
c3[1] = (int8_t) vout3x1;
vout3x0 = vout3x2;
c3 += 2;
}
if (nc & 1) {
c0[0] = (int8_t) vout0x0;
c1[0] = (int8_t) vout1x0;
c2[0] = (int8_t) vout2x0;
c3[0] = (int8_t) vout3x0;
}
nc = 0;
}
} while (nc != 0);
}
| 9,910
| 32.825939
| 102
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-4x4-minmax-fp32-scalar-lrintf.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/scalar.c.in
// Generator: tools/xngen
//
// 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 <xnnpack/gemm.h>
#include <xnnpack/math.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_4x4__scalar_lrintf(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)])
{
assert(mr != 0);
assert(mr <= 4);
assert(nc != 0);
assert(kc != 0);
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
const int8_t* a3 = (const int8_t*) ((uintptr_t) a2 + a_stride);
int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
if XNN_UNPREDICTABLE(mr != 4) {
a3 = a2;
c3 = c2;
}
do {
int32_t vacc0x0 = ((const int32_t*) w)[0];
int32_t vacc0x1 = ((const int32_t*) w)[1];
int32_t vacc0x2 = ((const int32_t*) w)[2];
int32_t vacc0x3 = ((const int32_t*) w)[3];
int32_t vacc1x0 = vacc0x0;
int32_t vacc1x1 = vacc0x1;
int32_t vacc1x2 = vacc0x2;
int32_t vacc1x3 = vacc0x3;
int32_t vacc2x0 = vacc0x0;
int32_t vacc2x1 = vacc0x1;
int32_t vacc2x2 = vacc0x2;
int32_t vacc2x3 = vacc0x3;
int32_t vacc3x0 = vacc0x0;
int32_t vacc3x1 = vacc0x1;
int32_t vacc3x2 = vacc0x2;
int32_t vacc3x3 = vacc0x3;
w = (const int32_t*) w + 4;
size_t k = kc;
do {
const int32_t va0 = (int32_t) *a0++;
const int32_t va1 = (int32_t) *a1++;
const int32_t va2 = (int32_t) *a2++;
const int32_t va3 = (int32_t) *a3++;
const int32_t vb0 = (int32_t) ((const int8_t*) w)[0];
const int32_t vb1 = (int32_t) ((const int8_t*) w)[1];
const int32_t vb2 = (int32_t) ((const int8_t*) w)[2];
const int32_t vb3 = (int32_t) ((const int8_t*) w)[3];
w = (const int8_t*) w + 4;
vacc0x0 += va0 * vb0;
vacc0x1 += va0 * vb1;
vacc0x2 += va0 * vb2;
vacc0x3 += va0 * vb3;
vacc1x0 += va1 * vb0;
vacc1x1 += va1 * vb1;
vacc1x2 += va1 * vb2;
vacc1x3 += va1 * vb3;
vacc2x0 += va2 * vb0;
vacc2x1 += va2 * vb1;
vacc2x2 += va2 * vb2;
vacc2x3 += va2 * vb3;
vacc3x0 += va3 * vb0;
vacc3x1 += va3 * vb1;
vacc3x2 += va3 * vb2;
vacc3x3 += va3 * vb3;
k -= sizeof(int8_t);
} while (k != 0);
float vfpacc0x0 = (float) vacc0x0;
float vfpacc0x1 = (float) vacc0x1;
float vfpacc0x2 = (float) vacc0x2;
float vfpacc0x3 = (float) vacc0x3;
float vfpacc1x0 = (float) vacc1x0;
float vfpacc1x1 = (float) vacc1x1;
float vfpacc1x2 = (float) vacc1x2;
float vfpacc1x3 = (float) vacc1x3;
float vfpacc2x0 = (float) vacc2x0;
float vfpacc2x1 = (float) vacc2x1;
float vfpacc2x2 = (float) vacc2x2;
float vfpacc2x3 = (float) vacc2x3;
float vfpacc3x0 = (float) vacc3x0;
float vfpacc3x1 = (float) vacc3x1;
float vfpacc3x2 = (float) vacc3x2;
float vfpacc3x3 = (float) vacc3x3;
const float vscale0 = ((const float*) w)[0];
vfpacc0x0 *= vscale0;
vfpacc1x0 *= vscale0;
vfpacc2x0 *= vscale0;
vfpacc3x0 *= vscale0;
const float vscale1 = ((const float*) w)[1];
vfpacc0x1 *= vscale1;
vfpacc1x1 *= vscale1;
vfpacc2x1 *= vscale1;
vfpacc3x1 *= vscale1;
const float vscale2 = ((const float*) w)[2];
vfpacc0x2 *= vscale2;
vfpacc1x2 *= vscale2;
vfpacc2x2 *= vscale2;
vfpacc3x2 *= vscale2;
const float vscale3 = ((const float*) w)[3];
vfpacc0x3 *= vscale3;
vfpacc1x3 *= vscale3;
vfpacc2x3 *= vscale3;
vfpacc3x3 *= vscale3;
w = (const void*) ((const float*) w + 4);
const float voutput_min_less_zero_point = params->fp32_scalar_lrintf.output_min_less_zero_point;
vfpacc0x0 = math_max_f32(vfpacc0x0, voutput_min_less_zero_point);
vfpacc0x1 = math_max_f32(vfpacc0x1, voutput_min_less_zero_point);
vfpacc0x2 = math_max_f32(vfpacc0x2, voutput_min_less_zero_point);
vfpacc0x3 = math_max_f32(vfpacc0x3, voutput_min_less_zero_point);
vfpacc1x0 = math_max_f32(vfpacc1x0, voutput_min_less_zero_point);
vfpacc1x1 = math_max_f32(vfpacc1x1, voutput_min_less_zero_point);
vfpacc1x2 = math_max_f32(vfpacc1x2, voutput_min_less_zero_point);
vfpacc1x3 = math_max_f32(vfpacc1x3, voutput_min_less_zero_point);
vfpacc2x0 = math_max_f32(vfpacc2x0, voutput_min_less_zero_point);
vfpacc2x1 = math_max_f32(vfpacc2x1, voutput_min_less_zero_point);
vfpacc2x2 = math_max_f32(vfpacc2x2, voutput_min_less_zero_point);
vfpacc2x3 = math_max_f32(vfpacc2x3, voutput_min_less_zero_point);
vfpacc3x0 = math_max_f32(vfpacc3x0, voutput_min_less_zero_point);
vfpacc3x1 = math_max_f32(vfpacc3x1, voutput_min_less_zero_point);
vfpacc3x2 = math_max_f32(vfpacc3x2, voutput_min_less_zero_point);
vfpacc3x3 = math_max_f32(vfpacc3x3, voutput_min_less_zero_point);
const float voutput_max_less_zero_point = params->fp32_scalar_lrintf.output_max_less_zero_point;
vfpacc0x0 = math_min_f32(vfpacc0x0, voutput_max_less_zero_point);
vfpacc0x1 = math_min_f32(vfpacc0x1, voutput_max_less_zero_point);
vfpacc0x2 = math_min_f32(vfpacc0x2, voutput_max_less_zero_point);
vfpacc0x3 = math_min_f32(vfpacc0x3, voutput_max_less_zero_point);
vfpacc1x0 = math_min_f32(vfpacc1x0, voutput_max_less_zero_point);
vfpacc1x1 = math_min_f32(vfpacc1x1, voutput_max_less_zero_point);
vfpacc1x2 = math_min_f32(vfpacc1x2, voutput_max_less_zero_point);
vfpacc1x3 = math_min_f32(vfpacc1x3, voutput_max_less_zero_point);
vfpacc2x0 = math_min_f32(vfpacc2x0, voutput_max_less_zero_point);
vfpacc2x1 = math_min_f32(vfpacc2x1, voutput_max_less_zero_point);
vfpacc2x2 = math_min_f32(vfpacc2x2, voutput_max_less_zero_point);
vfpacc2x3 = math_min_f32(vfpacc2x3, voutput_max_less_zero_point);
vfpacc3x0 = math_min_f32(vfpacc3x0, voutput_max_less_zero_point);
vfpacc3x1 = math_min_f32(vfpacc3x1, voutput_max_less_zero_point);
vfpacc3x2 = math_min_f32(vfpacc3x2, voutput_max_less_zero_point);
vfpacc3x3 = math_min_f32(vfpacc3x3, voutput_max_less_zero_point);
const int32_t vrndacc0x0 = (int32_t) lrintf(vfpacc0x0);
const int32_t vrndacc0x1 = (int32_t) lrintf(vfpacc0x1);
const int32_t vrndacc0x2 = (int32_t) lrintf(vfpacc0x2);
const int32_t vrndacc0x3 = (int32_t) lrintf(vfpacc0x3);
const int32_t vrndacc1x0 = (int32_t) lrintf(vfpacc1x0);
const int32_t vrndacc1x1 = (int32_t) lrintf(vfpacc1x1);
const int32_t vrndacc1x2 = (int32_t) lrintf(vfpacc1x2);
const int32_t vrndacc1x3 = (int32_t) lrintf(vfpacc1x3);
const int32_t vrndacc2x0 = (int32_t) lrintf(vfpacc2x0);
const int32_t vrndacc2x1 = (int32_t) lrintf(vfpacc2x1);
const int32_t vrndacc2x2 = (int32_t) lrintf(vfpacc2x2);
const int32_t vrndacc2x3 = (int32_t) lrintf(vfpacc2x3);
const int32_t vrndacc3x0 = (int32_t) lrintf(vfpacc3x0);
const int32_t vrndacc3x1 = (int32_t) lrintf(vfpacc3x1);
const int32_t vrndacc3x2 = (int32_t) lrintf(vfpacc3x2);
const int32_t vrndacc3x3 = (int32_t) lrintf(vfpacc3x3);
const int32_t voutput_zero_point = params->fp32_scalar_lrintf.output_zero_point;
int32_t vout0x0 = vrndacc0x0 + voutput_zero_point;
int32_t vout0x1 = vrndacc0x1 + voutput_zero_point;
int32_t vout0x2 = vrndacc0x2 + voutput_zero_point;
int32_t vout0x3 = vrndacc0x3 + voutput_zero_point;
int32_t vout1x0 = vrndacc1x0 + voutput_zero_point;
int32_t vout1x1 = vrndacc1x1 + voutput_zero_point;
int32_t vout1x2 = vrndacc1x2 + voutput_zero_point;
int32_t vout1x3 = vrndacc1x3 + voutput_zero_point;
int32_t vout2x0 = vrndacc2x0 + voutput_zero_point;
int32_t vout2x1 = vrndacc2x1 + voutput_zero_point;
int32_t vout2x2 = vrndacc2x2 + voutput_zero_point;
int32_t vout2x3 = vrndacc2x3 + voutput_zero_point;
int32_t vout3x0 = vrndacc3x0 + voutput_zero_point;
int32_t vout3x1 = vrndacc3x1 + voutput_zero_point;
int32_t vout3x2 = vrndacc3x2 + voutput_zero_point;
int32_t vout3x3 = vrndacc3x3 + voutput_zero_point;
if XNN_LIKELY(nc >= 4) {
c0[0] = (int8_t) vout0x0;
c0[1] = (int8_t) vout0x1;
c0[2] = (int8_t) vout0x2;
c0[3] = (int8_t) vout0x3;
c1[0] = (int8_t) vout1x0;
c1[1] = (int8_t) vout1x1;
c1[2] = (int8_t) vout1x2;
c1[3] = (int8_t) vout1x3;
c2[0] = (int8_t) vout2x0;
c2[1] = (int8_t) vout2x1;
c2[2] = (int8_t) vout2x2;
c2[3] = (int8_t) vout2x3;
c3[0] = (int8_t) vout3x0;
c3[1] = (int8_t) vout3x1;
c3[2] = (int8_t) vout3x2;
c3[3] = (int8_t) vout3x3;
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
a3 = (const int8_t*) ((uintptr_t) a3 - kc);
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
nc -= 4;
} else {
if (nc & 2) {
c0[0] = (int8_t) vout0x0;
c0[1] = (int8_t) vout0x1;
vout0x0 = vout0x2;
c0 += 2;
c1[0] = (int8_t) vout1x0;
c1[1] = (int8_t) vout1x1;
vout1x0 = vout1x2;
c1 += 2;
c2[0] = (int8_t) vout2x0;
c2[1] = (int8_t) vout2x1;
vout2x0 = vout2x2;
c2 += 2;
c3[0] = (int8_t) vout3x0;
c3[1] = (int8_t) vout3x1;
vout3x0 = vout3x2;
c3 += 2;
}
if (nc & 1) {
c0[0] = (int8_t) vout0x0;
c1[0] = (int8_t) vout1x0;
c2[0] = (int8_t) vout2x0;
c3[0] = (int8_t) vout3x0;
}
nc = 0;
}
} while (nc != 0);
}
| 10,272
| 36.221014
| 100
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-4x4-minmax-fp32-wasm-fmagic.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/scalar.c.in
// Generator: tools/xngen
//
// 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 <xnnpack/gemm.h>
#include <xnnpack/math.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_4x4__wasm_fmagic(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)])
{
assert(mr != 0);
assert(mr <= 4);
assert(nc != 0);
assert(kc != 0);
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
const int8_t* a3 = (const int8_t*) ((uintptr_t) a2 + a_stride);
int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
if XNN_UNPREDICTABLE(mr != 4) {
a3 = a2;
c3 = c2;
}
do {
int32_t vacc0x0 = ((const int32_t*) w)[0];
int32_t vacc0x1 = ((const int32_t*) w)[1];
int32_t vacc0x2 = ((const int32_t*) w)[2];
int32_t vacc0x3 = ((const int32_t*) w)[3];
int32_t vacc1x0 = vacc0x0;
int32_t vacc1x1 = vacc0x1;
int32_t vacc1x2 = vacc0x2;
int32_t vacc1x3 = vacc0x3;
int32_t vacc2x0 = vacc0x0;
int32_t vacc2x1 = vacc0x1;
int32_t vacc2x2 = vacc0x2;
int32_t vacc2x3 = vacc0x3;
int32_t vacc3x0 = vacc0x0;
int32_t vacc3x1 = vacc0x1;
int32_t vacc3x2 = vacc0x2;
int32_t vacc3x3 = vacc0x3;
w = (const int32_t*) w + 4;
size_t k = kc;
do {
const int32_t va0 = (int32_t) *a0++;
const int32_t va1 = (int32_t) *a1++;
const int32_t va2 = (int32_t) *a2++;
const int32_t va3 = (int32_t) *a3++;
const int32_t vb0 = (int32_t) ((const int8_t*) w)[0];
const int32_t vb1 = (int32_t) ((const int8_t*) w)[1];
const int32_t vb2 = (int32_t) ((const int8_t*) w)[2];
const int32_t vb3 = (int32_t) ((const int8_t*) w)[3];
w = (const int8_t*) w + 4;
vacc0x0 += va0 * vb0;
vacc0x1 += va0 * vb1;
vacc0x2 += va0 * vb2;
vacc0x3 += va0 * vb3;
vacc1x0 += va1 * vb0;
vacc1x1 += va1 * vb1;
vacc1x2 += va1 * vb2;
vacc1x3 += va1 * vb3;
vacc2x0 += va2 * vb0;
vacc2x1 += va2 * vb1;
vacc2x2 += va2 * vb2;
vacc2x3 += va2 * vb3;
vacc3x0 += va3 * vb0;
vacc3x1 += va3 * vb1;
vacc3x2 += va3 * vb2;
vacc3x3 += va3 * vb3;
k -= sizeof(int8_t);
} while (k != 0);
float vfpacc0x0 = (float) vacc0x0;
float vfpacc0x1 = (float) vacc0x1;
float vfpacc0x2 = (float) vacc0x2;
float vfpacc0x3 = (float) vacc0x3;
float vfpacc1x0 = (float) vacc1x0;
float vfpacc1x1 = (float) vacc1x1;
float vfpacc1x2 = (float) vacc1x2;
float vfpacc1x3 = (float) vacc1x3;
float vfpacc2x0 = (float) vacc2x0;
float vfpacc2x1 = (float) vacc2x1;
float vfpacc2x2 = (float) vacc2x2;
float vfpacc2x3 = (float) vacc2x3;
float vfpacc3x0 = (float) vacc3x0;
float vfpacc3x1 = (float) vacc3x1;
float vfpacc3x2 = (float) vacc3x2;
float vfpacc3x3 = (float) vacc3x3;
const float vscale0 = ((const float*) w)[0];
vfpacc0x0 *= vscale0;
vfpacc1x0 *= vscale0;
vfpacc2x0 *= vscale0;
vfpacc3x0 *= vscale0;
const float vscale1 = ((const float*) w)[1];
vfpacc0x1 *= vscale1;
vfpacc1x1 *= vscale1;
vfpacc2x1 *= vscale1;
vfpacc3x1 *= vscale1;
const float vscale2 = ((const float*) w)[2];
vfpacc0x2 *= vscale2;
vfpacc1x2 *= vscale2;
vfpacc2x2 *= vscale2;
vfpacc3x2 *= vscale2;
const float vscale3 = ((const float*) w)[3];
vfpacc0x3 *= vscale3;
vfpacc1x3 *= vscale3;
vfpacc2x3 *= vscale3;
vfpacc3x3 *= vscale3;
w = (const void*) ((const float*) w + 4);
const float voutput_min_less_zero_point = params->fp32_scalar_fmagic.output_min_less_zero_point;
vfpacc0x0 = __builtin_wasm_max_f32(vfpacc0x0, voutput_min_less_zero_point);
vfpacc0x1 = __builtin_wasm_max_f32(vfpacc0x1, voutput_min_less_zero_point);
vfpacc0x2 = __builtin_wasm_max_f32(vfpacc0x2, voutput_min_less_zero_point);
vfpacc0x3 = __builtin_wasm_max_f32(vfpacc0x3, voutput_min_less_zero_point);
vfpacc1x0 = __builtin_wasm_max_f32(vfpacc1x0, voutput_min_less_zero_point);
vfpacc1x1 = __builtin_wasm_max_f32(vfpacc1x1, voutput_min_less_zero_point);
vfpacc1x2 = __builtin_wasm_max_f32(vfpacc1x2, voutput_min_less_zero_point);
vfpacc1x3 = __builtin_wasm_max_f32(vfpacc1x3, voutput_min_less_zero_point);
vfpacc2x0 = __builtin_wasm_max_f32(vfpacc2x0, voutput_min_less_zero_point);
vfpacc2x1 = __builtin_wasm_max_f32(vfpacc2x1, voutput_min_less_zero_point);
vfpacc2x2 = __builtin_wasm_max_f32(vfpacc2x2, voutput_min_less_zero_point);
vfpacc2x3 = __builtin_wasm_max_f32(vfpacc2x3, voutput_min_less_zero_point);
vfpacc3x0 = __builtin_wasm_max_f32(vfpacc3x0, voutput_min_less_zero_point);
vfpacc3x1 = __builtin_wasm_max_f32(vfpacc3x1, voutput_min_less_zero_point);
vfpacc3x2 = __builtin_wasm_max_f32(vfpacc3x2, voutput_min_less_zero_point);
vfpacc3x3 = __builtin_wasm_max_f32(vfpacc3x3, voutput_min_less_zero_point);
const float voutput_max_less_zero_point = params->fp32_scalar_fmagic.output_max_less_zero_point;
vfpacc0x0 = __builtin_wasm_min_f32(vfpacc0x0, voutput_max_less_zero_point);
vfpacc0x1 = __builtin_wasm_min_f32(vfpacc0x1, voutput_max_less_zero_point);
vfpacc0x2 = __builtin_wasm_min_f32(vfpacc0x2, voutput_max_less_zero_point);
vfpacc0x3 = __builtin_wasm_min_f32(vfpacc0x3, voutput_max_less_zero_point);
vfpacc1x0 = __builtin_wasm_min_f32(vfpacc1x0, voutput_max_less_zero_point);
vfpacc1x1 = __builtin_wasm_min_f32(vfpacc1x1, voutput_max_less_zero_point);
vfpacc1x2 = __builtin_wasm_min_f32(vfpacc1x2, voutput_max_less_zero_point);
vfpacc1x3 = __builtin_wasm_min_f32(vfpacc1x3, voutput_max_less_zero_point);
vfpacc2x0 = __builtin_wasm_min_f32(vfpacc2x0, voutput_max_less_zero_point);
vfpacc2x1 = __builtin_wasm_min_f32(vfpacc2x1, voutput_max_less_zero_point);
vfpacc2x2 = __builtin_wasm_min_f32(vfpacc2x2, voutput_max_less_zero_point);
vfpacc2x3 = __builtin_wasm_min_f32(vfpacc2x3, voutput_max_less_zero_point);
vfpacc3x0 = __builtin_wasm_min_f32(vfpacc3x0, voutput_max_less_zero_point);
vfpacc3x1 = __builtin_wasm_min_f32(vfpacc3x1, voutput_max_less_zero_point);
vfpacc3x2 = __builtin_wasm_min_f32(vfpacc3x2, voutput_max_less_zero_point);
vfpacc3x3 = __builtin_wasm_min_f32(vfpacc3x3, voutput_max_less_zero_point);
const float vmagic_bias = params->fp32_scalar_fmagic.magic_bias;
vfpacc0x0 += vmagic_bias;
vfpacc0x1 += vmagic_bias;
vfpacc0x2 += vmagic_bias;
vfpacc0x3 += vmagic_bias;
vfpacc1x0 += vmagic_bias;
vfpacc1x1 += vmagic_bias;
vfpacc1x2 += vmagic_bias;
vfpacc1x3 += vmagic_bias;
vfpacc2x0 += vmagic_bias;
vfpacc2x1 += vmagic_bias;
vfpacc2x2 += vmagic_bias;
vfpacc2x3 += vmagic_bias;
vfpacc3x0 += vmagic_bias;
vfpacc3x1 += vmagic_bias;
vfpacc3x2 += vmagic_bias;
vfpacc3x3 += vmagic_bias;
const int32_t vmagic_bias_less_output_zero_point = params->fp32_scalar_fmagic.magic_bias_less_output_zero_point;
int32_t vout0x0 = (int32_t) float_as_uint32(vfpacc0x0) - vmagic_bias_less_output_zero_point;
int32_t vout0x1 = (int32_t) float_as_uint32(vfpacc0x1) - vmagic_bias_less_output_zero_point;
int32_t vout0x2 = (int32_t) float_as_uint32(vfpacc0x2) - vmagic_bias_less_output_zero_point;
int32_t vout0x3 = (int32_t) float_as_uint32(vfpacc0x3) - vmagic_bias_less_output_zero_point;
int32_t vout1x0 = (int32_t) float_as_uint32(vfpacc1x0) - vmagic_bias_less_output_zero_point;
int32_t vout1x1 = (int32_t) float_as_uint32(vfpacc1x1) - vmagic_bias_less_output_zero_point;
int32_t vout1x2 = (int32_t) float_as_uint32(vfpacc1x2) - vmagic_bias_less_output_zero_point;
int32_t vout1x3 = (int32_t) float_as_uint32(vfpacc1x3) - vmagic_bias_less_output_zero_point;
int32_t vout2x0 = (int32_t) float_as_uint32(vfpacc2x0) - vmagic_bias_less_output_zero_point;
int32_t vout2x1 = (int32_t) float_as_uint32(vfpacc2x1) - vmagic_bias_less_output_zero_point;
int32_t vout2x2 = (int32_t) float_as_uint32(vfpacc2x2) - vmagic_bias_less_output_zero_point;
int32_t vout2x3 = (int32_t) float_as_uint32(vfpacc2x3) - vmagic_bias_less_output_zero_point;
int32_t vout3x0 = (int32_t) float_as_uint32(vfpacc3x0) - vmagic_bias_less_output_zero_point;
int32_t vout3x1 = (int32_t) float_as_uint32(vfpacc3x1) - vmagic_bias_less_output_zero_point;
int32_t vout3x2 = (int32_t) float_as_uint32(vfpacc3x2) - vmagic_bias_less_output_zero_point;
int32_t vout3x3 = (int32_t) float_as_uint32(vfpacc3x3) - vmagic_bias_less_output_zero_point;
if XNN_LIKELY(nc >= 4) {
c0[0] = (int8_t) vout0x0;
c0[1] = (int8_t) vout0x1;
c0[2] = (int8_t) vout0x2;
c0[3] = (int8_t) vout0x3;
c1[0] = (int8_t) vout1x0;
c1[1] = (int8_t) vout1x1;
c1[2] = (int8_t) vout1x2;
c1[3] = (int8_t) vout1x3;
c2[0] = (int8_t) vout2x0;
c2[1] = (int8_t) vout2x1;
c2[2] = (int8_t) vout2x2;
c2[3] = (int8_t) vout2x3;
c3[0] = (int8_t) vout3x0;
c3[1] = (int8_t) vout3x1;
c3[2] = (int8_t) vout3x2;
c3[3] = (int8_t) vout3x3;
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
a3 = (const int8_t*) ((uintptr_t) a3 - kc);
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
nc -= 4;
} else {
if (nc & 2) {
c0[0] = (int8_t) vout0x0;
c0[1] = (int8_t) vout0x1;
vout0x0 = vout0x2;
c0 += 2;
c1[0] = (int8_t) vout1x0;
c1[1] = (int8_t) vout1x1;
vout1x0 = vout1x2;
c1 += 2;
c2[0] = (int8_t) vout2x0;
c2[1] = (int8_t) vout2x1;
vout2x0 = vout2x2;
c2 += 2;
c3[0] = (int8_t) vout3x0;
c3[1] = (int8_t) vout3x1;
vout3x0 = vout3x2;
c3 += 2;
}
if (nc & 1) {
c0[0] = (int8_t) vout0x0;
c1[0] = (int8_t) vout1x0;
c2[0] = (int8_t) vout2x0;
c3[0] = (int8_t) vout3x0;
}
nc = 0;
}
} while (nc != 0);
}
| 10,865
| 38.369565
| 116
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-4x4c2-minmax-fp32-avx-ld128.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/MRx4c2-sse.c.in
// Generator: tools/xngen
//
// Copyright 2020 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 <smmintrin.h>
#include <xnnpack/gemm.h>
#include <xnnpack/math.h>
#include <xnnpack/unaligned.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_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(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
kc = round_up_po2(kc, 2 * sizeof(int8_t));
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
const int8_t* a3 = (const int8_t*) ((uintptr_t) a2 + a_stride);
int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
if XNN_UNPREDICTABLE(mr != 4) {
a3 = a2;
c3 = c2;
}
do {
__m128i vacc0x0123 = _mm_loadu_si128((const __m128i*) w);
__m128i vacc1x0123 = vacc0x0123;
__m128i vacc2x0123 = vacc0x0123;
__m128i vacc3x0123 = vacc0x0123;
w = (const void*) ((const int32_t*) w + 4);
size_t k = kc;
while (k >= 8 * sizeof(int8_t)) {
const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
const __m128i vxa0 = _mm_cvtepi8_epi16(va0);
a0 += 8;
const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
const __m128i vxa1 = _mm_cvtepi8_epi16(va1);
a1 += 8;
const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
const __m128i vxa2 = _mm_cvtepi8_epi16(va2);
a2 += 8;
const __m128i va3 = _mm_loadl_epi64((const __m128i*) a3);
const __m128i vxa3 = _mm_cvtepi8_epi16(va3);
a3 += 8;
const __m128i vb01 = _mm_loadu_si128((const __m128i*) w);
const __m128i vxb0 = _mm_cvtepi8_epi16(vb01);
const __m128i vxb1 = _mm_srai_epi16(_mm_unpackhi_epi8(vb01, vb01), 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc3x0123 = _mm_add_epi32(vacc3x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc3x0123 = _mm_add_epi32(vacc3x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
const __m128i vb23 = _mm_loadu_si128((const __m128i*) ((const int8_t*) w + 16));
const __m128i vxb2 = _mm_cvtepi8_epi16(vb23);
const __m128i vxb3 = _mm_srai_epi16(_mm_unpackhi_epi8(vb23, vb23), 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc3x0123 = _mm_add_epi32(vacc3x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(3, 3, 3, 3)), vxb3));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(3, 3, 3, 3)), vxb3));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(3, 3, 3, 3)), vxb3));
vacc3x0123 = _mm_add_epi32(vacc3x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(3, 3, 3, 3)), vxb3));
w = (const void*) ((const int8_t*) w + 32);
k -= 8 * sizeof(int8_t);
}
if (k != 0) {
const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
const __m128i vxa0 = _mm_cvtepi8_epi16(va0);
a0 = (const int8_t*) ((uintptr_t) a0 + k);
const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
const __m128i vxa1 = _mm_cvtepi8_epi16(va1);
a1 = (const int8_t*) ((uintptr_t) a1 + k);
const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
const __m128i vxa2 = _mm_cvtepi8_epi16(va2);
a2 = (const int8_t*) ((uintptr_t) a2 + k);
const __m128i va3 = _mm_loadl_epi64((const __m128i*) a3);
const __m128i vxa3 = _mm_cvtepi8_epi16(va3);
a3 = (const int8_t*) ((uintptr_t) a3 + k);
const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb0 = _mm_cvtepi8_epi16(vb0);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc3x0123 = _mm_add_epi32(vacc3x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
if (k > 2 * sizeof(int8_t)) {
const __m128i vb1 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb1 = _mm_cvtepi8_epi16(vb1);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc3x0123 = _mm_add_epi32(vacc3x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
if (k > 4 * sizeof(int8_t)) {
const __m128i vb2 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb2 = _mm_cvtepi8_epi16(vb2);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc3x0123 = _mm_add_epi32(vacc3x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
}
}
}
__m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123);
__m128 vscaled1x0123 = _mm_cvtepi32_ps(vacc1x0123);
__m128 vscaled2x0123 = _mm_cvtepi32_ps(vacc2x0123);
__m128 vscaled3x0123 = _mm_cvtepi32_ps(vacc3x0123);
const __m128 vscale0123 = _mm_loadu_ps((const float*) w);
w = (const void*) ((const float*) w + 4);
vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale0123);
vscaled1x0123 = _mm_mul_ps(vscaled1x0123, vscale0123);
vscaled2x0123 = _mm_mul_ps(vscaled2x0123, vscale0123);
vscaled3x0123 = _mm_mul_ps(vscaled3x0123, vscale0123);
const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point);
vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point);
vscaled1x0123 = _mm_min_ps(vscaled1x0123, voutput_max_less_zero_point);
vscaled2x0123 = _mm_min_ps(vscaled2x0123, voutput_max_less_zero_point);
vscaled3x0123 = _mm_min_ps(vscaled3x0123, voutput_max_less_zero_point);
vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123);
vacc1x0123 = _mm_cvtps_epi32(vscaled1x0123);
vacc2x0123 = _mm_cvtps_epi32(vscaled2x0123);
vacc3x0123 = _mm_cvtps_epi32(vscaled3x0123);
const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point);
__m128i vacc01x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc1x0123), voutput_zero_point);
__m128i vacc23x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc2x0123, vacc3x0123), voutput_zero_point);
__m128i vout = _mm_packs_epi16(vacc01x0123, vacc23x0123);
vout = _mm_max_epi8(vout, _mm_load_si128((const __m128i*) params->fp32_sse4.output_min));
if (nc >= 4) {
unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout));
unaligned_store_u32(c1, (uint32_t) _mm_extract_epi32(vout, 1));
unaligned_store_u32(c2, (uint32_t) _mm_extract_epi32(vout, 2));
unaligned_store_u32(c3, (uint32_t) _mm_extract_epi32(vout, 3));
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
a3 = (const int8_t*) ((uintptr_t) a3 - kc);
nc -= 4;
} else {
if (nc & 2) {
unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0));
c0 += 2;
unaligned_store_u16(c1, (uint16_t) _mm_extract_epi16(vout, 2));
c1 += 2;
unaligned_store_u16(c2, (uint16_t) _mm_extract_epi16(vout, 4));
c2 += 2;
unaligned_store_u16(c3, (uint16_t) _mm_extract_epi16(vout, 6));
c3 += 2;
vout = _mm_srli_epi32(vout, 16);
}
if (nc & 1) {
*c0 = (int8_t) _mm_extract_epi8(vout, 0);
*c1 = (int8_t) _mm_extract_epi8(vout, 4);
*c2 = (int8_t) _mm_extract_epi8(vout, 8);
*c3 = (int8_t) _mm_extract_epi8(vout, 12);
}
nc = 0;
}
} while (nc != 0);
}
| 10,833
| 40.509579
| 108
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-4x4c2-minmax-fp32-avx-ld64.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/MRx4c2-sse.c.in
// Generator: tools/xngen
//
// Copyright 2020 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 <smmintrin.h>
#include <xnnpack/gemm.h>
#include <xnnpack/math.h>
#include <xnnpack/unaligned.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_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(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
kc = round_up_po2(kc, 2 * sizeof(int8_t));
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
const int8_t* a3 = (const int8_t*) ((uintptr_t) a2 + a_stride);
int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
if XNN_UNPREDICTABLE(mr != 4) {
a3 = a2;
c3 = c2;
}
do {
__m128i vacc0x0123 = _mm_loadu_si128((const __m128i*) w);
__m128i vacc1x0123 = vacc0x0123;
__m128i vacc2x0123 = vacc0x0123;
__m128i vacc3x0123 = vacc0x0123;
w = (const void*) ((const int32_t*) w + 4);
size_t k = kc;
while (k >= 8 * sizeof(int8_t)) {
const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
const __m128i vxa0 = _mm_cvtepi8_epi16(va0);
a0 += 8;
const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
const __m128i vxa1 = _mm_cvtepi8_epi16(va1);
a1 += 8;
const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
const __m128i vxa2 = _mm_cvtepi8_epi16(va2);
a2 += 8;
const __m128i va3 = _mm_loadl_epi64((const __m128i*) a3);
const __m128i vxa3 = _mm_cvtepi8_epi16(va3);
a3 += 8;
const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb0 = _mm_cvtepi8_epi16(vb0);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc3x0123 = _mm_add_epi32(vacc3x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
const __m128i vb1 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 8));
const __m128i vxb1 = _mm_cvtepi8_epi16(vb1);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc3x0123 = _mm_add_epi32(vacc3x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
const __m128i vb2 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 16));
const __m128i vxb2 = _mm_cvtepi8_epi16(vb2);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc3x0123 = _mm_add_epi32(vacc3x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
const __m128i vb3 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 24));
const __m128i vxb3 = _mm_cvtepi8_epi16(vb3);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(3, 3, 3, 3)), vxb3));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(3, 3, 3, 3)), vxb3));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(3, 3, 3, 3)), vxb3));
vacc3x0123 = _mm_add_epi32(vacc3x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(3, 3, 3, 3)), vxb3));
w = (const void*) ((const int8_t*) w + 32);
k -= 8 * sizeof(int8_t);
}
if (k != 0) {
const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
const __m128i vxa0 = _mm_cvtepi8_epi16(va0);
a0 = (const int8_t*) ((uintptr_t) a0 + k);
const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
const __m128i vxa1 = _mm_cvtepi8_epi16(va1);
a1 = (const int8_t*) ((uintptr_t) a1 + k);
const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
const __m128i vxa2 = _mm_cvtepi8_epi16(va2);
a2 = (const int8_t*) ((uintptr_t) a2 + k);
const __m128i va3 = _mm_loadl_epi64((const __m128i*) a3);
const __m128i vxa3 = _mm_cvtepi8_epi16(va3);
a3 = (const int8_t*) ((uintptr_t) a3 + k);
const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb0 = _mm_cvtepi8_epi16(vb0);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc3x0123 = _mm_add_epi32(vacc3x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
if (k > 2 * sizeof(int8_t)) {
const __m128i vb1 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb1 = _mm_cvtepi8_epi16(vb1);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc3x0123 = _mm_add_epi32(vacc3x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
if (k > 4 * sizeof(int8_t)) {
const __m128i vb2 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb2 = _mm_cvtepi8_epi16(vb2);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc3x0123 = _mm_add_epi32(vacc3x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
}
}
}
__m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123);
__m128 vscaled1x0123 = _mm_cvtepi32_ps(vacc1x0123);
__m128 vscaled2x0123 = _mm_cvtepi32_ps(vacc2x0123);
__m128 vscaled3x0123 = _mm_cvtepi32_ps(vacc3x0123);
const __m128 vscale0123 = _mm_loadu_ps((const float*) w);
w = (const void*) ((const float*) w + 4);
vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale0123);
vscaled1x0123 = _mm_mul_ps(vscaled1x0123, vscale0123);
vscaled2x0123 = _mm_mul_ps(vscaled2x0123, vscale0123);
vscaled3x0123 = _mm_mul_ps(vscaled3x0123, vscale0123);
const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point);
vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point);
vscaled1x0123 = _mm_min_ps(vscaled1x0123, voutput_max_less_zero_point);
vscaled2x0123 = _mm_min_ps(vscaled2x0123, voutput_max_less_zero_point);
vscaled3x0123 = _mm_min_ps(vscaled3x0123, voutput_max_less_zero_point);
vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123);
vacc1x0123 = _mm_cvtps_epi32(vscaled1x0123);
vacc2x0123 = _mm_cvtps_epi32(vscaled2x0123);
vacc3x0123 = _mm_cvtps_epi32(vscaled3x0123);
const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point);
__m128i vacc01x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc1x0123), voutput_zero_point);
__m128i vacc23x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc2x0123, vacc3x0123), voutput_zero_point);
__m128i vout = _mm_packs_epi16(vacc01x0123, vacc23x0123);
vout = _mm_max_epi8(vout, _mm_load_si128((const __m128i*) params->fp32_sse4.output_min));
if (nc >= 4) {
unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout));
unaligned_store_u32(c1, (uint32_t) _mm_extract_epi32(vout, 1));
unaligned_store_u32(c2, (uint32_t) _mm_extract_epi32(vout, 2));
unaligned_store_u32(c3, (uint32_t) _mm_extract_epi32(vout, 3));
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
a3 = (const int8_t*) ((uintptr_t) a3 - kc);
nc -= 4;
} else {
if (nc & 2) {
unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0));
c0 += 2;
unaligned_store_u16(c1, (uint16_t) _mm_extract_epi16(vout, 2));
c1 += 2;
unaligned_store_u16(c2, (uint16_t) _mm_extract_epi16(vout, 4));
c2 += 2;
unaligned_store_u16(c3, (uint16_t) _mm_extract_epi16(vout, 6));
c3 += 2;
vout = _mm_srli_epi32(vout, 16);
}
if (nc & 1) {
*c0 = (int8_t) _mm_extract_epi8(vout, 0);
*c1 = (int8_t) _mm_extract_epi8(vout, 4);
*c2 = (int8_t) _mm_extract_epi8(vout, 8);
*c3 = (int8_t) _mm_extract_epi8(vout, 12);
}
nc = 0;
}
} while (nc != 0);
}
| 10,947
| 40.627376
| 108
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-4x4c2-minmax-fp32-sse2-ld128.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/MRx4c2-sse.c.in
// Generator: tools/xngen
//
// Copyright 2020 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 <emmintrin.h>
#include <xnnpack/gemm.h>
#include <xnnpack/math.h>
#include <xnnpack/unaligned.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_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(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
kc = round_up_po2(kc, 2 * sizeof(int8_t));
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
const int8_t* a3 = (const int8_t*) ((uintptr_t) a2 + a_stride);
int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
if XNN_UNPREDICTABLE(mr != 4) {
a3 = a2;
c3 = c2;
}
do {
__m128i vacc0x0123 = _mm_loadu_si128((const __m128i*) w);
__m128i vacc1x0123 = vacc0x0123;
__m128i vacc2x0123 = vacc0x0123;
__m128i vacc3x0123 = vacc0x0123;
w = (const void*) ((const int32_t*) w + 4);
size_t k = kc;
while (k >= 8 * sizeof(int8_t)) {
const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
const __m128i vxa0 = _mm_srai_epi16(_mm_unpacklo_epi8(va0, va0), 8);
a0 += 8;
const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
const __m128i vxa1 = _mm_srai_epi16(_mm_unpacklo_epi8(va1, va1), 8);
a1 += 8;
const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
const __m128i vxa2 = _mm_srai_epi16(_mm_unpacklo_epi8(va2, va2), 8);
a2 += 8;
const __m128i va3 = _mm_loadl_epi64((const __m128i*) a3);
const __m128i vxa3 = _mm_srai_epi16(_mm_unpacklo_epi8(va3, va3), 8);
a3 += 8;
const __m128i vb01 = _mm_loadu_si128((const __m128i*) w);
const __m128i vsb01 = _mm_cmpgt_epi8(_mm_setzero_si128(), vb01);
const __m128i vxb0 = _mm_unpacklo_epi8(vb01, vsb01);
const __m128i vxb1 = _mm_unpackhi_epi8(vb01, vsb01);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc3x0123 = _mm_add_epi32(vacc3x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc3x0123 = _mm_add_epi32(vacc3x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
const __m128i vb23 = _mm_loadu_si128((const __m128i*) ((const int8_t*) w + 16));
const __m128i vsb23 = _mm_cmpgt_epi8(_mm_setzero_si128(), vb23);
const __m128i vxb2 = _mm_unpacklo_epi8(vb23, vsb23);
const __m128i vxb3 = _mm_unpackhi_epi8(vb23, vsb23);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc3x0123 = _mm_add_epi32(vacc3x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(3, 3, 3, 3)), vxb3));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(3, 3, 3, 3)), vxb3));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(3, 3, 3, 3)), vxb3));
vacc3x0123 = _mm_add_epi32(vacc3x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(3, 3, 3, 3)), vxb3));
w = (const void*) ((const int8_t*) w + 32);
k -= 8 * sizeof(int8_t);
}
if (k != 0) {
const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
const __m128i vxa0 = _mm_srai_epi16(_mm_unpacklo_epi8(va0, va0), 8);
a0 = (const int8_t*) ((uintptr_t) a0 + k);
const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
const __m128i vxa1 = _mm_srai_epi16(_mm_unpacklo_epi8(va1, va1), 8);
a1 = (const int8_t*) ((uintptr_t) a1 + k);
const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
const __m128i vxa2 = _mm_srai_epi16(_mm_unpacklo_epi8(va2, va2), 8);
a2 = (const int8_t*) ((uintptr_t) a2 + k);
const __m128i va3 = _mm_loadl_epi64((const __m128i*) a3);
const __m128i vxa3 = _mm_srai_epi16(_mm_unpacklo_epi8(va3, va3), 8);
a3 = (const int8_t*) ((uintptr_t) a3 + k);
const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb0 = _mm_srai_epi16(_mm_unpacklo_epi8(vb0, vb0), 8);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc3x0123 = _mm_add_epi32(vacc3x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
if (k > 2 * sizeof(int8_t)) {
const __m128i vb1 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb1 = _mm_srai_epi16(_mm_unpacklo_epi8(vb1, vb1), 8);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc3x0123 = _mm_add_epi32(vacc3x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
if (k > 4 * sizeof(int8_t)) {
const __m128i vb2 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb2 = _mm_srai_epi16(_mm_unpacklo_epi8(vb2, vb2), 8);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc3x0123 = _mm_add_epi32(vacc3x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
}
}
}
__m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123);
__m128 vscaled1x0123 = _mm_cvtepi32_ps(vacc1x0123);
__m128 vscaled2x0123 = _mm_cvtepi32_ps(vacc2x0123);
__m128 vscaled3x0123 = _mm_cvtepi32_ps(vacc3x0123);
const __m128 vscale0123 = _mm_loadu_ps((const float*) w);
w = (const void*) ((const float*) w + 4);
vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale0123);
vscaled1x0123 = _mm_mul_ps(vscaled1x0123, vscale0123);
vscaled2x0123 = _mm_mul_ps(vscaled2x0123, vscale0123);
vscaled3x0123 = _mm_mul_ps(vscaled3x0123, vscale0123);
const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse2.output_max_less_zero_point);
vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point);
vscaled1x0123 = _mm_min_ps(vscaled1x0123, voutput_max_less_zero_point);
vscaled2x0123 = _mm_min_ps(vscaled2x0123, voutput_max_less_zero_point);
vscaled3x0123 = _mm_min_ps(vscaled3x0123, voutput_max_less_zero_point);
vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123);
vacc1x0123 = _mm_cvtps_epi32(vscaled1x0123);
vacc2x0123 = _mm_cvtps_epi32(vscaled2x0123);
vacc3x0123 = _mm_cvtps_epi32(vscaled3x0123);
const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse2.output_zero_point);
__m128i vacc01x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc1x0123), voutput_zero_point);
__m128i vacc23x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc2x0123, vacc3x0123), voutput_zero_point);
const __m128i voutput_min = _mm_load_si128((const __m128i*) params->fp32_sse2.output_min);
vacc01x0123 = _mm_max_epi16(vacc01x0123, voutput_min);
vacc23x0123 = _mm_max_epi16(vacc23x0123, voutput_min);
__m128i vout = _mm_packs_epi16(vacc01x0123, vacc23x0123);
if (nc >= 4) {
unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout));
vout = _mm_shuffle_epi32(vout, _MM_SHUFFLE(0, 3, 2, 1));
unaligned_store_u32(c1, (uint32_t) _mm_cvtsi128_si32(vout));
vout = _mm_shuffle_epi32(vout, _MM_SHUFFLE(0, 3, 2, 1));
unaligned_store_u32(c2, (uint32_t) _mm_cvtsi128_si32(vout));
vout = _mm_shuffle_epi32(vout, _MM_SHUFFLE(0, 3, 2, 1));
unaligned_store_u32(c3, (uint32_t) _mm_cvtsi128_si32(vout));
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
a3 = (const int8_t*) ((uintptr_t) a3 - kc);
nc -= 4;
} else {
if (nc & 2) {
unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0));
c0 += 2;
unaligned_store_u16(c1, (uint16_t) _mm_extract_epi16(vout, 2));
c1 += 2;
unaligned_store_u16(c2, (uint16_t) _mm_extract_epi16(vout, 4));
c2 += 2;
unaligned_store_u16(c3, (uint16_t) _mm_extract_epi16(vout, 6));
c3 += 2;
vout = _mm_srli_epi32(vout, 16);
}
if (nc & 1) {
*c0 = (int8_t) _mm_cvtsi128_si32(vout);
*c1 = (int8_t) _mm_extract_epi16(vout, 2);
*c2 = (int8_t) _mm_extract_epi16(vout, 4);
*c3 = (int8_t) _mm_extract_epi16(vout, 6);
}
nc = 0;
}
} while (nc != 0);
}
| 11,517
| 41.977612
| 108
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-4x4c2-minmax-fp32-sse2-ld64.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/MRx4c2-sse.c.in
// Generator: tools/xngen
//
// Copyright 2020 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 <emmintrin.h>
#include <xnnpack/gemm.h>
#include <xnnpack/math.h>
#include <xnnpack/unaligned.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_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(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
kc = round_up_po2(kc, 2 * sizeof(int8_t));
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
const int8_t* a3 = (const int8_t*) ((uintptr_t) a2 + a_stride);
int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
if XNN_UNPREDICTABLE(mr != 4) {
a3 = a2;
c3 = c2;
}
do {
__m128i vacc0x0123 = _mm_loadu_si128((const __m128i*) w);
__m128i vacc1x0123 = vacc0x0123;
__m128i vacc2x0123 = vacc0x0123;
__m128i vacc3x0123 = vacc0x0123;
w = (const void*) ((const int32_t*) w + 4);
size_t k = kc;
while (k >= 8 * sizeof(int8_t)) {
const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
const __m128i vxa0 = _mm_srai_epi16(_mm_unpacklo_epi8(va0, va0), 8);
a0 += 8;
const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
const __m128i vxa1 = _mm_srai_epi16(_mm_unpacklo_epi8(va1, va1), 8);
a1 += 8;
const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
const __m128i vxa2 = _mm_srai_epi16(_mm_unpacklo_epi8(va2, va2), 8);
a2 += 8;
const __m128i va3 = _mm_loadl_epi64((const __m128i*) a3);
const __m128i vxa3 = _mm_srai_epi16(_mm_unpacklo_epi8(va3, va3), 8);
a3 += 8;
const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb0 = _mm_srai_epi16(_mm_unpacklo_epi8(vb0, vb0), 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc3x0123 = _mm_add_epi32(vacc3x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
const __m128i vb1 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 8));
const __m128i vxb1 = _mm_srai_epi16(_mm_unpacklo_epi8(vb1, vb1), 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc3x0123 = _mm_add_epi32(vacc3x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
const __m128i vb2 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 16));
const __m128i vxb2 = _mm_srai_epi16(_mm_unpacklo_epi8(vb2, vb2), 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc3x0123 = _mm_add_epi32(vacc3x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
const __m128i vb3 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 24));
const __m128i vxb3 = _mm_srai_epi16(_mm_unpacklo_epi8(vb3, vb3), 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(3, 3, 3, 3)), vxb3));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(3, 3, 3, 3)), vxb3));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(3, 3, 3, 3)), vxb3));
vacc3x0123 = _mm_add_epi32(vacc3x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(3, 3, 3, 3)), vxb3));
w = (const void*) ((const int8_t*) w + 32);
k -= 8 * sizeof(int8_t);
}
if (k != 0) {
const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
const __m128i vxa0 = _mm_srai_epi16(_mm_unpacklo_epi8(va0, va0), 8);
a0 = (const int8_t*) ((uintptr_t) a0 + k);
const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
const __m128i vxa1 = _mm_srai_epi16(_mm_unpacklo_epi8(va1, va1), 8);
a1 = (const int8_t*) ((uintptr_t) a1 + k);
const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
const __m128i vxa2 = _mm_srai_epi16(_mm_unpacklo_epi8(va2, va2), 8);
a2 = (const int8_t*) ((uintptr_t) a2 + k);
const __m128i va3 = _mm_loadl_epi64((const __m128i*) a3);
const __m128i vxa3 = _mm_srai_epi16(_mm_unpacklo_epi8(va3, va3), 8);
a3 = (const int8_t*) ((uintptr_t) a3 + k);
const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb0 = _mm_srai_epi16(_mm_unpacklo_epi8(vb0, vb0), 8);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc3x0123 = _mm_add_epi32(vacc3x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
if (k > 2 * sizeof(int8_t)) {
const __m128i vb1 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb1 = _mm_srai_epi16(_mm_unpacklo_epi8(vb1, vb1), 8);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc3x0123 = _mm_add_epi32(vacc3x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
if (k > 4 * sizeof(int8_t)) {
const __m128i vb2 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb2 = _mm_srai_epi16(_mm_unpacklo_epi8(vb2, vb2), 8);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc3x0123 = _mm_add_epi32(vacc3x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
}
}
}
__m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123);
__m128 vscaled1x0123 = _mm_cvtepi32_ps(vacc1x0123);
__m128 vscaled2x0123 = _mm_cvtepi32_ps(vacc2x0123);
__m128 vscaled3x0123 = _mm_cvtepi32_ps(vacc3x0123);
const __m128 vscale0123 = _mm_loadu_ps((const float*) w);
w = (const void*) ((const float*) w + 4);
vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale0123);
vscaled1x0123 = _mm_mul_ps(vscaled1x0123, vscale0123);
vscaled2x0123 = _mm_mul_ps(vscaled2x0123, vscale0123);
vscaled3x0123 = _mm_mul_ps(vscaled3x0123, vscale0123);
const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse2.output_max_less_zero_point);
vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point);
vscaled1x0123 = _mm_min_ps(vscaled1x0123, voutput_max_less_zero_point);
vscaled2x0123 = _mm_min_ps(vscaled2x0123, voutput_max_less_zero_point);
vscaled3x0123 = _mm_min_ps(vscaled3x0123, voutput_max_less_zero_point);
vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123);
vacc1x0123 = _mm_cvtps_epi32(vscaled1x0123);
vacc2x0123 = _mm_cvtps_epi32(vscaled2x0123);
vacc3x0123 = _mm_cvtps_epi32(vscaled3x0123);
const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse2.output_zero_point);
__m128i vacc01x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc1x0123), voutput_zero_point);
__m128i vacc23x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc2x0123, vacc3x0123), voutput_zero_point);
const __m128i voutput_min = _mm_load_si128((const __m128i*) params->fp32_sse2.output_min);
vacc01x0123 = _mm_max_epi16(vacc01x0123, voutput_min);
vacc23x0123 = _mm_max_epi16(vacc23x0123, voutput_min);
__m128i vout = _mm_packs_epi16(vacc01x0123, vacc23x0123);
if (nc >= 4) {
unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout));
vout = _mm_shuffle_epi32(vout, _MM_SHUFFLE(0, 3, 2, 1));
unaligned_store_u32(c1, (uint32_t) _mm_cvtsi128_si32(vout));
vout = _mm_shuffle_epi32(vout, _MM_SHUFFLE(0, 3, 2, 1));
unaligned_store_u32(c2, (uint32_t) _mm_cvtsi128_si32(vout));
vout = _mm_shuffle_epi32(vout, _MM_SHUFFLE(0, 3, 2, 1));
unaligned_store_u32(c3, (uint32_t) _mm_cvtsi128_si32(vout));
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
a3 = (const int8_t*) ((uintptr_t) a3 - kc);
nc -= 4;
} else {
if (nc & 2) {
unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0));
c0 += 2;
unaligned_store_u16(c1, (uint16_t) _mm_extract_epi16(vout, 2));
c1 += 2;
unaligned_store_u16(c2, (uint16_t) _mm_extract_epi16(vout, 4));
c2 += 2;
unaligned_store_u16(c3, (uint16_t) _mm_extract_epi16(vout, 6));
c3 += 2;
vout = _mm_srli_epi32(vout, 16);
}
if (nc & 1) {
*c0 = (int8_t) _mm_cvtsi128_si32(vout);
*c1 = (int8_t) _mm_extract_epi16(vout, 2);
*c2 = (int8_t) _mm_extract_epi16(vout, 4);
*c3 = (int8_t) _mm_extract_epi16(vout, 6);
}
nc = 0;
}
} while (nc != 0);
}
| 11,607
| 42.313433
| 108
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-4x4c2-minmax-fp32-sse41-ld128.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/MRx4c2-sse.c.in
// Generator: tools/xngen
//
// Copyright 2020 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 <smmintrin.h>
#include <xnnpack/gemm.h>
#include <xnnpack/math.h>
#include <xnnpack/unaligned.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_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(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
kc = round_up_po2(kc, 2 * sizeof(int8_t));
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
const int8_t* a3 = (const int8_t*) ((uintptr_t) a2 + a_stride);
int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
if XNN_UNPREDICTABLE(mr != 4) {
a3 = a2;
c3 = c2;
}
do {
__m128i vacc0x0123 = _mm_loadu_si128((const __m128i*) w);
__m128i vacc1x0123 = vacc0x0123;
__m128i vacc2x0123 = vacc0x0123;
__m128i vacc3x0123 = vacc0x0123;
w = (const void*) ((const int32_t*) w + 4);
size_t k = kc;
while (k >= 8 * sizeof(int8_t)) {
const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
const __m128i vxa0 = _mm_cvtepi8_epi16(va0);
a0 += 8;
const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
const __m128i vxa1 = _mm_cvtepi8_epi16(va1);
a1 += 8;
const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
const __m128i vxa2 = _mm_cvtepi8_epi16(va2);
a2 += 8;
const __m128i va3 = _mm_loadl_epi64((const __m128i*) a3);
const __m128i vxa3 = _mm_cvtepi8_epi16(va3);
a3 += 8;
const __m128i vb01 = _mm_loadu_si128((const __m128i*) w);
const __m128i vxb0 = _mm_cvtepi8_epi16(vb01);
const __m128i vxb1 = _mm_srai_epi16(_mm_unpackhi_epi8(vb01, vb01), 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc3x0123 = _mm_add_epi32(vacc3x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc3x0123 = _mm_add_epi32(vacc3x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
const __m128i vb23 = _mm_loadu_si128((const __m128i*) ((const int8_t*) w + 16));
const __m128i vxb2 = _mm_cvtepi8_epi16(vb23);
const __m128i vxb3 = _mm_srai_epi16(_mm_unpackhi_epi8(vb23, vb23), 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc3x0123 = _mm_add_epi32(vacc3x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(3, 3, 3, 3)), vxb3));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(3, 3, 3, 3)), vxb3));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(3, 3, 3, 3)), vxb3));
vacc3x0123 = _mm_add_epi32(vacc3x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(3, 3, 3, 3)), vxb3));
w = (const void*) ((const int8_t*) w + 32);
k -= 8 * sizeof(int8_t);
}
if (k != 0) {
const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
const __m128i vxa0 = _mm_cvtepi8_epi16(va0);
a0 = (const int8_t*) ((uintptr_t) a0 + k);
const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
const __m128i vxa1 = _mm_cvtepi8_epi16(va1);
a1 = (const int8_t*) ((uintptr_t) a1 + k);
const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
const __m128i vxa2 = _mm_cvtepi8_epi16(va2);
a2 = (const int8_t*) ((uintptr_t) a2 + k);
const __m128i va3 = _mm_loadl_epi64((const __m128i*) a3);
const __m128i vxa3 = _mm_cvtepi8_epi16(va3);
a3 = (const int8_t*) ((uintptr_t) a3 + k);
const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb0 = _mm_cvtepi8_epi16(vb0);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc3x0123 = _mm_add_epi32(vacc3x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
if (k > 2 * sizeof(int8_t)) {
const __m128i vb1 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb1 = _mm_cvtepi8_epi16(vb1);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc3x0123 = _mm_add_epi32(vacc3x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
if (k > 4 * sizeof(int8_t)) {
const __m128i vb2 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb2 = _mm_cvtepi8_epi16(vb2);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc3x0123 = _mm_add_epi32(vacc3x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
}
}
}
__m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123);
__m128 vscaled1x0123 = _mm_cvtepi32_ps(vacc1x0123);
__m128 vscaled2x0123 = _mm_cvtepi32_ps(vacc2x0123);
__m128 vscaled3x0123 = _mm_cvtepi32_ps(vacc3x0123);
const __m128 vscale0123 = _mm_loadu_ps((const float*) w);
w = (const void*) ((const float*) w + 4);
vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale0123);
vscaled1x0123 = _mm_mul_ps(vscaled1x0123, vscale0123);
vscaled2x0123 = _mm_mul_ps(vscaled2x0123, vscale0123);
vscaled3x0123 = _mm_mul_ps(vscaled3x0123, vscale0123);
const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point);
vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point);
vscaled1x0123 = _mm_min_ps(vscaled1x0123, voutput_max_less_zero_point);
vscaled2x0123 = _mm_min_ps(vscaled2x0123, voutput_max_less_zero_point);
vscaled3x0123 = _mm_min_ps(vscaled3x0123, voutput_max_less_zero_point);
vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123);
vacc1x0123 = _mm_cvtps_epi32(vscaled1x0123);
vacc2x0123 = _mm_cvtps_epi32(vscaled2x0123);
vacc3x0123 = _mm_cvtps_epi32(vscaled3x0123);
const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point);
__m128i vacc01x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc1x0123), voutput_zero_point);
__m128i vacc23x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc2x0123, vacc3x0123), voutput_zero_point);
__m128i vout = _mm_packs_epi16(vacc01x0123, vacc23x0123);
vout = _mm_max_epi8(vout, _mm_load_si128((const __m128i*) params->fp32_sse4.output_min));
if (nc >= 4) {
unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout));
unaligned_store_u32(c1, (uint32_t) _mm_extract_epi32(vout, 1));
unaligned_store_u32(c2, (uint32_t) _mm_extract_epi32(vout, 2));
unaligned_store_u32(c3, (uint32_t) _mm_extract_epi32(vout, 3));
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
a3 = (const int8_t*) ((uintptr_t) a3 - kc);
nc -= 4;
} else {
if (nc & 2) {
unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0));
c0 += 2;
unaligned_store_u16(c1, (uint16_t) _mm_extract_epi16(vout, 2));
c1 += 2;
unaligned_store_u16(c2, (uint16_t) _mm_extract_epi16(vout, 4));
c2 += 2;
unaligned_store_u16(c3, (uint16_t) _mm_extract_epi16(vout, 6));
c3 += 2;
vout = _mm_srli_epi32(vout, 16);
}
if (nc & 1) {
*c0 = (int8_t) _mm_extract_epi8(vout, 0);
*c1 = (int8_t) _mm_extract_epi8(vout, 4);
*c2 = (int8_t) _mm_extract_epi8(vout, 8);
*c3 = (int8_t) _mm_extract_epi8(vout, 12);
}
nc = 0;
}
} while (nc != 0);
}
| 10,835
| 40.517241
| 108
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-4x4c2-minmax-fp32-sse41-ld64.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/MRx4c2-sse.c.in
// Generator: tools/xngen
//
// Copyright 2020 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 <smmintrin.h>
#include <xnnpack/gemm.h>
#include <xnnpack/math.h>
#include <xnnpack/unaligned.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_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(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
kc = round_up_po2(kc, 2 * sizeof(int8_t));
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
const int8_t* a3 = (const int8_t*) ((uintptr_t) a2 + a_stride);
int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
if XNN_UNPREDICTABLE(mr != 4) {
a3 = a2;
c3 = c2;
}
do {
__m128i vacc0x0123 = _mm_loadu_si128((const __m128i*) w);
__m128i vacc1x0123 = vacc0x0123;
__m128i vacc2x0123 = vacc0x0123;
__m128i vacc3x0123 = vacc0x0123;
w = (const void*) ((const int32_t*) w + 4);
size_t k = kc;
while (k >= 8 * sizeof(int8_t)) {
const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
const __m128i vxa0 = _mm_cvtepi8_epi16(va0);
a0 += 8;
const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
const __m128i vxa1 = _mm_cvtepi8_epi16(va1);
a1 += 8;
const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
const __m128i vxa2 = _mm_cvtepi8_epi16(va2);
a2 += 8;
const __m128i va3 = _mm_loadl_epi64((const __m128i*) a3);
const __m128i vxa3 = _mm_cvtepi8_epi16(va3);
a3 += 8;
const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb0 = _mm_cvtepi8_epi16(vb0);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc3x0123 = _mm_add_epi32(vacc3x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
const __m128i vb1 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 8));
const __m128i vxb1 = _mm_cvtepi8_epi16(vb1);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc3x0123 = _mm_add_epi32(vacc3x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
const __m128i vb2 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 16));
const __m128i vxb2 = _mm_cvtepi8_epi16(vb2);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc3x0123 = _mm_add_epi32(vacc3x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
const __m128i vb3 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 24));
const __m128i vxb3 = _mm_cvtepi8_epi16(vb3);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(3, 3, 3, 3)), vxb3));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(3, 3, 3, 3)), vxb3));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(3, 3, 3, 3)), vxb3));
vacc3x0123 = _mm_add_epi32(vacc3x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(3, 3, 3, 3)), vxb3));
w = (const void*) ((const int8_t*) w + 32);
k -= 8 * sizeof(int8_t);
}
if (k != 0) {
const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
const __m128i vxa0 = _mm_cvtepi8_epi16(va0);
a0 = (const int8_t*) ((uintptr_t) a0 + k);
const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
const __m128i vxa1 = _mm_cvtepi8_epi16(va1);
a1 = (const int8_t*) ((uintptr_t) a1 + k);
const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
const __m128i vxa2 = _mm_cvtepi8_epi16(va2);
a2 = (const int8_t*) ((uintptr_t) a2 + k);
const __m128i va3 = _mm_loadl_epi64((const __m128i*) a3);
const __m128i vxa3 = _mm_cvtepi8_epi16(va3);
a3 = (const int8_t*) ((uintptr_t) a3 + k);
const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb0 = _mm_cvtepi8_epi16(vb0);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
vacc3x0123 = _mm_add_epi32(vacc3x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
if (k > 2 * sizeof(int8_t)) {
const __m128i vb1 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb1 = _mm_cvtepi8_epi16(vb1);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
vacc3x0123 = _mm_add_epi32(vacc3x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
if (k > 4 * sizeof(int8_t)) {
const __m128i vb2 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb2 = _mm_cvtepi8_epi16(vb2);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc1x0123 = _mm_add_epi32(vacc1x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc2x0123 = _mm_add_epi32(vacc2x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
vacc3x0123 = _mm_add_epi32(vacc3x0123,
_mm_madd_epi16(_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
}
}
}
__m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123);
__m128 vscaled1x0123 = _mm_cvtepi32_ps(vacc1x0123);
__m128 vscaled2x0123 = _mm_cvtepi32_ps(vacc2x0123);
__m128 vscaled3x0123 = _mm_cvtepi32_ps(vacc3x0123);
const __m128 vscale0123 = _mm_loadu_ps((const float*) w);
w = (const void*) ((const float*) w + 4);
vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale0123);
vscaled1x0123 = _mm_mul_ps(vscaled1x0123, vscale0123);
vscaled2x0123 = _mm_mul_ps(vscaled2x0123, vscale0123);
vscaled3x0123 = _mm_mul_ps(vscaled3x0123, vscale0123);
const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point);
vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point);
vscaled1x0123 = _mm_min_ps(vscaled1x0123, voutput_max_less_zero_point);
vscaled2x0123 = _mm_min_ps(vscaled2x0123, voutput_max_less_zero_point);
vscaled3x0123 = _mm_min_ps(vscaled3x0123, voutput_max_less_zero_point);
vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123);
vacc1x0123 = _mm_cvtps_epi32(vscaled1x0123);
vacc2x0123 = _mm_cvtps_epi32(vscaled2x0123);
vacc3x0123 = _mm_cvtps_epi32(vscaled3x0123);
const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point);
__m128i vacc01x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc1x0123), voutput_zero_point);
__m128i vacc23x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc2x0123, vacc3x0123), voutput_zero_point);
__m128i vout = _mm_packs_epi16(vacc01x0123, vacc23x0123);
vout = _mm_max_epi8(vout, _mm_load_si128((const __m128i*) params->fp32_sse4.output_min));
if (nc >= 4) {
unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout));
unaligned_store_u32(c1, (uint32_t) _mm_extract_epi32(vout, 1));
unaligned_store_u32(c2, (uint32_t) _mm_extract_epi32(vout, 2));
unaligned_store_u32(c3, (uint32_t) _mm_extract_epi32(vout, 3));
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
a3 = (const int8_t*) ((uintptr_t) a3 - kc);
nc -= 4;
} else {
if (nc & 2) {
unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0));
c0 += 2;
unaligned_store_u16(c1, (uint16_t) _mm_extract_epi16(vout, 2));
c1 += 2;
unaligned_store_u16(c2, (uint16_t) _mm_extract_epi16(vout, 4));
c2 += 2;
unaligned_store_u16(c3, (uint16_t) _mm_extract_epi16(vout, 6));
c3 += 2;
vout = _mm_srli_epi32(vout, 16);
}
if (nc & 1) {
*c0 = (int8_t) _mm_extract_epi8(vout, 0);
*c1 = (int8_t) _mm_extract_epi8(vout, 4);
*c2 = (int8_t) _mm_extract_epi8(vout, 8);
*c3 = (int8_t) _mm_extract_epi8(vout, 12);
}
nc = 0;
}
} while (nc != 0);
}
| 10,949
| 40.634981
| 108
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-4x4c2-minmax-fp32-wasmsimd-dot16x2-ld128.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/MRx4c2-wasmsimd-dot16x2.c.in
// Generator: tools/xngen
//
// 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 <wasm_simd128.h>
#include <xnnpack/gemm.h>
#include <xnnpack/math.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_4x4c2__wasmsimd_dot16x2_ld128(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_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(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
kc = round_up_po2(kc, 2 * sizeof(int8_t));
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
const int8_t* a3 = (const int8_t*) ((uintptr_t) a2 + a_stride);
int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
if XNN_UNPREDICTABLE(mr != 4) {
a3 = a2;
c3 = c2;
}
do {
v128_t vacc0x0123 = wasm_v128_load(w);
v128_t vacc1x0123 = vacc0x0123;
v128_t vacc2x0123 = vacc0x0123;
v128_t vacc3x0123 = vacc0x0123;
w = (const void*) ((const int32_t*) w + 4);
size_t k = kc;
while (k >= 8 * sizeof(int8_t)) {
const v128_t vxa0 = wasm_i16x8_load8x8((const v128_t*) a0);
a0 += 8;
const v128_t vxa1 = wasm_i16x8_load8x8((const v128_t*) a1);
a1 += 8;
const v128_t vxa2 = wasm_i16x8_load8x8((const v128_t*) a2);
a2 += 8;
const v128_t vxa3 = wasm_i16x8_load8x8((const v128_t*) a3);
a3 += 8;
const v128_t vb01 = wasm_v128_load(w);
const v128_t vxb0 = wasm_i16x8_extend_low_i8x16(vb01);
const v128_t vxb1 = wasm_i16x8_extend_high_i8x16(vb01);
vacc0x0123 = wasm_i32x4_add(vacc0x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa0, vxa0, 0, 0, 0, 0), vxb0));
vacc1x0123 = wasm_i32x4_add(vacc1x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa1, vxa1, 0, 0, 0, 0), vxb0));
vacc2x0123 = wasm_i32x4_add(vacc2x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa2, vxa2, 0, 0, 0, 0), vxb0));
vacc3x0123 = wasm_i32x4_add(vacc3x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa3, vxa3, 0, 0, 0, 0), vxb0));
vacc0x0123 = wasm_i32x4_add(vacc0x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa0, vxa0, 1, 1, 1, 1), vxb1));
vacc1x0123 = wasm_i32x4_add(vacc1x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa1, vxa1, 1, 1, 1, 1), vxb1));
vacc2x0123 = wasm_i32x4_add(vacc2x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa2, vxa2, 1, 1, 1, 1), vxb1));
vacc3x0123 = wasm_i32x4_add(vacc3x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa3, vxa3, 1, 1, 1, 1), vxb1));
const v128_t vb23 = wasm_v128_load((const int8_t*) w + 16);
const v128_t vxb2 = wasm_i16x8_extend_low_i8x16(vb23);
const v128_t vxb3 = wasm_i16x8_extend_high_i8x16(vb23);
vacc0x0123 = wasm_i32x4_add(vacc0x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa0, vxa0, 2, 2, 2, 2), vxb2));
vacc1x0123 = wasm_i32x4_add(vacc1x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa1, vxa1, 2, 2, 2, 2), vxb2));
vacc2x0123 = wasm_i32x4_add(vacc2x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa2, vxa2, 2, 2, 2, 2), vxb2));
vacc3x0123 = wasm_i32x4_add(vacc3x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa3, vxa3, 2, 2, 2, 2), vxb2));
vacc0x0123 = wasm_i32x4_add(vacc0x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa0, vxa0, 3, 3, 3, 3), vxb3));
vacc1x0123 = wasm_i32x4_add(vacc1x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa1, vxa1, 3, 3, 3, 3), vxb3));
vacc2x0123 = wasm_i32x4_add(vacc2x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa2, vxa2, 3, 3, 3, 3), vxb3));
vacc3x0123 = wasm_i32x4_add(vacc3x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa3, vxa3, 3, 3, 3, 3), vxb3));
w = (const void*) ((const int8_t*) w + 32);
k -= 8 * sizeof(int8_t);
}
if (k != 0) {
const v128_t vxa0 = wasm_i16x8_load8x8(a0);
a0 = (const int8_t*) ((uintptr_t) a0 + k);
const v128_t vxa1 = wasm_i16x8_load8x8(a1);
a1 = (const int8_t*) ((uintptr_t) a1 + k);
const v128_t vxa2 = wasm_i16x8_load8x8(a2);
a2 = (const int8_t*) ((uintptr_t) a2 + k);
const v128_t vxa3 = wasm_i16x8_load8x8(a3);
a3 = (const int8_t*) ((uintptr_t) a3 + k);
const v128_t vxb0 = wasm_i16x8_load8x8(w);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = wasm_i32x4_add(vacc0x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa0, vxa0, 0, 0, 0, 0), vxb0));
vacc1x0123 = wasm_i32x4_add(vacc1x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa1, vxa1, 0, 0, 0, 0), vxb0));
vacc2x0123 = wasm_i32x4_add(vacc2x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa2, vxa2, 0, 0, 0, 0), vxb0));
vacc3x0123 = wasm_i32x4_add(vacc3x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa3, vxa3, 0, 0, 0, 0), vxb0));
if (k > 2 * sizeof(int8_t)) {
const v128_t vxb1 = wasm_i16x8_load8x8(w);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = wasm_i32x4_add(vacc0x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa0, vxa0, 1, 1, 1, 1), vxb1));
vacc1x0123 = wasm_i32x4_add(vacc1x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa1, vxa1, 1, 1, 1, 1), vxb1));
vacc2x0123 = wasm_i32x4_add(vacc2x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa2, vxa2, 1, 1, 1, 1), vxb1));
vacc3x0123 = wasm_i32x4_add(vacc3x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa3, vxa3, 1, 1, 1, 1), vxb1));
if (k > 4 * sizeof(int8_t)) {
const v128_t vxb2 = wasm_i16x8_load8x8(w);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = wasm_i32x4_add(vacc0x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa0, vxa0, 2, 2, 2, 2), vxb2));
vacc1x0123 = wasm_i32x4_add(vacc1x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa1, vxa1, 2, 2, 2, 2), vxb2));
vacc2x0123 = wasm_i32x4_add(vacc2x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa2, vxa2, 2, 2, 2, 2), vxb2));
vacc3x0123 = wasm_i32x4_add(vacc3x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa3, vxa3, 2, 2, 2, 2), vxb2));
}
}
}
vacc0x0123 = wasm_f32x4_convert_i32x4(vacc0x0123);
vacc1x0123 = wasm_f32x4_convert_i32x4(vacc1x0123);
vacc2x0123 = wasm_f32x4_convert_i32x4(vacc2x0123);
vacc3x0123 = wasm_f32x4_convert_i32x4(vacc3x0123);
const v128_t vscale0123 = wasm_v128_load(w);
w = (const void*) ((const float*) w + 4);
vacc0x0123 = wasm_f32x4_mul(vacc0x0123, vscale0123);
vacc1x0123 = wasm_f32x4_mul(vacc1x0123, vscale0123);
vacc2x0123 = wasm_f32x4_mul(vacc2x0123, vscale0123);
vacc3x0123 = wasm_f32x4_mul(vacc3x0123, vscale0123);
const v128_t vmagic_bias = wasm_v128_load64_splat(params->fp32_wasmsimd.magic_bias);
vacc0x0123 = wasm_f32x4_add(vacc0x0123, vmagic_bias);
vacc1x0123 = wasm_f32x4_add(vacc1x0123, vmagic_bias);
vacc2x0123 = wasm_f32x4_add(vacc2x0123, vmagic_bias);
vacc3x0123 = wasm_f32x4_add(vacc3x0123, vmagic_bias);
const v128_t vmagic_min = wasm_v128_load64_splat(params->fp32_wasmsimd.magic_min);
vacc0x0123 = wasm_i32x4_max(vacc0x0123, vmagic_min);
vacc1x0123 = wasm_i32x4_max(vacc1x0123, vmagic_min);
vacc2x0123 = wasm_i32x4_max(vacc2x0123, vmagic_min);
vacc3x0123 = wasm_i32x4_max(vacc3x0123, vmagic_min);
const v128_t vmagic_bias_less_output_zero_point = wasm_v128_load64_splat(params->fp32_wasmsimd.magic_bias_less_output_zero_point);
vacc0x0123 = wasm_i32x4_sub(vacc0x0123, vmagic_bias_less_output_zero_point);
vacc1x0123 = wasm_i32x4_sub(vacc1x0123, vmagic_bias_less_output_zero_point);
vacc2x0123 = wasm_i32x4_sub(vacc2x0123, vmagic_bias_less_output_zero_point);
vacc3x0123 = wasm_i32x4_sub(vacc3x0123, vmagic_bias_less_output_zero_point);
v128_t vacc01x0123 = wasm_i16x8_narrow_i32x4(vacc0x0123, vacc1x0123);
v128_t vacc23x0123 = wasm_i16x8_narrow_i32x4(vacc2x0123, vacc3x0123);
v128_t vout = wasm_i8x16_narrow_i16x8(vacc01x0123, vacc23x0123);
const v128_t voutput_max = wasm_v128_load64_splat(params->fp32_wasmsimd.output_max);
vout = wasm_i8x16_min(vout, voutput_max);
if (nc >= 4) {
wasm_v128_store32_lane(c0, vout, 0);
wasm_v128_store32_lane(c1, vout, 1);
wasm_v128_store32_lane(c2, vout, 2);
wasm_v128_store32_lane(c3, vout, 3);
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
a3 = (const int8_t*) ((uintptr_t) a3 - kc);
nc -= 4;
} else {
if (nc & 2) {
wasm_v128_store16_lane(c0, vout, 0);
c0 += 2;
wasm_v128_store16_lane(c1, vout, 2);
c1 += 2;
wasm_v128_store16_lane(c2, vout, 4);
c2 += 2;
wasm_v128_store16_lane(c3, vout, 6);
c3 += 2;
vout = wasm_u32x4_shr(vout, 16);
}
if (nc & 1) {
wasm_v128_store8_lane(c0, vout, 0);
wasm_v128_store8_lane(c1, vout, 4);
wasm_v128_store8_lane(c2, vout, 8);
wasm_v128_store8_lane(c3, vout, 12);
}
nc = 0;
}
} while (nc != 0);
}
| 10,237
| 38.992188
| 134
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-4x4c2-minmax-fp32-wasmsimd-dot16x2-ld64.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/MRx4c2-wasmsimd-dot16x2.c.in
// Generator: tools/xngen
//
// 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 <wasm_simd128.h>
#include <xnnpack/gemm.h>
#include <xnnpack/math.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_4x4c2__wasmsimd_dot16x2_ld64(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_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(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
kc = round_up_po2(kc, 2 * sizeof(int8_t));
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
const int8_t* a3 = (const int8_t*) ((uintptr_t) a2 + a_stride);
int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
if XNN_UNPREDICTABLE(mr != 4) {
a3 = a2;
c3 = c2;
}
do {
v128_t vacc0x0123 = wasm_v128_load(w);
v128_t vacc1x0123 = vacc0x0123;
v128_t vacc2x0123 = vacc0x0123;
v128_t vacc3x0123 = vacc0x0123;
w = (const void*) ((const int32_t*) w + 4);
size_t k = kc;
while (k >= 8 * sizeof(int8_t)) {
const v128_t vxa0 = wasm_i16x8_load8x8((const v128_t*) a0);
a0 += 8;
const v128_t vxa1 = wasm_i16x8_load8x8((const v128_t*) a1);
a1 += 8;
const v128_t vxa2 = wasm_i16x8_load8x8((const v128_t*) a2);
a2 += 8;
const v128_t vxa3 = wasm_i16x8_load8x8((const v128_t*) a3);
a3 += 8;
const v128_t vxb0 = wasm_i16x8_load8x8(w);
vacc0x0123 = wasm_i32x4_add(vacc0x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa0, vxa0, 0, 0, 0, 0), vxb0));
vacc1x0123 = wasm_i32x4_add(vacc1x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa1, vxa1, 0, 0, 0, 0), vxb0));
vacc2x0123 = wasm_i32x4_add(vacc2x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa2, vxa2, 0, 0, 0, 0), vxb0));
vacc3x0123 = wasm_i32x4_add(vacc3x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa3, vxa3, 0, 0, 0, 0), vxb0));
const v128_t vxb1 = wasm_i16x8_load8x8((const int8_t*) w + 8);
vacc0x0123 = wasm_i32x4_add(vacc0x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa0, vxa0, 1, 1, 1, 1), vxb1));
vacc1x0123 = wasm_i32x4_add(vacc1x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa1, vxa1, 1, 1, 1, 1), vxb1));
vacc2x0123 = wasm_i32x4_add(vacc2x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa2, vxa2, 1, 1, 1, 1), vxb1));
vacc3x0123 = wasm_i32x4_add(vacc3x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa3, vxa3, 1, 1, 1, 1), vxb1));
const v128_t vxb2 = wasm_i16x8_load8x8((const int8_t*) w + 16);
vacc0x0123 = wasm_i32x4_add(vacc0x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa0, vxa0, 2, 2, 2, 2), vxb2));
vacc1x0123 = wasm_i32x4_add(vacc1x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa1, vxa1, 2, 2, 2, 2), vxb2));
vacc2x0123 = wasm_i32x4_add(vacc2x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa2, vxa2, 2, 2, 2, 2), vxb2));
vacc3x0123 = wasm_i32x4_add(vacc3x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa3, vxa3, 2, 2, 2, 2), vxb2));
const v128_t vxb3 = wasm_i16x8_load8x8((const int8_t*) w + 24);
vacc0x0123 = wasm_i32x4_add(vacc0x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa0, vxa0, 3, 3, 3, 3), vxb3));
vacc1x0123 = wasm_i32x4_add(vacc1x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa1, vxa1, 3, 3, 3, 3), vxb3));
vacc2x0123 = wasm_i32x4_add(vacc2x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa2, vxa2, 3, 3, 3, 3), vxb3));
vacc3x0123 = wasm_i32x4_add(vacc3x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa3, vxa3, 3, 3, 3, 3), vxb3));
w = (const void*) ((const int8_t*) w + 32);
k -= 8 * sizeof(int8_t);
}
if (k != 0) {
const v128_t vxa0 = wasm_i16x8_load8x8(a0);
a0 = (const int8_t*) ((uintptr_t) a0 + k);
const v128_t vxa1 = wasm_i16x8_load8x8(a1);
a1 = (const int8_t*) ((uintptr_t) a1 + k);
const v128_t vxa2 = wasm_i16x8_load8x8(a2);
a2 = (const int8_t*) ((uintptr_t) a2 + k);
const v128_t vxa3 = wasm_i16x8_load8x8(a3);
a3 = (const int8_t*) ((uintptr_t) a3 + k);
const v128_t vxb0 = wasm_i16x8_load8x8(w);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = wasm_i32x4_add(vacc0x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa0, vxa0, 0, 0, 0, 0), vxb0));
vacc1x0123 = wasm_i32x4_add(vacc1x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa1, vxa1, 0, 0, 0, 0), vxb0));
vacc2x0123 = wasm_i32x4_add(vacc2x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa2, vxa2, 0, 0, 0, 0), vxb0));
vacc3x0123 = wasm_i32x4_add(vacc3x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa3, vxa3, 0, 0, 0, 0), vxb0));
if (k > 2 * sizeof(int8_t)) {
const v128_t vxb1 = wasm_i16x8_load8x8(w);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = wasm_i32x4_add(vacc0x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa0, vxa0, 1, 1, 1, 1), vxb1));
vacc1x0123 = wasm_i32x4_add(vacc1x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa1, vxa1, 1, 1, 1, 1), vxb1));
vacc2x0123 = wasm_i32x4_add(vacc2x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa2, vxa2, 1, 1, 1, 1), vxb1));
vacc3x0123 = wasm_i32x4_add(vacc3x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa3, vxa3, 1, 1, 1, 1), vxb1));
if (k > 4 * sizeof(int8_t)) {
const v128_t vxb2 = wasm_i16x8_load8x8(w);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = wasm_i32x4_add(vacc0x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa0, vxa0, 2, 2, 2, 2), vxb2));
vacc1x0123 = wasm_i32x4_add(vacc1x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa1, vxa1, 2, 2, 2, 2), vxb2));
vacc2x0123 = wasm_i32x4_add(vacc2x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa2, vxa2, 2, 2, 2, 2), vxb2));
vacc3x0123 = wasm_i32x4_add(vacc3x0123,
wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa3, vxa3, 2, 2, 2, 2), vxb2));
}
}
}
vacc0x0123 = wasm_f32x4_convert_i32x4(vacc0x0123);
vacc1x0123 = wasm_f32x4_convert_i32x4(vacc1x0123);
vacc2x0123 = wasm_f32x4_convert_i32x4(vacc2x0123);
vacc3x0123 = wasm_f32x4_convert_i32x4(vacc3x0123);
const v128_t vscale0123 = wasm_v128_load(w);
w = (const void*) ((const float*) w + 4);
vacc0x0123 = wasm_f32x4_mul(vacc0x0123, vscale0123);
vacc1x0123 = wasm_f32x4_mul(vacc1x0123, vscale0123);
vacc2x0123 = wasm_f32x4_mul(vacc2x0123, vscale0123);
vacc3x0123 = wasm_f32x4_mul(vacc3x0123, vscale0123);
const v128_t vmagic_bias = wasm_v128_load64_splat(params->fp32_wasmsimd.magic_bias);
vacc0x0123 = wasm_f32x4_add(vacc0x0123, vmagic_bias);
vacc1x0123 = wasm_f32x4_add(vacc1x0123, vmagic_bias);
vacc2x0123 = wasm_f32x4_add(vacc2x0123, vmagic_bias);
vacc3x0123 = wasm_f32x4_add(vacc3x0123, vmagic_bias);
const v128_t vmagic_min = wasm_v128_load64_splat(params->fp32_wasmsimd.magic_min);
vacc0x0123 = wasm_i32x4_max(vacc0x0123, vmagic_min);
vacc1x0123 = wasm_i32x4_max(vacc1x0123, vmagic_min);
vacc2x0123 = wasm_i32x4_max(vacc2x0123, vmagic_min);
vacc3x0123 = wasm_i32x4_max(vacc3x0123, vmagic_min);
const v128_t vmagic_bias_less_output_zero_point = wasm_v128_load64_splat(params->fp32_wasmsimd.magic_bias_less_output_zero_point);
vacc0x0123 = wasm_i32x4_sub(vacc0x0123, vmagic_bias_less_output_zero_point);
vacc1x0123 = wasm_i32x4_sub(vacc1x0123, vmagic_bias_less_output_zero_point);
vacc2x0123 = wasm_i32x4_sub(vacc2x0123, vmagic_bias_less_output_zero_point);
vacc3x0123 = wasm_i32x4_sub(vacc3x0123, vmagic_bias_less_output_zero_point);
v128_t vacc01x0123 = wasm_i16x8_narrow_i32x4(vacc0x0123, vacc1x0123);
v128_t vacc23x0123 = wasm_i16x8_narrow_i32x4(vacc2x0123, vacc3x0123);
v128_t vout = wasm_i8x16_narrow_i16x8(vacc01x0123, vacc23x0123);
const v128_t voutput_max = wasm_v128_load64_splat(params->fp32_wasmsimd.output_max);
vout = wasm_i8x16_min(vout, voutput_max);
if (nc >= 4) {
wasm_v128_store32_lane(c0, vout, 0);
wasm_v128_store32_lane(c1, vout, 1);
wasm_v128_store32_lane(c2, vout, 2);
wasm_v128_store32_lane(c3, vout, 3);
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
a3 = (const int8_t*) ((uintptr_t) a3 - kc);
nc -= 4;
} else {
if (nc & 2) {
wasm_v128_store16_lane(c0, vout, 0);
c0 += 2;
wasm_v128_store16_lane(c1, vout, 2);
c1 += 2;
wasm_v128_store16_lane(c2, vout, 4);
c2 += 2;
wasm_v128_store16_lane(c3, vout, 6);
c3 += 2;
vout = wasm_u32x4_shr(vout, 16);
}
if (nc & 1) {
wasm_v128_store8_lane(c0, vout, 0);
wasm_v128_store8_lane(c1, vout, 4);
wasm_v128_store8_lane(c2, vout, 8);
wasm_v128_store8_lane(c3, vout, 12);
}
nc = 0;
}
} while (nc != 0);
}
| 10,137
| 38.913386
| 134
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-4x4c2-minmax-fp32-xop-ld128.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/MRx4c2-sse.c.in
// Generator: tools/xngen
//
// Copyright 2020 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>
#ifdef _MSC_VER
#include <intrin.h>
#else
#include <x86intrin.h>
#endif
#include <xnnpack/gemm.h>
#include <xnnpack/math.h>
#include <xnnpack/unaligned.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_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(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
kc = round_up_po2(kc, 2 * sizeof(int8_t));
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
const int8_t* a3 = (const int8_t*) ((uintptr_t) a2 + a_stride);
int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
if XNN_UNPREDICTABLE(mr != 4) {
a3 = a2;
c3 = c2;
}
do {
__m128i vacc0x0123 = _mm_loadu_si128((const __m128i*) w);
__m128i vacc1x0123 = vacc0x0123;
__m128i vacc2x0123 = vacc0x0123;
__m128i vacc3x0123 = vacc0x0123;
w = (const void*) ((const int32_t*) w + 4);
size_t k = kc;
while (k >= 8 * sizeof(int8_t)) {
const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
const __m128i vxa0 = _mm_cvtepi8_epi16(va0);
a0 += 8;
const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
const __m128i vxa1 = _mm_cvtepi8_epi16(va1);
a1 += 8;
const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
const __m128i vxa2 = _mm_cvtepi8_epi16(va2);
a2 += 8;
const __m128i va3 = _mm_loadl_epi64((const __m128i*) a3);
const __m128i vxa3 = _mm_cvtepi8_epi16(va3);
a3 += 8;
const __m128i vb01 = _mm_loadu_si128((const __m128i*) w);
const __m128i vxb0 = _mm_cvtepi8_epi16(vb01);
const __m128i vxb1 = _mm_srai_epi16(_mm_unpackhi_epi8(vb01, vb01), 8);
vacc0x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0, vacc0x0123);
vacc1x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 0, 0, 0)), vxb0, vacc1x0123);
vacc2x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 0, 0, 0)), vxb0, vacc2x0123);
vacc3x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(0, 0, 0, 0)), vxb0, vacc3x0123);
vacc0x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1, vacc0x0123);
vacc1x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(1, 1, 1, 1)), vxb1, vacc1x0123);
vacc2x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(1, 1, 1, 1)), vxb1, vacc2x0123);
vacc3x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(1, 1, 1, 1)), vxb1, vacc3x0123);
const __m128i vb23 = _mm_loadu_si128((const __m128i*) ((const int8_t*) w + 16));
const __m128i vxb2 = _mm_cvtepi8_epi16(vb23);
const __m128i vxb3 = _mm_srai_epi16(_mm_unpackhi_epi8(vb23, vb23), 8);
vacc0x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2, vacc0x0123);
vacc1x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(2, 2, 2, 2)), vxb2, vacc1x0123);
vacc2x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(2, 2, 2, 2)), vxb2, vacc2x0123);
vacc3x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(2, 2, 2, 2)), vxb2, vacc3x0123);
vacc0x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(3, 3, 3, 3)), vxb3, vacc0x0123);
vacc1x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(3, 3, 3, 3)), vxb3, vacc1x0123);
vacc2x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(3, 3, 3, 3)), vxb3, vacc2x0123);
vacc3x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(3, 3, 3, 3)), vxb3, vacc3x0123);
w = (const void*) ((const int8_t*) w + 32);
k -= 8 * sizeof(int8_t);
}
if (k != 0) {
const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
const __m128i vxa0 = _mm_cvtepi8_epi16(va0);
a0 = (const int8_t*) ((uintptr_t) a0 + k);
const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
const __m128i vxa1 = _mm_cvtepi8_epi16(va1);
a1 = (const int8_t*) ((uintptr_t) a1 + k);
const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
const __m128i vxa2 = _mm_cvtepi8_epi16(va2);
a2 = (const int8_t*) ((uintptr_t) a2 + k);
const __m128i va3 = _mm_loadl_epi64((const __m128i*) a3);
const __m128i vxa3 = _mm_cvtepi8_epi16(va3);
a3 = (const int8_t*) ((uintptr_t) a3 + k);
const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb0 = _mm_cvtepi8_epi16(vb0);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0, vacc0x0123);
vacc1x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 0, 0, 0)), vxb0, vacc1x0123);
vacc2x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 0, 0, 0)), vxb0, vacc2x0123);
vacc3x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(0, 0, 0, 0)), vxb0, vacc3x0123);
if (k > 2 * sizeof(int8_t)) {
const __m128i vb1 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb1 = _mm_cvtepi8_epi16(vb1);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1, vacc0x0123);
vacc1x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(1, 1, 1, 1)), vxb1, vacc1x0123);
vacc2x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(1, 1, 1, 1)), vxb1, vacc2x0123);
vacc3x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(1, 1, 1, 1)), vxb1, vacc3x0123);
if (k > 4 * sizeof(int8_t)) {
const __m128i vb2 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb2 = _mm_cvtepi8_epi16(vb2);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2, vacc0x0123);
vacc1x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(2, 2, 2, 2)), vxb2, vacc1x0123);
vacc2x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(2, 2, 2, 2)), vxb2, vacc2x0123);
vacc3x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(2, 2, 2, 2)), vxb2, vacc3x0123);
}
}
}
__m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123);
__m128 vscaled1x0123 = _mm_cvtepi32_ps(vacc1x0123);
__m128 vscaled2x0123 = _mm_cvtepi32_ps(vacc2x0123);
__m128 vscaled3x0123 = _mm_cvtepi32_ps(vacc3x0123);
const __m128 vscale0123 = _mm_loadu_ps((const float*) w);
w = (const void*) ((const float*) w + 4);
vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale0123);
vscaled1x0123 = _mm_mul_ps(vscaled1x0123, vscale0123);
vscaled2x0123 = _mm_mul_ps(vscaled2x0123, vscale0123);
vscaled3x0123 = _mm_mul_ps(vscaled3x0123, vscale0123);
const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point);
vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point);
vscaled1x0123 = _mm_min_ps(vscaled1x0123, voutput_max_less_zero_point);
vscaled2x0123 = _mm_min_ps(vscaled2x0123, voutput_max_less_zero_point);
vscaled3x0123 = _mm_min_ps(vscaled3x0123, voutput_max_less_zero_point);
vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123);
vacc1x0123 = _mm_cvtps_epi32(vscaled1x0123);
vacc2x0123 = _mm_cvtps_epi32(vscaled2x0123);
vacc3x0123 = _mm_cvtps_epi32(vscaled3x0123);
const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point);
__m128i vacc01x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc1x0123), voutput_zero_point);
__m128i vacc23x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc2x0123, vacc3x0123), voutput_zero_point);
__m128i vout = _mm_packs_epi16(vacc01x0123, vacc23x0123);
vout = _mm_max_epi8(vout, _mm_load_si128((const __m128i*) params->fp32_sse4.output_min));
if (nc >= 4) {
unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout));
unaligned_store_u32(c1, (uint32_t) _mm_extract_epi32(vout, 1));
unaligned_store_u32(c2, (uint32_t) _mm_extract_epi32(vout, 2));
unaligned_store_u32(c3, (uint32_t) _mm_extract_epi32(vout, 3));
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
a3 = (const int8_t*) ((uintptr_t) a3 - kc);
nc -= 4;
} else {
if (nc & 2) {
unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0));
c0 += 2;
unaligned_store_u16(c1, (uint16_t) _mm_extract_epi16(vout, 2));
c1 += 2;
unaligned_store_u16(c2, (uint16_t) _mm_extract_epi16(vout, 4));
c2 += 2;
unaligned_store_u16(c3, (uint16_t) _mm_extract_epi16(vout, 6));
c3 += 2;
vout = _mm_srli_epi32(vout, 16);
}
if (nc & 1) {
*c0 = (int8_t) _mm_extract_epi8(vout, 0);
*c1 = (int8_t) _mm_extract_epi8(vout, 4);
*c2 = (int8_t) _mm_extract_epi8(vout, 8);
*c3 = (int8_t) _mm_extract_epi8(vout, 12);
}
nc = 0;
}
} while (nc != 0);
}
| 10,522
| 38.709434
| 108
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-4x4c2-minmax-fp32-xop-ld64.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/MRx4c2-sse.c.in
// Generator: tools/xngen
//
// Copyright 2020 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>
#ifdef _MSC_VER
#include <intrin.h>
#else
#include <x86intrin.h>
#endif
#include <xnnpack/gemm.h>
#include <xnnpack/math.h>
#include <xnnpack/unaligned.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_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(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
kc = round_up_po2(kc, 2 * sizeof(int8_t));
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
const int8_t* a3 = (const int8_t*) ((uintptr_t) a2 + a_stride);
int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
if XNN_UNPREDICTABLE(mr != 4) {
a3 = a2;
c3 = c2;
}
do {
__m128i vacc0x0123 = _mm_loadu_si128((const __m128i*) w);
__m128i vacc1x0123 = vacc0x0123;
__m128i vacc2x0123 = vacc0x0123;
__m128i vacc3x0123 = vacc0x0123;
w = (const void*) ((const int32_t*) w + 4);
size_t k = kc;
while (k >= 8 * sizeof(int8_t)) {
const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
const __m128i vxa0 = _mm_cvtepi8_epi16(va0);
a0 += 8;
const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
const __m128i vxa1 = _mm_cvtepi8_epi16(va1);
a1 += 8;
const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
const __m128i vxa2 = _mm_cvtepi8_epi16(va2);
a2 += 8;
const __m128i va3 = _mm_loadl_epi64((const __m128i*) a3);
const __m128i vxa3 = _mm_cvtepi8_epi16(va3);
a3 += 8;
const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb0 = _mm_cvtepi8_epi16(vb0);
vacc0x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0, vacc0x0123);
vacc1x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 0, 0, 0)), vxb0, vacc1x0123);
vacc2x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 0, 0, 0)), vxb0, vacc2x0123);
vacc3x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(0, 0, 0, 0)), vxb0, vacc3x0123);
const __m128i vb1 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 8));
const __m128i vxb1 = _mm_cvtepi8_epi16(vb1);
vacc0x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1, vacc0x0123);
vacc1x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(1, 1, 1, 1)), vxb1, vacc1x0123);
vacc2x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(1, 1, 1, 1)), vxb1, vacc2x0123);
vacc3x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(1, 1, 1, 1)), vxb1, vacc3x0123);
const __m128i vb2 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 16));
const __m128i vxb2 = _mm_cvtepi8_epi16(vb2);
vacc0x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2, vacc0x0123);
vacc1x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(2, 2, 2, 2)), vxb2, vacc1x0123);
vacc2x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(2, 2, 2, 2)), vxb2, vacc2x0123);
vacc3x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(2, 2, 2, 2)), vxb2, vacc3x0123);
const __m128i vb3 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 24));
const __m128i vxb3 = _mm_cvtepi8_epi16(vb3);
vacc0x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(3, 3, 3, 3)), vxb3, vacc0x0123);
vacc1x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(3, 3, 3, 3)), vxb3, vacc1x0123);
vacc2x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(3, 3, 3, 3)), vxb3, vacc2x0123);
vacc3x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(3, 3, 3, 3)), vxb3, vacc3x0123);
w = (const void*) ((const int8_t*) w + 32);
k -= 8 * sizeof(int8_t);
}
if (k != 0) {
const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
const __m128i vxa0 = _mm_cvtepi8_epi16(va0);
a0 = (const int8_t*) ((uintptr_t) a0 + k);
const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
const __m128i vxa1 = _mm_cvtepi8_epi16(va1);
a1 = (const int8_t*) ((uintptr_t) a1 + k);
const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
const __m128i vxa2 = _mm_cvtepi8_epi16(va2);
a2 = (const int8_t*) ((uintptr_t) a2 + k);
const __m128i va3 = _mm_loadl_epi64((const __m128i*) a3);
const __m128i vxa3 = _mm_cvtepi8_epi16(va3);
a3 = (const int8_t*) ((uintptr_t) a3 + k);
const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb0 = _mm_cvtepi8_epi16(vb0);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0, vacc0x0123);
vacc1x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 0, 0, 0)), vxb0, vacc1x0123);
vacc2x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 0, 0, 0)), vxb0, vacc2x0123);
vacc3x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(0, 0, 0, 0)), vxb0, vacc3x0123);
if (k > 2 * sizeof(int8_t)) {
const __m128i vb1 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb1 = _mm_cvtepi8_epi16(vb1);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1, vacc0x0123);
vacc1x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(1, 1, 1, 1)), vxb1, vacc1x0123);
vacc2x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(1, 1, 1, 1)), vxb1, vacc2x0123);
vacc3x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(1, 1, 1, 1)), vxb1, vacc3x0123);
if (k > 4 * sizeof(int8_t)) {
const __m128i vb2 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb2 = _mm_cvtepi8_epi16(vb2);
w = (const void*) ((const int8_t*) w + 8);
vacc0x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2, vacc0x0123);
vacc1x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(2, 2, 2, 2)), vxb2, vacc1x0123);
vacc2x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(2, 2, 2, 2)), vxb2, vacc2x0123);
vacc3x0123 = _mm_maddd_epi16(
_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(2, 2, 2, 2)), vxb2, vacc3x0123);
}
}
}
__m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123);
__m128 vscaled1x0123 = _mm_cvtepi32_ps(vacc1x0123);
__m128 vscaled2x0123 = _mm_cvtepi32_ps(vacc2x0123);
__m128 vscaled3x0123 = _mm_cvtepi32_ps(vacc3x0123);
const __m128 vscale0123 = _mm_loadu_ps((const float*) w);
w = (const void*) ((const float*) w + 4);
vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale0123);
vscaled1x0123 = _mm_mul_ps(vscaled1x0123, vscale0123);
vscaled2x0123 = _mm_mul_ps(vscaled2x0123, vscale0123);
vscaled3x0123 = _mm_mul_ps(vscaled3x0123, vscale0123);
const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point);
vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point);
vscaled1x0123 = _mm_min_ps(vscaled1x0123, voutput_max_less_zero_point);
vscaled2x0123 = _mm_min_ps(vscaled2x0123, voutput_max_less_zero_point);
vscaled3x0123 = _mm_min_ps(vscaled3x0123, voutput_max_less_zero_point);
vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123);
vacc1x0123 = _mm_cvtps_epi32(vscaled1x0123);
vacc2x0123 = _mm_cvtps_epi32(vscaled2x0123);
vacc3x0123 = _mm_cvtps_epi32(vscaled3x0123);
const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point);
__m128i vacc01x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc1x0123), voutput_zero_point);
__m128i vacc23x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc2x0123, vacc3x0123), voutput_zero_point);
__m128i vout = _mm_packs_epi16(vacc01x0123, vacc23x0123);
vout = _mm_max_epi8(vout, _mm_load_si128((const __m128i*) params->fp32_sse4.output_min));
if (nc >= 4) {
unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout));
unaligned_store_u32(c1, (uint32_t) _mm_extract_epi32(vout, 1));
unaligned_store_u32(c2, (uint32_t) _mm_extract_epi32(vout, 2));
unaligned_store_u32(c3, (uint32_t) _mm_extract_epi32(vout, 3));
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
a3 = (const int8_t*) ((uintptr_t) a3 - kc);
nc -= 4;
} else {
if (nc & 2) {
unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0));
c0 += 2;
unaligned_store_u16(c1, (uint16_t) _mm_extract_epi16(vout, 2));
c1 += 2;
unaligned_store_u16(c2, (uint16_t) _mm_extract_epi16(vout, 4));
c2 += 2;
unaligned_store_u16(c3, (uint16_t) _mm_extract_epi16(vout, 6));
c3 += 2;
vout = _mm_srli_epi32(vout, 16);
}
if (nc & 1) {
*c0 = (int8_t) _mm_extract_epi8(vout, 0);
*c1 = (int8_t) _mm_extract_epi8(vout, 4);
*c2 = (int8_t) _mm_extract_epi8(vout, 8);
*c3 = (int8_t) _mm_extract_epi8(vout, 12);
}
nc = 0;
}
} while (nc != 0);
}
| 10,636
| 38.838951
| 108
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-4x4c2s4-minmax-fp32-avx-ld128.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/MRx4c2s4-sse.c.in
// Generator: tools/xngen
//
// Copyright 2022 Google LLC
//
// This source code is licensed under the BSD-style license found in the
// LICENSE file in the root directory of this source tree.
#include <assert.h>
#include <smmintrin.h>
#include <xnnpack/gemm.h>
#include <xnnpack/math.h>
#include <xnnpack/unaligned.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_4x4c2s4__avx_ld128(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_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(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
kc = round_up_po2(kc, 8 * sizeof(int8_t));
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
const int8_t* a3 = (const int8_t*) ((uintptr_t) a2 + a_stride);
int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
if XNN_UNPREDICTABLE(mr != 4) {
a3 = a2;
c3 = c2;
}
do {
__m128i vacc0x0123 = _mm_loadu_si128((const __m128i*) w);
__m128i vacc1x0123 = vacc0x0123;
__m128i vacc2x0123 = vacc0x0123;
__m128i vacc3x0123 = vacc0x0123;
w = (const void*) ((const int32_t*) w + 4);
size_t k = kc;
do {
const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
__m128i vxa0 = _mm_cvtepi8_epi16(va0);
a0 += 8;
const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
__m128i vxa1 = _mm_cvtepi8_epi16(va1);
a1 += 8;
const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
__m128i vxa2 = _mm_cvtepi8_epi16(va2);
a2 += 8;
const __m128i va3 = _mm_loadl_epi64((const __m128i*) a3);
__m128i vxa3 = _mm_cvtepi8_epi16(va3);
a3 += 8;
const __m128i vb01 = _mm_loadu_si128((const __m128i*) w);
const __m128i vxb0 = _mm_cvtepi8_epi16(vb01);
const __m128i vxb1 = _mm_srai_epi16(_mm_unpackhi_epi8(vb01, vb01), 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb0));
vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1));
vacc1x0123 = _mm_add_epi32(vacc1x0123, _mm_madd_epi16(vxa1, vxb0));
vxa1 = _mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 3, 2, 1));
vacc2x0123 = _mm_add_epi32(vacc2x0123, _mm_madd_epi16(vxa2, vxb0));
vxa2 = _mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 3, 2, 1));
vacc3x0123 = _mm_add_epi32(vacc3x0123, _mm_madd_epi16(vxa3, vxb0));
vxa3 = _mm_shuffle_epi32(vxa3, _MM_SHUFFLE(0, 3, 2, 1));
vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb1));
vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1));
vacc1x0123 = _mm_add_epi32(vacc1x0123, _mm_madd_epi16(vxa1, vxb1));
vxa1 = _mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 3, 2, 1));
vacc2x0123 = _mm_add_epi32(vacc2x0123, _mm_madd_epi16(vxa2, vxb1));
vxa2 = _mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 3, 2, 1));
vacc3x0123 = _mm_add_epi32(vacc3x0123, _mm_madd_epi16(vxa3, vxb1));
vxa3 = _mm_shuffle_epi32(vxa3, _MM_SHUFFLE(0, 3, 2, 1));
const __m128i vb23 = _mm_loadu_si128((const __m128i*) ((const int8_t*) w + 16));
const __m128i vxb2 = _mm_cvtepi8_epi16(vb23);
const __m128i vxb3 = _mm_srai_epi16(_mm_unpackhi_epi8(vb23, vb23), 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb2));
vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1));
vacc1x0123 = _mm_add_epi32(vacc1x0123, _mm_madd_epi16(vxa1, vxb2));
vxa1 = _mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 3, 2, 1));
vacc2x0123 = _mm_add_epi32(vacc2x0123, _mm_madd_epi16(vxa2, vxb2));
vxa2 = _mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 3, 2, 1));
vacc3x0123 = _mm_add_epi32(vacc3x0123, _mm_madd_epi16(vxa3, vxb2));
vxa3 = _mm_shuffle_epi32(vxa3, _MM_SHUFFLE(0, 3, 2, 1));
vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb3));
vacc1x0123 = _mm_add_epi32(vacc1x0123, _mm_madd_epi16(vxa1, vxb3));
vacc2x0123 = _mm_add_epi32(vacc2x0123, _mm_madd_epi16(vxa2, vxb3));
vacc3x0123 = _mm_add_epi32(vacc3x0123, _mm_madd_epi16(vxa3, vxb3));
w = (const void*) ((const int8_t*) w + 32);
k -= 8 * sizeof(int8_t);
} while (k != 0);
__m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123);
__m128 vscaled1x0123 = _mm_cvtepi32_ps(vacc1x0123);
__m128 vscaled2x0123 = _mm_cvtepi32_ps(vacc2x0123);
__m128 vscaled3x0123 = _mm_cvtepi32_ps(vacc3x0123);
const __m128 vscale0123 = _mm_loadu_ps((const float*) w);
w = (const void*) ((const float*) w + 4);
vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale0123);
vscaled1x0123 = _mm_mul_ps(vscaled1x0123, vscale0123);
vscaled2x0123 = _mm_mul_ps(vscaled2x0123, vscale0123);
vscaled3x0123 = _mm_mul_ps(vscaled3x0123, vscale0123);
const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point);
vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point);
vscaled1x0123 = _mm_min_ps(vscaled1x0123, voutput_max_less_zero_point);
vscaled2x0123 = _mm_min_ps(vscaled2x0123, voutput_max_less_zero_point);
vscaled3x0123 = _mm_min_ps(vscaled3x0123, voutput_max_less_zero_point);
vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123);
vacc1x0123 = _mm_cvtps_epi32(vscaled1x0123);
vacc2x0123 = _mm_cvtps_epi32(vscaled2x0123);
vacc3x0123 = _mm_cvtps_epi32(vscaled3x0123);
const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point);
__m128i vacc01x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc1x0123), voutput_zero_point);
__m128i vacc23x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc2x0123, vacc3x0123), voutput_zero_point);
__m128i vout = _mm_packs_epi16(vacc01x0123, vacc23x0123);
vout = _mm_max_epi8(vout, _mm_load_si128((const __m128i*) params->fp32_sse4.output_min));
if (nc >= 4) {
unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout));
unaligned_store_u32(c1, (uint32_t) _mm_extract_epi32(vout, 1));
unaligned_store_u32(c2, (uint32_t) _mm_extract_epi32(vout, 2));
unaligned_store_u32(c3, (uint32_t) _mm_extract_epi32(vout, 3));
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
a3 = (const int8_t*) ((uintptr_t) a3 - kc);
nc -= 4;
} else {
if (nc & 2) {
unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0));
c0 += 2;
unaligned_store_u16(c1, (uint16_t) _mm_extract_epi16(vout, 2));
c1 += 2;
unaligned_store_u16(c2, (uint16_t) _mm_extract_epi16(vout, 4));
c2 += 2;
unaligned_store_u16(c3, (uint16_t) _mm_extract_epi16(vout, 6));
c3 += 2;
vout = _mm_srli_epi32(vout, 16);
}
if (nc & 1) {
*c0 = (int8_t) _mm_extract_epi8(vout, 0);
*c1 = (int8_t) _mm_extract_epi8(vout, 4);
*c2 = (int8_t) _mm_extract_epi8(vout, 8);
*c3 = (int8_t) _mm_extract_epi8(vout, 12);
}
nc = 0;
}
} while (nc != 0);
}
| 7,879
| 38.4
| 108
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-4x4c2s4-minmax-fp32-avx-ld64.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/MRx4c2s4-sse.c.in
// Generator: tools/xngen
//
// Copyright 2022 Google LLC
//
// This source code is licensed under the BSD-style license found in the
// LICENSE file in the root directory of this source tree.
#include <assert.h>
#include <smmintrin.h>
#include <xnnpack/gemm.h>
#include <xnnpack/math.h>
#include <xnnpack/unaligned.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_4x4c2s4__avx_ld64(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_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(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
kc = round_up_po2(kc, 8 * sizeof(int8_t));
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
const int8_t* a3 = (const int8_t*) ((uintptr_t) a2 + a_stride);
int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
if XNN_UNPREDICTABLE(mr != 4) {
a3 = a2;
c3 = c2;
}
do {
__m128i vacc0x0123 = _mm_loadu_si128((const __m128i*) w);
__m128i vacc1x0123 = vacc0x0123;
__m128i vacc2x0123 = vacc0x0123;
__m128i vacc3x0123 = vacc0x0123;
w = (const void*) ((const int32_t*) w + 4);
size_t k = kc;
do {
const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
__m128i vxa0 = _mm_cvtepi8_epi16(va0);
a0 += 8;
const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
__m128i vxa1 = _mm_cvtepi8_epi16(va1);
a1 += 8;
const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
__m128i vxa2 = _mm_cvtepi8_epi16(va2);
a2 += 8;
const __m128i va3 = _mm_loadl_epi64((const __m128i*) a3);
__m128i vxa3 = _mm_cvtepi8_epi16(va3);
a3 += 8;
const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb0 = _mm_cvtepi8_epi16(vb0);
vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb0));
vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1));
vacc1x0123 = _mm_add_epi32(vacc1x0123, _mm_madd_epi16(vxa1, vxb0));
vxa1 = _mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 3, 2, 1));
vacc2x0123 = _mm_add_epi32(vacc2x0123, _mm_madd_epi16(vxa2, vxb0));
vxa2 = _mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 3, 2, 1));
vacc3x0123 = _mm_add_epi32(vacc3x0123, _mm_madd_epi16(vxa3, vxb0));
vxa3 = _mm_shuffle_epi32(vxa3, _MM_SHUFFLE(0, 3, 2, 1));
const __m128i vb1 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 8));
const __m128i vxb1 = _mm_cvtepi8_epi16(vb1);
vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb1));
vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1));
vacc1x0123 = _mm_add_epi32(vacc1x0123, _mm_madd_epi16(vxa1, vxb1));
vxa1 = _mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 3, 2, 1));
vacc2x0123 = _mm_add_epi32(vacc2x0123, _mm_madd_epi16(vxa2, vxb1));
vxa2 = _mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 3, 2, 1));
vacc3x0123 = _mm_add_epi32(vacc3x0123, _mm_madd_epi16(vxa3, vxb1));
vxa3 = _mm_shuffle_epi32(vxa3, _MM_SHUFFLE(0, 3, 2, 1));
const __m128i vb2 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 16));
const __m128i vxb2 = _mm_cvtepi8_epi16(vb2);
vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb2));
vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1));
vacc1x0123 = _mm_add_epi32(vacc1x0123, _mm_madd_epi16(vxa1, vxb2));
vxa1 = _mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 3, 2, 1));
vacc2x0123 = _mm_add_epi32(vacc2x0123, _mm_madd_epi16(vxa2, vxb2));
vxa2 = _mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 3, 2, 1));
vacc3x0123 = _mm_add_epi32(vacc3x0123, _mm_madd_epi16(vxa3, vxb2));
vxa3 = _mm_shuffle_epi32(vxa3, _MM_SHUFFLE(0, 3, 2, 1));
const __m128i vb3 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 24));
const __m128i vxb3 = _mm_cvtepi8_epi16(vb3);
vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb3));
vacc1x0123 = _mm_add_epi32(vacc1x0123, _mm_madd_epi16(vxa1, vxb3));
vacc2x0123 = _mm_add_epi32(vacc2x0123, _mm_madd_epi16(vxa2, vxb3));
vacc3x0123 = _mm_add_epi32(vacc3x0123, _mm_madd_epi16(vxa3, vxb3));
w = (const void*) ((const int8_t*) w + 32);
k -= 8 * sizeof(int8_t);
} while (k != 0);
__m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123);
__m128 vscaled1x0123 = _mm_cvtepi32_ps(vacc1x0123);
__m128 vscaled2x0123 = _mm_cvtepi32_ps(vacc2x0123);
__m128 vscaled3x0123 = _mm_cvtepi32_ps(vacc3x0123);
const __m128 vscale0123 = _mm_loadu_ps((const float*) w);
w = (const void*) ((const float*) w + 4);
vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale0123);
vscaled1x0123 = _mm_mul_ps(vscaled1x0123, vscale0123);
vscaled2x0123 = _mm_mul_ps(vscaled2x0123, vscale0123);
vscaled3x0123 = _mm_mul_ps(vscaled3x0123, vscale0123);
const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point);
vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point);
vscaled1x0123 = _mm_min_ps(vscaled1x0123, voutput_max_less_zero_point);
vscaled2x0123 = _mm_min_ps(vscaled2x0123, voutput_max_less_zero_point);
vscaled3x0123 = _mm_min_ps(vscaled3x0123, voutput_max_less_zero_point);
vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123);
vacc1x0123 = _mm_cvtps_epi32(vscaled1x0123);
vacc2x0123 = _mm_cvtps_epi32(vscaled2x0123);
vacc3x0123 = _mm_cvtps_epi32(vscaled3x0123);
const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point);
__m128i vacc01x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc1x0123), voutput_zero_point);
__m128i vacc23x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc2x0123, vacc3x0123), voutput_zero_point);
__m128i vout = _mm_packs_epi16(vacc01x0123, vacc23x0123);
vout = _mm_max_epi8(vout, _mm_load_si128((const __m128i*) params->fp32_sse4.output_min));
if (nc >= 4) {
unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout));
unaligned_store_u32(c1, (uint32_t) _mm_extract_epi32(vout, 1));
unaligned_store_u32(c2, (uint32_t) _mm_extract_epi32(vout, 2));
unaligned_store_u32(c3, (uint32_t) _mm_extract_epi32(vout, 3));
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
a3 = (const int8_t*) ((uintptr_t) a3 - kc);
nc -= 4;
} else {
if (nc & 2) {
unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0));
c0 += 2;
unaligned_store_u16(c1, (uint16_t) _mm_extract_epi16(vout, 2));
c1 += 2;
unaligned_store_u16(c2, (uint16_t) _mm_extract_epi16(vout, 4));
c2 += 2;
unaligned_store_u16(c3, (uint16_t) _mm_extract_epi16(vout, 6));
c3 += 2;
vout = _mm_srli_epi32(vout, 16);
}
if (nc & 1) {
*c0 = (int8_t) _mm_extract_epi8(vout, 0);
*c1 = (int8_t) _mm_extract_epi8(vout, 4);
*c2 = (int8_t) _mm_extract_epi8(vout, 8);
*c3 = (int8_t) _mm_extract_epi8(vout, 12);
}
nc = 0;
}
} while (nc != 0);
}
| 7,993
| 38.574257
| 108
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-4x4c2s4-minmax-fp32-sse2-ld128.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/MRx4c2s4-sse.c.in
// Generator: tools/xngen
//
// Copyright 2022 Google LLC
//
// This source code is licensed under the BSD-style license found in the
// LICENSE file in the root directory of this source tree.
#include <assert.h>
#include <emmintrin.h>
#include <xnnpack/gemm.h>
#include <xnnpack/math.h>
#include <xnnpack/unaligned.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_4x4c2s4__sse2_ld128(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_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(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
kc = round_up_po2(kc, 8 * sizeof(int8_t));
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
const int8_t* a3 = (const int8_t*) ((uintptr_t) a2 + a_stride);
int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
if XNN_UNPREDICTABLE(mr != 4) {
a3 = a2;
c3 = c2;
}
do {
__m128i vacc0x0123 = _mm_loadu_si128((const __m128i*) w);
__m128i vacc1x0123 = vacc0x0123;
__m128i vacc2x0123 = vacc0x0123;
__m128i vacc3x0123 = vacc0x0123;
w = (const void*) ((const int32_t*) w + 4);
size_t k = kc;
do {
const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
__m128i vxa0 = _mm_srai_epi16(_mm_unpacklo_epi8(va0, va0), 8);
a0 += 8;
const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
__m128i vxa1 = _mm_srai_epi16(_mm_unpacklo_epi8(va1, va1), 8);
a1 += 8;
const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
__m128i vxa2 = _mm_srai_epi16(_mm_unpacklo_epi8(va2, va2), 8);
a2 += 8;
const __m128i va3 = _mm_loadl_epi64((const __m128i*) a3);
__m128i vxa3 = _mm_srai_epi16(_mm_unpacklo_epi8(va3, va3), 8);
a3 += 8;
const __m128i vb01 = _mm_loadu_si128((const __m128i*) w);
const __m128i vsb01 = _mm_cmpgt_epi8(_mm_setzero_si128(), vb01);
const __m128i vxb0 = _mm_unpacklo_epi8(vb01, vsb01);
const __m128i vxb1 = _mm_unpackhi_epi8(vb01, vsb01);
vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb0));
vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1));
vacc1x0123 = _mm_add_epi32(vacc1x0123, _mm_madd_epi16(vxa1, vxb0));
vxa1 = _mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 3, 2, 1));
vacc2x0123 = _mm_add_epi32(vacc2x0123, _mm_madd_epi16(vxa2, vxb0));
vxa2 = _mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 3, 2, 1));
vacc3x0123 = _mm_add_epi32(vacc3x0123, _mm_madd_epi16(vxa3, vxb0));
vxa3 = _mm_shuffle_epi32(vxa3, _MM_SHUFFLE(0, 3, 2, 1));
vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb1));
vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1));
vacc1x0123 = _mm_add_epi32(vacc1x0123, _mm_madd_epi16(vxa1, vxb1));
vxa1 = _mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 3, 2, 1));
vacc2x0123 = _mm_add_epi32(vacc2x0123, _mm_madd_epi16(vxa2, vxb1));
vxa2 = _mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 3, 2, 1));
vacc3x0123 = _mm_add_epi32(vacc3x0123, _mm_madd_epi16(vxa3, vxb1));
vxa3 = _mm_shuffle_epi32(vxa3, _MM_SHUFFLE(0, 3, 2, 1));
const __m128i vb23 = _mm_loadu_si128((const __m128i*) ((const int8_t*) w + 16));
const __m128i vsb23 = _mm_cmpgt_epi8(_mm_setzero_si128(), vb23);
const __m128i vxb2 = _mm_unpacklo_epi8(vb23, vsb23);
const __m128i vxb3 = _mm_unpackhi_epi8(vb23, vsb23);
vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb2));
vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1));
vacc1x0123 = _mm_add_epi32(vacc1x0123, _mm_madd_epi16(vxa1, vxb2));
vxa1 = _mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 3, 2, 1));
vacc2x0123 = _mm_add_epi32(vacc2x0123, _mm_madd_epi16(vxa2, vxb2));
vxa2 = _mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 3, 2, 1));
vacc3x0123 = _mm_add_epi32(vacc3x0123, _mm_madd_epi16(vxa3, vxb2));
vxa3 = _mm_shuffle_epi32(vxa3, _MM_SHUFFLE(0, 3, 2, 1));
vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb3));
vacc1x0123 = _mm_add_epi32(vacc1x0123, _mm_madd_epi16(vxa1, vxb3));
vacc2x0123 = _mm_add_epi32(vacc2x0123, _mm_madd_epi16(vxa2, vxb3));
vacc3x0123 = _mm_add_epi32(vacc3x0123, _mm_madd_epi16(vxa3, vxb3));
w = (const void*) ((const int8_t*) w + 32);
k -= 8 * sizeof(int8_t);
} while (k != 0);
__m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123);
__m128 vscaled1x0123 = _mm_cvtepi32_ps(vacc1x0123);
__m128 vscaled2x0123 = _mm_cvtepi32_ps(vacc2x0123);
__m128 vscaled3x0123 = _mm_cvtepi32_ps(vacc3x0123);
const __m128 vscale0123 = _mm_loadu_ps((const float*) w);
w = (const void*) ((const float*) w + 4);
vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale0123);
vscaled1x0123 = _mm_mul_ps(vscaled1x0123, vscale0123);
vscaled2x0123 = _mm_mul_ps(vscaled2x0123, vscale0123);
vscaled3x0123 = _mm_mul_ps(vscaled3x0123, vscale0123);
const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse2.output_max_less_zero_point);
vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point);
vscaled1x0123 = _mm_min_ps(vscaled1x0123, voutput_max_less_zero_point);
vscaled2x0123 = _mm_min_ps(vscaled2x0123, voutput_max_less_zero_point);
vscaled3x0123 = _mm_min_ps(vscaled3x0123, voutput_max_less_zero_point);
vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123);
vacc1x0123 = _mm_cvtps_epi32(vscaled1x0123);
vacc2x0123 = _mm_cvtps_epi32(vscaled2x0123);
vacc3x0123 = _mm_cvtps_epi32(vscaled3x0123);
const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse2.output_zero_point);
__m128i vacc01x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc1x0123), voutput_zero_point);
__m128i vacc23x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc2x0123, vacc3x0123), voutput_zero_point);
const __m128i voutput_min = _mm_load_si128((const __m128i*) params->fp32_sse2.output_min);
vacc01x0123 = _mm_max_epi16(vacc01x0123, voutput_min);
vacc23x0123 = _mm_max_epi16(vacc23x0123, voutput_min);
__m128i vout = _mm_packs_epi16(vacc01x0123, vacc23x0123);
if (nc >= 4) {
unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout));
vout = _mm_shuffle_epi32(vout, _MM_SHUFFLE(0, 3, 2, 1));
unaligned_store_u32(c1, (uint32_t) _mm_cvtsi128_si32(vout));
vout = _mm_shuffle_epi32(vout, _MM_SHUFFLE(0, 3, 2, 1));
unaligned_store_u32(c2, (uint32_t) _mm_cvtsi128_si32(vout));
vout = _mm_shuffle_epi32(vout, _MM_SHUFFLE(0, 3, 2, 1));
unaligned_store_u32(c3, (uint32_t) _mm_cvtsi128_si32(vout));
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
a3 = (const int8_t*) ((uintptr_t) a3 - kc);
nc -= 4;
} else {
if (nc & 2) {
unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0));
c0 += 2;
unaligned_store_u16(c1, (uint16_t) _mm_extract_epi16(vout, 2));
c1 += 2;
unaligned_store_u16(c2, (uint16_t) _mm_extract_epi16(vout, 4));
c2 += 2;
unaligned_store_u16(c3, (uint16_t) _mm_extract_epi16(vout, 6));
c3 += 2;
vout = _mm_srli_epi32(vout, 16);
}
if (nc & 1) {
*c0 = (int8_t) _mm_cvtsi128_si32(vout);
*c1 = (int8_t) _mm_extract_epi16(vout, 2);
*c2 = (int8_t) _mm_extract_epi16(vout, 4);
*c3 = (int8_t) _mm_extract_epi16(vout, 6);
}
nc = 0;
}
} while (nc != 0);
}
| 8,395
| 39.560386
| 108
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-4x4c2s4-minmax-fp32-sse2-ld64.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/MRx4c2s4-sse.c.in
// Generator: tools/xngen
//
// Copyright 2022 Google LLC
//
// This source code is licensed under the BSD-style license found in the
// LICENSE file in the root directory of this source tree.
#include <assert.h>
#include <emmintrin.h>
#include <xnnpack/gemm.h>
#include <xnnpack/math.h>
#include <xnnpack/unaligned.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_4x4c2s4__sse2_ld64(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_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(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
kc = round_up_po2(kc, 8 * sizeof(int8_t));
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
const int8_t* a3 = (const int8_t*) ((uintptr_t) a2 + a_stride);
int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
if XNN_UNPREDICTABLE(mr != 4) {
a3 = a2;
c3 = c2;
}
do {
__m128i vacc0x0123 = _mm_loadu_si128((const __m128i*) w);
__m128i vacc1x0123 = vacc0x0123;
__m128i vacc2x0123 = vacc0x0123;
__m128i vacc3x0123 = vacc0x0123;
w = (const void*) ((const int32_t*) w + 4);
size_t k = kc;
do {
const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
__m128i vxa0 = _mm_srai_epi16(_mm_unpacklo_epi8(va0, va0), 8);
a0 += 8;
const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
__m128i vxa1 = _mm_srai_epi16(_mm_unpacklo_epi8(va1, va1), 8);
a1 += 8;
const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
__m128i vxa2 = _mm_srai_epi16(_mm_unpacklo_epi8(va2, va2), 8);
a2 += 8;
const __m128i va3 = _mm_loadl_epi64((const __m128i*) a3);
__m128i vxa3 = _mm_srai_epi16(_mm_unpacklo_epi8(va3, va3), 8);
a3 += 8;
const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb0 = _mm_srai_epi16(_mm_unpacklo_epi8(vb0, vb0), 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb0));
vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1));
vacc1x0123 = _mm_add_epi32(vacc1x0123, _mm_madd_epi16(vxa1, vxb0));
vxa1 = _mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 3, 2, 1));
vacc2x0123 = _mm_add_epi32(vacc2x0123, _mm_madd_epi16(vxa2, vxb0));
vxa2 = _mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 3, 2, 1));
vacc3x0123 = _mm_add_epi32(vacc3x0123, _mm_madd_epi16(vxa3, vxb0));
vxa3 = _mm_shuffle_epi32(vxa3, _MM_SHUFFLE(0, 3, 2, 1));
const __m128i vb1 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 8));
const __m128i vxb1 = _mm_srai_epi16(_mm_unpacklo_epi8(vb1, vb1), 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb1));
vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1));
vacc1x0123 = _mm_add_epi32(vacc1x0123, _mm_madd_epi16(vxa1, vxb1));
vxa1 = _mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 3, 2, 1));
vacc2x0123 = _mm_add_epi32(vacc2x0123, _mm_madd_epi16(vxa2, vxb1));
vxa2 = _mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 3, 2, 1));
vacc3x0123 = _mm_add_epi32(vacc3x0123, _mm_madd_epi16(vxa3, vxb1));
vxa3 = _mm_shuffle_epi32(vxa3, _MM_SHUFFLE(0, 3, 2, 1));
const __m128i vb2 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 16));
const __m128i vxb2 = _mm_srai_epi16(_mm_unpacklo_epi8(vb2, vb2), 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb2));
vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1));
vacc1x0123 = _mm_add_epi32(vacc1x0123, _mm_madd_epi16(vxa1, vxb2));
vxa1 = _mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 3, 2, 1));
vacc2x0123 = _mm_add_epi32(vacc2x0123, _mm_madd_epi16(vxa2, vxb2));
vxa2 = _mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 3, 2, 1));
vacc3x0123 = _mm_add_epi32(vacc3x0123, _mm_madd_epi16(vxa3, vxb2));
vxa3 = _mm_shuffle_epi32(vxa3, _MM_SHUFFLE(0, 3, 2, 1));
const __m128i vb3 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 24));
const __m128i vxb3 = _mm_srai_epi16(_mm_unpacklo_epi8(vb3, vb3), 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb3));
vacc1x0123 = _mm_add_epi32(vacc1x0123, _mm_madd_epi16(vxa1, vxb3));
vacc2x0123 = _mm_add_epi32(vacc2x0123, _mm_madd_epi16(vxa2, vxb3));
vacc3x0123 = _mm_add_epi32(vacc3x0123, _mm_madd_epi16(vxa3, vxb3));
w = (const void*) ((const int8_t*) w + 32);
k -= 8 * sizeof(int8_t);
} while (k != 0);
__m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123);
__m128 vscaled1x0123 = _mm_cvtepi32_ps(vacc1x0123);
__m128 vscaled2x0123 = _mm_cvtepi32_ps(vacc2x0123);
__m128 vscaled3x0123 = _mm_cvtepi32_ps(vacc3x0123);
const __m128 vscale0123 = _mm_loadu_ps((const float*) w);
w = (const void*) ((const float*) w + 4);
vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale0123);
vscaled1x0123 = _mm_mul_ps(vscaled1x0123, vscale0123);
vscaled2x0123 = _mm_mul_ps(vscaled2x0123, vscale0123);
vscaled3x0123 = _mm_mul_ps(vscaled3x0123, vscale0123);
const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse2.output_max_less_zero_point);
vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point);
vscaled1x0123 = _mm_min_ps(vscaled1x0123, voutput_max_less_zero_point);
vscaled2x0123 = _mm_min_ps(vscaled2x0123, voutput_max_less_zero_point);
vscaled3x0123 = _mm_min_ps(vscaled3x0123, voutput_max_less_zero_point);
vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123);
vacc1x0123 = _mm_cvtps_epi32(vscaled1x0123);
vacc2x0123 = _mm_cvtps_epi32(vscaled2x0123);
vacc3x0123 = _mm_cvtps_epi32(vscaled3x0123);
const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse2.output_zero_point);
__m128i vacc01x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc1x0123), voutput_zero_point);
__m128i vacc23x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc2x0123, vacc3x0123), voutput_zero_point);
const __m128i voutput_min = _mm_load_si128((const __m128i*) params->fp32_sse2.output_min);
vacc01x0123 = _mm_max_epi16(vacc01x0123, voutput_min);
vacc23x0123 = _mm_max_epi16(vacc23x0123, voutput_min);
__m128i vout = _mm_packs_epi16(vacc01x0123, vacc23x0123);
if (nc >= 4) {
unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout));
vout = _mm_shuffle_epi32(vout, _MM_SHUFFLE(0, 3, 2, 1));
unaligned_store_u32(c1, (uint32_t) _mm_cvtsi128_si32(vout));
vout = _mm_shuffle_epi32(vout, _MM_SHUFFLE(0, 3, 2, 1));
unaligned_store_u32(c2, (uint32_t) _mm_cvtsi128_si32(vout));
vout = _mm_shuffle_epi32(vout, _MM_SHUFFLE(0, 3, 2, 1));
unaligned_store_u32(c3, (uint32_t) _mm_cvtsi128_si32(vout));
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
a3 = (const int8_t*) ((uintptr_t) a3 - kc);
nc -= 4;
} else {
if (nc & 2) {
unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0));
c0 += 2;
unaligned_store_u16(c1, (uint16_t) _mm_extract_epi16(vout, 2));
c1 += 2;
unaligned_store_u16(c2, (uint16_t) _mm_extract_epi16(vout, 4));
c2 += 2;
unaligned_store_u16(c3, (uint16_t) _mm_extract_epi16(vout, 6));
c3 += 2;
vout = _mm_srli_epi32(vout, 16);
}
if (nc & 1) {
*c0 = (int8_t) _mm_cvtsi128_si32(vout);
*c1 = (int8_t) _mm_extract_epi16(vout, 2);
*c2 = (int8_t) _mm_extract_epi16(vout, 4);
*c3 = (int8_t) _mm_extract_epi16(vout, 6);
}
nc = 0;
}
} while (nc != 0);
}
| 8,485
| 39.995169
| 108
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-4x4c2s4-minmax-fp32-sse41-ld128.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/MRx4c2s4-sse.c.in
// Generator: tools/xngen
//
// Copyright 2022 Google LLC
//
// This source code is licensed under the BSD-style license found in the
// LICENSE file in the root directory of this source tree.
#include <assert.h>
#include <smmintrin.h>
#include <xnnpack/gemm.h>
#include <xnnpack/math.h>
#include <xnnpack/unaligned.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_4x4c2s4__sse41_ld128(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_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(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
kc = round_up_po2(kc, 8 * sizeof(int8_t));
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
const int8_t* a3 = (const int8_t*) ((uintptr_t) a2 + a_stride);
int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
if XNN_UNPREDICTABLE(mr != 4) {
a3 = a2;
c3 = c2;
}
do {
__m128i vacc0x0123 = _mm_loadu_si128((const __m128i*) w);
__m128i vacc1x0123 = vacc0x0123;
__m128i vacc2x0123 = vacc0x0123;
__m128i vacc3x0123 = vacc0x0123;
w = (const void*) ((const int32_t*) w + 4);
size_t k = kc;
do {
const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
__m128i vxa0 = _mm_cvtepi8_epi16(va0);
a0 += 8;
const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
__m128i vxa1 = _mm_cvtepi8_epi16(va1);
a1 += 8;
const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
__m128i vxa2 = _mm_cvtepi8_epi16(va2);
a2 += 8;
const __m128i va3 = _mm_loadl_epi64((const __m128i*) a3);
__m128i vxa3 = _mm_cvtepi8_epi16(va3);
a3 += 8;
const __m128i vb01 = _mm_loadu_si128((const __m128i*) w);
const __m128i vxb0 = _mm_cvtepi8_epi16(vb01);
const __m128i vxb1 = _mm_srai_epi16(_mm_unpackhi_epi8(vb01, vb01), 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb0));
vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1));
vacc1x0123 = _mm_add_epi32(vacc1x0123, _mm_madd_epi16(vxa1, vxb0));
vxa1 = _mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 3, 2, 1));
vacc2x0123 = _mm_add_epi32(vacc2x0123, _mm_madd_epi16(vxa2, vxb0));
vxa2 = _mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 3, 2, 1));
vacc3x0123 = _mm_add_epi32(vacc3x0123, _mm_madd_epi16(vxa3, vxb0));
vxa3 = _mm_shuffle_epi32(vxa3, _MM_SHUFFLE(0, 3, 2, 1));
vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb1));
vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1));
vacc1x0123 = _mm_add_epi32(vacc1x0123, _mm_madd_epi16(vxa1, vxb1));
vxa1 = _mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 3, 2, 1));
vacc2x0123 = _mm_add_epi32(vacc2x0123, _mm_madd_epi16(vxa2, vxb1));
vxa2 = _mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 3, 2, 1));
vacc3x0123 = _mm_add_epi32(vacc3x0123, _mm_madd_epi16(vxa3, vxb1));
vxa3 = _mm_shuffle_epi32(vxa3, _MM_SHUFFLE(0, 3, 2, 1));
const __m128i vb23 = _mm_loadu_si128((const __m128i*) ((const int8_t*) w + 16));
const __m128i vxb2 = _mm_cvtepi8_epi16(vb23);
const __m128i vxb3 = _mm_srai_epi16(_mm_unpackhi_epi8(vb23, vb23), 8);
vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb2));
vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1));
vacc1x0123 = _mm_add_epi32(vacc1x0123, _mm_madd_epi16(vxa1, vxb2));
vxa1 = _mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 3, 2, 1));
vacc2x0123 = _mm_add_epi32(vacc2x0123, _mm_madd_epi16(vxa2, vxb2));
vxa2 = _mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 3, 2, 1));
vacc3x0123 = _mm_add_epi32(vacc3x0123, _mm_madd_epi16(vxa3, vxb2));
vxa3 = _mm_shuffle_epi32(vxa3, _MM_SHUFFLE(0, 3, 2, 1));
vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb3));
vacc1x0123 = _mm_add_epi32(vacc1x0123, _mm_madd_epi16(vxa1, vxb3));
vacc2x0123 = _mm_add_epi32(vacc2x0123, _mm_madd_epi16(vxa2, vxb3));
vacc3x0123 = _mm_add_epi32(vacc3x0123, _mm_madd_epi16(vxa3, vxb3));
w = (const void*) ((const int8_t*) w + 32);
k -= 8 * sizeof(int8_t);
} while (k != 0);
__m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123);
__m128 vscaled1x0123 = _mm_cvtepi32_ps(vacc1x0123);
__m128 vscaled2x0123 = _mm_cvtepi32_ps(vacc2x0123);
__m128 vscaled3x0123 = _mm_cvtepi32_ps(vacc3x0123);
const __m128 vscale0123 = _mm_loadu_ps((const float*) w);
w = (const void*) ((const float*) w + 4);
vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale0123);
vscaled1x0123 = _mm_mul_ps(vscaled1x0123, vscale0123);
vscaled2x0123 = _mm_mul_ps(vscaled2x0123, vscale0123);
vscaled3x0123 = _mm_mul_ps(vscaled3x0123, vscale0123);
const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point);
vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point);
vscaled1x0123 = _mm_min_ps(vscaled1x0123, voutput_max_less_zero_point);
vscaled2x0123 = _mm_min_ps(vscaled2x0123, voutput_max_less_zero_point);
vscaled3x0123 = _mm_min_ps(vscaled3x0123, voutput_max_less_zero_point);
vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123);
vacc1x0123 = _mm_cvtps_epi32(vscaled1x0123);
vacc2x0123 = _mm_cvtps_epi32(vscaled2x0123);
vacc3x0123 = _mm_cvtps_epi32(vscaled3x0123);
const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point);
__m128i vacc01x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc1x0123), voutput_zero_point);
__m128i vacc23x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc2x0123, vacc3x0123), voutput_zero_point);
__m128i vout = _mm_packs_epi16(vacc01x0123, vacc23x0123);
vout = _mm_max_epi8(vout, _mm_load_si128((const __m128i*) params->fp32_sse4.output_min));
if (nc >= 4) {
unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout));
unaligned_store_u32(c1, (uint32_t) _mm_extract_epi32(vout, 1));
unaligned_store_u32(c2, (uint32_t) _mm_extract_epi32(vout, 2));
unaligned_store_u32(c3, (uint32_t) _mm_extract_epi32(vout, 3));
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
a3 = (const int8_t*) ((uintptr_t) a3 - kc);
nc -= 4;
} else {
if (nc & 2) {
unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0));
c0 += 2;
unaligned_store_u16(c1, (uint16_t) _mm_extract_epi16(vout, 2));
c1 += 2;
unaligned_store_u16(c2, (uint16_t) _mm_extract_epi16(vout, 4));
c2 += 2;
unaligned_store_u16(c3, (uint16_t) _mm_extract_epi16(vout, 6));
c3 += 2;
vout = _mm_srli_epi32(vout, 16);
}
if (nc & 1) {
*c0 = (int8_t) _mm_extract_epi8(vout, 0);
*c1 = (int8_t) _mm_extract_epi8(vout, 4);
*c2 = (int8_t) _mm_extract_epi8(vout, 8);
*c3 = (int8_t) _mm_extract_epi8(vout, 12);
}
nc = 0;
}
} while (nc != 0);
}
| 7,881
| 38.41
| 108
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-4x4c2s4-minmax-fp32-sse41-ld64.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/MRx4c2s4-sse.c.in
// Generator: tools/xngen
//
// Copyright 2022 Google LLC
//
// This source code is licensed under the BSD-style license found in the
// LICENSE file in the root directory of this source tree.
#include <assert.h>
#include <smmintrin.h>
#include <xnnpack/gemm.h>
#include <xnnpack/math.h>
#include <xnnpack/unaligned.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_4x4c2s4__sse41_ld64(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_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(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
kc = round_up_po2(kc, 8 * sizeof(int8_t));
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
const int8_t* a3 = (const int8_t*) ((uintptr_t) a2 + a_stride);
int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
if XNN_UNPREDICTABLE(mr != 4) {
a3 = a2;
c3 = c2;
}
do {
__m128i vacc0x0123 = _mm_loadu_si128((const __m128i*) w);
__m128i vacc1x0123 = vacc0x0123;
__m128i vacc2x0123 = vacc0x0123;
__m128i vacc3x0123 = vacc0x0123;
w = (const void*) ((const int32_t*) w + 4);
size_t k = kc;
do {
const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
__m128i vxa0 = _mm_cvtepi8_epi16(va0);
a0 += 8;
const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
__m128i vxa1 = _mm_cvtepi8_epi16(va1);
a1 += 8;
const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
__m128i vxa2 = _mm_cvtepi8_epi16(va2);
a2 += 8;
const __m128i va3 = _mm_loadl_epi64((const __m128i*) a3);
__m128i vxa3 = _mm_cvtepi8_epi16(va3);
a3 += 8;
const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb0 = _mm_cvtepi8_epi16(vb0);
vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb0));
vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1));
vacc1x0123 = _mm_add_epi32(vacc1x0123, _mm_madd_epi16(vxa1, vxb0));
vxa1 = _mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 3, 2, 1));
vacc2x0123 = _mm_add_epi32(vacc2x0123, _mm_madd_epi16(vxa2, vxb0));
vxa2 = _mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 3, 2, 1));
vacc3x0123 = _mm_add_epi32(vacc3x0123, _mm_madd_epi16(vxa3, vxb0));
vxa3 = _mm_shuffle_epi32(vxa3, _MM_SHUFFLE(0, 3, 2, 1));
const __m128i vb1 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 8));
const __m128i vxb1 = _mm_cvtepi8_epi16(vb1);
vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb1));
vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1));
vacc1x0123 = _mm_add_epi32(vacc1x0123, _mm_madd_epi16(vxa1, vxb1));
vxa1 = _mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 3, 2, 1));
vacc2x0123 = _mm_add_epi32(vacc2x0123, _mm_madd_epi16(vxa2, vxb1));
vxa2 = _mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 3, 2, 1));
vacc3x0123 = _mm_add_epi32(vacc3x0123, _mm_madd_epi16(vxa3, vxb1));
vxa3 = _mm_shuffle_epi32(vxa3, _MM_SHUFFLE(0, 3, 2, 1));
const __m128i vb2 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 16));
const __m128i vxb2 = _mm_cvtepi8_epi16(vb2);
vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb2));
vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1));
vacc1x0123 = _mm_add_epi32(vacc1x0123, _mm_madd_epi16(vxa1, vxb2));
vxa1 = _mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 3, 2, 1));
vacc2x0123 = _mm_add_epi32(vacc2x0123, _mm_madd_epi16(vxa2, vxb2));
vxa2 = _mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 3, 2, 1));
vacc3x0123 = _mm_add_epi32(vacc3x0123, _mm_madd_epi16(vxa3, vxb2));
vxa3 = _mm_shuffle_epi32(vxa3, _MM_SHUFFLE(0, 3, 2, 1));
const __m128i vb3 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 24));
const __m128i vxb3 = _mm_cvtepi8_epi16(vb3);
vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb3));
vacc1x0123 = _mm_add_epi32(vacc1x0123, _mm_madd_epi16(vxa1, vxb3));
vacc2x0123 = _mm_add_epi32(vacc2x0123, _mm_madd_epi16(vxa2, vxb3));
vacc3x0123 = _mm_add_epi32(vacc3x0123, _mm_madd_epi16(vxa3, vxb3));
w = (const void*) ((const int8_t*) w + 32);
k -= 8 * sizeof(int8_t);
} while (k != 0);
__m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123);
__m128 vscaled1x0123 = _mm_cvtepi32_ps(vacc1x0123);
__m128 vscaled2x0123 = _mm_cvtepi32_ps(vacc2x0123);
__m128 vscaled3x0123 = _mm_cvtepi32_ps(vacc3x0123);
const __m128 vscale0123 = _mm_loadu_ps((const float*) w);
w = (const void*) ((const float*) w + 4);
vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale0123);
vscaled1x0123 = _mm_mul_ps(vscaled1x0123, vscale0123);
vscaled2x0123 = _mm_mul_ps(vscaled2x0123, vscale0123);
vscaled3x0123 = _mm_mul_ps(vscaled3x0123, vscale0123);
const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point);
vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point);
vscaled1x0123 = _mm_min_ps(vscaled1x0123, voutput_max_less_zero_point);
vscaled2x0123 = _mm_min_ps(vscaled2x0123, voutput_max_less_zero_point);
vscaled3x0123 = _mm_min_ps(vscaled3x0123, voutput_max_less_zero_point);
vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123);
vacc1x0123 = _mm_cvtps_epi32(vscaled1x0123);
vacc2x0123 = _mm_cvtps_epi32(vscaled2x0123);
vacc3x0123 = _mm_cvtps_epi32(vscaled3x0123);
const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point);
__m128i vacc01x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc1x0123), voutput_zero_point);
__m128i vacc23x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc2x0123, vacc3x0123), voutput_zero_point);
__m128i vout = _mm_packs_epi16(vacc01x0123, vacc23x0123);
vout = _mm_max_epi8(vout, _mm_load_si128((const __m128i*) params->fp32_sse4.output_min));
if (nc >= 4) {
unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout));
unaligned_store_u32(c1, (uint32_t) _mm_extract_epi32(vout, 1));
unaligned_store_u32(c2, (uint32_t) _mm_extract_epi32(vout, 2));
unaligned_store_u32(c3, (uint32_t) _mm_extract_epi32(vout, 3));
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
a3 = (const int8_t*) ((uintptr_t) a3 - kc);
nc -= 4;
} else {
if (nc & 2) {
unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0));
c0 += 2;
unaligned_store_u16(c1, (uint16_t) _mm_extract_epi16(vout, 2));
c1 += 2;
unaligned_store_u16(c2, (uint16_t) _mm_extract_epi16(vout, 4));
c2 += 2;
unaligned_store_u16(c3, (uint16_t) _mm_extract_epi16(vout, 6));
c3 += 2;
vout = _mm_srli_epi32(vout, 16);
}
if (nc & 1) {
*c0 = (int8_t) _mm_extract_epi8(vout, 0);
*c1 = (int8_t) _mm_extract_epi8(vout, 4);
*c2 = (int8_t) _mm_extract_epi8(vout, 8);
*c3 = (int8_t) _mm_extract_epi8(vout, 12);
}
nc = 0;
}
} while (nc != 0);
}
| 7,995
| 38.584158
| 108
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-4x4c2s4-minmax-fp32-xop-ld64.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/MRx4c2s4-sse.c.in
// Generator: tools/xngen
//
// Copyright 2022 Google LLC
//
// This source code is licensed under the BSD-style license found in the
// LICENSE file in the root directory of this source tree.
#include <assert.h>
#ifdef _MSC_VER
#include <intrin.h>
#else
#include <x86intrin.h>
#endif
#include <xnnpack/gemm.h>
#include <xnnpack/math.h>
#include <xnnpack/unaligned.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld64(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_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(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
kc = round_up_po2(kc, 8 * sizeof(int8_t));
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
const int8_t* a3 = (const int8_t*) ((uintptr_t) a2 + a_stride);
int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
if XNN_UNPREDICTABLE(mr != 4) {
a3 = a2;
c3 = c2;
}
do {
__m128i vacc0x0123 = _mm_loadu_si128((const __m128i*) w);
__m128i vacc1x0123 = vacc0x0123;
__m128i vacc2x0123 = vacc0x0123;
__m128i vacc3x0123 = vacc0x0123;
w = (const void*) ((const int32_t*) w + 4);
size_t k = kc;
do {
const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
__m128i vxa0 = _mm_cvtepi8_epi16(va0);
a0 += 8;
const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
__m128i vxa1 = _mm_cvtepi8_epi16(va1);
a1 += 8;
const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
__m128i vxa2 = _mm_cvtepi8_epi16(va2);
a2 += 8;
const __m128i va3 = _mm_loadl_epi64((const __m128i*) a3);
__m128i vxa3 = _mm_cvtepi8_epi16(va3);
a3 += 8;
const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w);
const __m128i vxb0 = _mm_cvtepi8_epi16(vb0);
vacc0x0123 = _mm_maddd_epi16(vxa0, vxb0, vacc0x0123);
vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1));
vacc1x0123 = _mm_maddd_epi16(vxa1, vxb0, vacc1x0123);
vxa1 = _mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 3, 2, 1));
vacc2x0123 = _mm_maddd_epi16(vxa2, vxb0, vacc2x0123);
vxa2 = _mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 3, 2, 1));
vacc3x0123 = _mm_maddd_epi16(vxa3, vxb0, vacc3x0123);
vxa3 = _mm_shuffle_epi32(vxa3, _MM_SHUFFLE(0, 3, 2, 1));
const __m128i vb1 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 8));
const __m128i vxb1 = _mm_cvtepi8_epi16(vb1);
vacc0x0123 = _mm_maddd_epi16(vxa0, vxb1, vacc0x0123);
vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1));
vacc1x0123 = _mm_maddd_epi16(vxa1, vxb1, vacc1x0123);
vxa1 = _mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 3, 2, 1));
vacc2x0123 = _mm_maddd_epi16(vxa2, vxb1, vacc2x0123);
vxa2 = _mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 3, 2, 1));
vacc3x0123 = _mm_maddd_epi16(vxa3, vxb1, vacc3x0123);
vxa3 = _mm_shuffle_epi32(vxa3, _MM_SHUFFLE(0, 3, 2, 1));
const __m128i vb2 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 16));
const __m128i vxb2 = _mm_cvtepi8_epi16(vb2);
vacc0x0123 = _mm_maddd_epi16(vxa0, vxb2, vacc0x0123);
vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1));
vacc1x0123 = _mm_maddd_epi16(vxa1, vxb2, vacc1x0123);
vxa1 = _mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 3, 2, 1));
vacc2x0123 = _mm_maddd_epi16(vxa2, vxb2, vacc2x0123);
vxa2 = _mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 3, 2, 1));
vacc3x0123 = _mm_maddd_epi16(vxa3, vxb2, vacc3x0123);
vxa3 = _mm_shuffle_epi32(vxa3, _MM_SHUFFLE(0, 3, 2, 1));
const __m128i vb3 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 24));
const __m128i vxb3 = _mm_cvtepi8_epi16(vb3);
vacc0x0123 = _mm_maddd_epi16(vxa0, vxb3, vacc0x0123);
vacc1x0123 = _mm_maddd_epi16(vxa1, vxb3, vacc1x0123);
vacc2x0123 = _mm_maddd_epi16(vxa2, vxb3, vacc2x0123);
vacc3x0123 = _mm_maddd_epi16(vxa3, vxb3, vacc3x0123);
w = (const void*) ((const int8_t*) w + 32);
k -= 8 * sizeof(int8_t);
} while (k != 0);
__m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123);
__m128 vscaled1x0123 = _mm_cvtepi32_ps(vacc1x0123);
__m128 vscaled2x0123 = _mm_cvtepi32_ps(vacc2x0123);
__m128 vscaled3x0123 = _mm_cvtepi32_ps(vacc3x0123);
const __m128 vscale0123 = _mm_loadu_ps((const float*) w);
w = (const void*) ((const float*) w + 4);
vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale0123);
vscaled1x0123 = _mm_mul_ps(vscaled1x0123, vscale0123);
vscaled2x0123 = _mm_mul_ps(vscaled2x0123, vscale0123);
vscaled3x0123 = _mm_mul_ps(vscaled3x0123, vscale0123);
const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point);
vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point);
vscaled1x0123 = _mm_min_ps(vscaled1x0123, voutput_max_less_zero_point);
vscaled2x0123 = _mm_min_ps(vscaled2x0123, voutput_max_less_zero_point);
vscaled3x0123 = _mm_min_ps(vscaled3x0123, voutput_max_less_zero_point);
vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123);
vacc1x0123 = _mm_cvtps_epi32(vscaled1x0123);
vacc2x0123 = _mm_cvtps_epi32(vscaled2x0123);
vacc3x0123 = _mm_cvtps_epi32(vscaled3x0123);
const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point);
__m128i vacc01x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc1x0123), voutput_zero_point);
__m128i vacc23x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc2x0123, vacc3x0123), voutput_zero_point);
__m128i vout = _mm_packs_epi16(vacc01x0123, vacc23x0123);
vout = _mm_max_epi8(vout, _mm_load_si128((const __m128i*) params->fp32_sse4.output_min));
if (nc >= 4) {
unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout));
unaligned_store_u32(c1, (uint32_t) _mm_extract_epi32(vout, 1));
unaligned_store_u32(c2, (uint32_t) _mm_extract_epi32(vout, 2));
unaligned_store_u32(c3, (uint32_t) _mm_extract_epi32(vout, 3));
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
a3 = (const int8_t*) ((uintptr_t) a3 - kc);
nc -= 4;
} else {
if (nc & 2) {
unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0));
c0 += 2;
unaligned_store_u16(c1, (uint16_t) _mm_extract_epi16(vout, 2));
c1 += 2;
unaligned_store_u16(c2, (uint16_t) _mm_extract_epi16(vout, 4));
c2 += 2;
unaligned_store_u16(c3, (uint16_t) _mm_extract_epi16(vout, 6));
c3 += 2;
vout = _mm_srli_epi32(vout, 16);
}
if (nc & 1) {
*c0 = (int8_t) _mm_extract_epi8(vout, 0);
*c1 = (int8_t) _mm_extract_epi8(vout, 4);
*c2 = (int8_t) _mm_extract_epi8(vout, 8);
*c3 = (int8_t) _mm_extract_epi8(vout, 12);
}
nc = 0;
}
} while (nc != 0);
}
| 7,822
| 36.975728
| 108
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-4x4c2s4-minmax-fp32-wasmsimd-dot16x2-ld128.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/MRx4c2s4-wasmsimd-dot16x2.c.in
// Generator: tools/xngen
//
// 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 <wasm_simd128.h>
#include <xnnpack/gemm.h>
#include <xnnpack/math.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld128(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_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(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
const int8_t* a3 = (const int8_t*) ((uintptr_t) a2 + a_stride);
int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
if XNN_UNPREDICTABLE(mr != 4) {
a3 = a2;
c3 = c2;
}
kc = round_up_po2(kc, 8 * sizeof(int8_t));
do {
v128_t vacc0x0123 = wasm_v128_load(w);
v128_t vacc1x0123 = vacc0x0123;
v128_t vacc2x0123 = vacc0x0123;
v128_t vacc3x0123 = vacc0x0123;
w = (const void*) ((const int32_t*) w + 4);
size_t k = kc;
do {
v128_t vxa0 = wasm_i16x8_load8x8((const v128_t*) a0);
a0 += 8;
v128_t vxa1 = wasm_i16x8_load8x8((const v128_t*) a1);
a1 += 8;
v128_t vxa2 = wasm_i16x8_load8x8((const v128_t*) a2);
a2 += 8;
v128_t vxa3 = wasm_i16x8_load8x8((const v128_t*) a3);
a3 += 8;
const v128_t vb01 = wasm_v128_load(w);
const v128_t vxb0 = wasm_i16x8_extend_low_i8x16(vb01);
const v128_t vxb1 = wasm_i16x8_extend_high_i8x16(vb01);
vacc0x0123 = wasm_i32x4_add(vacc0x0123, wasm_i32x4_dot_i16x8(vxa0, vxb0));
vxa0 = wasm_v32x4_shuffle(vxa0, vxa0, 1, 2, 3, 4);
vacc1x0123 = wasm_i32x4_add(vacc1x0123, wasm_i32x4_dot_i16x8(vxa1, vxb0));
vxa1 = wasm_v32x4_shuffle(vxa1, vxa1, 1, 2, 3, 4);
vacc2x0123 = wasm_i32x4_add(vacc2x0123, wasm_i32x4_dot_i16x8(vxa2, vxb0));
vxa2 = wasm_v32x4_shuffle(vxa2, vxa2, 1, 2, 3, 4);
vacc3x0123 = wasm_i32x4_add(vacc3x0123, wasm_i32x4_dot_i16x8(vxa3, vxb0));
vxa3 = wasm_v32x4_shuffle(vxa3, vxa3, 1, 2, 3, 4);
vacc0x0123 = wasm_i32x4_add(vacc0x0123, wasm_i32x4_dot_i16x8(vxa0, vxb1));
vxa0 = wasm_v32x4_shuffle(vxa0, vxa0, 1, 2, 3, 4);
vacc1x0123 = wasm_i32x4_add(vacc1x0123, wasm_i32x4_dot_i16x8(vxa1, vxb1));
vxa1 = wasm_v32x4_shuffle(vxa1, vxa1, 1, 2, 3, 4);
vacc2x0123 = wasm_i32x4_add(vacc2x0123, wasm_i32x4_dot_i16x8(vxa2, vxb1));
vxa2 = wasm_v32x4_shuffle(vxa2, vxa2, 1, 2, 3, 4);
vacc3x0123 = wasm_i32x4_add(vacc3x0123, wasm_i32x4_dot_i16x8(vxa3, vxb1));
vxa3 = wasm_v32x4_shuffle(vxa3, vxa3, 1, 2, 3, 4);
const v128_t vb23 = wasm_v128_load((const int8_t*) w + 16);
const v128_t vxb2 = wasm_i16x8_extend_low_i8x16(vb23);
const v128_t vxb3 = wasm_i16x8_extend_high_i8x16(vb23);
vacc0x0123 = wasm_i32x4_add(vacc0x0123, wasm_i32x4_dot_i16x8(vxa0, vxb2));
vxa0 = wasm_v32x4_shuffle(vxa0, vxa0, 1, 2, 3, 4);
vacc1x0123 = wasm_i32x4_add(vacc1x0123, wasm_i32x4_dot_i16x8(vxa1, vxb2));
vxa1 = wasm_v32x4_shuffle(vxa1, vxa1, 1, 2, 3, 4);
vacc2x0123 = wasm_i32x4_add(vacc2x0123, wasm_i32x4_dot_i16x8(vxa2, vxb2));
vxa2 = wasm_v32x4_shuffle(vxa2, vxa2, 1, 2, 3, 4);
vacc3x0123 = wasm_i32x4_add(vacc3x0123, wasm_i32x4_dot_i16x8(vxa3, vxb2));
vxa3 = wasm_v32x4_shuffle(vxa3, vxa3, 1, 2, 3, 4);
vacc0x0123 = wasm_i32x4_add(vacc0x0123, wasm_i32x4_dot_i16x8(vxa0, vxb3));
vacc1x0123 = wasm_i32x4_add(vacc1x0123, wasm_i32x4_dot_i16x8(vxa1, vxb3));
vacc2x0123 = wasm_i32x4_add(vacc2x0123, wasm_i32x4_dot_i16x8(vxa2, vxb3));
vacc3x0123 = wasm_i32x4_add(vacc3x0123, wasm_i32x4_dot_i16x8(vxa3, vxb3));
w = (const int8_t*) w + 32;
k -= 8 * sizeof(int8_t);
} while (k != 0);
vacc0x0123 = wasm_f32x4_convert_i32x4(vacc0x0123);
vacc1x0123 = wasm_f32x4_convert_i32x4(vacc1x0123);
vacc2x0123 = wasm_f32x4_convert_i32x4(vacc2x0123);
vacc3x0123 = wasm_f32x4_convert_i32x4(vacc3x0123);
const v128_t vscale0123 = wasm_v128_load(w);
w = (const float*) w + 4;
vacc0x0123 = wasm_f32x4_mul(vacc0x0123, vscale0123);
vacc1x0123 = wasm_f32x4_mul(vacc1x0123, vscale0123);
vacc2x0123 = wasm_f32x4_mul(vacc2x0123, vscale0123);
vacc3x0123 = wasm_f32x4_mul(vacc3x0123, vscale0123);
const v128_t vmagic_bias = wasm_v128_load64_splat(params->fp32_wasmsimd.magic_bias);
vacc0x0123 = wasm_f32x4_add(vacc0x0123, vmagic_bias);
vacc1x0123 = wasm_f32x4_add(vacc1x0123, vmagic_bias);
vacc2x0123 = wasm_f32x4_add(vacc2x0123, vmagic_bias);
vacc3x0123 = wasm_f32x4_add(vacc3x0123, vmagic_bias);
const v128_t vmagic_min = wasm_v128_load64_splat(params->fp32_wasmsimd.magic_min);
vacc0x0123 = wasm_i32x4_max(vacc0x0123, vmagic_min);
vacc1x0123 = wasm_i32x4_max(vacc1x0123, vmagic_min);
vacc2x0123 = wasm_i32x4_max(vacc2x0123, vmagic_min);
vacc3x0123 = wasm_i32x4_max(vacc3x0123, vmagic_min);
const v128_t vmagic_bias_less_output_zero_point = wasm_v128_load64_splat(params->fp32_wasmsimd.magic_bias_less_output_zero_point);
vacc0x0123 = wasm_i32x4_sub(vacc0x0123, vmagic_bias_less_output_zero_point);
vacc1x0123 = wasm_i32x4_sub(vacc1x0123, vmagic_bias_less_output_zero_point);
vacc2x0123 = wasm_i32x4_sub(vacc2x0123, vmagic_bias_less_output_zero_point);
vacc3x0123 = wasm_i32x4_sub(vacc3x0123, vmagic_bias_less_output_zero_point);
v128_t vacc01x0123 = wasm_i16x8_narrow_i32x4(vacc0x0123, vacc1x0123);
v128_t vacc23x0123 = wasm_i16x8_narrow_i32x4(vacc2x0123, vacc3x0123);
v128_t vout = wasm_i8x16_narrow_i16x8(vacc01x0123, vacc23x0123);
const v128_t voutput_max = wasm_v128_load64_splat(params->fp32_wasmsimd.output_max);
vout = wasm_i8x16_min(vout, voutput_max);
if (nc >= 4) {
wasm_v128_store32_lane(c0, vout, 0);
wasm_v128_store32_lane(c1, vout, 1);
wasm_v128_store32_lane(c2, vout, 2);
wasm_v128_store32_lane(c3, vout, 3);
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
a3 = (const int8_t*) ((uintptr_t) a3 - kc);
nc -= 4;
} else {
if (nc & 2) {
wasm_v128_store16_lane(c0, vout, 0);
c0 += 2;
wasm_v128_store16_lane(c1, vout, 2);
c1 += 2;
wasm_v128_store16_lane(c2, vout, 4);
c2 += 2;
wasm_v128_store16_lane(c3, vout, 6);
c3 += 2;
vout = wasm_u32x4_shr(vout, 16);
}
if (nc & 1) {
wasm_v128_store8_lane(c0, vout, 0);
wasm_v128_store8_lane(c1, vout, 4);
wasm_v128_store8_lane(c2, vout, 8);
wasm_v128_store8_lane(c3, vout, 12);
}
nc = 0;
}
} while (nc != 0);
}
| 7,724
| 37.242574
| 134
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-4x4c2s4-minmax-fp32-wasmsimd-dot16x2-ld64.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/MRx4c2s4-wasmsimd-dot16x2.c.in
// Generator: tools/xngen
//
// 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 <wasm_simd128.h>
#include <xnnpack/gemm.h>
#include <xnnpack/math.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld64(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_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(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
const int8_t* a3 = (const int8_t*) ((uintptr_t) a2 + a_stride);
int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
if XNN_UNPREDICTABLE(mr != 4) {
a3 = a2;
c3 = c2;
}
kc = round_up_po2(kc, 8 * sizeof(int8_t));
do {
v128_t vacc0x0123 = wasm_v128_load(w);
v128_t vacc1x0123 = vacc0x0123;
v128_t vacc2x0123 = vacc0x0123;
v128_t vacc3x0123 = vacc0x0123;
w = (const void*) ((const int32_t*) w + 4);
size_t k = kc;
do {
v128_t vxa0 = wasm_i16x8_load8x8((const v128_t*) a0);
a0 += 8;
v128_t vxa1 = wasm_i16x8_load8x8((const v128_t*) a1);
a1 += 8;
v128_t vxa2 = wasm_i16x8_load8x8((const v128_t*) a2);
a2 += 8;
v128_t vxa3 = wasm_i16x8_load8x8((const v128_t*) a3);
a3 += 8;
const v128_t vxb0 = wasm_i16x8_load8x8(w);
vacc0x0123 = wasm_i32x4_add(vacc0x0123, wasm_i32x4_dot_i16x8(vxa0, vxb0));
vxa0 = wasm_v32x4_shuffle(vxa0, vxa0, 1, 2, 3, 4);
vacc1x0123 = wasm_i32x4_add(vacc1x0123, wasm_i32x4_dot_i16x8(vxa1, vxb0));
vxa1 = wasm_v32x4_shuffle(vxa1, vxa1, 1, 2, 3, 4);
vacc2x0123 = wasm_i32x4_add(vacc2x0123, wasm_i32x4_dot_i16x8(vxa2, vxb0));
vxa2 = wasm_v32x4_shuffle(vxa2, vxa2, 1, 2, 3, 4);
vacc3x0123 = wasm_i32x4_add(vacc3x0123, wasm_i32x4_dot_i16x8(vxa3, vxb0));
vxa3 = wasm_v32x4_shuffle(vxa3, vxa3, 1, 2, 3, 4);
const v128_t vxb1 = wasm_i16x8_load8x8((const int8_t*) w + 8);
vacc0x0123 = wasm_i32x4_add(vacc0x0123, wasm_i32x4_dot_i16x8(vxa0, vxb1));
vxa0 = wasm_v32x4_shuffle(vxa0, vxa0, 1, 2, 3, 4);
vacc1x0123 = wasm_i32x4_add(vacc1x0123, wasm_i32x4_dot_i16x8(vxa1, vxb1));
vxa1 = wasm_v32x4_shuffle(vxa1, vxa1, 1, 2, 3, 4);
vacc2x0123 = wasm_i32x4_add(vacc2x0123, wasm_i32x4_dot_i16x8(vxa2, vxb1));
vxa2 = wasm_v32x4_shuffle(vxa2, vxa2, 1, 2, 3, 4);
vacc3x0123 = wasm_i32x4_add(vacc3x0123, wasm_i32x4_dot_i16x8(vxa3, vxb1));
vxa3 = wasm_v32x4_shuffle(vxa3, vxa3, 1, 2, 3, 4);
const v128_t vxb2 = wasm_i16x8_load8x8((const int8_t*) w + 16);
vacc0x0123 = wasm_i32x4_add(vacc0x0123, wasm_i32x4_dot_i16x8(vxa0, vxb2));
vxa0 = wasm_v32x4_shuffle(vxa0, vxa0, 1, 2, 3, 4);
vacc1x0123 = wasm_i32x4_add(vacc1x0123, wasm_i32x4_dot_i16x8(vxa1, vxb2));
vxa1 = wasm_v32x4_shuffle(vxa1, vxa1, 1, 2, 3, 4);
vacc2x0123 = wasm_i32x4_add(vacc2x0123, wasm_i32x4_dot_i16x8(vxa2, vxb2));
vxa2 = wasm_v32x4_shuffle(vxa2, vxa2, 1, 2, 3, 4);
vacc3x0123 = wasm_i32x4_add(vacc3x0123, wasm_i32x4_dot_i16x8(vxa3, vxb2));
vxa3 = wasm_v32x4_shuffle(vxa3, vxa3, 1, 2, 3, 4);
const v128_t vxb3 = wasm_i16x8_load8x8((const int8_t*) w + 24);
vacc0x0123 = wasm_i32x4_add(vacc0x0123, wasm_i32x4_dot_i16x8(vxa0, vxb3));
vacc1x0123 = wasm_i32x4_add(vacc1x0123, wasm_i32x4_dot_i16x8(vxa1, vxb3));
vacc2x0123 = wasm_i32x4_add(vacc2x0123, wasm_i32x4_dot_i16x8(vxa2, vxb3));
vacc3x0123 = wasm_i32x4_add(vacc3x0123, wasm_i32x4_dot_i16x8(vxa3, vxb3));
w = (const int8_t*) w + 32;
k -= 8 * sizeof(int8_t);
} while (k != 0);
vacc0x0123 = wasm_f32x4_convert_i32x4(vacc0x0123);
vacc1x0123 = wasm_f32x4_convert_i32x4(vacc1x0123);
vacc2x0123 = wasm_f32x4_convert_i32x4(vacc2x0123);
vacc3x0123 = wasm_f32x4_convert_i32x4(vacc3x0123);
const v128_t vscale0123 = wasm_v128_load(w);
w = (const float*) w + 4;
vacc0x0123 = wasm_f32x4_mul(vacc0x0123, vscale0123);
vacc1x0123 = wasm_f32x4_mul(vacc1x0123, vscale0123);
vacc2x0123 = wasm_f32x4_mul(vacc2x0123, vscale0123);
vacc3x0123 = wasm_f32x4_mul(vacc3x0123, vscale0123);
const v128_t vmagic_bias = wasm_v128_load64_splat(params->fp32_wasmsimd.magic_bias);
vacc0x0123 = wasm_f32x4_add(vacc0x0123, vmagic_bias);
vacc1x0123 = wasm_f32x4_add(vacc1x0123, vmagic_bias);
vacc2x0123 = wasm_f32x4_add(vacc2x0123, vmagic_bias);
vacc3x0123 = wasm_f32x4_add(vacc3x0123, vmagic_bias);
const v128_t vmagic_min = wasm_v128_load64_splat(params->fp32_wasmsimd.magic_min);
vacc0x0123 = wasm_i32x4_max(vacc0x0123, vmagic_min);
vacc1x0123 = wasm_i32x4_max(vacc1x0123, vmagic_min);
vacc2x0123 = wasm_i32x4_max(vacc2x0123, vmagic_min);
vacc3x0123 = wasm_i32x4_max(vacc3x0123, vmagic_min);
const v128_t vmagic_bias_less_output_zero_point = wasm_v128_load64_splat(params->fp32_wasmsimd.magic_bias_less_output_zero_point);
vacc0x0123 = wasm_i32x4_sub(vacc0x0123, vmagic_bias_less_output_zero_point);
vacc1x0123 = wasm_i32x4_sub(vacc1x0123, vmagic_bias_less_output_zero_point);
vacc2x0123 = wasm_i32x4_sub(vacc2x0123, vmagic_bias_less_output_zero_point);
vacc3x0123 = wasm_i32x4_sub(vacc3x0123, vmagic_bias_less_output_zero_point);
v128_t vacc01x0123 = wasm_i16x8_narrow_i32x4(vacc0x0123, vacc1x0123);
v128_t vacc23x0123 = wasm_i16x8_narrow_i32x4(vacc2x0123, vacc3x0123);
v128_t vout = wasm_i8x16_narrow_i16x8(vacc01x0123, vacc23x0123);
const v128_t voutput_max = wasm_v128_load64_splat(params->fp32_wasmsimd.output_max);
vout = wasm_i8x16_min(vout, voutput_max);
if (nc >= 4) {
wasm_v128_store32_lane(c0, vout, 0);
wasm_v128_store32_lane(c1, vout, 1);
wasm_v128_store32_lane(c2, vout, 2);
wasm_v128_store32_lane(c3, vout, 3);
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
a3 = (const int8_t*) ((uintptr_t) a3 - kc);
nc -= 4;
} else {
if (nc & 2) {
wasm_v128_store16_lane(c0, vout, 0);
c0 += 2;
wasm_v128_store16_lane(c1, vout, 2);
c1 += 2;
wasm_v128_store16_lane(c2, vout, 4);
c2 += 2;
wasm_v128_store16_lane(c3, vout, 6);
c3 += 2;
vout = wasm_u32x4_shr(vout, 16);
}
if (nc & 1) {
wasm_v128_store8_lane(c0, vout, 0);
wasm_v128_store8_lane(c1, vout, 4);
wasm_v128_store8_lane(c2, vout, 8);
wasm_v128_store8_lane(c3, vout, 12);
}
nc = 0;
}
} while (nc != 0);
}
| 7,624
| 37.125
| 134
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-4x4c2s4-minmax-fp32-xop-ld128.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/MRx4c2s4-sse.c.in
// Generator: tools/xngen
//
// Copyright 2022 Google LLC
//
// This source code is licensed under the BSD-style license found in the
// LICENSE file in the root directory of this source tree.
#include <assert.h>
#ifdef _MSC_VER
#include <intrin.h>
#else
#include <x86intrin.h>
#endif
#include <xnnpack/gemm.h>
#include <xnnpack/math.h>
#include <xnnpack/unaligned.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld128(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_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(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
kc = round_up_po2(kc, 8 * sizeof(int8_t));
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
const int8_t* a3 = (const int8_t*) ((uintptr_t) a2 + a_stride);
int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
if XNN_UNPREDICTABLE(mr != 4) {
a3 = a2;
c3 = c2;
}
do {
__m128i vacc0x0123 = _mm_loadu_si128((const __m128i*) w);
__m128i vacc1x0123 = vacc0x0123;
__m128i vacc2x0123 = vacc0x0123;
__m128i vacc3x0123 = vacc0x0123;
w = (const void*) ((const int32_t*) w + 4);
size_t k = kc;
do {
const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
__m128i vxa0 = _mm_cvtepi8_epi16(va0);
a0 += 8;
const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
__m128i vxa1 = _mm_cvtepi8_epi16(va1);
a1 += 8;
const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
__m128i vxa2 = _mm_cvtepi8_epi16(va2);
a2 += 8;
const __m128i va3 = _mm_loadl_epi64((const __m128i*) a3);
__m128i vxa3 = _mm_cvtepi8_epi16(va3);
a3 += 8;
const __m128i vb01 = _mm_loadu_si128((const __m128i*) w);
const __m128i vxb0 = _mm_cvtepi8_epi16(vb01);
const __m128i vxb1 = _mm_srai_epi16(_mm_unpackhi_epi8(vb01, vb01), 8);
vacc0x0123 = _mm_maddd_epi16(vxa0, vxb0, vacc0x0123);
vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1));
vacc1x0123 = _mm_maddd_epi16(vxa1, vxb0, vacc1x0123);
vxa1 = _mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 3, 2, 1));
vacc2x0123 = _mm_maddd_epi16(vxa2, vxb0, vacc2x0123);
vxa2 = _mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 3, 2, 1));
vacc3x0123 = _mm_maddd_epi16(vxa3, vxb0, vacc3x0123);
vxa3 = _mm_shuffle_epi32(vxa3, _MM_SHUFFLE(0, 3, 2, 1));
vacc0x0123 = _mm_maddd_epi16(vxa0, vxb1, vacc0x0123);
vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1));
vacc1x0123 = _mm_maddd_epi16(vxa1, vxb1, vacc1x0123);
vxa1 = _mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 3, 2, 1));
vacc2x0123 = _mm_maddd_epi16(vxa2, vxb1, vacc2x0123);
vxa2 = _mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 3, 2, 1));
vacc3x0123 = _mm_maddd_epi16(vxa3, vxb1, vacc3x0123);
vxa3 = _mm_shuffle_epi32(vxa3, _MM_SHUFFLE(0, 3, 2, 1));
const __m128i vb23 = _mm_loadu_si128((const __m128i*) ((const int8_t*) w + 16));
const __m128i vxb2 = _mm_cvtepi8_epi16(vb23);
const __m128i vxb3 = _mm_srai_epi16(_mm_unpackhi_epi8(vb23, vb23), 8);
vacc0x0123 = _mm_maddd_epi16(vxa0, vxb2, vacc0x0123);
vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1));
vacc1x0123 = _mm_maddd_epi16(vxa1, vxb2, vacc1x0123);
vxa1 = _mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 3, 2, 1));
vacc2x0123 = _mm_maddd_epi16(vxa2, vxb2, vacc2x0123);
vxa2 = _mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 3, 2, 1));
vacc3x0123 = _mm_maddd_epi16(vxa3, vxb2, vacc3x0123);
vxa3 = _mm_shuffle_epi32(vxa3, _MM_SHUFFLE(0, 3, 2, 1));
vacc0x0123 = _mm_maddd_epi16(vxa0, vxb3, vacc0x0123);
vacc1x0123 = _mm_maddd_epi16(vxa1, vxb3, vacc1x0123);
vacc2x0123 = _mm_maddd_epi16(vxa2, vxb3, vacc2x0123);
vacc3x0123 = _mm_maddd_epi16(vxa3, vxb3, vacc3x0123);
w = (const void*) ((const int8_t*) w + 32);
k -= 8 * sizeof(int8_t);
} while (k != 0);
__m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123);
__m128 vscaled1x0123 = _mm_cvtepi32_ps(vacc1x0123);
__m128 vscaled2x0123 = _mm_cvtepi32_ps(vacc2x0123);
__m128 vscaled3x0123 = _mm_cvtepi32_ps(vacc3x0123);
const __m128 vscale0123 = _mm_loadu_ps((const float*) w);
w = (const void*) ((const float*) w + 4);
vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale0123);
vscaled1x0123 = _mm_mul_ps(vscaled1x0123, vscale0123);
vscaled2x0123 = _mm_mul_ps(vscaled2x0123, vscale0123);
vscaled3x0123 = _mm_mul_ps(vscaled3x0123, vscale0123);
const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point);
vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point);
vscaled1x0123 = _mm_min_ps(vscaled1x0123, voutput_max_less_zero_point);
vscaled2x0123 = _mm_min_ps(vscaled2x0123, voutput_max_less_zero_point);
vscaled3x0123 = _mm_min_ps(vscaled3x0123, voutput_max_less_zero_point);
vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123);
vacc1x0123 = _mm_cvtps_epi32(vscaled1x0123);
vacc2x0123 = _mm_cvtps_epi32(vscaled2x0123);
vacc3x0123 = _mm_cvtps_epi32(vscaled3x0123);
const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point);
__m128i vacc01x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc1x0123), voutput_zero_point);
__m128i vacc23x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc2x0123, vacc3x0123), voutput_zero_point);
__m128i vout = _mm_packs_epi16(vacc01x0123, vacc23x0123);
vout = _mm_max_epi8(vout, _mm_load_si128((const __m128i*) params->fp32_sse4.output_min));
if (nc >= 4) {
unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout));
unaligned_store_u32(c1, (uint32_t) _mm_extract_epi32(vout, 1));
unaligned_store_u32(c2, (uint32_t) _mm_extract_epi32(vout, 2));
unaligned_store_u32(c3, (uint32_t) _mm_extract_epi32(vout, 3));
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
a3 = (const int8_t*) ((uintptr_t) a3 - kc);
nc -= 4;
} else {
if (nc & 2) {
unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0));
c0 += 2;
unaligned_store_u16(c1, (uint16_t) _mm_extract_epi16(vout, 2));
c1 += 2;
unaligned_store_u16(c2, (uint16_t) _mm_extract_epi16(vout, 4));
c2 += 2;
unaligned_store_u16(c3, (uint16_t) _mm_extract_epi16(vout, 6));
c3 += 2;
vout = _mm_srli_epi32(vout, 16);
}
if (nc & 1) {
*c0 = (int8_t) _mm_extract_epi8(vout, 0);
*c1 = (int8_t) _mm_extract_epi8(vout, 4);
*c2 = (int8_t) _mm_extract_epi8(vout, 8);
*c3 = (int8_t) _mm_extract_epi8(vout, 12);
}
nc = 0;
}
} while (nc != 0);
}
| 7,708
| 36.789216
| 108
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-4x8-minmax-fp32-neon-mlal-lane-prfm.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/neon-mlal-lane.c.in
// Generator: tools/xngen
//
// Copyright 2020 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 <arm_neon.h>
#include <xnnpack/common.h>
#include <xnnpack/gemm.h>
#include <xnnpack/prefetch.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_4x8__neon_mlal_lane_prfm(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_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(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
const int8_t* a3 = (const int8_t*) ((uintptr_t) a2 + a_stride);
int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
if XNN_UNPREDICTABLE(mr != 4) {
a3 = a2;
c3 = c2;
}
do {
int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
int32x4_t vacc1x0123 = vacc0x0123;
int32x4_t vacc1x4567 = vacc0x4567;
int32x4_t vacc2x0123 = vacc0x0123;
int32x4_t vacc2x4567 = vacc0x4567;
int32x4_t vacc3x0123 = vacc0x0123;
int32x4_t vacc3x4567 = vacc0x4567;
size_t k = kc;
while (k >= 8 * sizeof(int8_t)) {
const int8x8_t va0 = vld1_s8(a0); a0 += 8;
const int16x8_t vxa0 = vmovl_s8(va0);
const int8x8_t va1 = vld1_s8(a1); a1 += 8;
const int16x8_t vxa1 = vmovl_s8(va1);
const int8x8_t va2 = vld1_s8(a2); a2 += 8;
const int16x8_t vxa2 = vmovl_s8(va2);
const int8x8_t va3 = vld1_s8(a3); a3 += 8;
const int16x8_t vxa3 = vmovl_s8(va3);
const int8x8_t vb01234567c0 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c0 = vmovl_s8(vb01234567c0);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa0), 0);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa0), 0);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa1), 0);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa1), 0);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa2), 0);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa2), 0);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa3), 0);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa3), 0);
const int8x8_t vb01234567c1 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c1 = vmovl_s8(vb01234567c1);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa0), 1);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa0), 1);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa1), 1);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa1), 1);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa2), 1);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa2), 1);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa3), 1);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa3), 1);
const int8x8_t vb01234567c2 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c2 = vmovl_s8(vb01234567c2);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa0), 2);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa0), 2);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa1), 2);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa1), 2);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa2), 2);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa2), 2);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa3), 2);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa3), 2);
const int8x8_t vb01234567c3 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c3 = vmovl_s8(vb01234567c3);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa0), 3);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa0), 3);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa1), 3);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa1), 3);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa2), 3);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa2), 3);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa3), 3);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa3), 3);
xnn_prefetch_to_l1((const int8_t*) w + 448);
const int8x8_t vb01234567c4 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c4 = vmovl_s8(vb01234567c4);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa0), 0);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa0), 0);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa1), 0);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa1), 0);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa2), 0);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa2), 0);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa3), 0);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa3), 0);
const int8x8_t vb01234567c5 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c5 = vmovl_s8(vb01234567c5);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa0), 1);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa0), 1);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa1), 1);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa1), 1);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa2), 1);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa2), 1);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa3), 1);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa3), 1);
const int8x8_t vb01234567c6 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c6 = vmovl_s8(vb01234567c6);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa0), 2);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa0), 2);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa1), 2);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa1), 2);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa2), 2);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa2), 2);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa3), 2);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa3), 2);
const int8x8_t vb01234567c7 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c7 = vmovl_s8(vb01234567c7);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c7), vget_high_s16(vxa0), 3);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c7), vget_high_s16(vxa0), 3);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c7), vget_high_s16(vxa1), 3);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c7), vget_high_s16(vxa1), 3);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c7), vget_high_s16(vxa2), 3);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c7), vget_high_s16(vxa2), 3);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c7), vget_high_s16(vxa3), 3);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c7), vget_high_s16(vxa3), 3);
k -= 8 * sizeof(int8_t);
}
if XNN_UNLIKELY(k != 0) {
const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
const int16x8_t vxa0 = vmovl_s8(va0);
const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
const int16x8_t vxa1 = vmovl_s8(va1);
const int8x8_t va2 = vld1_s8(a2); a2 = (const int8_t*) ((uintptr_t) a2 + k);
const int16x8_t vxa2 = vmovl_s8(va2);
const int8x8_t va3 = vld1_s8(a3); a3 = (const int8_t*) ((uintptr_t) a3 + k);
const int16x8_t vxa3 = vmovl_s8(va3);
const int8x8_t vb01234567c0 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c0 = vmovl_s8(vb01234567c0);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa0), 0);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa0), 0);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa1), 0);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa1), 0);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa2), 0);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa2), 0);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa3), 0);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa3), 0);
if (k >= 2 * sizeof(int8_t)) {
const int8x8_t vb01234567c1 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c1 = vmovl_s8(vb01234567c1);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa0), 1);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa0), 1);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa1), 1);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa1), 1);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa2), 1);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa2), 1);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa3), 1);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa3), 1);
if (k > 2 * sizeof(int8_t)) {
const int8x8_t vb01234567c2 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c2 = vmovl_s8(vb01234567c2);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa0), 2);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa0), 2);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa1), 2);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa1), 2);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa2), 2);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa2), 2);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa3), 2);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa3), 2);
if (k >= 4 * sizeof(int8_t)) {
const int8x8_t vb01234567c3 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c3 = vmovl_s8(vb01234567c3);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa0), 3);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa0), 3);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa1), 3);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa1), 3);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa2), 3);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa2), 3);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa3), 3);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa3), 3);
if (k > 4 * sizeof(int8_t)) {
const int8x8_t vb01234567c4 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c4 = vmovl_s8(vb01234567c4);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa0), 0);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa0), 0);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa1), 0);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa1), 0);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa2), 0);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa2), 0);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa3), 0);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa3), 0);
if (k >= 6 * sizeof(int8_t)) {
const int8x8_t vb01234567c5 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c5 = vmovl_s8(vb01234567c5);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa0), 1);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa0), 1);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa1), 1);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa1), 1);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa2), 1);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa2), 1);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa3), 1);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa3), 1);
if (k > 6 * sizeof(int8_t)) {
const int8x8_t vb01234567c6 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c6 = vmovl_s8(vb01234567c6);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa0), 2);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa0), 2);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa1), 2);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa1), 2);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa2), 2);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa2), 2);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa3), 2);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa3), 2);
}
}
}
}
}
}
}
float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
float32x4_t vfpacc1x0123 = vcvtq_f32_s32(vacc1x0123);
float32x4_t vfpacc1x4567 = vcvtq_f32_s32(vacc1x4567);
float32x4_t vfpacc2x0123 = vcvtq_f32_s32(vacc2x0123);
float32x4_t vfpacc2x4567 = vcvtq_f32_s32(vacc2x4567);
float32x4_t vfpacc3x0123 = vcvtq_f32_s32(vacc3x0123);
float32x4_t vfpacc3x4567 = vcvtq_f32_s32(vacc3x4567);
const float32x4_t vscale0123 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale0123);
vfpacc1x0123 = vmulq_f32(vfpacc1x0123, vscale0123);
vfpacc2x0123 = vmulq_f32(vfpacc2x0123, vscale0123);
vfpacc3x0123 = vmulq_f32(vfpacc3x0123, vscale0123);
const float32x4_t vscale4567 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale4567);
vfpacc1x4567 = vmulq_f32(vfpacc1x4567, vscale4567);
vfpacc2x4567 = vmulq_f32(vfpacc2x4567, vscale4567);
vfpacc3x4567 = vmulq_f32(vfpacc3x4567, vscale4567);
const float32x4_t vmagic_bias = vld1q_dup_f32(¶ms->fp32_neon.magic_bias);
vacc0x0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x0123, vmagic_bias));
vacc0x4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x4567, vmagic_bias));
vacc1x0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc1x0123, vmagic_bias));
vacc1x4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc1x4567, vmagic_bias));
vacc2x0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc2x0123, vmagic_bias));
vacc2x4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc2x4567, vmagic_bias));
vacc3x0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc3x0123, vmagic_bias));
vacc3x4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc3x4567, vmagic_bias));
const int32x4_t vmagic_bias_less_output_zero_point = vld1q_dup_s32(¶ms->fp32_neon.magic_bias_less_output_zero_point);
vacc0x0123 = vqsubq_s32(vacc0x0123, vmagic_bias_less_output_zero_point);
vacc0x4567 = vqsubq_s32(vacc0x4567, vmagic_bias_less_output_zero_point);
vacc1x0123 = vqsubq_s32(vacc1x0123, vmagic_bias_less_output_zero_point);
vacc1x4567 = vqsubq_s32(vacc1x4567, vmagic_bias_less_output_zero_point);
vacc2x0123 = vqsubq_s32(vacc2x0123, vmagic_bias_less_output_zero_point);
vacc2x4567 = vqsubq_s32(vacc2x4567, vmagic_bias_less_output_zero_point);
vacc3x0123 = vqsubq_s32(vacc3x0123, vmagic_bias_less_output_zero_point);
vacc3x4567 = vqsubq_s32(vacc3x4567, vmagic_bias_less_output_zero_point);
#if XNN_ARCH_ARM64
int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567);
int16x8_t vacc1x01234567 = vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567);
int16x8_t vacc2x01234567 = vqmovn_high_s32(vqmovn_s32(vacc2x0123), vacc2x4567);
int16x8_t vacc3x01234567 = vqmovn_high_s32(vqmovn_s32(vacc3x0123), vacc3x4567);
int8x16_t vout0x01234567_1x01234567 = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc1x01234567);
int8x16_t vout2x01234567_3x01234567 = vqmovn_high_s16(vqmovn_s16(vacc2x01234567), vacc3x01234567);
#else
int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567));
int16x8_t vacc1x01234567 = vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567));
int16x8_t vacc2x01234567 = vcombine_s16(vqmovn_s32(vacc2x0123), vqmovn_s32(vacc2x4567));
int16x8_t vacc3x01234567 = vcombine_s16(vqmovn_s32(vacc3x0123), vqmovn_s32(vacc3x4567));
int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc1x01234567));
int8x16_t vout2x01234567_3x01234567 = vcombine_s8(vqmovn_s16(vacc2x01234567), vqmovn_s16(vacc3x01234567));
#endif
const int8x16_t voutput_min = vld1q_dup_s8(¶ms->fp32_neon.output_min);
vout0x01234567_1x01234567 = vmaxq_s8(vout0x01234567_1x01234567, voutput_min);
vout2x01234567_3x01234567 = vmaxq_s8(vout2x01234567_3x01234567, voutput_min);
const int8x16_t voutput_max = vld1q_dup_s8(¶ms->fp32_neon.output_max);
vout0x01234567_1x01234567 = vminq_s8(vout0x01234567_1x01234567, voutput_max);
vout2x01234567_3x01234567 = vminq_s8(vout2x01234567_3x01234567, voutput_max);
if (nc >= 8) {
vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
vst1_s8(c2 + 0, vget_low_s8(vout2x01234567_3x01234567));
vst1_s8(c3 + 0, vget_high_s8(vout2x01234567_3x01234567));
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
a3 = (const int8_t*) ((uintptr_t) a3 - kc);
nc -= 8;
} else {
if (nc & 4) {
vst1q_lane_u32((void*) c0, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
vst1q_lane_u32((void*) c1, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
vst1q_lane_u32((void*) c2, vreinterpretq_u32_s8(vout2x01234567_3x01234567), 0); c2 += 4;
vst1q_lane_u32((void*) c3, vreinterpretq_u32_s8(vout2x01234567_3x01234567), 2); c3 += 4;
vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 4);
}
if (nc & 2) {
vst1q_lane_u16((void*) c0, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
vst1q_lane_u16((void*) c1, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
vst1q_lane_u16((void*) c2, vreinterpretq_u16_s8(vout2x01234567_3x01234567), 0); c2 += 2;
vst1q_lane_u16((void*) c3, vreinterpretq_u16_s8(vout2x01234567_3x01234567), 4); c3 += 2;
vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 2);
}
if (nc & 1) {
vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
vst1q_lane_s8(c2, vout2x01234567_3x01234567, 0);
vst1q_lane_s8(c3, vout2x01234567_3x01234567, 8);
}
nc = 0;
}
} while (nc != 0);
}
| 24,574
| 61.058081
| 125
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-4x8-minmax-fp32-neon-mlal-lane.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/neon-mlal-lane.c.in
// Generator: tools/xngen
//
// Copyright 2020 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 <arm_neon.h>
#include <xnnpack/common.h>
#include <xnnpack/gemm.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_4x8__neon_mlal_lane(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_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(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
const int8_t* a3 = (const int8_t*) ((uintptr_t) a2 + a_stride);
int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
if XNN_UNPREDICTABLE(mr != 4) {
a3 = a2;
c3 = c2;
}
do {
int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
int32x4_t vacc1x0123 = vacc0x0123;
int32x4_t vacc1x4567 = vacc0x4567;
int32x4_t vacc2x0123 = vacc0x0123;
int32x4_t vacc2x4567 = vacc0x4567;
int32x4_t vacc3x0123 = vacc0x0123;
int32x4_t vacc3x4567 = vacc0x4567;
size_t k = kc;
while (k >= 8 * sizeof(int8_t)) {
const int8x8_t va0 = vld1_s8(a0); a0 += 8;
const int16x8_t vxa0 = vmovl_s8(va0);
const int8x8_t va1 = vld1_s8(a1); a1 += 8;
const int16x8_t vxa1 = vmovl_s8(va1);
const int8x8_t va2 = vld1_s8(a2); a2 += 8;
const int16x8_t vxa2 = vmovl_s8(va2);
const int8x8_t va3 = vld1_s8(a3); a3 += 8;
const int16x8_t vxa3 = vmovl_s8(va3);
const int8x8_t vb01234567c0 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c0 = vmovl_s8(vb01234567c0);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa0), 0);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa0), 0);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa1), 0);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa1), 0);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa2), 0);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa2), 0);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa3), 0);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa3), 0);
const int8x8_t vb01234567c1 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c1 = vmovl_s8(vb01234567c1);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa0), 1);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa0), 1);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa1), 1);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa1), 1);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa2), 1);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa2), 1);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa3), 1);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa3), 1);
const int8x8_t vb01234567c2 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c2 = vmovl_s8(vb01234567c2);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa0), 2);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa0), 2);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa1), 2);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa1), 2);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa2), 2);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa2), 2);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa3), 2);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa3), 2);
const int8x8_t vb01234567c3 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c3 = vmovl_s8(vb01234567c3);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa0), 3);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa0), 3);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa1), 3);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa1), 3);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa2), 3);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa2), 3);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa3), 3);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa3), 3);
const int8x8_t vb01234567c4 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c4 = vmovl_s8(vb01234567c4);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa0), 0);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa0), 0);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa1), 0);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa1), 0);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa2), 0);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa2), 0);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa3), 0);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa3), 0);
const int8x8_t vb01234567c5 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c5 = vmovl_s8(vb01234567c5);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa0), 1);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa0), 1);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa1), 1);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa1), 1);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa2), 1);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa2), 1);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa3), 1);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa3), 1);
const int8x8_t vb01234567c6 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c6 = vmovl_s8(vb01234567c6);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa0), 2);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa0), 2);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa1), 2);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa1), 2);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa2), 2);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa2), 2);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa3), 2);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa3), 2);
const int8x8_t vb01234567c7 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c7 = vmovl_s8(vb01234567c7);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c7), vget_high_s16(vxa0), 3);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c7), vget_high_s16(vxa0), 3);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c7), vget_high_s16(vxa1), 3);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c7), vget_high_s16(vxa1), 3);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c7), vget_high_s16(vxa2), 3);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c7), vget_high_s16(vxa2), 3);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c7), vget_high_s16(vxa3), 3);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c7), vget_high_s16(vxa3), 3);
k -= 8 * sizeof(int8_t);
}
if XNN_UNLIKELY(k != 0) {
const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
const int16x8_t vxa0 = vmovl_s8(va0);
const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
const int16x8_t vxa1 = vmovl_s8(va1);
const int8x8_t va2 = vld1_s8(a2); a2 = (const int8_t*) ((uintptr_t) a2 + k);
const int16x8_t vxa2 = vmovl_s8(va2);
const int8x8_t va3 = vld1_s8(a3); a3 = (const int8_t*) ((uintptr_t) a3 + k);
const int16x8_t vxa3 = vmovl_s8(va3);
const int8x8_t vb01234567c0 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c0 = vmovl_s8(vb01234567c0);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa0), 0);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa0), 0);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa1), 0);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa1), 0);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa2), 0);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa2), 0);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa3), 0);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa3), 0);
if (k >= 2 * sizeof(int8_t)) {
const int8x8_t vb01234567c1 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c1 = vmovl_s8(vb01234567c1);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa0), 1);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa0), 1);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa1), 1);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa1), 1);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa2), 1);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa2), 1);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa3), 1);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa3), 1);
if (k > 2 * sizeof(int8_t)) {
const int8x8_t vb01234567c2 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c2 = vmovl_s8(vb01234567c2);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa0), 2);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa0), 2);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa1), 2);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa1), 2);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa2), 2);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa2), 2);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa3), 2);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa3), 2);
if (k >= 4 * sizeof(int8_t)) {
const int8x8_t vb01234567c3 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c3 = vmovl_s8(vb01234567c3);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa0), 3);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa0), 3);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa1), 3);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa1), 3);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa2), 3);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa2), 3);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa3), 3);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa3), 3);
if (k > 4 * sizeof(int8_t)) {
const int8x8_t vb01234567c4 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c4 = vmovl_s8(vb01234567c4);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa0), 0);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa0), 0);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa1), 0);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa1), 0);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa2), 0);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa2), 0);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa3), 0);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa3), 0);
if (k >= 6 * sizeof(int8_t)) {
const int8x8_t vb01234567c5 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c5 = vmovl_s8(vb01234567c5);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa0), 1);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa0), 1);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa1), 1);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa1), 1);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa2), 1);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa2), 1);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa3), 1);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa3), 1);
if (k > 6 * sizeof(int8_t)) {
const int8x8_t vb01234567c6 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c6 = vmovl_s8(vb01234567c6);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa0), 2);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa0), 2);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa1), 2);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa1), 2);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa2), 2);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa2), 2);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa3), 2);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa3), 2);
}
}
}
}
}
}
}
float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
float32x4_t vfpacc1x0123 = vcvtq_f32_s32(vacc1x0123);
float32x4_t vfpacc1x4567 = vcvtq_f32_s32(vacc1x4567);
float32x4_t vfpacc2x0123 = vcvtq_f32_s32(vacc2x0123);
float32x4_t vfpacc2x4567 = vcvtq_f32_s32(vacc2x4567);
float32x4_t vfpacc3x0123 = vcvtq_f32_s32(vacc3x0123);
float32x4_t vfpacc3x4567 = vcvtq_f32_s32(vacc3x4567);
const float32x4_t vscale0123 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale0123);
vfpacc1x0123 = vmulq_f32(vfpacc1x0123, vscale0123);
vfpacc2x0123 = vmulq_f32(vfpacc2x0123, vscale0123);
vfpacc3x0123 = vmulq_f32(vfpacc3x0123, vscale0123);
const float32x4_t vscale4567 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale4567);
vfpacc1x4567 = vmulq_f32(vfpacc1x4567, vscale4567);
vfpacc2x4567 = vmulq_f32(vfpacc2x4567, vscale4567);
vfpacc3x4567 = vmulq_f32(vfpacc3x4567, vscale4567);
const float32x4_t vmagic_bias = vld1q_dup_f32(¶ms->fp32_neon.magic_bias);
vacc0x0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x0123, vmagic_bias));
vacc0x4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x4567, vmagic_bias));
vacc1x0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc1x0123, vmagic_bias));
vacc1x4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc1x4567, vmagic_bias));
vacc2x0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc2x0123, vmagic_bias));
vacc2x4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc2x4567, vmagic_bias));
vacc3x0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc3x0123, vmagic_bias));
vacc3x4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc3x4567, vmagic_bias));
const int32x4_t vmagic_bias_less_output_zero_point = vld1q_dup_s32(¶ms->fp32_neon.magic_bias_less_output_zero_point);
vacc0x0123 = vqsubq_s32(vacc0x0123, vmagic_bias_less_output_zero_point);
vacc0x4567 = vqsubq_s32(vacc0x4567, vmagic_bias_less_output_zero_point);
vacc1x0123 = vqsubq_s32(vacc1x0123, vmagic_bias_less_output_zero_point);
vacc1x4567 = vqsubq_s32(vacc1x4567, vmagic_bias_less_output_zero_point);
vacc2x0123 = vqsubq_s32(vacc2x0123, vmagic_bias_less_output_zero_point);
vacc2x4567 = vqsubq_s32(vacc2x4567, vmagic_bias_less_output_zero_point);
vacc3x0123 = vqsubq_s32(vacc3x0123, vmagic_bias_less_output_zero_point);
vacc3x4567 = vqsubq_s32(vacc3x4567, vmagic_bias_less_output_zero_point);
#if XNN_ARCH_ARM64
int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567);
int16x8_t vacc1x01234567 = vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567);
int16x8_t vacc2x01234567 = vqmovn_high_s32(vqmovn_s32(vacc2x0123), vacc2x4567);
int16x8_t vacc3x01234567 = vqmovn_high_s32(vqmovn_s32(vacc3x0123), vacc3x4567);
int8x16_t vout0x01234567_1x01234567 = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc1x01234567);
int8x16_t vout2x01234567_3x01234567 = vqmovn_high_s16(vqmovn_s16(vacc2x01234567), vacc3x01234567);
#else
int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567));
int16x8_t vacc1x01234567 = vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567));
int16x8_t vacc2x01234567 = vcombine_s16(vqmovn_s32(vacc2x0123), vqmovn_s32(vacc2x4567));
int16x8_t vacc3x01234567 = vcombine_s16(vqmovn_s32(vacc3x0123), vqmovn_s32(vacc3x4567));
int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc1x01234567));
int8x16_t vout2x01234567_3x01234567 = vcombine_s8(vqmovn_s16(vacc2x01234567), vqmovn_s16(vacc3x01234567));
#endif
const int8x16_t voutput_min = vld1q_dup_s8(¶ms->fp32_neon.output_min);
vout0x01234567_1x01234567 = vmaxq_s8(vout0x01234567_1x01234567, voutput_min);
vout2x01234567_3x01234567 = vmaxq_s8(vout2x01234567_3x01234567, voutput_min);
const int8x16_t voutput_max = vld1q_dup_s8(¶ms->fp32_neon.output_max);
vout0x01234567_1x01234567 = vminq_s8(vout0x01234567_1x01234567, voutput_max);
vout2x01234567_3x01234567 = vminq_s8(vout2x01234567_3x01234567, voutput_max);
if (nc >= 8) {
vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
vst1_s8(c2 + 0, vget_low_s8(vout2x01234567_3x01234567));
vst1_s8(c3 + 0, vget_high_s8(vout2x01234567_3x01234567));
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
a3 = (const int8_t*) ((uintptr_t) a3 - kc);
nc -= 8;
} else {
if (nc & 4) {
vst1q_lane_u32((void*) c0, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
vst1q_lane_u32((void*) c1, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
vst1q_lane_u32((void*) c2, vreinterpretq_u32_s8(vout2x01234567_3x01234567), 0); c2 += 4;
vst1q_lane_u32((void*) c3, vreinterpretq_u32_s8(vout2x01234567_3x01234567), 2); c3 += 4;
vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 4);
}
if (nc & 2) {
vst1q_lane_u16((void*) c0, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
vst1q_lane_u16((void*) c1, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
vst1q_lane_u16((void*) c2, vreinterpretq_u16_s8(vout2x01234567_3x01234567), 0); c2 += 2;
vst1q_lane_u16((void*) c3, vreinterpretq_u16_s8(vout2x01234567_3x01234567), 4); c3 += 2;
vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 2);
}
if (nc & 1) {
vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
vst1q_lane_s8(c2, vout2x01234567_3x01234567, 0);
vst1q_lane_s8(c3, vout2x01234567_3x01234567, 8);
}
nc = 0;
}
} while (nc != 0);
}
| 24,488
| 61.154822
| 125
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-4x8-minmax-fp32-neonv8-mlal-lane-prfm.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/neon-mlal-lane.c.in
// Generator: tools/xngen
//
// Copyright 2020 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 <arm_neon.h>
#include <xnnpack/common.h>
#include <xnnpack/gemm.h>
#include <xnnpack/intrinsics-polyfill.h>
#include <xnnpack/prefetch.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_4x8__neonv8_mlal_lane_prfm(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_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(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
const int8_t* a3 = (const int8_t*) ((uintptr_t) a2 + a_stride);
int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
if XNN_UNPREDICTABLE(mr != 4) {
a3 = a2;
c3 = c2;
}
do {
int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
int32x4_t vacc1x0123 = vacc0x0123;
int32x4_t vacc1x4567 = vacc0x4567;
int32x4_t vacc2x0123 = vacc0x0123;
int32x4_t vacc2x4567 = vacc0x4567;
int32x4_t vacc3x0123 = vacc0x0123;
int32x4_t vacc3x4567 = vacc0x4567;
size_t k = kc;
while (k >= 8 * sizeof(int8_t)) {
const int8x8_t va0 = vld1_s8(a0); a0 += 8;
const int16x8_t vxa0 = vmovl_s8(va0);
const int8x8_t va1 = vld1_s8(a1); a1 += 8;
const int16x8_t vxa1 = vmovl_s8(va1);
const int8x8_t va2 = vld1_s8(a2); a2 += 8;
const int16x8_t vxa2 = vmovl_s8(va2);
const int8x8_t va3 = vld1_s8(a3); a3 += 8;
const int16x8_t vxa3 = vmovl_s8(va3);
const int8x8_t vb01234567c0 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c0 = vmovl_s8(vb01234567c0);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa0), 0);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa0), 0);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa1), 0);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa1), 0);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa2), 0);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa2), 0);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa3), 0);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa3), 0);
const int8x8_t vb01234567c1 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c1 = vmovl_s8(vb01234567c1);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa0), 1);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa0), 1);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa1), 1);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa1), 1);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa2), 1);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa2), 1);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa3), 1);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa3), 1);
const int8x8_t vb01234567c2 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c2 = vmovl_s8(vb01234567c2);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa0), 2);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa0), 2);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa1), 2);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa1), 2);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa2), 2);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa2), 2);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa3), 2);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa3), 2);
const int8x8_t vb01234567c3 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c3 = vmovl_s8(vb01234567c3);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa0), 3);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa0), 3);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa1), 3);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa1), 3);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa2), 3);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa2), 3);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa3), 3);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa3), 3);
xnn_prefetch_to_l1((const int8_t*) w + 448);
const int8x8_t vb01234567c4 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c4 = vmovl_s8(vb01234567c4);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa0), 0);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa0), 0);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa1), 0);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa1), 0);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa2), 0);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa2), 0);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa3), 0);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa3), 0);
const int8x8_t vb01234567c5 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c5 = vmovl_s8(vb01234567c5);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa0), 1);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa0), 1);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa1), 1);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa1), 1);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa2), 1);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa2), 1);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa3), 1);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa3), 1);
const int8x8_t vb01234567c6 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c6 = vmovl_s8(vb01234567c6);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa0), 2);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa0), 2);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa1), 2);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa1), 2);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa2), 2);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa2), 2);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa3), 2);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa3), 2);
const int8x8_t vb01234567c7 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c7 = vmovl_s8(vb01234567c7);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c7), vget_high_s16(vxa0), 3);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c7), vget_high_s16(vxa0), 3);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c7), vget_high_s16(vxa1), 3);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c7), vget_high_s16(vxa1), 3);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c7), vget_high_s16(vxa2), 3);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c7), vget_high_s16(vxa2), 3);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c7), vget_high_s16(vxa3), 3);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c7), vget_high_s16(vxa3), 3);
k -= 8 * sizeof(int8_t);
}
if XNN_UNLIKELY(k != 0) {
const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
const int16x8_t vxa0 = vmovl_s8(va0);
const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
const int16x8_t vxa1 = vmovl_s8(va1);
const int8x8_t va2 = vld1_s8(a2); a2 = (const int8_t*) ((uintptr_t) a2 + k);
const int16x8_t vxa2 = vmovl_s8(va2);
const int8x8_t va3 = vld1_s8(a3); a3 = (const int8_t*) ((uintptr_t) a3 + k);
const int16x8_t vxa3 = vmovl_s8(va3);
const int8x8_t vb01234567c0 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c0 = vmovl_s8(vb01234567c0);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa0), 0);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa0), 0);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa1), 0);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa1), 0);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa2), 0);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa2), 0);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa3), 0);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa3), 0);
if (k >= 2 * sizeof(int8_t)) {
const int8x8_t vb01234567c1 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c1 = vmovl_s8(vb01234567c1);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa0), 1);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa0), 1);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa1), 1);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa1), 1);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa2), 1);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa2), 1);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa3), 1);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa3), 1);
if (k > 2 * sizeof(int8_t)) {
const int8x8_t vb01234567c2 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c2 = vmovl_s8(vb01234567c2);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa0), 2);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa0), 2);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa1), 2);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa1), 2);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa2), 2);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa2), 2);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa3), 2);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa3), 2);
if (k >= 4 * sizeof(int8_t)) {
const int8x8_t vb01234567c3 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c3 = vmovl_s8(vb01234567c3);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa0), 3);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa0), 3);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa1), 3);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa1), 3);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa2), 3);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa2), 3);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa3), 3);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa3), 3);
if (k > 4 * sizeof(int8_t)) {
const int8x8_t vb01234567c4 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c4 = vmovl_s8(vb01234567c4);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa0), 0);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa0), 0);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa1), 0);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa1), 0);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa2), 0);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa2), 0);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa3), 0);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa3), 0);
if (k >= 6 * sizeof(int8_t)) {
const int8x8_t vb01234567c5 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c5 = vmovl_s8(vb01234567c5);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa0), 1);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa0), 1);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa1), 1);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa1), 1);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa2), 1);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa2), 1);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa3), 1);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa3), 1);
if (k > 6 * sizeof(int8_t)) {
const int8x8_t vb01234567c6 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c6 = vmovl_s8(vb01234567c6);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa0), 2);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa0), 2);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa1), 2);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa1), 2);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa2), 2);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa2), 2);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa3), 2);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa3), 2);
}
}
}
}
}
}
}
float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
float32x4_t vfpacc1x0123 = vcvtq_f32_s32(vacc1x0123);
float32x4_t vfpacc1x4567 = vcvtq_f32_s32(vacc1x4567);
float32x4_t vfpacc2x0123 = vcvtq_f32_s32(vacc2x0123);
float32x4_t vfpacc2x4567 = vcvtq_f32_s32(vacc2x4567);
float32x4_t vfpacc3x0123 = vcvtq_f32_s32(vacc3x0123);
float32x4_t vfpacc3x4567 = vcvtq_f32_s32(vacc3x4567);
const float32x4_t vscale0123 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale0123);
vfpacc1x0123 = vmulq_f32(vfpacc1x0123, vscale0123);
vfpacc2x0123 = vmulq_f32(vfpacc2x0123, vscale0123);
vfpacc3x0123 = vmulq_f32(vfpacc3x0123, vscale0123);
const float32x4_t vscale4567 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale4567);
vfpacc1x4567 = vmulq_f32(vfpacc1x4567, vscale4567);
vfpacc2x4567 = vmulq_f32(vfpacc2x4567, vscale4567);
vfpacc3x4567 = vmulq_f32(vfpacc3x4567, vscale4567);
vacc0x0123 = vcvtnq_s32_f32(vfpacc0x0123);
vacc0x4567 = vcvtnq_s32_f32(vfpacc0x4567);
vacc1x0123 = vcvtnq_s32_f32(vfpacc1x0123);
vacc1x4567 = vcvtnq_s32_f32(vfpacc1x4567);
vacc2x0123 = vcvtnq_s32_f32(vfpacc2x0123);
vacc2x4567 = vcvtnq_s32_f32(vfpacc2x4567);
vacc3x0123 = vcvtnq_s32_f32(vfpacc3x0123);
vacc3x4567 = vcvtnq_s32_f32(vfpacc3x4567);
const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->fp32_neonv8.output_zero_point);
#if XNN_ARCH_ARM64
int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567);
int16x8_t vacc1x01234567 = vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567);
int16x8_t vacc2x01234567 = vqmovn_high_s32(vqmovn_s32(vacc2x0123), vacc2x4567);
int16x8_t vacc3x01234567 = vqmovn_high_s32(vqmovn_s32(vacc3x0123), vacc3x4567);
vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point);
vacc1x01234567 = vqaddq_s16(vacc1x01234567, voutput_zero_point);
vacc2x01234567 = vqaddq_s16(vacc2x01234567, voutput_zero_point);
vacc3x01234567 = vqaddq_s16(vacc3x01234567, voutput_zero_point);
int8x16_t vout0x01234567_1x01234567 = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc1x01234567);
int8x16_t vout2x01234567_3x01234567 = vqmovn_high_s16(vqmovn_s16(vacc2x01234567), vacc3x01234567);
#else
int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567));
int16x8_t vacc1x01234567 = vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567));
int16x8_t vacc2x01234567 = vcombine_s16(vqmovn_s32(vacc2x0123), vqmovn_s32(vacc2x4567));
int16x8_t vacc3x01234567 = vcombine_s16(vqmovn_s32(vacc3x0123), vqmovn_s32(vacc3x4567));
vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point);
vacc1x01234567 = vqaddq_s16(vacc1x01234567, voutput_zero_point);
vacc2x01234567 = vqaddq_s16(vacc2x01234567, voutput_zero_point);
vacc3x01234567 = vqaddq_s16(vacc3x01234567, voutput_zero_point);
int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc1x01234567));
int8x16_t vout2x01234567_3x01234567 = vcombine_s8(vqmovn_s16(vacc2x01234567), vqmovn_s16(vacc3x01234567));
#endif
const int8x16_t voutput_min = vld1q_dup_s8(¶ms->fp32_neonv8.output_min);
vout0x01234567_1x01234567 = vmaxq_s8(vout0x01234567_1x01234567, voutput_min);
vout2x01234567_3x01234567 = vmaxq_s8(vout2x01234567_3x01234567, voutput_min);
const int8x16_t voutput_max = vld1q_dup_s8(¶ms->fp32_neonv8.output_max);
vout0x01234567_1x01234567 = vminq_s8(vout0x01234567_1x01234567, voutput_max);
vout2x01234567_3x01234567 = vminq_s8(vout2x01234567_3x01234567, voutput_max);
if (nc >= 8) {
vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
vst1_s8(c2 + 0, vget_low_s8(vout2x01234567_3x01234567));
vst1_s8(c3 + 0, vget_high_s8(vout2x01234567_3x01234567));
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
a3 = (const int8_t*) ((uintptr_t) a3 - kc);
nc -= 8;
} else {
if (nc & 4) {
vst1q_lane_u32((void*) c0, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
vst1q_lane_u32((void*) c1, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
vst1q_lane_u32((void*) c2, vreinterpretq_u32_s8(vout2x01234567_3x01234567), 0); c2 += 4;
vst1q_lane_u32((void*) c3, vreinterpretq_u32_s8(vout2x01234567_3x01234567), 2); c3 += 4;
vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 4);
}
if (nc & 2) {
vst1q_lane_u16((void*) c0, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
vst1q_lane_u16((void*) c1, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
vst1q_lane_u16((void*) c2, vreinterpretq_u16_s8(vout2x01234567_3x01234567), 0); c2 += 2;
vst1q_lane_u16((void*) c3, vreinterpretq_u16_s8(vout2x01234567_3x01234567), 4); c3 += 2;
vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 2);
}
if (nc & 1) {
vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
vst1q_lane_s8(c2, vout2x01234567_3x01234567, 0);
vst1q_lane_s8(c3, vout2x01234567_3x01234567, 8);
}
nc = 0;
}
} while (nc != 0);
}
| 24,196
| 60.258228
| 112
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-4x8-minmax-fp32-neonv8-mlal-lane.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/neon-mlal-lane.c.in
// Generator: tools/xngen
//
// Copyright 2020 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 <arm_neon.h>
#include <xnnpack/common.h>
#include <xnnpack/gemm.h>
#include <xnnpack/intrinsics-polyfill.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_4x8__neonv8_mlal_lane(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_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(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
const int8_t* a3 = (const int8_t*) ((uintptr_t) a2 + a_stride);
int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
if XNN_UNPREDICTABLE(mr != 4) {
a3 = a2;
c3 = c2;
}
do {
int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
int32x4_t vacc1x0123 = vacc0x0123;
int32x4_t vacc1x4567 = vacc0x4567;
int32x4_t vacc2x0123 = vacc0x0123;
int32x4_t vacc2x4567 = vacc0x4567;
int32x4_t vacc3x0123 = vacc0x0123;
int32x4_t vacc3x4567 = vacc0x4567;
size_t k = kc;
while (k >= 8 * sizeof(int8_t)) {
const int8x8_t va0 = vld1_s8(a0); a0 += 8;
const int16x8_t vxa0 = vmovl_s8(va0);
const int8x8_t va1 = vld1_s8(a1); a1 += 8;
const int16x8_t vxa1 = vmovl_s8(va1);
const int8x8_t va2 = vld1_s8(a2); a2 += 8;
const int16x8_t vxa2 = vmovl_s8(va2);
const int8x8_t va3 = vld1_s8(a3); a3 += 8;
const int16x8_t vxa3 = vmovl_s8(va3);
const int8x8_t vb01234567c0 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c0 = vmovl_s8(vb01234567c0);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa0), 0);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa0), 0);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa1), 0);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa1), 0);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa2), 0);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa2), 0);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa3), 0);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa3), 0);
const int8x8_t vb01234567c1 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c1 = vmovl_s8(vb01234567c1);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa0), 1);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa0), 1);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa1), 1);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa1), 1);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa2), 1);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa2), 1);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa3), 1);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa3), 1);
const int8x8_t vb01234567c2 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c2 = vmovl_s8(vb01234567c2);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa0), 2);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa0), 2);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa1), 2);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa1), 2);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa2), 2);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa2), 2);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa3), 2);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa3), 2);
const int8x8_t vb01234567c3 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c3 = vmovl_s8(vb01234567c3);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa0), 3);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa0), 3);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa1), 3);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa1), 3);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa2), 3);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa2), 3);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa3), 3);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa3), 3);
const int8x8_t vb01234567c4 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c4 = vmovl_s8(vb01234567c4);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa0), 0);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa0), 0);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa1), 0);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa1), 0);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa2), 0);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa2), 0);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa3), 0);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa3), 0);
const int8x8_t vb01234567c5 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c5 = vmovl_s8(vb01234567c5);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa0), 1);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa0), 1);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa1), 1);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa1), 1);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa2), 1);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa2), 1);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa3), 1);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa3), 1);
const int8x8_t vb01234567c6 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c6 = vmovl_s8(vb01234567c6);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa0), 2);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa0), 2);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa1), 2);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa1), 2);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa2), 2);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa2), 2);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa3), 2);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa3), 2);
const int8x8_t vb01234567c7 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c7 = vmovl_s8(vb01234567c7);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c7), vget_high_s16(vxa0), 3);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c7), vget_high_s16(vxa0), 3);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c7), vget_high_s16(vxa1), 3);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c7), vget_high_s16(vxa1), 3);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c7), vget_high_s16(vxa2), 3);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c7), vget_high_s16(vxa2), 3);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c7), vget_high_s16(vxa3), 3);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c7), vget_high_s16(vxa3), 3);
k -= 8 * sizeof(int8_t);
}
if XNN_UNLIKELY(k != 0) {
const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
const int16x8_t vxa0 = vmovl_s8(va0);
const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
const int16x8_t vxa1 = vmovl_s8(va1);
const int8x8_t va2 = vld1_s8(a2); a2 = (const int8_t*) ((uintptr_t) a2 + k);
const int16x8_t vxa2 = vmovl_s8(va2);
const int8x8_t va3 = vld1_s8(a3); a3 = (const int8_t*) ((uintptr_t) a3 + k);
const int16x8_t vxa3 = vmovl_s8(va3);
const int8x8_t vb01234567c0 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c0 = vmovl_s8(vb01234567c0);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa0), 0);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa0), 0);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa1), 0);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa1), 0);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa2), 0);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa2), 0);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa3), 0);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa3), 0);
if (k >= 2 * sizeof(int8_t)) {
const int8x8_t vb01234567c1 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c1 = vmovl_s8(vb01234567c1);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa0), 1);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa0), 1);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa1), 1);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa1), 1);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa2), 1);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa2), 1);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa3), 1);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa3), 1);
if (k > 2 * sizeof(int8_t)) {
const int8x8_t vb01234567c2 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c2 = vmovl_s8(vb01234567c2);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa0), 2);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa0), 2);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa1), 2);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa1), 2);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa2), 2);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa2), 2);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa3), 2);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa3), 2);
if (k >= 4 * sizeof(int8_t)) {
const int8x8_t vb01234567c3 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c3 = vmovl_s8(vb01234567c3);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa0), 3);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa0), 3);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa1), 3);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa1), 3);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa2), 3);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa2), 3);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa3), 3);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa3), 3);
if (k > 4 * sizeof(int8_t)) {
const int8x8_t vb01234567c4 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c4 = vmovl_s8(vb01234567c4);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa0), 0);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa0), 0);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa1), 0);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa1), 0);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa2), 0);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa2), 0);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa3), 0);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa3), 0);
if (k >= 6 * sizeof(int8_t)) {
const int8x8_t vb01234567c5 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c5 = vmovl_s8(vb01234567c5);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa0), 1);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa0), 1);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa1), 1);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa1), 1);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa2), 1);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa2), 1);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa3), 1);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa3), 1);
if (k > 6 * sizeof(int8_t)) {
const int8x8_t vb01234567c6 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c6 = vmovl_s8(vb01234567c6);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa0), 2);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa0), 2);
vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa1), 2);
vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa1), 2);
vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa2), 2);
vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa2), 2);
vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa3), 2);
vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa3), 2);
}
}
}
}
}
}
}
float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
float32x4_t vfpacc1x0123 = vcvtq_f32_s32(vacc1x0123);
float32x4_t vfpacc1x4567 = vcvtq_f32_s32(vacc1x4567);
float32x4_t vfpacc2x0123 = vcvtq_f32_s32(vacc2x0123);
float32x4_t vfpacc2x4567 = vcvtq_f32_s32(vacc2x4567);
float32x4_t vfpacc3x0123 = vcvtq_f32_s32(vacc3x0123);
float32x4_t vfpacc3x4567 = vcvtq_f32_s32(vacc3x4567);
const float32x4_t vscale0123 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale0123);
vfpacc1x0123 = vmulq_f32(vfpacc1x0123, vscale0123);
vfpacc2x0123 = vmulq_f32(vfpacc2x0123, vscale0123);
vfpacc3x0123 = vmulq_f32(vfpacc3x0123, vscale0123);
const float32x4_t vscale4567 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale4567);
vfpacc1x4567 = vmulq_f32(vfpacc1x4567, vscale4567);
vfpacc2x4567 = vmulq_f32(vfpacc2x4567, vscale4567);
vfpacc3x4567 = vmulq_f32(vfpacc3x4567, vscale4567);
vacc0x0123 = vcvtnq_s32_f32(vfpacc0x0123);
vacc0x4567 = vcvtnq_s32_f32(vfpacc0x4567);
vacc1x0123 = vcvtnq_s32_f32(vfpacc1x0123);
vacc1x4567 = vcvtnq_s32_f32(vfpacc1x4567);
vacc2x0123 = vcvtnq_s32_f32(vfpacc2x0123);
vacc2x4567 = vcvtnq_s32_f32(vfpacc2x4567);
vacc3x0123 = vcvtnq_s32_f32(vfpacc3x0123);
vacc3x4567 = vcvtnq_s32_f32(vfpacc3x4567);
const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->fp32_neonv8.output_zero_point);
#if XNN_ARCH_ARM64
int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567);
int16x8_t vacc1x01234567 = vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567);
int16x8_t vacc2x01234567 = vqmovn_high_s32(vqmovn_s32(vacc2x0123), vacc2x4567);
int16x8_t vacc3x01234567 = vqmovn_high_s32(vqmovn_s32(vacc3x0123), vacc3x4567);
vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point);
vacc1x01234567 = vqaddq_s16(vacc1x01234567, voutput_zero_point);
vacc2x01234567 = vqaddq_s16(vacc2x01234567, voutput_zero_point);
vacc3x01234567 = vqaddq_s16(vacc3x01234567, voutput_zero_point);
int8x16_t vout0x01234567_1x01234567 = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc1x01234567);
int8x16_t vout2x01234567_3x01234567 = vqmovn_high_s16(vqmovn_s16(vacc2x01234567), vacc3x01234567);
#else
int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567));
int16x8_t vacc1x01234567 = vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567));
int16x8_t vacc2x01234567 = vcombine_s16(vqmovn_s32(vacc2x0123), vqmovn_s32(vacc2x4567));
int16x8_t vacc3x01234567 = vcombine_s16(vqmovn_s32(vacc3x0123), vqmovn_s32(vacc3x4567));
vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point);
vacc1x01234567 = vqaddq_s16(vacc1x01234567, voutput_zero_point);
vacc2x01234567 = vqaddq_s16(vacc2x01234567, voutput_zero_point);
vacc3x01234567 = vqaddq_s16(vacc3x01234567, voutput_zero_point);
int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc1x01234567));
int8x16_t vout2x01234567_3x01234567 = vcombine_s8(vqmovn_s16(vacc2x01234567), vqmovn_s16(vacc3x01234567));
#endif
const int8x16_t voutput_min = vld1q_dup_s8(¶ms->fp32_neonv8.output_min);
vout0x01234567_1x01234567 = vmaxq_s8(vout0x01234567_1x01234567, voutput_min);
vout2x01234567_3x01234567 = vmaxq_s8(vout2x01234567_3x01234567, voutput_min);
const int8x16_t voutput_max = vld1q_dup_s8(¶ms->fp32_neonv8.output_max);
vout0x01234567_1x01234567 = vminq_s8(vout0x01234567_1x01234567, voutput_max);
vout2x01234567_3x01234567 = vminq_s8(vout2x01234567_3x01234567, voutput_max);
if (nc >= 8) {
vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
vst1_s8(c2 + 0, vget_low_s8(vout2x01234567_3x01234567));
vst1_s8(c3 + 0, vget_high_s8(vout2x01234567_3x01234567));
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
a3 = (const int8_t*) ((uintptr_t) a3 - kc);
nc -= 8;
} else {
if (nc & 4) {
vst1q_lane_u32((void*) c0, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
vst1q_lane_u32((void*) c1, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
vst1q_lane_u32((void*) c2, vreinterpretq_u32_s8(vout2x01234567_3x01234567), 0); c2 += 4;
vst1q_lane_u32((void*) c3, vreinterpretq_u32_s8(vout2x01234567_3x01234567), 2); c3 += 4;
vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 4);
}
if (nc & 2) {
vst1q_lane_u16((void*) c0, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
vst1q_lane_u16((void*) c1, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
vst1q_lane_u16((void*) c2, vreinterpretq_u16_s8(vout2x01234567_3x01234567), 0); c2 += 2;
vst1q_lane_u16((void*) c3, vreinterpretq_u16_s8(vout2x01234567_3x01234567), 4); c3 += 2;
vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 2);
}
if (nc & 1) {
vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
vst1q_lane_s8(c2, vout2x01234567_3x01234567, 0);
vst1q_lane_s8(c3, vout2x01234567_3x01234567, 8);
}
nc = 0;
}
} while (nc != 0);
}
| 24,110
| 60.351145
| 112
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-4x8c4-minmax-fp32-neondot.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/c4-neondot.c.in
// Generator: tools/xngen
//
// Copyright 2020 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 <arm_neon.h>
#include <xnnpack/gemm.h>
#include <xnnpack/intrinsics-polyfill.h>
#include <xnnpack/math.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_4x8c4__neondot(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_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(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
kc = round_up_po2(kc, 4 * sizeof(int8_t));
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
const int8_t* a3 = (const int8_t*) ((uintptr_t) a2 + a_stride);
int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
if XNN_UNPREDICTABLE(mr != 4) {
a3 = a2;
c3 = c2;
}
// Loop over groups of 8 columns.
do {
// Initialize accumulators with bias. 8 bias values are loaded from the
// weight matrix, at the start of the group of 8 columns.
int32x4_t vacc0x0123 = vld1q_s32(w); w = (const int32_t*) w + 4;
int32x4_t vacc0x4567 = vld1q_s32(w); w = (const int32_t*) w + 4;
int32x4_t vacc1x0123 = vacc0x0123;
int32x4_t vacc1x4567 = vacc0x4567;
int32x4_t vacc2x0123 = vacc0x0123;
int32x4_t vacc2x4567 = vacc0x4567;
int32x4_t vacc3x0123 = vacc0x0123;
int32x4_t vacc3x4567 = vacc0x4567;
// Inner accumulation loop along the 8 columns.
size_t k = kc;
// 2x partial unrolled loop to load 8 bytes at a time.
while (k >= 8 * sizeof(int8_t)) {
// Load a 4x8 block of activations.
const int8x8_t va0x01234567 = vld1_s8(a0); a0 += 8;
const int8x8_t va1x01234567 = vld1_s8(a1); a1 += 8;
const int8x8_t va2x01234567 = vld1_s8(a2); a2 += 8;
const int8x8_t va3x01234567 = vld1_s8(a3); a3 += 8;
// Load a 8x8 block of weights.
const int8x16_t vb0123x0123 = vld1q_s8(w); w = (const int8_t*) w + 16;
const int8x16_t vb0123x4567 = vld1q_s8(w); w = (const int8_t*) w + 16;
const int8x16_t vb4567x0123 = vld1q_s8(w); w = (const int8_t*) w + 16;
const int8x16_t vb4567x4567 = vld1q_s8(w); w = (const int8_t*) w + 16;
// Multiply-accumulate: 4x8 * 8x8 --> 4x8.
vacc0x0123 = vdotq_lane_s32(vacc0x0123, vb0123x0123, va0x01234567, 0);
vacc0x4567 = vdotq_lane_s32(vacc0x4567, vb0123x4567, va0x01234567, 0);
vacc1x0123 = vdotq_lane_s32(vacc1x0123, vb0123x0123, va1x01234567, 0);
vacc1x4567 = vdotq_lane_s32(vacc1x4567, vb0123x4567, va1x01234567, 0);
vacc2x0123 = vdotq_lane_s32(vacc2x0123, vb0123x0123, va2x01234567, 0);
vacc2x4567 = vdotq_lane_s32(vacc2x4567, vb0123x4567, va2x01234567, 0);
vacc3x0123 = vdotq_lane_s32(vacc3x0123, vb0123x0123, va3x01234567, 0);
vacc3x4567 = vdotq_lane_s32(vacc3x4567, vb0123x4567, va3x01234567, 0);
vacc0x0123 = vdotq_lane_s32(vacc0x0123, vb4567x0123, va0x01234567, 1);
vacc0x4567 = vdotq_lane_s32(vacc0x4567, vb4567x4567, va0x01234567, 1);
vacc1x0123 = vdotq_lane_s32(vacc1x0123, vb4567x0123, va1x01234567, 1);
vacc1x4567 = vdotq_lane_s32(vacc1x4567, vb4567x4567, va1x01234567, 1);
vacc2x0123 = vdotq_lane_s32(vacc2x0123, vb4567x0123, va2x01234567, 1);
vacc2x4567 = vdotq_lane_s32(vacc2x4567, vb4567x4567, va2x01234567, 1);
vacc3x0123 = vdotq_lane_s32(vacc3x0123, vb4567x0123, va3x01234567, 1);
vacc3x4567 = vdotq_lane_s32(vacc3x4567, vb4567x4567, va3x01234567, 1);
k -= 8 * sizeof(int8_t);
}
// Handle up to 4 final positions of `k`
if XNN_UNLIKELY(k != 0) {
// Load a 4x4 block of activations.
const int8x8_t va0x01234567 = vld1_s8(a0); a0 += 4;
const int8x8_t va1x01234567 = vld1_s8(a1); a1 += 4;
const int8x8_t va2x01234567 = vld1_s8(a2); a2 += 4;
const int8x8_t va3x01234567 = vld1_s8(a3); a3 += 4;
// Load a 4x8 block of weights.
const int8x16_t vb0123x0123 = vld1q_s8(w); w = (const int8_t*) w + 16;
const int8x16_t vb0123x4567 = vld1q_s8(w); w = (const int8_t*) w + 16;
// Multiply-accumulate: 4x4 * 4x8 --> 4x8.
vacc0x0123 = vdotq_lane_s32(vacc0x0123, vb0123x0123, va0x01234567, 0);
vacc0x4567 = vdotq_lane_s32(vacc0x4567, vb0123x4567, va0x01234567, 0);
vacc1x0123 = vdotq_lane_s32(vacc1x0123, vb0123x0123, va1x01234567, 0);
vacc1x4567 = vdotq_lane_s32(vacc1x4567, vb0123x4567, va1x01234567, 0);
vacc2x0123 = vdotq_lane_s32(vacc2x0123, vb0123x0123, va2x01234567, 0);
vacc2x4567 = vdotq_lane_s32(vacc2x4567, vb0123x4567, va2x01234567, 0);
vacc3x0123 = vdotq_lane_s32(vacc3x0123, vb0123x0123, va3x01234567, 0);
vacc3x4567 = vdotq_lane_s32(vacc3x4567, vb0123x4567, va3x01234567, 0);
}
float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
float32x4_t vfpacc1x0123 = vcvtq_f32_s32(vacc1x0123);
float32x4_t vfpacc1x4567 = vcvtq_f32_s32(vacc1x4567);
float32x4_t vfpacc2x0123 = vcvtq_f32_s32(vacc2x0123);
float32x4_t vfpacc2x4567 = vcvtq_f32_s32(vacc2x4567);
float32x4_t vfpacc3x0123 = vcvtq_f32_s32(vacc3x0123);
float32x4_t vfpacc3x4567 = vcvtq_f32_s32(vacc3x4567);
const float32x4_t vscale0123 = vld1q_f32((const float*) w); w = (const float*) w + 4;
vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale0123);
vfpacc1x0123 = vmulq_f32(vfpacc1x0123, vscale0123);
vfpacc2x0123 = vmulq_f32(vfpacc2x0123, vscale0123);
vfpacc3x0123 = vmulq_f32(vfpacc3x0123, vscale0123);
const float32x4_t vscale4567 = vld1q_f32((const float*) w); w = (const float*) w + 4;
vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale4567);
vfpacc1x4567 = vmulq_f32(vfpacc1x4567, vscale4567);
vfpacc2x4567 = vmulq_f32(vfpacc2x4567, vscale4567);
vfpacc3x4567 = vmulq_f32(vfpacc3x4567, vscale4567);
vacc0x0123 = vcvtnq_s32_f32(vfpacc0x0123);
vacc0x4567 = vcvtnq_s32_f32(vfpacc0x4567);
vacc1x0123 = vcvtnq_s32_f32(vfpacc1x0123);
vacc1x4567 = vcvtnq_s32_f32(vfpacc1x4567);
vacc2x0123 = vcvtnq_s32_f32(vfpacc2x0123);
vacc2x4567 = vcvtnq_s32_f32(vfpacc2x4567);
vacc3x0123 = vcvtnq_s32_f32(vfpacc3x0123);
vacc3x4567 = vcvtnq_s32_f32(vfpacc3x4567);
const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->fp32_neonv8.output_zero_point);
#if XNN_ARCH_ARM64
const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
const int16x8_t vacc2x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc2x0123), vacc2x4567), voutput_zero_point);
const int16x8_t vacc3x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc3x0123), vacc3x4567), voutput_zero_point);
int8x16_t vout0x01234567_1x01234567 = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc1x01234567);
int8x16_t vout2x01234567_3x01234567 = vqmovn_high_s16(vqmovn_s16(vacc2x01234567), vacc3x01234567);
#else
const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
const int16x8_t vacc2x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc2x0123), vqmovn_s32(vacc2x4567)), voutput_zero_point);
const int16x8_t vacc3x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc3x0123), vqmovn_s32(vacc3x4567)), voutput_zero_point);
int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc1x01234567));
int8x16_t vout2x01234567_3x01234567 = vcombine_s8(vqmovn_s16(vacc2x01234567), vqmovn_s16(vacc3x01234567));
#endif
const int8x16_t voutput_min = vld1q_dup_s8(¶ms->fp32_neonv8.output_min);
const int8x16_t voutput_max = vld1q_dup_s8(¶ms->fp32_neonv8.output_max);
vout0x01234567_1x01234567 = vmaxq_s8(vout0x01234567_1x01234567, voutput_min);
vout2x01234567_3x01234567 = vmaxq_s8(vout2x01234567_3x01234567, voutput_min);
vout0x01234567_1x01234567 = vminq_s8(vout0x01234567_1x01234567, voutput_max);
vout2x01234567_3x01234567 = vminq_s8(vout2x01234567_3x01234567, voutput_max);
if (nc >= 8) {
// Main case where there the 8 columns fit in the destination.
vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
vst1_s8(c2 + 0, vget_low_s8(vout2x01234567_3x01234567));
vst1_s8(c3 + 0, vget_high_s8(vout2x01234567_3x01234567));
// Advance to the next 8 columns.
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
a3 = (const int8_t*) ((uintptr_t) a3 - kc);
nc -= 8;
} else {
// Final case where not all of the 8 columns fit in the destination.
if (nc & 4) {
vst1q_lane_u32((void*) c0, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
vst1q_lane_u32((void*) c1, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
vst1q_lane_u32((void*) c2, vreinterpretq_u32_s8(vout2x01234567_3x01234567), 0); c2 += 4;
vst1q_lane_u32((void*) c3, vreinterpretq_u32_s8(vout2x01234567_3x01234567), 2); c3 += 4;
vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 4);
}
if (nc & 2) {
vst1q_lane_u16((void*) c0, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
vst1q_lane_u16((void*) c1, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
vst1q_lane_u16((void*) c2, vreinterpretq_u16_s8(vout2x01234567_3x01234567), 0); c2 += 2;
vst1q_lane_u16((void*) c3, vreinterpretq_u16_s8(vout2x01234567_3x01234567), 4); c3 += 2;
vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 2);
}
if (nc & 1) {
vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
vst1q_lane_s8(c2, vout2x01234567_3x01234567, 0);
vst1q_lane_s8(c3, vout2x01234567_3x01234567, 8);
}
nc = 0;
}
} while (nc != 0);
}
| 11,471
| 47.201681
| 132
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-6x8c4-minmax-fp32-neondot.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/c4-neondot.c.in
// Generator: tools/xngen
//
// Copyright 2020 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 <arm_neon.h>
#include <xnnpack/gemm.h>
#include <xnnpack/intrinsics-polyfill.h>
#include <xnnpack/math.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_6x8c4__neondot(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
{
assert(mr != 0);
assert(mr <= 6);
assert(nc != 0);
assert(kc != 0);
assert(kc % sizeof(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
kc = round_up_po2(kc, 4 * sizeof(int8_t));
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
const int8_t* a3 = (const int8_t*) ((uintptr_t) a2 + a_stride);
int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
if XNN_UNPREDICTABLE(mr < 4) {
a3 = a2;
c3 = c2;
}
const int8_t* a4 = (const int8_t*) ((uintptr_t) a3 + a_stride);
int8_t* c4 = (int8_t*) ((uintptr_t) c3 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 4) {
a4 = a3;
c4 = c3;
}
const int8_t* a5 = (const int8_t*) ((uintptr_t) a4 + a_stride);
int8_t* c5 = (int8_t*) ((uintptr_t) c4 + cm_stride);
if XNN_UNPREDICTABLE(mr != 6) {
a5 = a4;
c5 = c4;
}
// Loop over groups of 8 columns.
do {
// Initialize accumulators with bias. 8 bias values are loaded from the
// weight matrix, at the start of the group of 8 columns.
int32x4_t vacc0x0123 = vld1q_s32(w); w = (const int32_t*) w + 4;
int32x4_t vacc0x4567 = vld1q_s32(w); w = (const int32_t*) w + 4;
int32x4_t vacc1x0123 = vacc0x0123;
int32x4_t vacc1x4567 = vacc0x4567;
int32x4_t vacc2x0123 = vacc0x0123;
int32x4_t vacc2x4567 = vacc0x4567;
int32x4_t vacc3x0123 = vacc0x0123;
int32x4_t vacc3x4567 = vacc0x4567;
int32x4_t vacc4x0123 = vacc0x0123;
int32x4_t vacc4x4567 = vacc0x4567;
int32x4_t vacc5x0123 = vacc0x0123;
int32x4_t vacc5x4567 = vacc0x4567;
// Inner accumulation loop along the 8 columns.
size_t k = kc;
// 2x partial unrolled loop to load 8 bytes at a time.
while (k >= 8 * sizeof(int8_t)) {
// Load a 6x8 block of activations.
const int8x8_t va0x01234567 = vld1_s8(a0); a0 += 8;
const int8x8_t va1x01234567 = vld1_s8(a1); a1 += 8;
const int8x8_t va2x01234567 = vld1_s8(a2); a2 += 8;
const int8x8_t va3x01234567 = vld1_s8(a3); a3 += 8;
const int8x8_t va4x01234567 = vld1_s8(a4); a4 += 8;
const int8x8_t va5x01234567 = vld1_s8(a5); a5 += 8;
// Load a 8x8 block of weights.
const int8x16_t vb0123x0123 = vld1q_s8(w); w = (const int8_t*) w + 16;
const int8x16_t vb0123x4567 = vld1q_s8(w); w = (const int8_t*) w + 16;
const int8x16_t vb4567x0123 = vld1q_s8(w); w = (const int8_t*) w + 16;
const int8x16_t vb4567x4567 = vld1q_s8(w); w = (const int8_t*) w + 16;
// Multiply-accumulate: 6x8 * 8x8 --> 6x8.
vacc0x0123 = vdotq_lane_s32(vacc0x0123, vb0123x0123, va0x01234567, 0);
vacc0x4567 = vdotq_lane_s32(vacc0x4567, vb0123x4567, va0x01234567, 0);
vacc1x0123 = vdotq_lane_s32(vacc1x0123, vb0123x0123, va1x01234567, 0);
vacc1x4567 = vdotq_lane_s32(vacc1x4567, vb0123x4567, va1x01234567, 0);
vacc2x0123 = vdotq_lane_s32(vacc2x0123, vb0123x0123, va2x01234567, 0);
vacc2x4567 = vdotq_lane_s32(vacc2x4567, vb0123x4567, va2x01234567, 0);
vacc3x0123 = vdotq_lane_s32(vacc3x0123, vb0123x0123, va3x01234567, 0);
vacc3x4567 = vdotq_lane_s32(vacc3x4567, vb0123x4567, va3x01234567, 0);
vacc4x0123 = vdotq_lane_s32(vacc4x0123, vb0123x0123, va4x01234567, 0);
vacc4x4567 = vdotq_lane_s32(vacc4x4567, vb0123x4567, va4x01234567, 0);
vacc5x0123 = vdotq_lane_s32(vacc5x0123, vb0123x0123, va5x01234567, 0);
vacc5x4567 = vdotq_lane_s32(vacc5x4567, vb0123x4567, va5x01234567, 0);
vacc0x0123 = vdotq_lane_s32(vacc0x0123, vb4567x0123, va0x01234567, 1);
vacc0x4567 = vdotq_lane_s32(vacc0x4567, vb4567x4567, va0x01234567, 1);
vacc1x0123 = vdotq_lane_s32(vacc1x0123, vb4567x0123, va1x01234567, 1);
vacc1x4567 = vdotq_lane_s32(vacc1x4567, vb4567x4567, va1x01234567, 1);
vacc2x0123 = vdotq_lane_s32(vacc2x0123, vb4567x0123, va2x01234567, 1);
vacc2x4567 = vdotq_lane_s32(vacc2x4567, vb4567x4567, va2x01234567, 1);
vacc3x0123 = vdotq_lane_s32(vacc3x0123, vb4567x0123, va3x01234567, 1);
vacc3x4567 = vdotq_lane_s32(vacc3x4567, vb4567x4567, va3x01234567, 1);
vacc4x0123 = vdotq_lane_s32(vacc4x0123, vb4567x0123, va4x01234567, 1);
vacc4x4567 = vdotq_lane_s32(vacc4x4567, vb4567x4567, va4x01234567, 1);
vacc5x0123 = vdotq_lane_s32(vacc5x0123, vb4567x0123, va5x01234567, 1);
vacc5x4567 = vdotq_lane_s32(vacc5x4567, vb4567x4567, va5x01234567, 1);
k -= 8 * sizeof(int8_t);
}
// Handle up to 4 final positions of `k`
if XNN_UNLIKELY(k != 0) {
// Load a 6x4 block of activations.
const int8x8_t va0x01234567 = vld1_s8(a0); a0 += 4;
const int8x8_t va1x01234567 = vld1_s8(a1); a1 += 4;
const int8x8_t va2x01234567 = vld1_s8(a2); a2 += 4;
const int8x8_t va3x01234567 = vld1_s8(a3); a3 += 4;
const int8x8_t va4x01234567 = vld1_s8(a4); a4 += 4;
const int8x8_t va5x01234567 = vld1_s8(a5); a5 += 4;
// Load a 4x8 block of weights.
const int8x16_t vb0123x0123 = vld1q_s8(w); w = (const int8_t*) w + 16;
const int8x16_t vb0123x4567 = vld1q_s8(w); w = (const int8_t*) w + 16;
// Multiply-accumulate: 6x4 * 4x8 --> 6x8.
vacc0x0123 = vdotq_lane_s32(vacc0x0123, vb0123x0123, va0x01234567, 0);
vacc0x4567 = vdotq_lane_s32(vacc0x4567, vb0123x4567, va0x01234567, 0);
vacc1x0123 = vdotq_lane_s32(vacc1x0123, vb0123x0123, va1x01234567, 0);
vacc1x4567 = vdotq_lane_s32(vacc1x4567, vb0123x4567, va1x01234567, 0);
vacc2x0123 = vdotq_lane_s32(vacc2x0123, vb0123x0123, va2x01234567, 0);
vacc2x4567 = vdotq_lane_s32(vacc2x4567, vb0123x4567, va2x01234567, 0);
vacc3x0123 = vdotq_lane_s32(vacc3x0123, vb0123x0123, va3x01234567, 0);
vacc3x4567 = vdotq_lane_s32(vacc3x4567, vb0123x4567, va3x01234567, 0);
vacc4x0123 = vdotq_lane_s32(vacc4x0123, vb0123x0123, va4x01234567, 0);
vacc4x4567 = vdotq_lane_s32(vacc4x4567, vb0123x4567, va4x01234567, 0);
vacc5x0123 = vdotq_lane_s32(vacc5x0123, vb0123x0123, va5x01234567, 0);
vacc5x4567 = vdotq_lane_s32(vacc5x4567, vb0123x4567, va5x01234567, 0);
}
float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
float32x4_t vfpacc1x0123 = vcvtq_f32_s32(vacc1x0123);
float32x4_t vfpacc1x4567 = vcvtq_f32_s32(vacc1x4567);
float32x4_t vfpacc2x0123 = vcvtq_f32_s32(vacc2x0123);
float32x4_t vfpacc2x4567 = vcvtq_f32_s32(vacc2x4567);
float32x4_t vfpacc3x0123 = vcvtq_f32_s32(vacc3x0123);
float32x4_t vfpacc3x4567 = vcvtq_f32_s32(vacc3x4567);
float32x4_t vfpacc4x0123 = vcvtq_f32_s32(vacc4x0123);
float32x4_t vfpacc4x4567 = vcvtq_f32_s32(vacc4x4567);
float32x4_t vfpacc5x0123 = vcvtq_f32_s32(vacc5x0123);
float32x4_t vfpacc5x4567 = vcvtq_f32_s32(vacc5x4567);
const float32x4_t vscale0123 = vld1q_f32((const float*) w); w = (const float*) w + 4;
vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale0123);
vfpacc1x0123 = vmulq_f32(vfpacc1x0123, vscale0123);
vfpacc2x0123 = vmulq_f32(vfpacc2x0123, vscale0123);
vfpacc3x0123 = vmulq_f32(vfpacc3x0123, vscale0123);
vfpacc4x0123 = vmulq_f32(vfpacc4x0123, vscale0123);
vfpacc5x0123 = vmulq_f32(vfpacc5x0123, vscale0123);
const float32x4_t vscale4567 = vld1q_f32((const float*) w); w = (const float*) w + 4;
vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale4567);
vfpacc1x4567 = vmulq_f32(vfpacc1x4567, vscale4567);
vfpacc2x4567 = vmulq_f32(vfpacc2x4567, vscale4567);
vfpacc3x4567 = vmulq_f32(vfpacc3x4567, vscale4567);
vfpacc4x4567 = vmulq_f32(vfpacc4x4567, vscale4567);
vfpacc5x4567 = vmulq_f32(vfpacc5x4567, vscale4567);
vacc0x0123 = vcvtnq_s32_f32(vfpacc0x0123);
vacc0x4567 = vcvtnq_s32_f32(vfpacc0x4567);
vacc1x0123 = vcvtnq_s32_f32(vfpacc1x0123);
vacc1x4567 = vcvtnq_s32_f32(vfpacc1x4567);
vacc2x0123 = vcvtnq_s32_f32(vfpacc2x0123);
vacc2x4567 = vcvtnq_s32_f32(vfpacc2x4567);
vacc3x0123 = vcvtnq_s32_f32(vfpacc3x0123);
vacc3x4567 = vcvtnq_s32_f32(vfpacc3x4567);
vacc4x0123 = vcvtnq_s32_f32(vfpacc4x0123);
vacc4x4567 = vcvtnq_s32_f32(vfpacc4x4567);
vacc5x0123 = vcvtnq_s32_f32(vfpacc5x0123);
vacc5x4567 = vcvtnq_s32_f32(vfpacc5x4567);
const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->fp32_neonv8.output_zero_point);
#if XNN_ARCH_ARM64
const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
const int16x8_t vacc2x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc2x0123), vacc2x4567), voutput_zero_point);
const int16x8_t vacc3x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc3x0123), vacc3x4567), voutput_zero_point);
const int16x8_t vacc4x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc4x0123), vacc4x4567), voutput_zero_point);
const int16x8_t vacc5x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc5x0123), vacc5x4567), voutput_zero_point);
int8x16_t vout0x01234567_1x01234567 = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc1x01234567);
int8x16_t vout2x01234567_3x01234567 = vqmovn_high_s16(vqmovn_s16(vacc2x01234567), vacc3x01234567);
int8x16_t vout4x01234567_5x01234567 = vqmovn_high_s16(vqmovn_s16(vacc4x01234567), vacc5x01234567);
#else
const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
const int16x8_t vacc2x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc2x0123), vqmovn_s32(vacc2x4567)), voutput_zero_point);
const int16x8_t vacc3x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc3x0123), vqmovn_s32(vacc3x4567)), voutput_zero_point);
const int16x8_t vacc4x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc4x0123), vqmovn_s32(vacc4x4567)), voutput_zero_point);
const int16x8_t vacc5x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc5x0123), vqmovn_s32(vacc5x4567)), voutput_zero_point);
int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc1x01234567));
int8x16_t vout2x01234567_3x01234567 = vcombine_s8(vqmovn_s16(vacc2x01234567), vqmovn_s16(vacc3x01234567));
int8x16_t vout4x01234567_5x01234567 = vcombine_s8(vqmovn_s16(vacc4x01234567), vqmovn_s16(vacc5x01234567));
#endif
const int8x16_t voutput_min = vld1q_dup_s8(¶ms->fp32_neonv8.output_min);
const int8x16_t voutput_max = vld1q_dup_s8(¶ms->fp32_neonv8.output_max);
vout0x01234567_1x01234567 = vmaxq_s8(vout0x01234567_1x01234567, voutput_min);
vout2x01234567_3x01234567 = vmaxq_s8(vout2x01234567_3x01234567, voutput_min);
vout4x01234567_5x01234567 = vmaxq_s8(vout4x01234567_5x01234567, voutput_min);
vout0x01234567_1x01234567 = vminq_s8(vout0x01234567_1x01234567, voutput_max);
vout2x01234567_3x01234567 = vminq_s8(vout2x01234567_3x01234567, voutput_max);
vout4x01234567_5x01234567 = vminq_s8(vout4x01234567_5x01234567, voutput_max);
if (nc >= 8) {
// Main case where there the 8 columns fit in the destination.
vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
vst1_s8(c2 + 0, vget_low_s8(vout2x01234567_3x01234567));
vst1_s8(c3 + 0, vget_high_s8(vout2x01234567_3x01234567));
vst1_s8(c4 + 0, vget_low_s8(vout4x01234567_5x01234567));
vst1_s8(c5 + 0, vget_high_s8(vout4x01234567_5x01234567));
// Advance to the next 8 columns.
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
c4 = (int8_t*) ((uintptr_t) c4 + cn_stride);
c5 = (int8_t*) ((uintptr_t) c5 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
a3 = (const int8_t*) ((uintptr_t) a3 - kc);
a4 = (const int8_t*) ((uintptr_t) a4 - kc);
a5 = (const int8_t*) ((uintptr_t) a5 - kc);
nc -= 8;
} else {
// Final case where not all of the 8 columns fit in the destination.
if (nc & 4) {
vst1q_lane_u32((void*) c0, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
vst1q_lane_u32((void*) c1, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
vst1q_lane_u32((void*) c2, vreinterpretq_u32_s8(vout2x01234567_3x01234567), 0); c2 += 4;
vst1q_lane_u32((void*) c3, vreinterpretq_u32_s8(vout2x01234567_3x01234567), 2); c3 += 4;
vst1q_lane_u32((void*) c4, vreinterpretq_u32_s8(vout4x01234567_5x01234567), 0); c4 += 4;
vst1q_lane_u32((void*) c5, vreinterpretq_u32_s8(vout4x01234567_5x01234567), 2); c5 += 4;
vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 4);
vout4x01234567_5x01234567 = vextq_s8(vout4x01234567_5x01234567, vout4x01234567_5x01234567, 4);
}
if (nc & 2) {
vst1q_lane_u16((void*) c0, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
vst1q_lane_u16((void*) c1, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
vst1q_lane_u16((void*) c2, vreinterpretq_u16_s8(vout2x01234567_3x01234567), 0); c2 += 2;
vst1q_lane_u16((void*) c3, vreinterpretq_u16_s8(vout2x01234567_3x01234567), 4); c3 += 2;
vst1q_lane_u16((void*) c4, vreinterpretq_u16_s8(vout4x01234567_5x01234567), 0); c4 += 2;
vst1q_lane_u16((void*) c5, vreinterpretq_u16_s8(vout4x01234567_5x01234567), 4); c5 += 2;
vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 2);
vout4x01234567_5x01234567 = vextq_s8(vout4x01234567_5x01234567, vout4x01234567_5x01234567, 2);
}
if (nc & 1) {
vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
vst1q_lane_s8(c2, vout2x01234567_3x01234567, 0);
vst1q_lane_s8(c3, vout2x01234567_3x01234567, 8);
vst1q_lane_s8(c4, vout4x01234567_5x01234567, 0);
vst1q_lane_s8(c5, vout4x01234567_5x01234567, 8);
}
nc = 0;
}
} while (nc != 0);
}
| 15,729
| 50.743421
| 132
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-gemm/gen/qs8-qc8w-gemm-8x8c4-minmax-fp32-neondot.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-gemm/c4-neondot.c.in
// Generator: tools/xngen
//
// Copyright 2020 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 <arm_neon.h>
#include <xnnpack/gemm.h>
#include <xnnpack/intrinsics-polyfill.h>
#include <xnnpack/math.h>
void xnn_qs8_qc8w_gemm_minmax_fp32_ukernel_8x8c4__neondot(
size_t mr,
size_t nc,
size_t kc,
const int8_t* restrict a,
size_t a_stride,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
{
assert(mr != 0);
assert(mr <= 8);
assert(nc != 0);
assert(kc != 0);
assert(kc % sizeof(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
kc = round_up_po2(kc, 4 * sizeof(int8_t));
const int8_t* a0 = a;
int8_t* c0 = c;
const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
if XNN_UNPREDICTABLE(mr < 2) {
a1 = a0;
c1 = c0;
}
const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 2) {
a2 = a1;
c2 = c1;
}
const int8_t* a3 = (const int8_t*) ((uintptr_t) a2 + a_stride);
int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
if XNN_UNPREDICTABLE(mr < 4) {
a3 = a2;
c3 = c2;
}
const int8_t* a4 = (const int8_t*) ((uintptr_t) a3 + a_stride);
int8_t* c4 = (int8_t*) ((uintptr_t) c3 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 4) {
a4 = a3;
c4 = c3;
}
const int8_t* a5 = (const int8_t*) ((uintptr_t) a4 + a_stride);
int8_t* c5 = (int8_t*) ((uintptr_t) c4 + cm_stride);
if XNN_UNPREDICTABLE(mr < 6) {
a5 = a4;
c5 = c4;
}
const int8_t* a6 = (const int8_t*) ((uintptr_t) a5 + a_stride);
int8_t* c6 = (int8_t*) ((uintptr_t) c5 + cm_stride);
if XNN_UNPREDICTABLE(mr <= 6) {
a6 = a5;
c6 = c5;
}
const int8_t* a7 = (const int8_t*) ((uintptr_t) a6 + a_stride);
int8_t* c7 = (int8_t*) ((uintptr_t) c6 + cm_stride);
if XNN_UNPREDICTABLE(mr != 8) {
a7 = a6;
c7 = c6;
}
// Loop over groups of 8 columns.
do {
// Initialize accumulators with bias. 8 bias values are loaded from the
// weight matrix, at the start of the group of 8 columns.
int32x4_t vacc0x0123 = vld1q_s32(w); w = (const int32_t*) w + 4;
int32x4_t vacc0x4567 = vld1q_s32(w); w = (const int32_t*) w + 4;
int32x4_t vacc1x0123 = vacc0x0123;
int32x4_t vacc1x4567 = vacc0x4567;
int32x4_t vacc2x0123 = vacc0x0123;
int32x4_t vacc2x4567 = vacc0x4567;
int32x4_t vacc3x0123 = vacc0x0123;
int32x4_t vacc3x4567 = vacc0x4567;
int32x4_t vacc4x0123 = vacc0x0123;
int32x4_t vacc4x4567 = vacc0x4567;
int32x4_t vacc5x0123 = vacc0x0123;
int32x4_t vacc5x4567 = vacc0x4567;
int32x4_t vacc6x0123 = vacc0x0123;
int32x4_t vacc6x4567 = vacc0x4567;
int32x4_t vacc7x0123 = vacc0x0123;
int32x4_t vacc7x4567 = vacc0x4567;
// Inner accumulation loop along the 8 columns.
size_t k = kc;
// 2x partial unrolled loop to load 8 bytes at a time.
while (k >= 8 * sizeof(int8_t)) {
// Load a 8x8 block of activations.
const int8x8_t va0x01234567 = vld1_s8(a0); a0 += 8;
const int8x8_t va1x01234567 = vld1_s8(a1); a1 += 8;
const int8x8_t va2x01234567 = vld1_s8(a2); a2 += 8;
const int8x8_t va3x01234567 = vld1_s8(a3); a3 += 8;
const int8x8_t va4x01234567 = vld1_s8(a4); a4 += 8;
const int8x8_t va5x01234567 = vld1_s8(a5); a5 += 8;
const int8x8_t va6x01234567 = vld1_s8(a6); a6 += 8;
const int8x8_t va7x01234567 = vld1_s8(a7); a7 += 8;
// Load a 8x8 block of weights.
const int8x16_t vb0123x0123 = vld1q_s8(w); w = (const int8_t*) w + 16;
const int8x16_t vb0123x4567 = vld1q_s8(w); w = (const int8_t*) w + 16;
const int8x16_t vb4567x0123 = vld1q_s8(w); w = (const int8_t*) w + 16;
const int8x16_t vb4567x4567 = vld1q_s8(w); w = (const int8_t*) w + 16;
// Multiply-accumulate: 8x8 * 8x8 --> 8x8.
vacc0x0123 = vdotq_lane_s32(vacc0x0123, vb0123x0123, va0x01234567, 0);
vacc0x4567 = vdotq_lane_s32(vacc0x4567, vb0123x4567, va0x01234567, 0);
vacc1x0123 = vdotq_lane_s32(vacc1x0123, vb0123x0123, va1x01234567, 0);
vacc1x4567 = vdotq_lane_s32(vacc1x4567, vb0123x4567, va1x01234567, 0);
vacc2x0123 = vdotq_lane_s32(vacc2x0123, vb0123x0123, va2x01234567, 0);
vacc2x4567 = vdotq_lane_s32(vacc2x4567, vb0123x4567, va2x01234567, 0);
vacc3x0123 = vdotq_lane_s32(vacc3x0123, vb0123x0123, va3x01234567, 0);
vacc3x4567 = vdotq_lane_s32(vacc3x4567, vb0123x4567, va3x01234567, 0);
vacc4x0123 = vdotq_lane_s32(vacc4x0123, vb0123x0123, va4x01234567, 0);
vacc4x4567 = vdotq_lane_s32(vacc4x4567, vb0123x4567, va4x01234567, 0);
vacc5x0123 = vdotq_lane_s32(vacc5x0123, vb0123x0123, va5x01234567, 0);
vacc5x4567 = vdotq_lane_s32(vacc5x4567, vb0123x4567, va5x01234567, 0);
vacc6x0123 = vdotq_lane_s32(vacc6x0123, vb0123x0123, va6x01234567, 0);
vacc6x4567 = vdotq_lane_s32(vacc6x4567, vb0123x4567, va6x01234567, 0);
vacc7x0123 = vdotq_lane_s32(vacc7x0123, vb0123x0123, va7x01234567, 0);
vacc7x4567 = vdotq_lane_s32(vacc7x4567, vb0123x4567, va7x01234567, 0);
vacc0x0123 = vdotq_lane_s32(vacc0x0123, vb4567x0123, va0x01234567, 1);
vacc0x4567 = vdotq_lane_s32(vacc0x4567, vb4567x4567, va0x01234567, 1);
vacc1x0123 = vdotq_lane_s32(vacc1x0123, vb4567x0123, va1x01234567, 1);
vacc1x4567 = vdotq_lane_s32(vacc1x4567, vb4567x4567, va1x01234567, 1);
vacc2x0123 = vdotq_lane_s32(vacc2x0123, vb4567x0123, va2x01234567, 1);
vacc2x4567 = vdotq_lane_s32(vacc2x4567, vb4567x4567, va2x01234567, 1);
vacc3x0123 = vdotq_lane_s32(vacc3x0123, vb4567x0123, va3x01234567, 1);
vacc3x4567 = vdotq_lane_s32(vacc3x4567, vb4567x4567, va3x01234567, 1);
vacc4x0123 = vdotq_lane_s32(vacc4x0123, vb4567x0123, va4x01234567, 1);
vacc4x4567 = vdotq_lane_s32(vacc4x4567, vb4567x4567, va4x01234567, 1);
vacc5x0123 = vdotq_lane_s32(vacc5x0123, vb4567x0123, va5x01234567, 1);
vacc5x4567 = vdotq_lane_s32(vacc5x4567, vb4567x4567, va5x01234567, 1);
vacc6x0123 = vdotq_lane_s32(vacc6x0123, vb4567x0123, va6x01234567, 1);
vacc6x4567 = vdotq_lane_s32(vacc6x4567, vb4567x4567, va6x01234567, 1);
vacc7x0123 = vdotq_lane_s32(vacc7x0123, vb4567x0123, va7x01234567, 1);
vacc7x4567 = vdotq_lane_s32(vacc7x4567, vb4567x4567, va7x01234567, 1);
k -= 8 * sizeof(int8_t);
}
// Handle up to 4 final positions of `k`
if XNN_UNLIKELY(k != 0) {
// Load a 8x4 block of activations.
const int8x8_t va0x01234567 = vld1_s8(a0); a0 += 4;
const int8x8_t va1x01234567 = vld1_s8(a1); a1 += 4;
const int8x8_t va2x01234567 = vld1_s8(a2); a2 += 4;
const int8x8_t va3x01234567 = vld1_s8(a3); a3 += 4;
const int8x8_t va4x01234567 = vld1_s8(a4); a4 += 4;
const int8x8_t va5x01234567 = vld1_s8(a5); a5 += 4;
const int8x8_t va6x01234567 = vld1_s8(a6); a6 += 4;
const int8x8_t va7x01234567 = vld1_s8(a7); a7 += 4;
// Load a 4x8 block of weights.
const int8x16_t vb0123x0123 = vld1q_s8(w); w = (const int8_t*) w + 16;
const int8x16_t vb0123x4567 = vld1q_s8(w); w = (const int8_t*) w + 16;
// Multiply-accumulate: 8x4 * 4x8 --> 8x8.
vacc0x0123 = vdotq_lane_s32(vacc0x0123, vb0123x0123, va0x01234567, 0);
vacc0x4567 = vdotq_lane_s32(vacc0x4567, vb0123x4567, va0x01234567, 0);
vacc1x0123 = vdotq_lane_s32(vacc1x0123, vb0123x0123, va1x01234567, 0);
vacc1x4567 = vdotq_lane_s32(vacc1x4567, vb0123x4567, va1x01234567, 0);
vacc2x0123 = vdotq_lane_s32(vacc2x0123, vb0123x0123, va2x01234567, 0);
vacc2x4567 = vdotq_lane_s32(vacc2x4567, vb0123x4567, va2x01234567, 0);
vacc3x0123 = vdotq_lane_s32(vacc3x0123, vb0123x0123, va3x01234567, 0);
vacc3x4567 = vdotq_lane_s32(vacc3x4567, vb0123x4567, va3x01234567, 0);
vacc4x0123 = vdotq_lane_s32(vacc4x0123, vb0123x0123, va4x01234567, 0);
vacc4x4567 = vdotq_lane_s32(vacc4x4567, vb0123x4567, va4x01234567, 0);
vacc5x0123 = vdotq_lane_s32(vacc5x0123, vb0123x0123, va5x01234567, 0);
vacc5x4567 = vdotq_lane_s32(vacc5x4567, vb0123x4567, va5x01234567, 0);
vacc6x0123 = vdotq_lane_s32(vacc6x0123, vb0123x0123, va6x01234567, 0);
vacc6x4567 = vdotq_lane_s32(vacc6x4567, vb0123x4567, va6x01234567, 0);
vacc7x0123 = vdotq_lane_s32(vacc7x0123, vb0123x0123, va7x01234567, 0);
vacc7x4567 = vdotq_lane_s32(vacc7x4567, vb0123x4567, va7x01234567, 0);
}
float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
float32x4_t vfpacc1x0123 = vcvtq_f32_s32(vacc1x0123);
float32x4_t vfpacc1x4567 = vcvtq_f32_s32(vacc1x4567);
float32x4_t vfpacc2x0123 = vcvtq_f32_s32(vacc2x0123);
float32x4_t vfpacc2x4567 = vcvtq_f32_s32(vacc2x4567);
float32x4_t vfpacc3x0123 = vcvtq_f32_s32(vacc3x0123);
float32x4_t vfpacc3x4567 = vcvtq_f32_s32(vacc3x4567);
float32x4_t vfpacc4x0123 = vcvtq_f32_s32(vacc4x0123);
float32x4_t vfpacc4x4567 = vcvtq_f32_s32(vacc4x4567);
float32x4_t vfpacc5x0123 = vcvtq_f32_s32(vacc5x0123);
float32x4_t vfpacc5x4567 = vcvtq_f32_s32(vacc5x4567);
float32x4_t vfpacc6x0123 = vcvtq_f32_s32(vacc6x0123);
float32x4_t vfpacc6x4567 = vcvtq_f32_s32(vacc6x4567);
float32x4_t vfpacc7x0123 = vcvtq_f32_s32(vacc7x0123);
float32x4_t vfpacc7x4567 = vcvtq_f32_s32(vacc7x4567);
const float32x4_t vscale0123 = vld1q_f32((const float*) w); w = (const float*) w + 4;
vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale0123);
vfpacc1x0123 = vmulq_f32(vfpacc1x0123, vscale0123);
vfpacc2x0123 = vmulq_f32(vfpacc2x0123, vscale0123);
vfpacc3x0123 = vmulq_f32(vfpacc3x0123, vscale0123);
vfpacc4x0123 = vmulq_f32(vfpacc4x0123, vscale0123);
vfpacc5x0123 = vmulq_f32(vfpacc5x0123, vscale0123);
vfpacc6x0123 = vmulq_f32(vfpacc6x0123, vscale0123);
vfpacc7x0123 = vmulq_f32(vfpacc7x0123, vscale0123);
const float32x4_t vscale4567 = vld1q_f32((const float*) w); w = (const float*) w + 4;
vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale4567);
vfpacc1x4567 = vmulq_f32(vfpacc1x4567, vscale4567);
vfpacc2x4567 = vmulq_f32(vfpacc2x4567, vscale4567);
vfpacc3x4567 = vmulq_f32(vfpacc3x4567, vscale4567);
vfpacc4x4567 = vmulq_f32(vfpacc4x4567, vscale4567);
vfpacc5x4567 = vmulq_f32(vfpacc5x4567, vscale4567);
vfpacc6x4567 = vmulq_f32(vfpacc6x4567, vscale4567);
vfpacc7x4567 = vmulq_f32(vfpacc7x4567, vscale4567);
vacc0x0123 = vcvtnq_s32_f32(vfpacc0x0123);
vacc0x4567 = vcvtnq_s32_f32(vfpacc0x4567);
vacc1x0123 = vcvtnq_s32_f32(vfpacc1x0123);
vacc1x4567 = vcvtnq_s32_f32(vfpacc1x4567);
vacc2x0123 = vcvtnq_s32_f32(vfpacc2x0123);
vacc2x4567 = vcvtnq_s32_f32(vfpacc2x4567);
vacc3x0123 = vcvtnq_s32_f32(vfpacc3x0123);
vacc3x4567 = vcvtnq_s32_f32(vfpacc3x4567);
vacc4x0123 = vcvtnq_s32_f32(vfpacc4x0123);
vacc4x4567 = vcvtnq_s32_f32(vfpacc4x4567);
vacc5x0123 = vcvtnq_s32_f32(vfpacc5x0123);
vacc5x4567 = vcvtnq_s32_f32(vfpacc5x4567);
vacc6x0123 = vcvtnq_s32_f32(vfpacc6x0123);
vacc6x4567 = vcvtnq_s32_f32(vfpacc6x4567);
vacc7x0123 = vcvtnq_s32_f32(vfpacc7x0123);
vacc7x4567 = vcvtnq_s32_f32(vfpacc7x4567);
const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->fp32_neonv8.output_zero_point);
#if XNN_ARCH_ARM64
const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
const int16x8_t vacc2x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc2x0123), vacc2x4567), voutput_zero_point);
const int16x8_t vacc3x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc3x0123), vacc3x4567), voutput_zero_point);
const int16x8_t vacc4x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc4x0123), vacc4x4567), voutput_zero_point);
const int16x8_t vacc5x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc5x0123), vacc5x4567), voutput_zero_point);
const int16x8_t vacc6x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc6x0123), vacc6x4567), voutput_zero_point);
const int16x8_t vacc7x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc7x0123), vacc7x4567), voutput_zero_point);
int8x16_t vout0x01234567_1x01234567 = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc1x01234567);
int8x16_t vout2x01234567_3x01234567 = vqmovn_high_s16(vqmovn_s16(vacc2x01234567), vacc3x01234567);
int8x16_t vout4x01234567_5x01234567 = vqmovn_high_s16(vqmovn_s16(vacc4x01234567), vacc5x01234567);
int8x16_t vout6x01234567_7x01234567 = vqmovn_high_s16(vqmovn_s16(vacc6x01234567), vacc7x01234567);
#else
const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
const int16x8_t vacc2x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc2x0123), vqmovn_s32(vacc2x4567)), voutput_zero_point);
const int16x8_t vacc3x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc3x0123), vqmovn_s32(vacc3x4567)), voutput_zero_point);
const int16x8_t vacc4x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc4x0123), vqmovn_s32(vacc4x4567)), voutput_zero_point);
const int16x8_t vacc5x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc5x0123), vqmovn_s32(vacc5x4567)), voutput_zero_point);
const int16x8_t vacc6x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc6x0123), vqmovn_s32(vacc6x4567)), voutput_zero_point);
const int16x8_t vacc7x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc7x0123), vqmovn_s32(vacc7x4567)), voutput_zero_point);
int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc1x01234567));
int8x16_t vout2x01234567_3x01234567 = vcombine_s8(vqmovn_s16(vacc2x01234567), vqmovn_s16(vacc3x01234567));
int8x16_t vout4x01234567_5x01234567 = vcombine_s8(vqmovn_s16(vacc4x01234567), vqmovn_s16(vacc5x01234567));
int8x16_t vout6x01234567_7x01234567 = vcombine_s8(vqmovn_s16(vacc6x01234567), vqmovn_s16(vacc7x01234567));
#endif
const int8x16_t voutput_min = vld1q_dup_s8(¶ms->fp32_neonv8.output_min);
const int8x16_t voutput_max = vld1q_dup_s8(¶ms->fp32_neonv8.output_max);
vout0x01234567_1x01234567 = vmaxq_s8(vout0x01234567_1x01234567, voutput_min);
vout2x01234567_3x01234567 = vmaxq_s8(vout2x01234567_3x01234567, voutput_min);
vout4x01234567_5x01234567 = vmaxq_s8(vout4x01234567_5x01234567, voutput_min);
vout6x01234567_7x01234567 = vmaxq_s8(vout6x01234567_7x01234567, voutput_min);
vout0x01234567_1x01234567 = vminq_s8(vout0x01234567_1x01234567, voutput_max);
vout2x01234567_3x01234567 = vminq_s8(vout2x01234567_3x01234567, voutput_max);
vout4x01234567_5x01234567 = vminq_s8(vout4x01234567_5x01234567, voutput_max);
vout6x01234567_7x01234567 = vminq_s8(vout6x01234567_7x01234567, voutput_max);
if (nc >= 8) {
// Main case where there the 8 columns fit in the destination.
vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
vst1_s8(c2 + 0, vget_low_s8(vout2x01234567_3x01234567));
vst1_s8(c3 + 0, vget_high_s8(vout2x01234567_3x01234567));
vst1_s8(c4 + 0, vget_low_s8(vout4x01234567_5x01234567));
vst1_s8(c5 + 0, vget_high_s8(vout4x01234567_5x01234567));
vst1_s8(c6 + 0, vget_low_s8(vout6x01234567_7x01234567));
vst1_s8(c7 + 0, vget_high_s8(vout6x01234567_7x01234567));
// Advance to the next 8 columns.
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
c4 = (int8_t*) ((uintptr_t) c4 + cn_stride);
c5 = (int8_t*) ((uintptr_t) c5 + cn_stride);
c6 = (int8_t*) ((uintptr_t) c6 + cn_stride);
c7 = (int8_t*) ((uintptr_t) c7 + cn_stride);
a0 = (const int8_t*) ((uintptr_t) a0 - kc);
a1 = (const int8_t*) ((uintptr_t) a1 - kc);
a2 = (const int8_t*) ((uintptr_t) a2 - kc);
a3 = (const int8_t*) ((uintptr_t) a3 - kc);
a4 = (const int8_t*) ((uintptr_t) a4 - kc);
a5 = (const int8_t*) ((uintptr_t) a5 - kc);
a6 = (const int8_t*) ((uintptr_t) a6 - kc);
a7 = (const int8_t*) ((uintptr_t) a7 - kc);
nc -= 8;
} else {
// Final case where not all of the 8 columns fit in the destination.
if (nc & 4) {
vst1q_lane_u32((void*) c0, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
vst1q_lane_u32((void*) c1, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
vst1q_lane_u32((void*) c2, vreinterpretq_u32_s8(vout2x01234567_3x01234567), 0); c2 += 4;
vst1q_lane_u32((void*) c3, vreinterpretq_u32_s8(vout2x01234567_3x01234567), 2); c3 += 4;
vst1q_lane_u32((void*) c4, vreinterpretq_u32_s8(vout4x01234567_5x01234567), 0); c4 += 4;
vst1q_lane_u32((void*) c5, vreinterpretq_u32_s8(vout4x01234567_5x01234567), 2); c5 += 4;
vst1q_lane_u32((void*) c6, vreinterpretq_u32_s8(vout6x01234567_7x01234567), 0); c6 += 4;
vst1q_lane_u32((void*) c7, vreinterpretq_u32_s8(vout6x01234567_7x01234567), 2); c7 += 4;
vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 4);
vout4x01234567_5x01234567 = vextq_s8(vout4x01234567_5x01234567, vout4x01234567_5x01234567, 4);
vout6x01234567_7x01234567 = vextq_s8(vout6x01234567_7x01234567, vout6x01234567_7x01234567, 4);
}
if (nc & 2) {
vst1q_lane_u16((void*) c0, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
vst1q_lane_u16((void*) c1, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
vst1q_lane_u16((void*) c2, vreinterpretq_u16_s8(vout2x01234567_3x01234567), 0); c2 += 2;
vst1q_lane_u16((void*) c3, vreinterpretq_u16_s8(vout2x01234567_3x01234567), 4); c3 += 2;
vst1q_lane_u16((void*) c4, vreinterpretq_u16_s8(vout4x01234567_5x01234567), 0); c4 += 2;
vst1q_lane_u16((void*) c5, vreinterpretq_u16_s8(vout4x01234567_5x01234567), 4); c5 += 2;
vst1q_lane_u16((void*) c6, vreinterpretq_u16_s8(vout6x01234567_7x01234567), 0); c6 += 2;
vst1q_lane_u16((void*) c7, vreinterpretq_u16_s8(vout6x01234567_7x01234567), 4); c7 += 2;
vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 2);
vout4x01234567_5x01234567 = vextq_s8(vout4x01234567_5x01234567, vout4x01234567_5x01234567, 2);
vout6x01234567_7x01234567 = vextq_s8(vout6x01234567_7x01234567, vout6x01234567_7x01234567, 2);
}
if (nc & 1) {
vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
vst1q_lane_s8(c2, vout2x01234567_3x01234567, 0);
vst1q_lane_s8(c3, vout2x01234567_3x01234567, 8);
vst1q_lane_s8(c4, vout4x01234567_5x01234567, 0);
vst1q_lane_s8(c5, vout4x01234567_5x01234567, 8);
vst1q_lane_s8(c6, vout6x01234567_7x01234567, 0);
vst1q_lane_s8(c7, vout6x01234567_7x01234567, 8);
}
nc = 0;
}
} while (nc != 0);
}
| 19,987
| 53.021622
| 132
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-igemm/gen/qs8-qc8w-igemm-1x16-minmax-fp32-neon-mlal-lane-prfm.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-igemm/neon-mlal-lane.c.in
// Generator: tools/xngen
//
// Copyright 2020 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 <arm_neon.h>
#include <xnnpack/common.h>
#include <xnnpack/igemm.h>
#include <xnnpack/prefetch.h>
void xnn_qs8_qc8w_igemm_minmax_fp32_ukernel_1x16__neon_mlal_lane_prfm(
size_t mr,
size_t nc,
size_t kc,
size_t ks,
const int8_t** restrict a,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
size_t a_offset,
const int8_t* zero,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
{
assert(mr != 0);
assert(mr <= 1);
assert(nc != 0);
assert(kc != 0);
assert(ks != 0);
assert(ks % (1 * sizeof(void*)) == 0);
assert(a_offset % sizeof(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
int8_t* c0 = c;
do {
int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
int32x4_t vacc0x89AB = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
int32x4_t vacc0xCDEF = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
size_t p = ks;
do {
const int8_t* restrict a0 = a[0];
if XNN_UNPREDICTABLE(a0 != zero) {
a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
}
a += 1;
size_t k = kc;
while (k >= 8 * sizeof(int8_t)) {
const int8x8_t va0 = vld1_s8(a0); a0 += 8;
const int16x8_t vxa0 = vmovl_s8(va0);
const int8x8_t vb01234567c0 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c0 = vmovl_s8(vb01234567c0);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa0), 0);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa0), 0);
const int8x8_t vb89ABCDEFc0 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc0 = vmovl_s8(vb89ABCDEFc0);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc0), vget_low_s16(vxa0), 0);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc0), vget_low_s16(vxa0), 0);
const int8x8_t vb01234567c1 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c1 = vmovl_s8(vb01234567c1);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa0), 1);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa0), 1);
const int8x8_t vb89ABCDEFc1 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc1 = vmovl_s8(vb89ABCDEFc1);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc1), vget_low_s16(vxa0), 1);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc1), vget_low_s16(vxa0), 1);
const int8x8_t vb01234567c2 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c2 = vmovl_s8(vb01234567c2);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa0), 2);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa0), 2);
const int8x8_t vb89ABCDEFc2 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc2 = vmovl_s8(vb89ABCDEFc2);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc2), vget_low_s16(vxa0), 2);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc2), vget_low_s16(vxa0), 2);
const int8x8_t vb01234567c3 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c3 = vmovl_s8(vb01234567c3);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa0), 3);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa0), 3);
const int8x8_t vb89ABCDEFc3 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc3 = vmovl_s8(vb89ABCDEFc3);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc3), vget_low_s16(vxa0), 3);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc3), vget_low_s16(vxa0), 3);
xnn_prefetch_to_l1((const int8_t*) w + 448);
xnn_prefetch_to_l1((const int8_t*) w + 512);
const int8x8_t vb01234567c4 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c4 = vmovl_s8(vb01234567c4);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa0), 0);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa0), 0);
const int8x8_t vb89ABCDEFc4 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc4 = vmovl_s8(vb89ABCDEFc4);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc4), vget_high_s16(vxa0), 0);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc4), vget_high_s16(vxa0), 0);
const int8x8_t vb01234567c5 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c5 = vmovl_s8(vb01234567c5);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa0), 1);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa0), 1);
const int8x8_t vb89ABCDEFc5 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc5 = vmovl_s8(vb89ABCDEFc5);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc5), vget_high_s16(vxa0), 1);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc5), vget_high_s16(vxa0), 1);
const int8x8_t vb01234567c6 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c6 = vmovl_s8(vb01234567c6);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa0), 2);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa0), 2);
const int8x8_t vb89ABCDEFc6 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc6 = vmovl_s8(vb89ABCDEFc6);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc6), vget_high_s16(vxa0), 2);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc6), vget_high_s16(vxa0), 2);
const int8x8_t vb01234567c7 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c7 = vmovl_s8(vb01234567c7);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c7), vget_high_s16(vxa0), 3);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c7), vget_high_s16(vxa0), 3);
const int8x8_t vb89ABCDEFc7 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc7 = vmovl_s8(vb89ABCDEFc7);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc7), vget_high_s16(vxa0), 3);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc7), vget_high_s16(vxa0), 3);
k -= 8 * sizeof(int8_t);
}
if XNN_UNLIKELY(k != 0) {
const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
const int16x8_t vxa0 = vmovl_s8(va0);
const int8x8_t vb01234567c0 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c0 = vmovl_s8(vb01234567c0);
const int8x8_t vb89ABCDEFc0 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc0 = vmovl_s8(vb89ABCDEFc0);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa0), 0);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa0), 0);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc0), vget_low_s16(vxa0), 0);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc0), vget_low_s16(vxa0), 0);
if (k >= 2 * sizeof(int8_t)) {
const int8x8_t vb01234567c1 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c1 = vmovl_s8(vb01234567c1);
const int8x8_t vb89ABCDEFc1 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc1 = vmovl_s8(vb89ABCDEFc1);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa0), 1);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa0), 1);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc1), vget_low_s16(vxa0), 1);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc1), vget_low_s16(vxa0), 1);
if (k > 2 * sizeof(int8_t)) {
const int8x8_t vb01234567c2 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c2 = vmovl_s8(vb01234567c2);
const int8x8_t vb89ABCDEFc2 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc2 = vmovl_s8(vb89ABCDEFc2);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa0), 2);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa0), 2);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc2), vget_low_s16(vxa0), 2);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc2), vget_low_s16(vxa0), 2);
if (k >= 4 * sizeof(int8_t)) {
const int8x8_t vb01234567c3 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c3 = vmovl_s8(vb01234567c3);
const int8x8_t vb89ABCDEFc3 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc3 = vmovl_s8(vb89ABCDEFc3);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa0), 3);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa0), 3);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc3), vget_low_s16(vxa0), 3);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc3), vget_low_s16(vxa0), 3);
if (k > 4 * sizeof(int8_t)) {
const int8x8_t vb01234567c4 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c4 = vmovl_s8(vb01234567c4);
const int8x8_t vb89ABCDEFc4 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc4 = vmovl_s8(vb89ABCDEFc4);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa0), 0);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa0), 0);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc4), vget_high_s16(vxa0), 0);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc4), vget_high_s16(vxa0), 0);
if (k >= 6 * sizeof(int8_t)) {
const int8x8_t vb01234567c5 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c5 = vmovl_s8(vb01234567c5);
const int8x8_t vb89ABCDEFc5 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc5 = vmovl_s8(vb89ABCDEFc5);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa0), 1);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa0), 1);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc5), vget_high_s16(vxa0), 1);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc5), vget_high_s16(vxa0), 1);
if (k > 6 * sizeof(int8_t)) {
const int8x8_t vb01234567c6 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c6 = vmovl_s8(vb01234567c6);
const int8x8_t vb89ABCDEFc6 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc6 = vmovl_s8(vb89ABCDEFc6);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa0), 2);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa0), 2);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc6), vget_high_s16(vxa0), 2);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc6), vget_high_s16(vxa0), 2);
}
}
}
}
}
}
}
p -= 1 * sizeof(void*);
} while (p != 0);
// Post-accumulation work
float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
float32x4_t vfpacc0x89AB = vcvtq_f32_s32(vacc0x89AB);
float32x4_t vfpacc0xCDEF = vcvtq_f32_s32(vacc0xCDEF);
const float32x4_t vscale0123 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale0123);
const float32x4_t vscale4567 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale4567);
const float32x4_t vscale89AB = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
vfpacc0x89AB = vmulq_f32(vfpacc0x89AB, vscale89AB);
const float32x4_t vscaleCDEF = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
vfpacc0xCDEF = vmulq_f32(vfpacc0xCDEF, vscaleCDEF);
const float32x4_t vmagic_bias = vld1q_dup_f32(¶ms->fp32_neon.magic_bias);
vacc0x0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x0123, vmagic_bias));
vacc0x4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x4567, vmagic_bias));
vacc0x89AB = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x89AB, vmagic_bias));
vacc0xCDEF = vreinterpretq_s32_f32(vaddq_f32(vfpacc0xCDEF, vmagic_bias));
const int32x4_t vmagic_bias_less_output_zero_point = vld1q_dup_s32(¶ms->fp32_neon.magic_bias_less_output_zero_point);
vacc0x0123 = vqsubq_s32(vacc0x0123, vmagic_bias_less_output_zero_point);
vacc0x4567 = vqsubq_s32(vacc0x4567, vmagic_bias_less_output_zero_point);
vacc0x89AB = vqsubq_s32(vacc0x89AB, vmagic_bias_less_output_zero_point);
vacc0xCDEF = vqsubq_s32(vacc0xCDEF, vmagic_bias_less_output_zero_point);
#if XNN_ARCH_ARM64
int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567);
int16x8_t vacc0x89ABCDEF = vqmovn_high_s32(vqmovn_s32(vacc0x89AB), vacc0xCDEF);
int8x16_t vout0x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc0x89ABCDEF);
#else
int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567));
int16x8_t vacc0x89ABCDEF = vcombine_s16(vqmovn_s32(vacc0x89AB), vqmovn_s32(vacc0xCDEF));
int8x16_t vout0x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc0x89ABCDEF));
#endif
const int8x16_t voutput_min = vld1q_dup_s8(¶ms->fp32_neon.output_min);
vout0x0123456789ABCDEF = vmaxq_s8(vout0x0123456789ABCDEF, voutput_min);
const int8x16_t voutput_max = vld1q_dup_s8(¶ms->fp32_neon.output_max);
vout0x0123456789ABCDEF = vminq_s8(vout0x0123456789ABCDEF, voutput_max);
if (nc >= 16) {
vst1q_s8(c0 + 0, vout0x0123456789ABCDEF);
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
a = (const int8_t**restrict) ((uintptr_t) a - ks);
nc -= 16;
} else {
int8x8_t vout0x01234567 = vget_low_s8(vout0x0123456789ABCDEF);
if (nc & 8) {
vst1_s8(c0, vout0x01234567); c0 += 8;
vout0x01234567 = vget_high_s8(vout0x0123456789ABCDEF);
}
if (nc & 4) {
vst1_lane_u32((void*) c0, vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4;
vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4);
}
if (nc & 2) {
vst1_lane_u16((void*) c0, vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2;
vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2);
}
if (nc & 1) {
vst1_lane_s8(c0, vout0x01234567, 0);
}
nc = 0;
}
} while (nc != 0);
}
| 17,241
| 53.220126
| 125
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-igemm/gen/qs8-qc8w-igemm-1x16-minmax-fp32-neon-mlal-lane.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-igemm/neon-mlal-lane.c.in
// Generator: tools/xngen
//
// Copyright 2020 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 <arm_neon.h>
#include <xnnpack/common.h>
#include <xnnpack/igemm.h>
void xnn_qs8_qc8w_igemm_minmax_fp32_ukernel_1x16__neon_mlal_lane(
size_t mr,
size_t nc,
size_t kc,
size_t ks,
const int8_t** restrict a,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
size_t a_offset,
const int8_t* zero,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
{
assert(mr != 0);
assert(mr <= 1);
assert(nc != 0);
assert(kc != 0);
assert(ks != 0);
assert(ks % (1 * sizeof(void*)) == 0);
assert(a_offset % sizeof(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
int8_t* c0 = c;
do {
int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
int32x4_t vacc0x89AB = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
int32x4_t vacc0xCDEF = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
size_t p = ks;
do {
const int8_t* restrict a0 = a[0];
if XNN_UNPREDICTABLE(a0 != zero) {
a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
}
a += 1;
size_t k = kc;
while (k >= 8 * sizeof(int8_t)) {
const int8x8_t va0 = vld1_s8(a0); a0 += 8;
const int16x8_t vxa0 = vmovl_s8(va0);
const int8x8_t vb01234567c0 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c0 = vmovl_s8(vb01234567c0);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa0), 0);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa0), 0);
const int8x8_t vb89ABCDEFc0 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc0 = vmovl_s8(vb89ABCDEFc0);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc0), vget_low_s16(vxa0), 0);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc0), vget_low_s16(vxa0), 0);
const int8x8_t vb01234567c1 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c1 = vmovl_s8(vb01234567c1);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa0), 1);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa0), 1);
const int8x8_t vb89ABCDEFc1 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc1 = vmovl_s8(vb89ABCDEFc1);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc1), vget_low_s16(vxa0), 1);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc1), vget_low_s16(vxa0), 1);
const int8x8_t vb01234567c2 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c2 = vmovl_s8(vb01234567c2);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa0), 2);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa0), 2);
const int8x8_t vb89ABCDEFc2 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc2 = vmovl_s8(vb89ABCDEFc2);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc2), vget_low_s16(vxa0), 2);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc2), vget_low_s16(vxa0), 2);
const int8x8_t vb01234567c3 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c3 = vmovl_s8(vb01234567c3);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa0), 3);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa0), 3);
const int8x8_t vb89ABCDEFc3 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc3 = vmovl_s8(vb89ABCDEFc3);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc3), vget_low_s16(vxa0), 3);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc3), vget_low_s16(vxa0), 3);
const int8x8_t vb01234567c4 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c4 = vmovl_s8(vb01234567c4);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa0), 0);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa0), 0);
const int8x8_t vb89ABCDEFc4 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc4 = vmovl_s8(vb89ABCDEFc4);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc4), vget_high_s16(vxa0), 0);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc4), vget_high_s16(vxa0), 0);
const int8x8_t vb01234567c5 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c5 = vmovl_s8(vb01234567c5);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa0), 1);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa0), 1);
const int8x8_t vb89ABCDEFc5 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc5 = vmovl_s8(vb89ABCDEFc5);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc5), vget_high_s16(vxa0), 1);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc5), vget_high_s16(vxa0), 1);
const int8x8_t vb01234567c6 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c6 = vmovl_s8(vb01234567c6);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa0), 2);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa0), 2);
const int8x8_t vb89ABCDEFc6 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc6 = vmovl_s8(vb89ABCDEFc6);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc6), vget_high_s16(vxa0), 2);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc6), vget_high_s16(vxa0), 2);
const int8x8_t vb01234567c7 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c7 = vmovl_s8(vb01234567c7);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c7), vget_high_s16(vxa0), 3);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c7), vget_high_s16(vxa0), 3);
const int8x8_t vb89ABCDEFc7 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc7 = vmovl_s8(vb89ABCDEFc7);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc7), vget_high_s16(vxa0), 3);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc7), vget_high_s16(vxa0), 3);
k -= 8 * sizeof(int8_t);
}
if XNN_UNLIKELY(k != 0) {
const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
const int16x8_t vxa0 = vmovl_s8(va0);
const int8x8_t vb01234567c0 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c0 = vmovl_s8(vb01234567c0);
const int8x8_t vb89ABCDEFc0 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc0 = vmovl_s8(vb89ABCDEFc0);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa0), 0);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa0), 0);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc0), vget_low_s16(vxa0), 0);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc0), vget_low_s16(vxa0), 0);
if (k >= 2 * sizeof(int8_t)) {
const int8x8_t vb01234567c1 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c1 = vmovl_s8(vb01234567c1);
const int8x8_t vb89ABCDEFc1 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc1 = vmovl_s8(vb89ABCDEFc1);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa0), 1);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa0), 1);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc1), vget_low_s16(vxa0), 1);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc1), vget_low_s16(vxa0), 1);
if (k > 2 * sizeof(int8_t)) {
const int8x8_t vb01234567c2 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c2 = vmovl_s8(vb01234567c2);
const int8x8_t vb89ABCDEFc2 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc2 = vmovl_s8(vb89ABCDEFc2);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa0), 2);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa0), 2);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc2), vget_low_s16(vxa0), 2);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc2), vget_low_s16(vxa0), 2);
if (k >= 4 * sizeof(int8_t)) {
const int8x8_t vb01234567c3 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c3 = vmovl_s8(vb01234567c3);
const int8x8_t vb89ABCDEFc3 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc3 = vmovl_s8(vb89ABCDEFc3);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa0), 3);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa0), 3);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc3), vget_low_s16(vxa0), 3);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc3), vget_low_s16(vxa0), 3);
if (k > 4 * sizeof(int8_t)) {
const int8x8_t vb01234567c4 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c4 = vmovl_s8(vb01234567c4);
const int8x8_t vb89ABCDEFc4 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc4 = vmovl_s8(vb89ABCDEFc4);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa0), 0);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa0), 0);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc4), vget_high_s16(vxa0), 0);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc4), vget_high_s16(vxa0), 0);
if (k >= 6 * sizeof(int8_t)) {
const int8x8_t vb01234567c5 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c5 = vmovl_s8(vb01234567c5);
const int8x8_t vb89ABCDEFc5 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc5 = vmovl_s8(vb89ABCDEFc5);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa0), 1);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa0), 1);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc5), vget_high_s16(vxa0), 1);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc5), vget_high_s16(vxa0), 1);
if (k > 6 * sizeof(int8_t)) {
const int8x8_t vb01234567c6 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c6 = vmovl_s8(vb01234567c6);
const int8x8_t vb89ABCDEFc6 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc6 = vmovl_s8(vb89ABCDEFc6);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa0), 2);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa0), 2);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc6), vget_high_s16(vxa0), 2);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc6), vget_high_s16(vxa0), 2);
}
}
}
}
}
}
}
p -= 1 * sizeof(void*);
} while (p != 0);
// Post-accumulation work
float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
float32x4_t vfpacc0x89AB = vcvtq_f32_s32(vacc0x89AB);
float32x4_t vfpacc0xCDEF = vcvtq_f32_s32(vacc0xCDEF);
const float32x4_t vscale0123 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale0123);
const float32x4_t vscale4567 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale4567);
const float32x4_t vscale89AB = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
vfpacc0x89AB = vmulq_f32(vfpacc0x89AB, vscale89AB);
const float32x4_t vscaleCDEF = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
vfpacc0xCDEF = vmulq_f32(vfpacc0xCDEF, vscaleCDEF);
const float32x4_t vmagic_bias = vld1q_dup_f32(¶ms->fp32_neon.magic_bias);
vacc0x0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x0123, vmagic_bias));
vacc0x4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x4567, vmagic_bias));
vacc0x89AB = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x89AB, vmagic_bias));
vacc0xCDEF = vreinterpretq_s32_f32(vaddq_f32(vfpacc0xCDEF, vmagic_bias));
const int32x4_t vmagic_bias_less_output_zero_point = vld1q_dup_s32(¶ms->fp32_neon.magic_bias_less_output_zero_point);
vacc0x0123 = vqsubq_s32(vacc0x0123, vmagic_bias_less_output_zero_point);
vacc0x4567 = vqsubq_s32(vacc0x4567, vmagic_bias_less_output_zero_point);
vacc0x89AB = vqsubq_s32(vacc0x89AB, vmagic_bias_less_output_zero_point);
vacc0xCDEF = vqsubq_s32(vacc0xCDEF, vmagic_bias_less_output_zero_point);
#if XNN_ARCH_ARM64
int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567);
int16x8_t vacc0x89ABCDEF = vqmovn_high_s32(vqmovn_s32(vacc0x89AB), vacc0xCDEF);
int8x16_t vout0x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc0x89ABCDEF);
#else
int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567));
int16x8_t vacc0x89ABCDEF = vcombine_s16(vqmovn_s32(vacc0x89AB), vqmovn_s32(vacc0xCDEF));
int8x16_t vout0x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc0x89ABCDEF));
#endif
const int8x16_t voutput_min = vld1q_dup_s8(¶ms->fp32_neon.output_min);
vout0x0123456789ABCDEF = vmaxq_s8(vout0x0123456789ABCDEF, voutput_min);
const int8x16_t voutput_max = vld1q_dup_s8(¶ms->fp32_neon.output_max);
vout0x0123456789ABCDEF = vminq_s8(vout0x0123456789ABCDEF, voutput_max);
if (nc >= 16) {
vst1q_s8(c0 + 0, vout0x0123456789ABCDEF);
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
a = (const int8_t**restrict) ((uintptr_t) a - ks);
nc -= 16;
} else {
int8x8_t vout0x01234567 = vget_low_s8(vout0x0123456789ABCDEF);
if (nc & 8) {
vst1_s8(c0, vout0x01234567); c0 += 8;
vout0x01234567 = vget_high_s8(vout0x0123456789ABCDEF);
}
if (nc & 4) {
vst1_lane_u32((void*) c0, vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4;
vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4);
}
if (nc & 2) {
vst1_lane_u16((void*) c0, vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2;
vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2);
}
if (nc & 1) {
vst1_lane_s8(c0, vout0x01234567, 0);
}
nc = 0;
}
} while (nc != 0);
}
| 17,100
| 53.288889
| 125
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-igemm/gen/qs8-qc8w-igemm-1x16-minmax-fp32-neonv8-mlal-lane-prfm.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-igemm/neon-mlal-lane.c.in
// Generator: tools/xngen
//
// Copyright 2020 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 <arm_neon.h>
#include <xnnpack/common.h>
#include <xnnpack/igemm.h>
#include <xnnpack/intrinsics-polyfill.h>
#include <xnnpack/prefetch.h>
void xnn_qs8_qc8w_igemm_minmax_fp32_ukernel_1x16__neonv8_mlal_lane_prfm(
size_t mr,
size_t nc,
size_t kc,
size_t ks,
const int8_t** restrict a,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
size_t a_offset,
const int8_t* zero,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
{
assert(mr != 0);
assert(mr <= 1);
assert(nc != 0);
assert(kc != 0);
assert(ks != 0);
assert(ks % (1 * sizeof(void*)) == 0);
assert(a_offset % sizeof(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
int8_t* c0 = c;
do {
int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
int32x4_t vacc0x89AB = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
int32x4_t vacc0xCDEF = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
size_t p = ks;
do {
const int8_t* restrict a0 = a[0];
if XNN_UNPREDICTABLE(a0 != zero) {
a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
}
a += 1;
size_t k = kc;
while (k >= 8 * sizeof(int8_t)) {
const int8x8_t va0 = vld1_s8(a0); a0 += 8;
const int16x8_t vxa0 = vmovl_s8(va0);
const int8x8_t vb01234567c0 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c0 = vmovl_s8(vb01234567c0);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa0), 0);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa0), 0);
const int8x8_t vb89ABCDEFc0 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc0 = vmovl_s8(vb89ABCDEFc0);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc0), vget_low_s16(vxa0), 0);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc0), vget_low_s16(vxa0), 0);
const int8x8_t vb01234567c1 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c1 = vmovl_s8(vb01234567c1);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa0), 1);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa0), 1);
const int8x8_t vb89ABCDEFc1 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc1 = vmovl_s8(vb89ABCDEFc1);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc1), vget_low_s16(vxa0), 1);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc1), vget_low_s16(vxa0), 1);
const int8x8_t vb01234567c2 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c2 = vmovl_s8(vb01234567c2);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa0), 2);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa0), 2);
const int8x8_t vb89ABCDEFc2 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc2 = vmovl_s8(vb89ABCDEFc2);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc2), vget_low_s16(vxa0), 2);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc2), vget_low_s16(vxa0), 2);
const int8x8_t vb01234567c3 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c3 = vmovl_s8(vb01234567c3);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa0), 3);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa0), 3);
const int8x8_t vb89ABCDEFc3 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc3 = vmovl_s8(vb89ABCDEFc3);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc3), vget_low_s16(vxa0), 3);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc3), vget_low_s16(vxa0), 3);
xnn_prefetch_to_l1((const int8_t*) w + 448);
xnn_prefetch_to_l1((const int8_t*) w + 512);
const int8x8_t vb01234567c4 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c4 = vmovl_s8(vb01234567c4);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa0), 0);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa0), 0);
const int8x8_t vb89ABCDEFc4 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc4 = vmovl_s8(vb89ABCDEFc4);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc4), vget_high_s16(vxa0), 0);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc4), vget_high_s16(vxa0), 0);
const int8x8_t vb01234567c5 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c5 = vmovl_s8(vb01234567c5);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa0), 1);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa0), 1);
const int8x8_t vb89ABCDEFc5 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc5 = vmovl_s8(vb89ABCDEFc5);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc5), vget_high_s16(vxa0), 1);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc5), vget_high_s16(vxa0), 1);
const int8x8_t vb01234567c6 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c6 = vmovl_s8(vb01234567c6);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa0), 2);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa0), 2);
const int8x8_t vb89ABCDEFc6 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc6 = vmovl_s8(vb89ABCDEFc6);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc6), vget_high_s16(vxa0), 2);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc6), vget_high_s16(vxa0), 2);
const int8x8_t vb01234567c7 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c7 = vmovl_s8(vb01234567c7);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c7), vget_high_s16(vxa0), 3);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c7), vget_high_s16(vxa0), 3);
const int8x8_t vb89ABCDEFc7 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc7 = vmovl_s8(vb89ABCDEFc7);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc7), vget_high_s16(vxa0), 3);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc7), vget_high_s16(vxa0), 3);
k -= 8 * sizeof(int8_t);
}
if XNN_UNLIKELY(k != 0) {
const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
const int16x8_t vxa0 = vmovl_s8(va0);
const int8x8_t vb01234567c0 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c0 = vmovl_s8(vb01234567c0);
const int8x8_t vb89ABCDEFc0 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc0 = vmovl_s8(vb89ABCDEFc0);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa0), 0);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa0), 0);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc0), vget_low_s16(vxa0), 0);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc0), vget_low_s16(vxa0), 0);
if (k >= 2 * sizeof(int8_t)) {
const int8x8_t vb01234567c1 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c1 = vmovl_s8(vb01234567c1);
const int8x8_t vb89ABCDEFc1 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc1 = vmovl_s8(vb89ABCDEFc1);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa0), 1);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa0), 1);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc1), vget_low_s16(vxa0), 1);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc1), vget_low_s16(vxa0), 1);
if (k > 2 * sizeof(int8_t)) {
const int8x8_t vb01234567c2 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c2 = vmovl_s8(vb01234567c2);
const int8x8_t vb89ABCDEFc2 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc2 = vmovl_s8(vb89ABCDEFc2);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa0), 2);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa0), 2);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc2), vget_low_s16(vxa0), 2);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc2), vget_low_s16(vxa0), 2);
if (k >= 4 * sizeof(int8_t)) {
const int8x8_t vb01234567c3 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c3 = vmovl_s8(vb01234567c3);
const int8x8_t vb89ABCDEFc3 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc3 = vmovl_s8(vb89ABCDEFc3);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa0), 3);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa0), 3);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc3), vget_low_s16(vxa0), 3);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc3), vget_low_s16(vxa0), 3);
if (k > 4 * sizeof(int8_t)) {
const int8x8_t vb01234567c4 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c4 = vmovl_s8(vb01234567c4);
const int8x8_t vb89ABCDEFc4 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc4 = vmovl_s8(vb89ABCDEFc4);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa0), 0);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa0), 0);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc4), vget_high_s16(vxa0), 0);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc4), vget_high_s16(vxa0), 0);
if (k >= 6 * sizeof(int8_t)) {
const int8x8_t vb01234567c5 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c5 = vmovl_s8(vb01234567c5);
const int8x8_t vb89ABCDEFc5 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc5 = vmovl_s8(vb89ABCDEFc5);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa0), 1);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa0), 1);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc5), vget_high_s16(vxa0), 1);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc5), vget_high_s16(vxa0), 1);
if (k > 6 * sizeof(int8_t)) {
const int8x8_t vb01234567c6 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c6 = vmovl_s8(vb01234567c6);
const int8x8_t vb89ABCDEFc6 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc6 = vmovl_s8(vb89ABCDEFc6);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa0), 2);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa0), 2);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc6), vget_high_s16(vxa0), 2);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc6), vget_high_s16(vxa0), 2);
}
}
}
}
}
}
}
p -= 1 * sizeof(void*);
} while (p != 0);
// Post-accumulation work
float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
float32x4_t vfpacc0x89AB = vcvtq_f32_s32(vacc0x89AB);
float32x4_t vfpacc0xCDEF = vcvtq_f32_s32(vacc0xCDEF);
const float32x4_t vscale0123 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale0123);
const float32x4_t vscale4567 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale4567);
const float32x4_t vscale89AB = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
vfpacc0x89AB = vmulq_f32(vfpacc0x89AB, vscale89AB);
const float32x4_t vscaleCDEF = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
vfpacc0xCDEF = vmulq_f32(vfpacc0xCDEF, vscaleCDEF);
vacc0x0123 = vcvtnq_s32_f32(vfpacc0x0123);
vacc0x4567 = vcvtnq_s32_f32(vfpacc0x4567);
vacc0x89AB = vcvtnq_s32_f32(vfpacc0x89AB);
vacc0xCDEF = vcvtnq_s32_f32(vfpacc0xCDEF);
const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->fp32_neonv8.output_zero_point);
#if XNN_ARCH_ARM64
int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567);
int16x8_t vacc0x89ABCDEF = vqmovn_high_s32(vqmovn_s32(vacc0x89AB), vacc0xCDEF);
vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point);
vacc0x89ABCDEF = vqaddq_s16(vacc0x89ABCDEF, voutput_zero_point);
int8x16_t vout0x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc0x89ABCDEF);
#else
int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567));
int16x8_t vacc0x89ABCDEF = vcombine_s16(vqmovn_s32(vacc0x89AB), vqmovn_s32(vacc0xCDEF));
vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point);
vacc0x89ABCDEF = vqaddq_s16(vacc0x89ABCDEF, voutput_zero_point);
int8x16_t vout0x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc0x89ABCDEF));
#endif
const int8x16_t voutput_min = vld1q_dup_s8(¶ms->fp32_neonv8.output_min);
vout0x0123456789ABCDEF = vmaxq_s8(vout0x0123456789ABCDEF, voutput_min);
const int8x16_t voutput_max = vld1q_dup_s8(¶ms->fp32_neonv8.output_max);
vout0x0123456789ABCDEF = vminq_s8(vout0x0123456789ABCDEF, voutput_max);
if (nc >= 16) {
vst1q_s8(c0 + 0, vout0x0123456789ABCDEF);
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
a = (const int8_t**restrict) ((uintptr_t) a - ks);
nc -= 16;
} else {
int8x8_t vout0x01234567 = vget_low_s8(vout0x0123456789ABCDEF);
if (nc & 8) {
vst1_s8(c0, vout0x01234567); c0 += 8;
vout0x01234567 = vget_high_s8(vout0x0123456789ABCDEF);
}
if (nc & 4) {
vst1_lane_u32((void*) c0, vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4;
vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4);
}
if (nc & 2) {
vst1_lane_u16((void*) c0, vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2;
vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2);
}
if (nc & 1) {
vst1_lane_s8(c0, vout0x01234567, 0);
}
nc = 0;
}
} while (nc != 0);
}
| 17,019
| 52.690852
| 114
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-igemm/gen/qs8-qc8w-igemm-1x16-minmax-fp32-neonv8-mlal-lane.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-igemm/neon-mlal-lane.c.in
// Generator: tools/xngen
//
// Copyright 2020 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 <arm_neon.h>
#include <xnnpack/common.h>
#include <xnnpack/igemm.h>
#include <xnnpack/intrinsics-polyfill.h>
void xnn_qs8_qc8w_igemm_minmax_fp32_ukernel_1x16__neonv8_mlal_lane(
size_t mr,
size_t nc,
size_t kc,
size_t ks,
const int8_t** restrict a,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
size_t a_offset,
const int8_t* zero,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
{
assert(mr != 0);
assert(mr <= 1);
assert(nc != 0);
assert(kc != 0);
assert(ks != 0);
assert(ks % (1 * sizeof(void*)) == 0);
assert(a_offset % sizeof(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
int8_t* c0 = c;
do {
int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
int32x4_t vacc0x89AB = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
int32x4_t vacc0xCDEF = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
size_t p = ks;
do {
const int8_t* restrict a0 = a[0];
if XNN_UNPREDICTABLE(a0 != zero) {
a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
}
a += 1;
size_t k = kc;
while (k >= 8 * sizeof(int8_t)) {
const int8x8_t va0 = vld1_s8(a0); a0 += 8;
const int16x8_t vxa0 = vmovl_s8(va0);
const int8x8_t vb01234567c0 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c0 = vmovl_s8(vb01234567c0);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa0), 0);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa0), 0);
const int8x8_t vb89ABCDEFc0 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc0 = vmovl_s8(vb89ABCDEFc0);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc0), vget_low_s16(vxa0), 0);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc0), vget_low_s16(vxa0), 0);
const int8x8_t vb01234567c1 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c1 = vmovl_s8(vb01234567c1);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa0), 1);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa0), 1);
const int8x8_t vb89ABCDEFc1 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc1 = vmovl_s8(vb89ABCDEFc1);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc1), vget_low_s16(vxa0), 1);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc1), vget_low_s16(vxa0), 1);
const int8x8_t vb01234567c2 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c2 = vmovl_s8(vb01234567c2);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa0), 2);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa0), 2);
const int8x8_t vb89ABCDEFc2 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc2 = vmovl_s8(vb89ABCDEFc2);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc2), vget_low_s16(vxa0), 2);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc2), vget_low_s16(vxa0), 2);
const int8x8_t vb01234567c3 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c3 = vmovl_s8(vb01234567c3);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa0), 3);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa0), 3);
const int8x8_t vb89ABCDEFc3 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc3 = vmovl_s8(vb89ABCDEFc3);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc3), vget_low_s16(vxa0), 3);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc3), vget_low_s16(vxa0), 3);
const int8x8_t vb01234567c4 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c4 = vmovl_s8(vb01234567c4);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa0), 0);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa0), 0);
const int8x8_t vb89ABCDEFc4 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc4 = vmovl_s8(vb89ABCDEFc4);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc4), vget_high_s16(vxa0), 0);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc4), vget_high_s16(vxa0), 0);
const int8x8_t vb01234567c5 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c5 = vmovl_s8(vb01234567c5);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa0), 1);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa0), 1);
const int8x8_t vb89ABCDEFc5 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc5 = vmovl_s8(vb89ABCDEFc5);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc5), vget_high_s16(vxa0), 1);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc5), vget_high_s16(vxa0), 1);
const int8x8_t vb01234567c6 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c6 = vmovl_s8(vb01234567c6);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa0), 2);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa0), 2);
const int8x8_t vb89ABCDEFc6 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc6 = vmovl_s8(vb89ABCDEFc6);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc6), vget_high_s16(vxa0), 2);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc6), vget_high_s16(vxa0), 2);
const int8x8_t vb01234567c7 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c7 = vmovl_s8(vb01234567c7);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c7), vget_high_s16(vxa0), 3);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c7), vget_high_s16(vxa0), 3);
const int8x8_t vb89ABCDEFc7 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc7 = vmovl_s8(vb89ABCDEFc7);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc7), vget_high_s16(vxa0), 3);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc7), vget_high_s16(vxa0), 3);
k -= 8 * sizeof(int8_t);
}
if XNN_UNLIKELY(k != 0) {
const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
const int16x8_t vxa0 = vmovl_s8(va0);
const int8x8_t vb01234567c0 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c0 = vmovl_s8(vb01234567c0);
const int8x8_t vb89ABCDEFc0 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc0 = vmovl_s8(vb89ABCDEFc0);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa0), 0);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa0), 0);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc0), vget_low_s16(vxa0), 0);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc0), vget_low_s16(vxa0), 0);
if (k >= 2 * sizeof(int8_t)) {
const int8x8_t vb01234567c1 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c1 = vmovl_s8(vb01234567c1);
const int8x8_t vb89ABCDEFc1 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc1 = vmovl_s8(vb89ABCDEFc1);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa0), 1);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa0), 1);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc1), vget_low_s16(vxa0), 1);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc1), vget_low_s16(vxa0), 1);
if (k > 2 * sizeof(int8_t)) {
const int8x8_t vb01234567c2 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c2 = vmovl_s8(vb01234567c2);
const int8x8_t vb89ABCDEFc2 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc2 = vmovl_s8(vb89ABCDEFc2);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa0), 2);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa0), 2);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc2), vget_low_s16(vxa0), 2);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc2), vget_low_s16(vxa0), 2);
if (k >= 4 * sizeof(int8_t)) {
const int8x8_t vb01234567c3 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c3 = vmovl_s8(vb01234567c3);
const int8x8_t vb89ABCDEFc3 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc3 = vmovl_s8(vb89ABCDEFc3);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa0), 3);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa0), 3);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc3), vget_low_s16(vxa0), 3);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc3), vget_low_s16(vxa0), 3);
if (k > 4 * sizeof(int8_t)) {
const int8x8_t vb01234567c4 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c4 = vmovl_s8(vb01234567c4);
const int8x8_t vb89ABCDEFc4 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc4 = vmovl_s8(vb89ABCDEFc4);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa0), 0);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa0), 0);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc4), vget_high_s16(vxa0), 0);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc4), vget_high_s16(vxa0), 0);
if (k >= 6 * sizeof(int8_t)) {
const int8x8_t vb01234567c5 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c5 = vmovl_s8(vb01234567c5);
const int8x8_t vb89ABCDEFc5 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc5 = vmovl_s8(vb89ABCDEFc5);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa0), 1);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa0), 1);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc5), vget_high_s16(vxa0), 1);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc5), vget_high_s16(vxa0), 1);
if (k > 6 * sizeof(int8_t)) {
const int8x8_t vb01234567c6 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb01234567c6 = vmovl_s8(vb01234567c6);
const int8x8_t vb89ABCDEFc6 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
const int16x8_t vxb89ABCDEFc6 = vmovl_s8(vb89ABCDEFc6);
vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa0), 2);
vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa0), 2);
vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc6), vget_high_s16(vxa0), 2);
vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc6), vget_high_s16(vxa0), 2);
}
}
}
}
}
}
}
p -= 1 * sizeof(void*);
} while (p != 0);
// Post-accumulation work
float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
float32x4_t vfpacc0x89AB = vcvtq_f32_s32(vacc0x89AB);
float32x4_t vfpacc0xCDEF = vcvtq_f32_s32(vacc0xCDEF);
const float32x4_t vscale0123 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale0123);
const float32x4_t vscale4567 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale4567);
const float32x4_t vscale89AB = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
vfpacc0x89AB = vmulq_f32(vfpacc0x89AB, vscale89AB);
const float32x4_t vscaleCDEF = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
vfpacc0xCDEF = vmulq_f32(vfpacc0xCDEF, vscaleCDEF);
vacc0x0123 = vcvtnq_s32_f32(vfpacc0x0123);
vacc0x4567 = vcvtnq_s32_f32(vfpacc0x4567);
vacc0x89AB = vcvtnq_s32_f32(vfpacc0x89AB);
vacc0xCDEF = vcvtnq_s32_f32(vfpacc0xCDEF);
const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->fp32_neonv8.output_zero_point);
#if XNN_ARCH_ARM64
int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567);
int16x8_t vacc0x89ABCDEF = vqmovn_high_s32(vqmovn_s32(vacc0x89AB), vacc0xCDEF);
vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point);
vacc0x89ABCDEF = vqaddq_s16(vacc0x89ABCDEF, voutput_zero_point);
int8x16_t vout0x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc0x89ABCDEF);
#else
int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567));
int16x8_t vacc0x89ABCDEF = vcombine_s16(vqmovn_s32(vacc0x89AB), vqmovn_s32(vacc0xCDEF));
vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point);
vacc0x89ABCDEF = vqaddq_s16(vacc0x89ABCDEF, voutput_zero_point);
int8x16_t vout0x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc0x89ABCDEF));
#endif
const int8x16_t voutput_min = vld1q_dup_s8(¶ms->fp32_neonv8.output_min);
vout0x0123456789ABCDEF = vmaxq_s8(vout0x0123456789ABCDEF, voutput_min);
const int8x16_t voutput_max = vld1q_dup_s8(¶ms->fp32_neonv8.output_max);
vout0x0123456789ABCDEF = vminq_s8(vout0x0123456789ABCDEF, voutput_max);
if (nc >= 16) {
vst1q_s8(c0 + 0, vout0x0123456789ABCDEF);
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
a = (const int8_t**restrict) ((uintptr_t) a - ks);
nc -= 16;
} else {
int8x8_t vout0x01234567 = vget_low_s8(vout0x0123456789ABCDEF);
if (nc & 8) {
vst1_s8(c0, vout0x01234567); c0 += 8;
vout0x01234567 = vget_high_s8(vout0x0123456789ABCDEF);
}
if (nc & 4) {
vst1_lane_u32((void*) c0, vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4;
vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4);
}
if (nc & 2) {
vst1_lane_u16((void*) c0, vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2;
vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2);
}
if (nc & 1) {
vst1_lane_s8(c0, vout0x01234567, 0);
}
nc = 0;
}
} while (nc != 0);
}
| 16,878
| 52.754777
| 114
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-igemm/gen/qs8-qc8w-igemm-1x16c4-minmax-fp32-neondot.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-igemm/c4-neondot.c.in
// Generator: tools/xngen
//
// Copyright 2020 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 <arm_neon.h>
#include <xnnpack/igemm.h>
#include <xnnpack/intrinsics-polyfill.h>
#include <xnnpack/math.h>
void xnn_qs8_qc8w_igemm_minmax_fp32_ukernel_1x16c4__neondot(
size_t mr,
size_t nc,
size_t kc,
size_t ks,
const int8_t** restrict a,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
size_t a_offset,
const int8_t* zero,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
{
assert(mr != 0);
assert(mr <= 1);
assert(nc != 0);
assert(kc != 0);
assert(ks != 0);
assert(ks % (1 * sizeof(void*)) == 0);
assert(a_offset % sizeof(int8_t) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
kc = round_up_po2(kc, 4 * sizeof(int8_t));
int8_t* c0 = c;
do {
int32x4_t vacc0x0123 = vld1q_s32(w); w = (const int32_t*) w + 4;
int32x4_t vacc0x4567 = vld1q_s32(w); w = (const int32_t*) w + 4;
int32x4_t vacc0x89AB = vld1q_s32(w); w = (const int32_t*) w + 4;
int32x4_t vacc0xCDEF = vld1q_s32(w); w = (const int32_t*) w + 4;
size_t p = ks;
do {
const int8_t* restrict a0 = a[0];
if XNN_UNPREDICTABLE(a0 != zero) {
a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
}
a += 1;
// Inner accumulation loop along the 16 columns.
size_t k = kc;
// 2x partial unrolled loop to load 8 bytes at a time.
while (k >= 8 * sizeof(int8_t)) {
// Load a 1x8 block of activations.
const int8x8_t va0x01234567 = vld1_s8(a0); a0 += 8;
// Load a 8x16 block of weights.
const int8x16_t vb0123x0123 = vld1q_s8(w); w = (const int8_t*) w + 16;
const int8x16_t vb0123x4567 = vld1q_s8(w); w = (const int8_t*) w + 16;
const int8x16_t vb0123x89AB = vld1q_s8(w); w = (const int8_t*) w + 16;
const int8x16_t vb0123xCDEF = vld1q_s8(w); w = (const int8_t*) w + 16;
const int8x16_t vb4567x0123 = vld1q_s8(w); w = (const int8_t*) w + 16;
const int8x16_t vb4567x4567 = vld1q_s8(w); w = (const int8_t*) w + 16;
const int8x16_t vb4567x89AB = vld1q_s8(w); w = (const int8_t*) w + 16;
const int8x16_t vb4567xCDEF = vld1q_s8(w); w = (const int8_t*) w + 16;
// Multiply-accumulate: 1x8 * 8x16 --> 1x16.
vacc0x0123 = vdotq_lane_s32(vacc0x0123, vb0123x0123, va0x01234567, 0);
vacc0x4567 = vdotq_lane_s32(vacc0x4567, vb0123x4567, va0x01234567, 0);
vacc0x89AB = vdotq_lane_s32(vacc0x89AB, vb0123x89AB, va0x01234567, 0);
vacc0xCDEF = vdotq_lane_s32(vacc0xCDEF, vb0123xCDEF, va0x01234567, 0);
vacc0x0123 = vdotq_lane_s32(vacc0x0123, vb4567x0123, va0x01234567, 1);
vacc0x4567 = vdotq_lane_s32(vacc0x4567, vb4567x4567, va0x01234567, 1);
vacc0x89AB = vdotq_lane_s32(vacc0x89AB, vb4567x89AB, va0x01234567, 1);
vacc0xCDEF = vdotq_lane_s32(vacc0xCDEF, vb4567xCDEF, va0x01234567, 1);
k -= 8 * sizeof(int8_t);
}
// Handle up to 4 final positions of `k`
if XNN_UNLIKELY(k != 0) {
// Load a 1x4 block of activations.
const int8x8_t va0x01234567 = vld1_s8(a0);
// Load a 4x16 block of weights.
const int8x16_t vb0123x0123 = vld1q_s8(w); w = (const int8_t*) w + 16;
const int8x16_t vb0123x4567 = vld1q_s8(w); w = (const int8_t*) w + 16;
const int8x16_t vb0123x89AB = vld1q_s8(w); w = (const int8_t*) w + 16;
const int8x16_t vb0123xCDEF = vld1q_s8(w); w = (const int8_t*) w + 16;
// Multiply-accumulate: 1x4 * 4x16 --> 1x16.
vacc0x0123 = vdotq_lane_s32(vacc0x0123, vb0123x0123, va0x01234567, 0);
vacc0x4567 = vdotq_lane_s32(vacc0x4567, vb0123x4567, va0x01234567, 0);
vacc0x89AB = vdotq_lane_s32(vacc0x89AB, vb0123x89AB, va0x01234567, 0);
vacc0xCDEF = vdotq_lane_s32(vacc0xCDEF, vb0123xCDEF, va0x01234567, 0);
}
p -= 1 * sizeof(void*);
} while (p != 0);
float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
float32x4_t vfpacc0x89AB = vcvtq_f32_s32(vacc0x89AB);
float32x4_t vfpacc0xCDEF = vcvtq_f32_s32(vacc0xCDEF);
const float32x4_t vscale0123 = vld1q_f32((const float*) w); w = (const float*) w + 4;
vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale0123);
const float32x4_t vscale4567 = vld1q_f32((const float*) w); w = (const float*) w + 4;
vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale4567);
const float32x4_t vscale89AB = vld1q_f32((const float*) w); w = (const float*) w + 4;
vfpacc0x89AB = vmulq_f32(vfpacc0x89AB, vscale89AB);
const float32x4_t vscaleCDEF = vld1q_f32((const float*) w); w = (const float*) w + 4;
vfpacc0xCDEF = vmulq_f32(vfpacc0xCDEF, vscaleCDEF);
vacc0x0123 = vcvtnq_s32_f32(vfpacc0x0123);
vacc0x4567 = vcvtnq_s32_f32(vfpacc0x4567);
vacc0x89AB = vcvtnq_s32_f32(vfpacc0x89AB);
vacc0xCDEF = vcvtnq_s32_f32(vfpacc0xCDEF);
const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->fp32_neonv8.output_zero_point);
#if XNN_ARCH_ARM64
const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x89AB), vacc0xCDEF), voutput_zero_point);
int8x16_t vout0x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc0x89ABCDEF);
#else
const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x89AB), vqmovn_s32(vacc0xCDEF)), voutput_zero_point);
int8x16_t vout0x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc0x89ABCDEF));
#endif
const int8x16_t voutput_min = vld1q_dup_s8(¶ms->fp32_neonv8.output_min);
const int8x16_t voutput_max = vld1q_dup_s8(¶ms->fp32_neonv8.output_max);
vout0x0123456789ABCDEF = vmaxq_s8(vout0x0123456789ABCDEF, voutput_min);
vout0x0123456789ABCDEF = vminq_s8(vout0x0123456789ABCDEF, voutput_max);
if (nc >= 16) {
vst1q_s8(c0 + 0, vout0x0123456789ABCDEF);
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
a = (const int8_t**restrict) ((uintptr_t) a - ks);
nc -= 16;
} else {
int8x8_t vout0x01234567 = vget_low_s8(vout0x0123456789ABCDEF);
if (nc & 8) {
vst1_s8(c0, vout0x01234567); c0 += 8;
vout0x01234567 = vget_high_s8(vout0x0123456789ABCDEF);
}
if (nc & 4) {
vst1_lane_u32((void*) c0, vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4;
vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4);
}
if (nc & 2) {
vst1_lane_u16((void*) c0, vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2;
vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2);
}
if (nc & 1) {
vst1_lane_s8(c0, vout0x01234567, 0);
}
nc = 0;
}
} while (nc != 0);
}
| 7,300
| 40.016854
| 130
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-igemm/gen/qs8-qc8w-igemm-1x1c4-minmax-fp32-armsimd32.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-igemm/c4-armsimd32.c.in
// Generator: tools/xngen
//
// Copyright 2022 Google LLC
//
// This source code is licensed under the BSD-style license found in the
// LICENSE file in the root directory of this source tree.
#include <assert.h>
#include <arm_acle.h>
#include <xnnpack/intrinsics-polyfill.h>
#include <xnnpack/math.h>
#include <xnnpack/gemm.h>
#include <xnnpack/unaligned.h>
void xnn_qs8_qc8w_igemm_minmax_fp32_ukernel_1x1c4__armsimd32(
size_t mr,
size_t nc,
size_t kc,
size_t ks,
const int8_t** restrict a,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
size_t a_offset,
const int8_t* zero,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)])
{
assert(mr != 0);
assert(mr <= 1);
assert(nc != 0);
assert(kc != 0);
assert(ks != 0);
assert(ks % (1 * sizeof(void*)) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
kc = round_up_po2(kc, 4 * sizeof(int8_t));
int8_t* c0 = c;
const float vmagic_bias = params->fp32_armsimd32.magic_bias;
do {
int32_t vacc0x0 = ((const int32_t*) w)[0];
w = (const void*) ((const int32_t*) w + 1);
size_t p = ks;
do {
const int8_t* restrict a0 = a[0];
assert(a0 != NULL);
if XNN_UNPREDICTABLE(a0 != zero) {
a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
}
a += 1;
size_t k = kc;
do {
const int8x4_t va0 = (int8x4_t) unaligned_load_s32(a0); a0 += 4;
const int16x2_t va0c02 = __sxtb16(va0);
const int16x2_t va0c13 = __sxtb16(__ror(va0, 8));
const int8x4_t vb0 = *((const int8x4_t*) w); w = (const int8_t*) w + 4;
const int16x2_t vb0c02 = __sxtb16(vb0);
vacc0x0 = __smlad(va0c02, vb0c02, vacc0x0);
const int16x2_t vb0c13 = __sxtb16(__ror(vb0, 8));
vacc0x0 = __smlad(va0c13, vb0c13, vacc0x0);
k -= 4 * sizeof(int8_t);
} while (k != 0);
p -= 1 * sizeof(void*);
} while (p != 0);
float vfpacc0x0 = (float) vacc0x0;
const float vscale0 = ((const float*) w)[0];
vfpacc0x0 *= vscale0;
w = (const void*) ((const float*) w + 1);
vfpacc0x0 += vmagic_bias;
int32_t vout0x0 = (int32_t) float_as_uint32(vfpacc0x0);
const int32_t vmagic_bias_less_zero_point = params->fp32_armsimd32.magic_bias_less_zero_point;
vout0x0 = __qsub(vout0x0, vmagic_bias_less_zero_point);
vout0x0 = __ssat(vout0x0, 8);
const uint32_t vout0 = (uint32_t) vout0x0;
uint32_t vout = vout0;
const int8x4_t voutput_min = (int8x4_t) params->fp32_armsimd32.output_min;
__ssub8((int8x4_t) vout, voutput_min);
vout = (uint32_t) __sel((uint8x4_t) vout, (uint8x4_t) voutput_min);
const int8x4_t voutput_max = (int8x4_t) params->fp32_armsimd32.output_max;
__ssub8((int8x4_t) vout, voutput_max);
vout = (uint32_t) __sel((uint8x4_t) voutput_max, (uint8x4_t) vout);
*c0 = (int8_t) vout;
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
a = (const int8_t**restrict) ((uintptr_t) a - ks);
nc -= 1;
} while (nc != 0);
}
| 3,176
| 26.387931
| 98
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-igemm/gen/qs8-qc8w-igemm-1x2-minmax-fp32-scalar-fmagic.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-igemm/scalar.c.in
// Generator: tools/xngen
//
// 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 <xnnpack/math.h>
#include <xnnpack/gemm.h>
#include <xnnpack/unaligned.h>
void xnn_qs8_qc8w_igemm_minmax_fp32_ukernel_1x2__scalar_fmagic(
size_t mr,
size_t nc,
size_t kc,
size_t ks,
const int8_t** restrict a,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
size_t a_offset,
const int8_t* zero,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)])
{
assert(mr != 0);
assert(mr <= 1);
assert(nc != 0);
assert(kc != 0);
assert(ks != 0);
assert(ks % (1 * sizeof(void*)) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
int8_t* c0 = c;
do {
int32_t vacc0x0 = unaligned_indexed_load_s32(w, 0);
int32_t vacc0x1 = unaligned_indexed_load_s32(w, 1);
w = (const void*) ((const int32_t*) w + 2);
size_t p = ks;
do {
const int8_t* restrict a0 = a[0];
assert(a0 != NULL);
if XNN_UNPREDICTABLE(a0 != zero) {
a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
}
a += 1;
size_t k = kc;
do {
const int32_t va0 = (int32_t) *a0++;
const int32_t vb0 = (int32_t) ((const int8_t*) w)[0];
const int32_t vb1 = (int32_t) ((const int8_t*) w)[1];
w = (const void*) ((const int8_t*) w + 2);
vacc0x0 += va0 * vb0;
vacc0x1 += va0 * vb1;
k -= sizeof(int8_t);
} while (k != 0);
p -= 1 * sizeof(void*);
} while (p != 0);
float vfpacc0x0 = (float) vacc0x0;
float vfpacc0x1 = (float) vacc0x1;
const float vscale0 = unaligned_indexed_load_f32(w, 0);
vfpacc0x0 *= vscale0;
const float vscale1 = unaligned_indexed_load_f32(w, 1);
vfpacc0x1 *= vscale1;
w = (const void*) ((const float*) w + 2);
const float voutput_min_less_zero_point = params->fp32_scalar_fmagic.output_min_less_zero_point;
vfpacc0x0 = math_max_f32(vfpacc0x0, voutput_min_less_zero_point);
vfpacc0x1 = math_max_f32(vfpacc0x1, voutput_min_less_zero_point);
const float voutput_max_less_zero_point = params->fp32_scalar_fmagic.output_max_less_zero_point;
vfpacc0x0 = math_min_f32(vfpacc0x0, voutput_max_less_zero_point);
vfpacc0x1 = math_min_f32(vfpacc0x1, voutput_max_less_zero_point);
const float vmagic_bias = params->fp32_scalar_fmagic.magic_bias;
vfpacc0x0 += vmagic_bias;
vfpacc0x1 += vmagic_bias;
const int32_t vmagic_bias_less_output_zero_point = params->fp32_scalar_fmagic.magic_bias_less_output_zero_point;
int32_t vout0x0 = (int32_t) float_as_uint32(vfpacc0x0) - vmagic_bias_less_output_zero_point;
int32_t vout0x1 = (int32_t) float_as_uint32(vfpacc0x1) - vmagic_bias_less_output_zero_point;
if XNN_LIKELY(nc >= 2) {
c0[0] = (int8_t) vout0x0;
c0[1] = (int8_t) vout0x1;
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
a = (const int8_t**restrict) ((uintptr_t) a - ks);
nc -= 2;
} else {
if (nc & 1) {
c0[0] = (int8_t) vout0x0;
}
nc = 0;
}
} while (nc != 0);
}
| 3,349
| 28.130435
| 116
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-igemm/gen/qs8-qc8w-igemm-1x2-minmax-fp32-scalar-imagic.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-igemm/scalar.c.in
// Generator: tools/xngen
//
// 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 <xnnpack/math.h>
#include <xnnpack/gemm.h>
#include <xnnpack/unaligned.h>
void xnn_qs8_qc8w_igemm_minmax_fp32_ukernel_1x2__scalar_imagic(
size_t mr,
size_t nc,
size_t kc,
size_t ks,
const int8_t** restrict a,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
size_t a_offset,
const int8_t* zero,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)])
{
assert(mr != 0);
assert(mr <= 1);
assert(nc != 0);
assert(kc != 0);
assert(ks != 0);
assert(ks % (1 * sizeof(void*)) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
int8_t* c0 = c;
do {
int32_t vacc0x0 = unaligned_indexed_load_s32(w, 0);
int32_t vacc0x1 = unaligned_indexed_load_s32(w, 1);
w = (const void*) ((const int32_t*) w + 2);
size_t p = ks;
do {
const int8_t* restrict a0 = a[0];
assert(a0 != NULL);
if XNN_UNPREDICTABLE(a0 != zero) {
a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
}
a += 1;
size_t k = kc;
do {
const int32_t va0 = (int32_t) *a0++;
const int32_t vb0 = (int32_t) ((const int8_t*) w)[0];
const int32_t vb1 = (int32_t) ((const int8_t*) w)[1];
w = (const void*) ((const int8_t*) w + 2);
vacc0x0 += va0 * vb0;
vacc0x1 += va0 * vb1;
k -= sizeof(int8_t);
} while (k != 0);
p -= 1 * sizeof(void*);
} while (p != 0);
float vfpacc0x0 = (float) vacc0x0;
float vfpacc0x1 = (float) vacc0x1;
const float vscale0 = unaligned_indexed_load_f32(w, 0);
vfpacc0x0 *= vscale0;
const float vscale1 = unaligned_indexed_load_f32(w, 1);
vfpacc0x1 *= vscale1;
w = (const void*) ((const float*) w + 2);
const float vmagic_bias = params->fp32_scalar_imagic.magic_bias;
vfpacc0x0 += vmagic_bias;
vfpacc0x1 += vmagic_bias;
int32_t vout0x0 = (int32_t) float_as_uint32(vfpacc0x0);
int32_t vout0x1 = (int32_t) float_as_uint32(vfpacc0x1);
const int32_t vmagic_min = params->fp32_scalar_imagic.magic_min;
vout0x0 = math_max_s32(vout0x0, vmagic_min);
vout0x1 = math_max_s32(vout0x1, vmagic_min);
const int32_t vmagic_max = params->fp32_scalar_imagic.magic_max;
vout0x0 = math_min_s32(vout0x0, vmagic_max);
vout0x1 = math_min_s32(vout0x1, vmagic_max);
const int32_t vmagic_bias_less_zero_point = params->fp32_scalar_imagic.magic_bias_less_zero_point;
vout0x0 -= vmagic_bias_less_zero_point;
vout0x1 -= vmagic_bias_less_zero_point;
if XNN_LIKELY(nc >= 2) {
c0[0] = (int8_t) vout0x0;
c0[1] = (int8_t) vout0x1;
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
a = (const int8_t**restrict) ((uintptr_t) a - ks);
nc -= 2;
} else {
if (nc & 1) {
c0[0] = (int8_t) vout0x0;
}
nc = 0;
}
} while (nc != 0);
}
| 3,202
| 26.144068
| 102
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-igemm/gen/qs8-qc8w-igemm-1x2-minmax-fp32-scalar-lrintf.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-igemm/scalar.c.in
// Generator: tools/xngen
//
// 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 <xnnpack/math.h>
#include <xnnpack/gemm.h>
#include <xnnpack/unaligned.h>
void xnn_qs8_qc8w_igemm_minmax_fp32_ukernel_1x2__scalar_lrintf(
size_t mr,
size_t nc,
size_t kc,
size_t ks,
const int8_t** restrict a,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
size_t a_offset,
const int8_t* zero,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)])
{
assert(mr != 0);
assert(mr <= 1);
assert(nc != 0);
assert(kc != 0);
assert(ks != 0);
assert(ks % (1 * sizeof(void*)) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
int8_t* c0 = c;
do {
int32_t vacc0x0 = unaligned_indexed_load_s32(w, 0);
int32_t vacc0x1 = unaligned_indexed_load_s32(w, 1);
w = (const void*) ((const int32_t*) w + 2);
size_t p = ks;
do {
const int8_t* restrict a0 = a[0];
assert(a0 != NULL);
if XNN_UNPREDICTABLE(a0 != zero) {
a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
}
a += 1;
size_t k = kc;
do {
const int32_t va0 = (int32_t) *a0++;
const int32_t vb0 = (int32_t) ((const int8_t*) w)[0];
const int32_t vb1 = (int32_t) ((const int8_t*) w)[1];
w = (const void*) ((const int8_t*) w + 2);
vacc0x0 += va0 * vb0;
vacc0x1 += va0 * vb1;
k -= sizeof(int8_t);
} while (k != 0);
p -= 1 * sizeof(void*);
} while (p != 0);
float vfpacc0x0 = (float) vacc0x0;
float vfpacc0x1 = (float) vacc0x1;
const float vscale0 = unaligned_indexed_load_f32(w, 0);
vfpacc0x0 *= vscale0;
const float vscale1 = unaligned_indexed_load_f32(w, 1);
vfpacc0x1 *= vscale1;
w = (const void*) ((const float*) w + 2);
const float voutput_min_less_zero_point = params->fp32_scalar_lrintf.output_min_less_zero_point;
vfpacc0x0 = math_max_f32(vfpacc0x0, voutput_min_less_zero_point);
vfpacc0x1 = math_max_f32(vfpacc0x1, voutput_min_less_zero_point);
const float voutput_max_less_zero_point = params->fp32_scalar_lrintf.output_max_less_zero_point;
vfpacc0x0 = math_min_f32(vfpacc0x0, voutput_max_less_zero_point);
vfpacc0x1 = math_min_f32(vfpacc0x1, voutput_max_less_zero_point);
const int32_t vrndacc0x0 = (int32_t) lrintf(vfpacc0x0);
const int32_t vrndacc0x1 = (int32_t) lrintf(vfpacc0x1);
const int32_t voutput_zero_point = params->fp32_scalar_lrintf.output_zero_point;
int32_t vout0x0 = vrndacc0x0 + voutput_zero_point;
int32_t vout0x1 = vrndacc0x1 + voutput_zero_point;
if XNN_LIKELY(nc >= 2) {
c0[0] = (int8_t) vout0x0;
c0[1] = (int8_t) vout0x1;
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
a = (const int8_t**restrict) ((uintptr_t) a - ks);
nc -= 2;
} else {
if (nc & 1) {
c0[0] = (int8_t) vout0x0;
}
nc = 0;
}
} while (nc != 0);
}
| 3,242
| 27.2
| 100
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-igemm/gen/qs8-qc8w-igemm-1x2-minmax-fp32-wasm-fmagic.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-igemm/scalar.c.in
// Generator: tools/xngen
//
// 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 <xnnpack/math.h>
#include <xnnpack/gemm.h>
#include <xnnpack/unaligned.h>
void xnn_qs8_qc8w_igemm_minmax_fp32_ukernel_1x2__wasm_fmagic(
size_t mr,
size_t nc,
size_t kc,
size_t ks,
const int8_t** restrict a,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
size_t a_offset,
const int8_t* zero,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)])
{
assert(mr != 0);
assert(mr <= 1);
assert(nc != 0);
assert(kc != 0);
assert(ks != 0);
assert(ks % (1 * sizeof(void*)) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
int8_t* c0 = c;
do {
int32_t vacc0x0 = unaligned_indexed_load_s32(w, 0);
int32_t vacc0x1 = unaligned_indexed_load_s32(w, 1);
w = (const void*) ((const int32_t*) w + 2);
size_t p = ks;
do {
const int8_t* restrict a0 = a[0];
assert(a0 != NULL);
if XNN_UNPREDICTABLE(a0 != zero) {
a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
}
a += 1;
size_t k = kc;
do {
const int32_t va0 = (int32_t) *a0++;
const int32_t vb0 = (int32_t) ((const int8_t*) w)[0];
const int32_t vb1 = (int32_t) ((const int8_t*) w)[1];
w = (const void*) ((const int8_t*) w + 2);
vacc0x0 += va0 * vb0;
vacc0x1 += va0 * vb1;
k -= sizeof(int8_t);
} while (k != 0);
p -= 1 * sizeof(void*);
} while (p != 0);
float vfpacc0x0 = (float) vacc0x0;
float vfpacc0x1 = (float) vacc0x1;
const float vscale0 = unaligned_indexed_load_f32(w, 0);
vfpacc0x0 *= vscale0;
const float vscale1 = unaligned_indexed_load_f32(w, 1);
vfpacc0x1 *= vscale1;
w = (const void*) ((const float*) w + 2);
const float voutput_min_less_zero_point = params->fp32_scalar_fmagic.output_min_less_zero_point;
vfpacc0x0 = __builtin_wasm_max_f32(vfpacc0x0, voutput_min_less_zero_point);
vfpacc0x1 = __builtin_wasm_max_f32(vfpacc0x1, voutput_min_less_zero_point);
const float voutput_max_less_zero_point = params->fp32_scalar_fmagic.output_max_less_zero_point;
vfpacc0x0 = __builtin_wasm_min_f32(vfpacc0x0, voutput_max_less_zero_point);
vfpacc0x1 = __builtin_wasm_min_f32(vfpacc0x1, voutput_max_less_zero_point);
const float vmagic_bias = params->fp32_scalar_fmagic.magic_bias;
vfpacc0x0 += vmagic_bias;
vfpacc0x1 += vmagic_bias;
const int32_t vmagic_bias_less_output_zero_point = params->fp32_scalar_fmagic.magic_bias_less_output_zero_point;
int32_t vout0x0 = (int32_t) float_as_uint32(vfpacc0x0) - vmagic_bias_less_output_zero_point;
int32_t vout0x1 = (int32_t) float_as_uint32(vfpacc0x1) - vmagic_bias_less_output_zero_point;
if XNN_LIKELY(nc >= 2) {
c0[0] = (int8_t) vout0x0;
c0[1] = (int8_t) vout0x1;
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
a = (const int8_t**restrict) ((uintptr_t) a - ks);
nc -= 2;
} else {
if (nc & 1) {
c0[0] = (int8_t) vout0x0;
}
nc = 0;
}
} while (nc != 0);
}
| 3,387
| 28.46087
| 116
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-igemm/gen/qs8-qc8w-igemm-1x2c4-minmax-fp32-armsimd32.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-igemm/c4-armsimd32.c.in
// Generator: tools/xngen
//
// Copyright 2022 Google LLC
//
// This source code is licensed under the BSD-style license found in the
// LICENSE file in the root directory of this source tree.
#include <assert.h>
#include <arm_acle.h>
#include <xnnpack/intrinsics-polyfill.h>
#include <xnnpack/math.h>
#include <xnnpack/gemm.h>
#include <xnnpack/unaligned.h>
void xnn_qs8_qc8w_igemm_minmax_fp32_ukernel_1x2c4__armsimd32(
size_t mr,
size_t nc,
size_t kc,
size_t ks,
const int8_t** restrict a,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
size_t a_offset,
const int8_t* zero,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)])
{
assert(mr != 0);
assert(mr <= 1);
assert(nc != 0);
assert(kc != 0);
assert(ks != 0);
assert(ks % (1 * sizeof(void*)) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
kc = round_up_po2(kc, 4 * sizeof(int8_t));
int8_t* c0 = c;
const float vmagic_bias = params->fp32_armsimd32.magic_bias;
do {
int32_t vacc0x0 = ((const int32_t*) w)[0];
int32_t vacc0x1 = ((const int32_t*) w)[1];
w = (const void*) ((const int32_t*) w + 2);
size_t p = ks;
do {
const int8_t* restrict a0 = a[0];
assert(a0 != NULL);
if XNN_UNPREDICTABLE(a0 != zero) {
a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
}
a += 1;
size_t k = kc;
do {
const int8x4_t va0 = (int8x4_t) unaligned_load_s32(a0); a0 += 4;
const int16x2_t va0c02 = __sxtb16(va0);
const int16x2_t va0c13 = __sxtb16(__ror(va0, 8));
const int8x4_t vb0 = *((const int8x4_t*) w); w = (const int8_t*) w + 4;
const int16x2_t vb0c02 = __sxtb16(vb0);
vacc0x0 = __smlad(va0c02, vb0c02, vacc0x0);
const int16x2_t vb0c13 = __sxtb16(__ror(vb0, 8));
vacc0x0 = __smlad(va0c13, vb0c13, vacc0x0);
const int8x4_t vb1 = *((const int8x4_t*) w); w = (const int8_t*) w + 4;
const int16x2_t vb1c02 = __sxtb16(vb1);
vacc0x1 = __smlad(va0c02, vb1c02, vacc0x1);
const int16x2_t vb1c13 = __sxtb16(__ror(vb1, 8));
vacc0x1 = __smlad(va0c13, vb1c13, vacc0x1);
k -= 4 * sizeof(int8_t);
} while (k != 0);
p -= 1 * sizeof(void*);
} while (p != 0);
float vfpacc0x0 = (float) vacc0x0;
float vfpacc0x1 = (float) vacc0x1;
const float vscale0 = ((const float*) w)[0];
vfpacc0x0 *= vscale0;
const float vscale1 = ((const float*) w)[1];
vfpacc0x1 *= vscale1;
w = (const void*) ((const float*) w + 2);
vfpacc0x0 += vmagic_bias;
vfpacc0x1 += vmagic_bias;
int32_t vout0x0 = (int32_t) float_as_uint32(vfpacc0x0);
int32_t vout0x1 = (int32_t) float_as_uint32(vfpacc0x1);
const int32_t vmagic_bias_less_zero_point = params->fp32_armsimd32.magic_bias_less_zero_point;
vout0x0 = __qsub(vout0x0, vmagic_bias_less_zero_point);
vout0x1 = __qsub(vout0x1, vmagic_bias_less_zero_point);
vout0x0 = __ssat(vout0x0, 8);
vout0x1 = __ssat(vout0x1, 8);
const uint32_t vout0 = (uint32_t) (uint8_t) vout0x0 | ((uint32_t) vout0x1 << 8);
uint32_t vout = vout0;
const int8x4_t voutput_min = (int8x4_t) params->fp32_armsimd32.output_min;
__ssub8((int8x4_t) vout, voutput_min);
vout = (uint32_t) __sel((uint8x4_t) vout, (uint8x4_t) voutput_min);
const int8x4_t voutput_max = (int8x4_t) params->fp32_armsimd32.output_max;
__ssub8((int8x4_t) vout, voutput_max);
vout = (uint32_t) __sel((uint8x4_t) voutput_max, (uint8x4_t) vout);
if XNN_LIKELY(nc >= 2) {
unaligned_store_u16(c0, (uint16_t) vout);
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
a = (const int8_t**restrict) ((uintptr_t) a - ks);
nc -= 2;
} else {
*c0 = (int8_t) vout;
nc = 0;
}
} while (nc != 0);
}
| 3,970
| 27.985401
| 98
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-igemm/gen/qs8-qc8w-igemm-1x4-minmax-fp32-scalar-fmagic.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-igemm/scalar.c.in
// Generator: tools/xngen
//
// 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 <xnnpack/math.h>
#include <xnnpack/gemm.h>
void xnn_qs8_qc8w_igemm_minmax_fp32_ukernel_1x4__scalar_fmagic(
size_t mr,
size_t nc,
size_t kc,
size_t ks,
const int8_t** restrict a,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
size_t a_offset,
const int8_t* zero,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)])
{
assert(mr != 0);
assert(mr <= 1);
assert(nc != 0);
assert(kc != 0);
assert(ks != 0);
assert(ks % (1 * sizeof(void*)) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
int8_t* c0 = c;
do {
int32_t vacc0x0 = ((const int32_t*) w)[0];
int32_t vacc0x1 = ((const int32_t*) w)[1];
int32_t vacc0x2 = ((const int32_t*) w)[2];
int32_t vacc0x3 = ((const int32_t*) w)[3];
w = (const void*) ((const int32_t*) w + 4);
size_t p = ks;
do {
const int8_t* restrict a0 = a[0];
assert(a0 != NULL);
if XNN_UNPREDICTABLE(a0 != zero) {
a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
}
a += 1;
size_t k = kc;
do {
const int32_t va0 = (int32_t) *a0++;
const int32_t vb0 = (int32_t) ((const int8_t*) w)[0];
const int32_t vb1 = (int32_t) ((const int8_t*) w)[1];
const int32_t vb2 = (int32_t) ((const int8_t*) w)[2];
const int32_t vb3 = (int32_t) ((const int8_t*) w)[3];
w = (const void*) ((const int8_t*) w + 4);
vacc0x0 += va0 * vb0;
vacc0x1 += va0 * vb1;
vacc0x2 += va0 * vb2;
vacc0x3 += va0 * vb3;
k -= sizeof(int8_t);
} while (k != 0);
p -= 1 * sizeof(void*);
} while (p != 0);
float vfpacc0x0 = (float) vacc0x0;
float vfpacc0x1 = (float) vacc0x1;
float vfpacc0x2 = (float) vacc0x2;
float vfpacc0x3 = (float) vacc0x3;
const float vscale0 = ((const float*) w)[0];
vfpacc0x0 *= vscale0;
const float vscale1 = ((const float*) w)[1];
vfpacc0x1 *= vscale1;
const float vscale2 = ((const float*) w)[2];
vfpacc0x2 *= vscale2;
const float vscale3 = ((const float*) w)[3];
vfpacc0x3 *= vscale3;
w = (const void*) ((const float*) w + 4);
const float voutput_min_less_zero_point = params->fp32_scalar_fmagic.output_min_less_zero_point;
vfpacc0x0 = math_max_f32(vfpacc0x0, voutput_min_less_zero_point);
vfpacc0x1 = math_max_f32(vfpacc0x1, voutput_min_less_zero_point);
vfpacc0x2 = math_max_f32(vfpacc0x2, voutput_min_less_zero_point);
vfpacc0x3 = math_max_f32(vfpacc0x3, voutput_min_less_zero_point);
const float voutput_max_less_zero_point = params->fp32_scalar_fmagic.output_max_less_zero_point;
vfpacc0x0 = math_min_f32(vfpacc0x0, voutput_max_less_zero_point);
vfpacc0x1 = math_min_f32(vfpacc0x1, voutput_max_less_zero_point);
vfpacc0x2 = math_min_f32(vfpacc0x2, voutput_max_less_zero_point);
vfpacc0x3 = math_min_f32(vfpacc0x3, voutput_max_less_zero_point);
const float vmagic_bias = params->fp32_scalar_fmagic.magic_bias;
vfpacc0x0 += vmagic_bias;
vfpacc0x1 += vmagic_bias;
vfpacc0x2 += vmagic_bias;
vfpacc0x3 += vmagic_bias;
const int32_t vmagic_bias_less_output_zero_point = params->fp32_scalar_fmagic.magic_bias_less_output_zero_point;
int32_t vout0x0 = (int32_t) float_as_uint32(vfpacc0x0) - vmagic_bias_less_output_zero_point;
int32_t vout0x1 = (int32_t) float_as_uint32(vfpacc0x1) - vmagic_bias_less_output_zero_point;
int32_t vout0x2 = (int32_t) float_as_uint32(vfpacc0x2) - vmagic_bias_less_output_zero_point;
int32_t vout0x3 = (int32_t) float_as_uint32(vfpacc0x3) - vmagic_bias_less_output_zero_point;
if XNN_LIKELY(nc >= 4) {
c0[0] = (int8_t) vout0x0;
c0[1] = (int8_t) vout0x1;
c0[2] = (int8_t) vout0x2;
c0[3] = (int8_t) vout0x3;
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
a = (const int8_t**restrict) ((uintptr_t) a - ks);
nc -= 4;
} else {
if (nc & 2) {
c0[0] = (int8_t) vout0x0;
c0[1] = (int8_t) vout0x1;
vout0x0 = vout0x2;
c0 += 2;
}
if (nc & 1) {
c0[0] = (int8_t) vout0x0;
}
nc = 0;
}
} while (nc != 0);
}
| 4,522
| 30.852113
| 116
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-igemm/gen/qs8-qc8w-igemm-1x4-minmax-fp32-scalar-imagic.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-igemm/scalar.c.in
// Generator: tools/xngen
//
// 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 <xnnpack/math.h>
#include <xnnpack/gemm.h>
void xnn_qs8_qc8w_igemm_minmax_fp32_ukernel_1x4__scalar_imagic(
size_t mr,
size_t nc,
size_t kc,
size_t ks,
const int8_t** restrict a,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
size_t a_offset,
const int8_t* zero,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)])
{
assert(mr != 0);
assert(mr <= 1);
assert(nc != 0);
assert(kc != 0);
assert(ks != 0);
assert(ks % (1 * sizeof(void*)) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
int8_t* c0 = c;
do {
int32_t vacc0x0 = ((const int32_t*) w)[0];
int32_t vacc0x1 = ((const int32_t*) w)[1];
int32_t vacc0x2 = ((const int32_t*) w)[2];
int32_t vacc0x3 = ((const int32_t*) w)[3];
w = (const void*) ((const int32_t*) w + 4);
size_t p = ks;
do {
const int8_t* restrict a0 = a[0];
assert(a0 != NULL);
if XNN_UNPREDICTABLE(a0 != zero) {
a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
}
a += 1;
size_t k = kc;
do {
const int32_t va0 = (int32_t) *a0++;
const int32_t vb0 = (int32_t) ((const int8_t*) w)[0];
const int32_t vb1 = (int32_t) ((const int8_t*) w)[1];
const int32_t vb2 = (int32_t) ((const int8_t*) w)[2];
const int32_t vb3 = (int32_t) ((const int8_t*) w)[3];
w = (const void*) ((const int8_t*) w + 4);
vacc0x0 += va0 * vb0;
vacc0x1 += va0 * vb1;
vacc0x2 += va0 * vb2;
vacc0x3 += va0 * vb3;
k -= sizeof(int8_t);
} while (k != 0);
p -= 1 * sizeof(void*);
} while (p != 0);
float vfpacc0x0 = (float) vacc0x0;
float vfpacc0x1 = (float) vacc0x1;
float vfpacc0x2 = (float) vacc0x2;
float vfpacc0x3 = (float) vacc0x3;
const float vscale0 = ((const float*) w)[0];
vfpacc0x0 *= vscale0;
const float vscale1 = ((const float*) w)[1];
vfpacc0x1 *= vscale1;
const float vscale2 = ((const float*) w)[2];
vfpacc0x2 *= vscale2;
const float vscale3 = ((const float*) w)[3];
vfpacc0x3 *= vscale3;
w = (const void*) ((const float*) w + 4);
const float vmagic_bias = params->fp32_scalar_imagic.magic_bias;
vfpacc0x0 += vmagic_bias;
vfpacc0x1 += vmagic_bias;
vfpacc0x2 += vmagic_bias;
vfpacc0x3 += vmagic_bias;
int32_t vout0x0 = (int32_t) float_as_uint32(vfpacc0x0);
int32_t vout0x1 = (int32_t) float_as_uint32(vfpacc0x1);
int32_t vout0x2 = (int32_t) float_as_uint32(vfpacc0x2);
int32_t vout0x3 = (int32_t) float_as_uint32(vfpacc0x3);
const int32_t vmagic_min = params->fp32_scalar_imagic.magic_min;
vout0x0 = math_max_s32(vout0x0, vmagic_min);
vout0x1 = math_max_s32(vout0x1, vmagic_min);
vout0x2 = math_max_s32(vout0x2, vmagic_min);
vout0x3 = math_max_s32(vout0x3, vmagic_min);
const int32_t vmagic_max = params->fp32_scalar_imagic.magic_max;
vout0x0 = math_min_s32(vout0x0, vmagic_max);
vout0x1 = math_min_s32(vout0x1, vmagic_max);
vout0x2 = math_min_s32(vout0x2, vmagic_max);
vout0x3 = math_min_s32(vout0x3, vmagic_max);
const int32_t vmagic_bias_less_zero_point = params->fp32_scalar_imagic.magic_bias_less_zero_point;
vout0x0 -= vmagic_bias_less_zero_point;
vout0x1 -= vmagic_bias_less_zero_point;
vout0x2 -= vmagic_bias_less_zero_point;
vout0x3 -= vmagic_bias_less_zero_point;
if XNN_LIKELY(nc >= 4) {
c0[0] = (int8_t) vout0x0;
c0[1] = (int8_t) vout0x1;
c0[2] = (int8_t) vout0x2;
c0[3] = (int8_t) vout0x3;
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
a = (const int8_t**restrict) ((uintptr_t) a - ks);
nc -= 4;
} else {
if (nc & 2) {
c0[0] = (int8_t) vout0x0;
c0[1] = (int8_t) vout0x1;
vout0x0 = vout0x2;
c0 += 2;
}
if (nc & 1) {
c0[0] = (int8_t) vout0x0;
}
nc = 0;
}
} while (nc != 0);
}
| 4,305
| 28.292517
| 102
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-igemm/gen/qs8-qc8w-igemm-1x4-minmax-fp32-scalar-lrintf.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-igemm/scalar.c.in
// Generator: tools/xngen
//
// 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 <xnnpack/math.h>
#include <xnnpack/gemm.h>
void xnn_qs8_qc8w_igemm_minmax_fp32_ukernel_1x4__scalar_lrintf(
size_t mr,
size_t nc,
size_t kc,
size_t ks,
const int8_t** restrict a,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
size_t a_offset,
const int8_t* zero,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)])
{
assert(mr != 0);
assert(mr <= 1);
assert(nc != 0);
assert(kc != 0);
assert(ks != 0);
assert(ks % (1 * sizeof(void*)) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
int8_t* c0 = c;
do {
int32_t vacc0x0 = ((const int32_t*) w)[0];
int32_t vacc0x1 = ((const int32_t*) w)[1];
int32_t vacc0x2 = ((const int32_t*) w)[2];
int32_t vacc0x3 = ((const int32_t*) w)[3];
w = (const void*) ((const int32_t*) w + 4);
size_t p = ks;
do {
const int8_t* restrict a0 = a[0];
assert(a0 != NULL);
if XNN_UNPREDICTABLE(a0 != zero) {
a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
}
a += 1;
size_t k = kc;
do {
const int32_t va0 = (int32_t) *a0++;
const int32_t vb0 = (int32_t) ((const int8_t*) w)[0];
const int32_t vb1 = (int32_t) ((const int8_t*) w)[1];
const int32_t vb2 = (int32_t) ((const int8_t*) w)[2];
const int32_t vb3 = (int32_t) ((const int8_t*) w)[3];
w = (const void*) ((const int8_t*) w + 4);
vacc0x0 += va0 * vb0;
vacc0x1 += va0 * vb1;
vacc0x2 += va0 * vb2;
vacc0x3 += va0 * vb3;
k -= sizeof(int8_t);
} while (k != 0);
p -= 1 * sizeof(void*);
} while (p != 0);
float vfpacc0x0 = (float) vacc0x0;
float vfpacc0x1 = (float) vacc0x1;
float vfpacc0x2 = (float) vacc0x2;
float vfpacc0x3 = (float) vacc0x3;
const float vscale0 = ((const float*) w)[0];
vfpacc0x0 *= vscale0;
const float vscale1 = ((const float*) w)[1];
vfpacc0x1 *= vscale1;
const float vscale2 = ((const float*) w)[2];
vfpacc0x2 *= vscale2;
const float vscale3 = ((const float*) w)[3];
vfpacc0x3 *= vscale3;
w = (const void*) ((const float*) w + 4);
const float voutput_min_less_zero_point = params->fp32_scalar_lrintf.output_min_less_zero_point;
vfpacc0x0 = math_max_f32(vfpacc0x0, voutput_min_less_zero_point);
vfpacc0x1 = math_max_f32(vfpacc0x1, voutput_min_less_zero_point);
vfpacc0x2 = math_max_f32(vfpacc0x2, voutput_min_less_zero_point);
vfpacc0x3 = math_max_f32(vfpacc0x3, voutput_min_less_zero_point);
const float voutput_max_less_zero_point = params->fp32_scalar_lrintf.output_max_less_zero_point;
vfpacc0x0 = math_min_f32(vfpacc0x0, voutput_max_less_zero_point);
vfpacc0x1 = math_min_f32(vfpacc0x1, voutput_max_less_zero_point);
vfpacc0x2 = math_min_f32(vfpacc0x2, voutput_max_less_zero_point);
vfpacc0x3 = math_min_f32(vfpacc0x3, voutput_max_less_zero_point);
const int32_t vrndacc0x0 = (int32_t) lrintf(vfpacc0x0);
const int32_t vrndacc0x1 = (int32_t) lrintf(vfpacc0x1);
const int32_t vrndacc0x2 = (int32_t) lrintf(vfpacc0x2);
const int32_t vrndacc0x3 = (int32_t) lrintf(vfpacc0x3);
const int32_t voutput_zero_point = params->fp32_scalar_lrintf.output_zero_point;
int32_t vout0x0 = vrndacc0x0 + voutput_zero_point;
int32_t vout0x1 = vrndacc0x1 + voutput_zero_point;
int32_t vout0x2 = vrndacc0x2 + voutput_zero_point;
int32_t vout0x3 = vrndacc0x3 + voutput_zero_point;
if XNN_LIKELY(nc >= 4) {
c0[0] = (int8_t) vout0x0;
c0[1] = (int8_t) vout0x1;
c0[2] = (int8_t) vout0x2;
c0[3] = (int8_t) vout0x3;
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
a = (const int8_t**restrict) ((uintptr_t) a - ks);
nc -= 4;
} else {
if (nc & 2) {
c0[0] = (int8_t) vout0x0;
c0[1] = (int8_t) vout0x1;
vout0x0 = vout0x2;
c0 += 2;
}
if (nc & 1) {
c0[0] = (int8_t) vout0x0;
}
nc = 0;
}
} while (nc != 0);
}
| 4,391
| 29.929577
| 100
|
c
|
XNNPACK
|
XNNPACK-master/src/qs8-qc8w-igemm/gen/qs8-qc8w-igemm-1x4-minmax-fp32-wasm-fmagic.c
|
// Auto-generated file. Do not edit!
// Template: src/qs8-igemm/scalar.c.in
// Generator: tools/xngen
//
// 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 <xnnpack/math.h>
#include <xnnpack/gemm.h>
void xnn_qs8_qc8w_igemm_minmax_fp32_ukernel_1x4__wasm_fmagic(
size_t mr,
size_t nc,
size_t kc,
size_t ks,
const int8_t** restrict a,
const void* restrict w,
int8_t* restrict c,
size_t cm_stride,
size_t cn_stride,
size_t a_offset,
const int8_t* zero,
const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)])
{
assert(mr != 0);
assert(mr <= 1);
assert(nc != 0);
assert(kc != 0);
assert(ks != 0);
assert(ks % (1 * sizeof(void*)) == 0);
assert(a != NULL);
assert(w != NULL);
assert(c != NULL);
int8_t* c0 = c;
do {
int32_t vacc0x0 = ((const int32_t*) w)[0];
int32_t vacc0x1 = ((const int32_t*) w)[1];
int32_t vacc0x2 = ((const int32_t*) w)[2];
int32_t vacc0x3 = ((const int32_t*) w)[3];
w = (const void*) ((const int32_t*) w + 4);
size_t p = ks;
do {
const int8_t* restrict a0 = a[0];
assert(a0 != NULL);
if XNN_UNPREDICTABLE(a0 != zero) {
a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
}
a += 1;
size_t k = kc;
do {
const int32_t va0 = (int32_t) *a0++;
const int32_t vb0 = (int32_t) ((const int8_t*) w)[0];
const int32_t vb1 = (int32_t) ((const int8_t*) w)[1];
const int32_t vb2 = (int32_t) ((const int8_t*) w)[2];
const int32_t vb3 = (int32_t) ((const int8_t*) w)[3];
w = (const void*) ((const int8_t*) w + 4);
vacc0x0 += va0 * vb0;
vacc0x1 += va0 * vb1;
vacc0x2 += va0 * vb2;
vacc0x3 += va0 * vb3;
k -= sizeof(int8_t);
} while (k != 0);
p -= 1 * sizeof(void*);
} while (p != 0);
float vfpacc0x0 = (float) vacc0x0;
float vfpacc0x1 = (float) vacc0x1;
float vfpacc0x2 = (float) vacc0x2;
float vfpacc0x3 = (float) vacc0x3;
const float vscale0 = ((const float*) w)[0];
vfpacc0x0 *= vscale0;
const float vscale1 = ((const float*) w)[1];
vfpacc0x1 *= vscale1;
const float vscale2 = ((const float*) w)[2];
vfpacc0x2 *= vscale2;
const float vscale3 = ((const float*) w)[3];
vfpacc0x3 *= vscale3;
w = (const void*) ((const float*) w + 4);
const float voutput_min_less_zero_point = params->fp32_scalar_fmagic.output_min_less_zero_point;
vfpacc0x0 = __builtin_wasm_max_f32(vfpacc0x0, voutput_min_less_zero_point);
vfpacc0x1 = __builtin_wasm_max_f32(vfpacc0x1, voutput_min_less_zero_point);
vfpacc0x2 = __builtin_wasm_max_f32(vfpacc0x2, voutput_min_less_zero_point);
vfpacc0x3 = __builtin_wasm_max_f32(vfpacc0x3, voutput_min_less_zero_point);
const float voutput_max_less_zero_point = params->fp32_scalar_fmagic.output_max_less_zero_point;
vfpacc0x0 = __builtin_wasm_min_f32(vfpacc0x0, voutput_max_less_zero_point);
vfpacc0x1 = __builtin_wasm_min_f32(vfpacc0x1, voutput_max_less_zero_point);
vfpacc0x2 = __builtin_wasm_min_f32(vfpacc0x2, voutput_max_less_zero_point);
vfpacc0x3 = __builtin_wasm_min_f32(vfpacc0x3, voutput_max_less_zero_point);
const float vmagic_bias = params->fp32_scalar_fmagic.magic_bias;
vfpacc0x0 += vmagic_bias;
vfpacc0x1 += vmagic_bias;
vfpacc0x2 += vmagic_bias;
vfpacc0x3 += vmagic_bias;
const int32_t vmagic_bias_less_output_zero_point = params->fp32_scalar_fmagic.magic_bias_less_output_zero_point;
int32_t vout0x0 = (int32_t) float_as_uint32(vfpacc0x0) - vmagic_bias_less_output_zero_point;
int32_t vout0x1 = (int32_t) float_as_uint32(vfpacc0x1) - vmagic_bias_less_output_zero_point;
int32_t vout0x2 = (int32_t) float_as_uint32(vfpacc0x2) - vmagic_bias_less_output_zero_point;
int32_t vout0x3 = (int32_t) float_as_uint32(vfpacc0x3) - vmagic_bias_less_output_zero_point;
if XNN_LIKELY(nc >= 4) {
c0[0] = (int8_t) vout0x0;
c0[1] = (int8_t) vout0x1;
c0[2] = (int8_t) vout0x2;
c0[3] = (int8_t) vout0x3;
c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
a = (const int8_t**restrict) ((uintptr_t) a - ks);
nc -= 4;
} else {
if (nc & 2) {
c0[0] = (int8_t) vout0x0;
c0[1] = (int8_t) vout0x1;
vout0x0 = vout0x2;
c0 += 2;
}
if (nc & 1) {
c0[0] = (int8_t) vout0x0;
}
nc = 0;
}
} while (nc != 0);
}
| 4,600
| 31.401408
| 116
|
c
|
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