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opencv/modules/dnn/src/layers/cpu_kernels/conv_winograd_f63.neon.cpp
T
zihaomu b913e73d04 DNN: add the Winograd fp16 support (#23654)
* add Winograd FP16 implementation

* fixed dispatching of FP16 code paths in dnn; use dynamic dispatcher only when NEON_FP16 is enabled in the build and the feature is present in the host CPU at runtime

* fixed some warnings

* hopefully fixed winograd on x64 (and maybe other platforms)

---------

Co-authored-by: Vadim Pisarevsky <vadim.pisarevsky@gmail.com>
2023-11-20 13:45:37 +03:00

477 lines
21 KiB
C++

// This file is part of OpenCV project.
// It is subject to the license terms in the LICENSE file found in the top-level directory
// of this distribution and at http://opencv.org/license.html.
#include "../../precomp.hpp"
#include "convolution.hpp"
#include "opencv2/core/hal/intrin.hpp"
namespace cv {
namespace dnn {
// NEON code work around.
namespace opt_NEON
{
#if CV_NEON && CV_NEON_AARCH64
/* Accumulate */
void winofunc_accum_F32(const float* inwptr, const float* wptr, float* outbuf, int Cg, int iblock,
const int winoIblock, const int winoKblock, const int winoAtomF32, const int winoNatomF32)
{
CV_Assert(winoIblock == 6 && winoKblock == 4 && winoAtomF32 == 4);
if (iblock > 3)
{
for (int atom_id = 0; atom_id < winoNatomF32; atom_id++,
outbuf += winoAtomF32)
{
float32x4_t s00 = vdupq_n_f32(0.f), s01 = s00, s02 = s00, s03 = s00, s04 = s00, s05 = s00;
float32x4_t s10 = vdupq_n_f32(0.f), s11 = s00, s12 = s00, s13 = s00, s14 = s00, s15 = s00;
float32x4_t s20 = vdupq_n_f32(0.f), s21 = s00, s22 = s00, s23 = s00, s24 = s00, s25 = s00;
float32x4_t s30 = vdupq_n_f32(0.f), s31 = s00, s32 = s00, s33 = s00, s34 = s00, s35 = s00;
for (int c = 0; c < Cg; c++, inwptr += winoIblock*winoAtomF32,
wptr += winoKblock*winoAtomF32) {
float32x4_t w0 = vld1q_f32(wptr), w1 = vld1q_f32(wptr + 4);
float32x4_t w2 = vld1q_f32(wptr + 8), w3 = vld1q_f32(wptr + 12);
float32x4_t x0, x1;
x0 = vld1q_f32(inwptr);
x1 = vld1q_f32(inwptr + 4);
s00 = vfmaq_f32(s00, w0, x0);
s01 = vfmaq_f32(s01, w0, x1);
s10 = vfmaq_f32(s10, w1, x0);
s11 = vfmaq_f32(s11, w1, x1);
s20 = vfmaq_f32(s20, w2, x0);
s21 = vfmaq_f32(s21, w2, x1);
s30 = vfmaq_f32(s30, w3, x0);
s31 = vfmaq_f32(s31, w3, x1);
x0 = vld1q_f32(inwptr + 8);
x1 = vld1q_f32(inwptr + 12);
s02 = vfmaq_f32(s02, w0, x0);
s03 = vfmaq_f32(s03, w0, x1);
s12 = vfmaq_f32(s12, w1, x0);
s13 = vfmaq_f32(s13, w1, x1);
s22 = vfmaq_f32(s22, w2, x0);
s23 = vfmaq_f32(s23, w2, x1);
s32 = vfmaq_f32(s32, w3, x0);
s33 = vfmaq_f32(s33, w3, x1);
x0 = vld1q_f32(inwptr + 16);
x1 = vld1q_f32(inwptr + 20);
s04 = vfmaq_f32(s04, w0, x0);
s05 = vfmaq_f32(s05, w0, x1);
s14 = vfmaq_f32(s14, w1, x0);
s15 = vfmaq_f32(s15, w1, x1);
s24 = vfmaq_f32(s24, w2, x0);
s25 = vfmaq_f32(s25, w2, x1);
s34 = vfmaq_f32(s34, w3, x0);
s35 = vfmaq_f32(s35, w3, x1);
}
vst1q_f32(outbuf, s00);
vst1q_f32(outbuf + 1*64, s01);
vst1q_f32(outbuf + 2*64, s02);
vst1q_f32(outbuf + 3*64, s03);
vst1q_f32(outbuf + 4*64, s04);
vst1q_f32(outbuf + 5*64, s05);
vst1q_f32(outbuf + 6*64, s10);
vst1q_f32(outbuf + 7*64, s11);
vst1q_f32(outbuf + 8*64, s12);
vst1q_f32(outbuf + 9*64, s13);
vst1q_f32(outbuf + 10*64, s14);
vst1q_f32(outbuf + 11*64, s15);
vst1q_f32(outbuf + 12*64, s20);
vst1q_f32(outbuf + 13*64, s21);
vst1q_f32(outbuf + 14*64, s22);
vst1q_f32(outbuf + 15*64, s23);
vst1q_f32(outbuf + 16*64, s24);
vst1q_f32(outbuf + 17*64, s25);
vst1q_f32(outbuf + 18*64, s30);
vst1q_f32(outbuf + 19*64, s31);
vst1q_f32(outbuf + 20*64, s32);
vst1q_f32(outbuf + 21*64, s33);
vst1q_f32(outbuf + 22*64, s34);
vst1q_f32(outbuf + 23*64, s35);
}
}
else
{
for (int atom_id = 0; atom_id < winoNatomF32; atom_id++,
outbuf += winoAtomF32)
{
float32x4_t s00 = vdupq_n_f32(0.f), s01 = s00, s02 = s00;
float32x4_t s10 = vdupq_n_f32(0.f), s11 = s00, s12 = s00;
float32x4_t s20 = vdupq_n_f32(0.f), s21 = s00, s22 = s00;
float32x4_t s30 = vdupq_n_f32(0.f), s31 = s00, s32 = s00;
for (int c = 0; c < Cg; c++, inwptr += winoIblock*winoAtomF32,
wptr += winoKblock*winoAtomF32) {
float32x4_t w0 = vld1q_f32(wptr), w1 = vld1q_f32(wptr + 4);
float32x4_t w2 = vld1q_f32(wptr + 8), w3 = vld1q_f32(wptr + 12);
float32x4_t x0, x1, x2;
x0 = vld1q_f32(inwptr);
x1 = vld1q_f32(inwptr + 4);
x2 = vld1q_f32(inwptr + 8);
s00 = vfmaq_f32(s00, w0, x0);
s01 = vfmaq_f32(s01, w0, x1);
s02 = vfmaq_f32(s02, w0, x2);
s10 = vfmaq_f32(s10, w1, x0);
s11 = vfmaq_f32(s11, w1, x1);
s12 = vfmaq_f32(s12, w1, x2);
s20 = vfmaq_f32(s20, w2, x0);
s21 = vfmaq_f32(s21, w2, x1);
s22 = vfmaq_f32(s22, w2, x2);
s30 = vfmaq_f32(s30, w3, x0);
s31 = vfmaq_f32(s31, w3, x1);
s32 = vfmaq_f32(s32, w3, x2);
}
vst1q_f32(outbuf, s00);
vst1q_f32(outbuf + 1*64, s01);
vst1q_f32(outbuf + 2*64, s02);
vst1q_f32(outbuf + 6*64, s10);
vst1q_f32(outbuf + 7*64, s11);
vst1q_f32(outbuf + 8*64, s12);
vst1q_f32(outbuf + 12*64, s20);
vst1q_f32(outbuf + 13*64, s21);
vst1q_f32(outbuf + 14*64, s22);
vst1q_f32(outbuf + 18*64, s30);
vst1q_f32(outbuf + 19*64, s31);
vst1q_f32(outbuf + 20*64, s32);
}
}
}
#undef T4x4
#define T4x4(a, b, c, d, tr0, tr1) \
tr0 = vtrnq_f32(a, b); \
tr1 = vtrnq_f32(c, d); \
a = vcombine_f32(vget_low_f32(tr0.val[0]), vget_low_f32(tr1.val[0])); \
b = vcombine_f32(vget_low_f32(tr0.val[1]), vget_low_f32(tr1.val[1])); \
c = vcombine_f32(vget_high_f32(tr0.val[0]), vget_high_f32(tr1.val[0])); \
d = vcombine_f32(vget_high_f32(tr0.val[1]), vget_high_f32(tr1.val[1]))
/*Input transform*/
void winofunc_BtXB_8x8_F32(const float* inptr, int inpstep,
float* outptr, int Cg, const int winoIblock, const int winoAtomF32)
{
float32x4_t x00 = vld1q_f32(inptr), x01 = vld1q_f32(inptr + 4);
float32x4_t x10 = vld1q_f32(inptr + inpstep), x11 = vld1q_f32(inptr + inpstep + 4);
float32x4_t x20 = vld1q_f32(inptr + inpstep*2), x21 = vld1q_f32(inptr + inpstep*2 + 4);
float32x4_t x30 = vld1q_f32(inptr + inpstep*3), x31 = vld1q_f32(inptr + inpstep*3 + 4);
float32x4_t x40 = vld1q_f32(inptr + inpstep*4), x41 = vld1q_f32(inptr + inpstep*4 + 4);
float32x4_t x50 = vld1q_f32(inptr + inpstep*5), x51 = vld1q_f32(inptr + inpstep*5 + 4);
float32x4_t x60 = vld1q_f32(inptr + inpstep*6), x61 = vld1q_f32(inptr + inpstep*6 + 4);
float32x4_t x70 = vld1q_f32(inptr + inpstep*7), x71 = vld1q_f32(inptr + inpstep*7 + 4);
float32x4_t z00, z01, z10, z11, z20, z21, z30, z31, z40, z41, z50, z51, z60, z61, z70, z71;
{
/* Y[0] = [1.f, 0.f, -5.25f, 0.f, 5.25f, 0.f, -1.f, 0.f]*X */
/* Y[7] = [0.f, -1.f, 0.f, 5.25f, 0.f, -5.25f, 0.f, 1.f]*X */
float32x4_t q5_25 = vdupq_n_f32(5.25f), t00, t01, t10, t11;
t00 = vsubq_f32(x40, x20);
t01 = vsubq_f32(x41, x21);
t10 = vsubq_f32(x30, x50);
t11 = vsubq_f32(x31, x51);
float32x4_t y00 = vfmaq_f32(vsubq_f32(x00, x60), t00, q5_25);
float32x4_t y01 = vfmaq_f32(vsubq_f32(x01, x61), t01, q5_25);
float32x4_t y70 = vfmaq_f32(vsubq_f32(x70, x10), t10, q5_25);
float32x4_t y71 = vfmaq_f32(vsubq_f32(x71, x11), t11, q5_25);
/* Y[1] = [0.f, 1.f, 1.f, -4.25f, -4.25f, 1.f, 1.f, 0.f]*X */
/* Y[2] = [0.f, -1.f, 1.f, 4.25f, -4.25f, -1.f, 1.f, 0.f]*X */
float32x4_t qm4_25 = vdupq_n_f32(-4.25f);
t00 = vfmaq_f32(vaddq_f32(x10, x50), x30, qm4_25);
t01 = vfmaq_f32(vaddq_f32(x11, x51), x31, qm4_25);
t10 = vfmaq_f32(vaddq_f32(x20, x60), x40, qm4_25);
t11 = vfmaq_f32(vaddq_f32(x21, x61), x41, qm4_25);
float32x4_t y10 = vaddq_f32(t00, t10), y11 = vaddq_f32(t01, t11);
float32x4_t y20 = vsubq_f32(t10, t00), y21 = vsubq_f32(t11, t01);
/* Y[3] = [0.f, 0.5f, 0.25f, -2.5f, -1.25f, 2.f, 1.f, 0.f]*X */
/* Y[4] = [0.f, -0.5f, 0.25f, 2.5f, -1.25f, -2.f, 1.f, 0.f]*X */
float32x4_t q0_5 = vdupq_n_f32(0.5f), q0_25 = vdupq_n_f32(0.25f);
float32x4_t qm2_5 = vdupq_n_f32(-2.5f), qm1_25 = vdupq_n_f32(-1.25f);
t00 = vfmaq_f32(vaddq_f32(x50, x50), x10, q0_5);
t01 = vfmaq_f32(vaddq_f32(x51, x51), x11, q0_5);
t10 = vfmaq_f32(x60, x20, q0_25);
t11 = vfmaq_f32(x61, x21, q0_25);
t00 = vfmaq_f32(t00, x30, qm2_5);
t01 = vfmaq_f32(t01, x31, qm2_5);
t10 = vfmaq_f32(t10, x40, qm1_25);
t11 = vfmaq_f32(t11, x41, qm1_25);
float32x4_t y30 = vaddq_f32(t00, t10), y31 = vaddq_f32(t01, t11);
float32x4_t y40 = vsubq_f32(t10, t00), y41 = vsubq_f32(t11, t01);
/* Y[5] = [0.f, 2.f, 4.f, -2.5f, -5.f, 0.5f, 1.f, 0.f]*X */
/* Y[6] = [0.f, -2.f, 4.f, 2.5f, -5.f, -0.5f, 1.f, 0.f]*X */
float32x4_t q4 = vdupq_n_f32(4.f), qm5 = vdupq_n_f32(-5.f);
t00 = vfmaq_f32(vaddq_f32(x10, x10), x50, q0_5);
t01 = vfmaq_f32(vaddq_f32(x11, x11), x51, q0_5);
t10 = vfmaq_f32(x60, x20, q4);
t11 = vfmaq_f32(x61, x21, q4);
t00 = vfmaq_f32(t00, x30, qm2_5);
t01 = vfmaq_f32(t01, x31, qm2_5);
t10 = vfmaq_f32(t10, x40, qm5);
t11 = vfmaq_f32(t11, x41, qm5);
float32x4_t y50 = vaddq_f32(t00, t10), y51 = vaddq_f32(t01, t11);
float32x4_t y60 = vsubq_f32(t10, t00), y61 = vsubq_f32(t11, t01);
/* transpose 8x8 matrix in-place with some renumeration of the elements: */
/* Y: */
/* y00 y01 */
/* y10 y11 */
/* ... */
/* y70 y71 */
/* Y': */
/* y00 y40 */
/* y10 y50 */
/* y20 y60 */
/* y30 y70 */
/* y01 y41 */
/* y11 y51 */
/* y21 y61 */
/* y31 y71 */
/* in other words, y40 <-> y01, y50 <-> y11, y60 <-> y21, y70 <-> y31 */
float32x4x2_t tr0, tr1;
T4x4(y00, y10, y20, y30, tr0, tr1);
T4x4(y01, y11, y21, y31, tr0, tr1);
T4x4(y40, y50, y60, y70, tr0, tr1);
T4x4(y41, y51, y61, y71, tr0, tr1);
/* Z[0] = [1.f, 0.f, -5.25f, 0.f, 5.25f, 0.f, -1.f, 0.f]*Y */
/* Z[7] = [0.f, -1.f, 0.f, 5.25f, 0.f, -5.25f, 0.f, 1.f]*Y */
t00 = vsubq_f32(y01, y20);
t01 = vsubq_f32(y41, y60);
t10 = vsubq_f32(y30, y11);
t11 = vsubq_f32(y70, y51);
z00 = vfmaq_f32(vsubq_f32(y00, y21), t00, q5_25);
z01 = vfmaq_f32(vsubq_f32(y40, y61), t01, q5_25);
z70 = vfmaq_f32(vsubq_f32(y31, y10), t10, q5_25);
z71 = vfmaq_f32(vsubq_f32(y71, y50), t11, q5_25);
/* Z[1] = [0.f, 1.f, 1.f, -4.25f, -4.25f, 1.f, 1.f, 0.f]*Y */
/* Z[2] = [0.f, -1.f, 1.f, 4.25f, -4.25f, -1.f, 1.f, 0.f]*Y */
t00 = vfmaq_f32(vaddq_f32(y10, y11), y30, qm4_25);
t01 = vfmaq_f32(vaddq_f32(y50, y51), y70, qm4_25);
t10 = vfmaq_f32(vaddq_f32(y20, y21), y01, qm4_25);
t11 = vfmaq_f32(vaddq_f32(y60, y61), y41, qm4_25);
z10 = vaddq_f32(t00, t10); z11 = vaddq_f32(t01, t11);
z20 = vsubq_f32(t10, t00); z21 = vsubq_f32(t11, t01);
/* Z[3] = [0.f, 0.5f, 0.25f, -2.5f, -1.25f, 2.f, 1.f, 0.f]*Y */
/* Z[4] = [0.f, -0.5f, 0.25f, 2.5f, -1.25f, -2.f, 1.f, 0.f]*Y */
t00 = vfmaq_f32(vaddq_f32(y11, y11), y10, q0_5);
t01 = vfmaq_f32(vaddq_f32(y51, y51), y50, q0_5);
t10 = vfmaq_f32(y21, y20, q0_25);
t11 = vfmaq_f32(y61, y60, q0_25);
t00 = vfmaq_f32(t00, y30, qm2_5);
t01 = vfmaq_f32(t01, y70, qm2_5);
t10 = vfmaq_f32(t10, y01, qm1_25);
t11 = vfmaq_f32(t11, y41, qm1_25);
z30 = vaddq_f32(t00, t10); z31 = vaddq_f32(t01, t11);
z40 = vsubq_f32(t10, t00); z41 = vsubq_f32(t11, t01);
/* Z[5] = [0.f, 2.f, 4.f, -2.5f, -5.f, 0.5f, 1.f, 0.f]*Y */
/* Z[6] = [0.f, -2.f, 4.f, 2.5f, -5.f, -0.5f, 1.f, 0.f]*Y */
t00 = vfmaq_f32(vaddq_f32(y10, y10), y11, q0_5);
t01 = vfmaq_f32(vaddq_f32(y50, y50), y51, q0_5);
t10 = vfmaq_f32(y21, y20, q4);
t11 = vfmaq_f32(y61, y60, q4);
t00 = vfmaq_f32(t00, y30, qm2_5);
t01 = vfmaq_f32(t01, y70, qm2_5);
t10 = vfmaq_f32(t10, y01, qm5);
t11 = vfmaq_f32(t11, y41, qm5);
z50 = vaddq_f32(t00, t10); z51 = vaddq_f32(t01, t11);
z60 = vsubq_f32(t10, t00); z61 = vsubq_f32(t11, t01);
}
const int outstep = winoIblock*winoAtomF32*Cg;
vst1q_f32(outptr, z00);
vst1q_f32(outptr + outstep, z01);
vst1q_f32(outptr + outstep*2, z10);
vst1q_f32(outptr + outstep*3, z11);
vst1q_f32(outptr + outstep*4, z20);
vst1q_f32(outptr + outstep*5, z21);
vst1q_f32(outptr + outstep*6, z30);
vst1q_f32(outptr + outstep*7, z31);
vst1q_f32(outptr + outstep*8, z40);
vst1q_f32(outptr + outstep*9, z41);
vst1q_f32(outptr + outstep*10, z50);
vst1q_f32(outptr + outstep*11, z51);
vst1q_f32(outptr + outstep*12, z60);
vst1q_f32(outptr + outstep*13, z61);
vst1q_f32(outptr + outstep*14, z70);
vst1q_f32(outptr + outstep*15, z71);
}
/*Output transform*/
void winofunc_AtXA_8x8_F32(const float* inptr, int inpstep,
float* bpptr, int bpstep, float* outptr, int outstep,
float bias, float minval, float maxval, bool ifMinMaxAct)
{
float32x4_t x00 = vld1q_f32(inptr), x01 = vld1q_f32(inptr + 4);
float32x4_t x10 = vld1q_f32(inptr + inpstep), x11 = vld1q_f32(inptr + inpstep + 4);
float32x4_t x20 = vld1q_f32(inptr + inpstep*2), x21 = vld1q_f32(inptr + inpstep*2 + 4);
float32x4_t x30 = vld1q_f32(inptr + inpstep*3), x31 = vld1q_f32(inptr + inpstep*3 + 4);
float32x4_t x40 = vld1q_f32(inptr + inpstep*4), x41 = vld1q_f32(inptr + inpstep*4 + 4);
float32x4_t x50 = vld1q_f32(inptr + inpstep*5), x51 = vld1q_f32(inptr + inpstep*5 + 4);
float32x4_t x60 = vld1q_f32(inptr + inpstep*6), x61 = vld1q_f32(inptr + inpstep*6 + 4);
float32x4_t x70 = vld1q_f32(inptr + inpstep*7), x71 = vld1q_f32(inptr + inpstep*7 + 4);
float32x4_t z00, z01, z10, z11, z20, z21, z30, z31, z40, z41, z50, z51;
{
float32x4_t s12_0, s12_1, s34_0, s34_1, s56_0, s56_1;
s12_0 = vaddq_f32(x10, x20); s12_1 = vaddq_f32(x11, x21);
s34_0 = vaddq_f32(x30, x40); s34_1 = vaddq_f32(x31, x41);
s56_0 = vaddq_f32(x50, x60); s56_1 = vaddq_f32(x51, x61);
float32x4_t y00 = vaddq_f32(vaddq_f32(vaddq_f32(x00, s12_0), s34_0), s56_0);
float32x4_t y01 = vaddq_f32(vaddq_f32(vaddq_f32(x01, s12_1), s34_1), s56_1);
float32x4_t y20 = vfmaq_n_f32(vfmaq_n_f32(s12_0, s34_0, 4.0f), s56_0, 0.25f);
float32x4_t y21 = vfmaq_n_f32(vfmaq_n_f32(s12_1, s34_1, 4.0f), s56_1, 0.25f);
float32x4_t y40 = vfmaq_n_f32(vfmaq_n_f32(s12_0, s34_0, 16.0f), s56_0, 1.f/16);
float32x4_t y41 = vfmaq_n_f32(vfmaq_n_f32(s12_1, s34_1, 16.0f), s56_1, 1.f/16);
s12_0 = vsubq_f32(x10, x20); s12_1 = vsubq_f32(x11, x21);
s34_0 = vsubq_f32(x30, x40); s34_1 = vsubq_f32(x31, x41);
s56_0 = vsubq_f32(x50, x60); s56_1 = vsubq_f32(x51, x61);
float32x4_t y50 = vfmaq_n_f32(vfmaq_n_f32(vaddq_f32(x70, s12_0),
s34_0, 32.f), s56_0, 1.f/32);
float32x4_t y51 = vfmaq_n_f32(vfmaq_n_f32(vaddq_f32(x71, s12_1),
s34_1, 32.f), s56_1, 1.f/32);
float32x4_t y10 = vfmaq_n_f32(vfmaq_n_f32(s12_0, s34_0, 2.0f), s56_0, 0.5f);
float32x4_t y11 = vfmaq_n_f32(vfmaq_n_f32(s12_1, s34_1, 2.0f), s56_1, 0.5f);
float32x4_t y30 = vfmaq_n_f32(vfmaq_n_f32(s12_0, s34_0, 8.0f), s56_0, 0.125f);
float32x4_t y31 = vfmaq_n_f32(vfmaq_n_f32(s12_1, s34_1, 8.0f), s56_1, 0.125f);
float32x4_t y60 = vdupq_n_f32(0.f), y61 = y60, y70 = y60, y71 = y60;
/* transpose 8x8 matrix in-place with some renumeration of the elements: */
/* Y: */
/* y00 y01 */
/* y10 y11 */
/* ... */
/* y50 y51 */
/* 0 0 */
/* 0 0 */
/* Y': */
/* y00 y40 */
/* y10 y50 */
/* y20 y60 */
/* y30 y70 */
/* y01 y41 */
/* y11 y51 */
/* y21 y61 */
/* y31 y71 */
/* in other words, y40 <-> y01, y50 <-> y11, y60 <-> y21, y70 <-> y31 */
float32x4x2_t tr0, tr1;
T4x4(y00, y10, y20, y30, tr0, tr1);
T4x4(y01, y11, y21, y31, tr0, tr1);
T4x4(y40, y50, y60, y70, tr0, tr1);
T4x4(y41, y51, y61, y71, tr0, tr1);
s12_0 = vaddq_f32(y10, y20); s12_1 = vaddq_f32(y50, y60);
s34_0 = vaddq_f32(y30, y01); s34_1 = vaddq_f32(y70, y41);
s56_0 = vaddq_f32(y11, y21); s56_1 = vaddq_f32(y51, y61);
z00 = vaddq_f32(vaddq_f32(vaddq_f32(y00, s12_0), s34_0), s56_0);
z01 = vaddq_f32(vaddq_f32(vaddq_f32(y40, s12_1), s34_1), s56_1);
z20 = vfmaq_n_f32(vfmaq_n_f32(s12_0, s34_0, 4.0f), s56_0, 0.25f);
z21 = vfmaq_n_f32(vfmaq_n_f32(s12_1, s34_1, 4.0f), s56_1, 0.25f);
z40 = vfmaq_n_f32(vfmaq_n_f32(s12_0, s34_0, 16.0f), s56_0, 1.f/16);
z41 = vfmaq_n_f32(vfmaq_n_f32(s12_1, s34_1, 16.0f), s56_1, 1.f/16);
s12_0 = vsubq_f32(y10, y20); s12_1 = vsubq_f32(y50, y60);
s34_0 = vsubq_f32(y30, y01); s34_1 = vsubq_f32(y70, y41);
s56_0 = vsubq_f32(y11, y21); s56_1 = vsubq_f32(y51, y61);
z50 = vfmaq_n_f32(vfmaq_n_f32(vaddq_f32(y31, s12_0),
s34_0, 32.f), s56_0, 1.f/32);
z51 = vfmaq_n_f32(vfmaq_n_f32(vaddq_f32(y71, s12_1),
s34_1, 32.f), s56_1, 1.f/32);
z10 = vfmaq_n_f32(vfmaq_n_f32(s12_0, s34_0, 2.0f), s56_0, 0.5f);
z11 = vfmaq_n_f32(vfmaq_n_f32(s12_1, s34_1, 2.0f), s56_1, 0.5f);
z30 = vfmaq_n_f32(vfmaq_n_f32(s12_0, s34_0, 8.0f), s56_0, 0.125f);
z31 = vfmaq_n_f32(vfmaq_n_f32(s12_1, s34_1, 8.0f), s56_1, 0.125f);
float32x4_t vbias = vdupq_n_f32(bias);
z00 = vaddq_f32(z00, vbias);
z01 = vaddq_f32(z01, vbias);
z10 = vaddq_f32(z10, vbias);
z11 = vaddq_f32(z11, vbias);
z20 = vaddq_f32(z20, vbias);
z21 = vaddq_f32(z21, vbias);
z30 = vaddq_f32(z30, vbias);
z31 = vaddq_f32(z31, vbias);
z40 = vaddq_f32(z40, vbias);
z41 = vaddq_f32(z41, vbias);
z50 = vaddq_f32(z50, vbias);
z51 = vaddq_f32(z51, vbias);
}
if (bpptr)
{
float32x2_t zhalf = vdup_n_f32(0.f);
z00 = vaddq_f32(z00, vld1q_f32(bpptr));
z01 = vaddq_f32(z01, vcombine_f32(vld1_f32(bpptr + 4), zhalf));
z10 = vaddq_f32(z10, vld1q_f32(bpptr + bpstep));
z11 = vaddq_f32(z11, vcombine_f32(vld1_f32(bpptr + bpstep + 4), zhalf));
z20 = vaddq_f32(z20, vld1q_f32(bpptr + bpstep*2));
z21 = vaddq_f32(z21, vcombine_f32(vld1_f32(bpptr + bpstep*2 + 4), zhalf));
z30 = vaddq_f32(z30, vld1q_f32(bpptr + bpstep*3));
z31 = vaddq_f32(z31, vcombine_f32(vld1_f32(bpptr + bpstep*3 + 4), zhalf));
z40 = vaddq_f32(z40, vld1q_f32(bpptr + bpstep*4));
z41 = vaddq_f32(z41, vcombine_f32(vld1_f32(bpptr + bpstep*4 + 4), zhalf));
z50 = vaddq_f32(z50, vld1q_f32(bpptr + bpstep*5));
z51 = vaddq_f32(z51, vcombine_f32(vld1_f32(bpptr + bpstep*5 + 4), zhalf));
}
if (ifMinMaxAct)
{
float32x4_t vmax = vdupq_n_f32(maxval);
float32x4_t vmin = vdupq_n_f32(minval);
z00 = vminq_f32(vmaxq_f32(z00, vmin), vmax);
z01 = vminq_f32(vmaxq_f32(z01, vmin), vmax);
z10 = vminq_f32(vmaxq_f32(z10, vmin), vmax);
z11 = vminq_f32(vmaxq_f32(z11, vmin), vmax);
z20 = vminq_f32(vmaxq_f32(z20, vmin), vmax);
z21 = vminq_f32(vmaxq_f32(z21, vmin), vmax);
z30 = vminq_f32(vmaxq_f32(z30, vmin), vmax);
z31 = vminq_f32(vmaxq_f32(z31, vmin), vmax);
z40 = vminq_f32(vmaxq_f32(z40, vmin), vmax);
z41 = vminq_f32(vmaxq_f32(z41, vmin), vmax);
z50 = vminq_f32(vmaxq_f32(z50, vmin), vmax);
z51 = vminq_f32(vmaxq_f32(z51, vmin), vmax);
}
vst1q_f32(outptr, z00);
vst1_f32(outptr + 4, vget_low_f32(z01));
vst1q_f32(outptr + outstep, z10);
vst1_f32(outptr + outstep + 4, vget_low_f32(z11));
vst1q_f32(outptr + outstep*2, z20);
vst1_f32(outptr + outstep*2 + 4, vget_low_f32(z21));
vst1q_f32(outptr + outstep*3, z30);
vst1_f32(outptr + outstep*3 + 4, vget_low_f32(z31));
vst1q_f32(outptr + outstep*4, z40);
vst1_f32(outptr + outstep*4 + 4, vget_low_f32(z41));
vst1q_f32(outptr + outstep*5, z50);
vst1_f32(outptr + outstep*5 + 4, vget_low_f32(z51));
}
#endif
}
}} // namespace