xref: /aosp_15_r20/external/XNNPACK/src/qc8-gemm/gen/2x8c2s4-minmax-fp32-neon-mlal.c (revision 4bdc94577ba0e567308109d787f7fec7b531ce36)
1*4bdc9457SAndroid Build Coastguard Worker // Auto-generated file. Do not edit!
2*4bdc9457SAndroid Build Coastguard Worker //   Template: src/qs8-gemm/c2-neon-mull-shuffle.c.in
3*4bdc9457SAndroid Build Coastguard Worker //   Generator: tools/xngen
4*4bdc9457SAndroid Build Coastguard Worker //
5*4bdc9457SAndroid Build Coastguard Worker // Copyright 2021 Google LLC
6*4bdc9457SAndroid Build Coastguard Worker //
7*4bdc9457SAndroid Build Coastguard Worker // This source code is licensed under the BSD-style license found in the
8*4bdc9457SAndroid Build Coastguard Worker // LICENSE file in the root directory of this source tree.
9*4bdc9457SAndroid Build Coastguard Worker 
10*4bdc9457SAndroid Build Coastguard Worker #include <assert.h>
11*4bdc9457SAndroid Build Coastguard Worker 
12*4bdc9457SAndroid Build Coastguard Worker #include <arm_neon.h>
13*4bdc9457SAndroid Build Coastguard Worker 
14*4bdc9457SAndroid Build Coastguard Worker #include <xnnpack/gemm.h>
15*4bdc9457SAndroid Build Coastguard Worker #include <xnnpack/math.h>
16*4bdc9457SAndroid Build Coastguard Worker 
17*4bdc9457SAndroid Build Coastguard Worker 
xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2s4__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_qc8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS (1)])18*4bdc9457SAndroid Build Coastguard Worker void xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal(
19*4bdc9457SAndroid Build Coastguard Worker     size_t mr,
20*4bdc9457SAndroid Build Coastguard Worker     size_t nc,
21*4bdc9457SAndroid Build Coastguard Worker     size_t kc,
22*4bdc9457SAndroid Build Coastguard Worker     const int8_t* restrict a,
23*4bdc9457SAndroid Build Coastguard Worker     size_t a_stride,
24*4bdc9457SAndroid Build Coastguard Worker     const void* restrict w,
25*4bdc9457SAndroid Build Coastguard Worker     int8_t* restrict c,
26*4bdc9457SAndroid Build Coastguard Worker     size_t cm_stride,
27*4bdc9457SAndroid Build Coastguard Worker     size_t cn_stride,
28*4bdc9457SAndroid Build Coastguard Worker     const union xnn_qc8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
29*4bdc9457SAndroid Build Coastguard Worker {
30*4bdc9457SAndroid Build Coastguard Worker   assert(mr != 0);
31*4bdc9457SAndroid Build Coastguard Worker   assert(mr <= 2);
32*4bdc9457SAndroid Build Coastguard Worker   assert(nc != 0);
33*4bdc9457SAndroid Build Coastguard Worker   assert(kc != 0);
34*4bdc9457SAndroid Build Coastguard Worker   assert(kc % sizeof(int8_t) == 0);
35*4bdc9457SAndroid Build Coastguard Worker   assert(a != NULL);
36*4bdc9457SAndroid Build Coastguard Worker   assert(w != NULL);
37*4bdc9457SAndroid Build Coastguard Worker   assert(c != NULL);
38*4bdc9457SAndroid Build Coastguard Worker 
39*4bdc9457SAndroid Build Coastguard Worker   const int8_t* a0 = a;
40*4bdc9457SAndroid Build Coastguard Worker   int8_t* c0 = c;
41*4bdc9457SAndroid Build Coastguard Worker   const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
42*4bdc9457SAndroid Build Coastguard Worker   int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
43*4bdc9457SAndroid Build Coastguard Worker   if XNN_UNPREDICTABLE(mr != 2) {
44*4bdc9457SAndroid Build Coastguard Worker     a1 = a0;
45*4bdc9457SAndroid Build Coastguard Worker     c1 = c0;
46*4bdc9457SAndroid Build Coastguard Worker   }
47*4bdc9457SAndroid Build Coastguard Worker 
48*4bdc9457SAndroid Build Coastguard Worker   kc = round_up_po2(kc, 8 * sizeof(int8_t));
49*4bdc9457SAndroid Build Coastguard Worker   do {
50*4bdc9457SAndroid Build Coastguard Worker     int32x4_t vacc0x0123 = vld1q_s32(w); w = (const int32_t*) w + 4;
51*4bdc9457SAndroid Build Coastguard Worker     int32x4_t vacc0x4567 = vld1q_s32(w); w = (const int32_t*) w + 4;
52*4bdc9457SAndroid Build Coastguard Worker     int32x4_t vacc1x0123 = vacc0x0123;
53*4bdc9457SAndroid Build Coastguard Worker     int32x4_t vacc1x4567 = vacc0x4567;
54*4bdc9457SAndroid Build Coastguard Worker 
55*4bdc9457SAndroid Build Coastguard Worker     size_t k = kc;
56*4bdc9457SAndroid Build Coastguard Worker     while (k >= 16 * sizeof(int8_t)) {
57*4bdc9457SAndroid Build Coastguard Worker       int8x8_t va0x0 = vld1_s8(a0); a0 += 8;
58*4bdc9457SAndroid Build Coastguard Worker       int8x8_t va0x1 = vld1_s8(a0); a0 += 8;
59*4bdc9457SAndroid Build Coastguard Worker       int8x8_t va1x0 = vld1_s8(a1); a1 += 8;
60*4bdc9457SAndroid Build Coastguard Worker       int8x8_t va1x1 = vld1_s8(a1); a1 += 8;
61*4bdc9457SAndroid Build Coastguard Worker 
62*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const int8_t*) w + 8;
63*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const int8_t*) w + 8;
64*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const int8_t*) w + 8;
65*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const int8_t*) w + 8;
66*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const int8_t*) w + 8;
67*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const int8_t*) w + 8;
68*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const int8_t*) w + 8;
69*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const int8_t*) w + 8;
70*4bdc9457SAndroid Build Coastguard Worker 
71*4bdc9457SAndroid Build Coastguard Worker       int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0x0);
72*4bdc9457SAndroid Build Coastguard Worker       int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1x0);
73*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const int8_t*) w + 8;
74*4bdc9457SAndroid Build Coastguard Worker       vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0x1);
75*4bdc9457SAndroid Build Coastguard Worker       vprod1x0123c0 = vmlal_s8(vprod1x0123c0, vb0123c0x1, va1x1);
76*4bdc9457SAndroid Build Coastguard Worker       vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
77*4bdc9457SAndroid Build Coastguard Worker       vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
78*4bdc9457SAndroid Build Coastguard Worker       int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0x0);
79*4bdc9457SAndroid Build Coastguard Worker       int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0x0, va1x0);
80*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const int8_t*) w + 8;
81*4bdc9457SAndroid Build Coastguard Worker       vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0x1);
82*4bdc9457SAndroid Build Coastguard Worker       vprod1x4567c0 = vmlal_s8(vprod1x4567c0, vb4567c0x1, va1x1);
83*4bdc9457SAndroid Build Coastguard Worker       vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
84*4bdc9457SAndroid Build Coastguard Worker       vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
85*4bdc9457SAndroid Build Coastguard Worker       va0x0 = vext_s8(va0x0, va0x0, 2);
86*4bdc9457SAndroid Build Coastguard Worker       va0x1 = vext_s8(va0x1, va0x1, 2);
87*4bdc9457SAndroid Build Coastguard Worker       va1x0 = vext_s8(va1x0, va1x0, 2);
88*4bdc9457SAndroid Build Coastguard Worker       va1x1 = vext_s8(va1x1, va1x1, 2);
89*4bdc9457SAndroid Build Coastguard Worker       int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0x0);
90*4bdc9457SAndroid Build Coastguard Worker       int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1x0);
91*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const int8_t*) w + 8;
92*4bdc9457SAndroid Build Coastguard Worker       vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0x1);
93*4bdc9457SAndroid Build Coastguard Worker       vprod1x0123c1 = vmlal_s8(vprod1x0123c1, vb0123c1x1, va1x1);
94*4bdc9457SAndroid Build Coastguard Worker       vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
95*4bdc9457SAndroid Build Coastguard Worker       vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
96*4bdc9457SAndroid Build Coastguard Worker       int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0x0);
97*4bdc9457SAndroid Build Coastguard Worker       int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1x0, va1x0);
98*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const int8_t*) w + 8;
99*4bdc9457SAndroid Build Coastguard Worker       vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0x1);
100*4bdc9457SAndroid Build Coastguard Worker       vprod1x4567c1 = vmlal_s8(vprod1x4567c1, vb4567c1x1, va1x1);
101*4bdc9457SAndroid Build Coastguard Worker       vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
102*4bdc9457SAndroid Build Coastguard Worker       vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
103*4bdc9457SAndroid Build Coastguard Worker       va0x0 = vext_s8(va0x0, va0x0, 2);
104*4bdc9457SAndroid Build Coastguard Worker       va0x1 = vext_s8(va0x1, va0x1, 2);
105*4bdc9457SAndroid Build Coastguard Worker       va1x0 = vext_s8(va1x0, va1x0, 2);
106*4bdc9457SAndroid Build Coastguard Worker       va1x1 = vext_s8(va1x1, va1x1, 2);
107*4bdc9457SAndroid Build Coastguard Worker       int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0x0);
108*4bdc9457SAndroid Build Coastguard Worker       int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1x0);
109*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const int8_t*) w + 8;
110*4bdc9457SAndroid Build Coastguard Worker       vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0x1);
111*4bdc9457SAndroid Build Coastguard Worker       vprod1x0123c2 = vmlal_s8(vprod1x0123c2, vb0123c2x1, va1x1);
112*4bdc9457SAndroid Build Coastguard Worker       vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
113*4bdc9457SAndroid Build Coastguard Worker       vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
114*4bdc9457SAndroid Build Coastguard Worker       int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0x0);
115*4bdc9457SAndroid Build Coastguard Worker       int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2x0, va1x0);
116*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const int8_t*) w + 8;
117*4bdc9457SAndroid Build Coastguard Worker       vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0x1);
118*4bdc9457SAndroid Build Coastguard Worker       vprod1x4567c2 = vmlal_s8(vprod1x4567c2, vb4567c2x1, va1x1);
119*4bdc9457SAndroid Build Coastguard Worker       vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
120*4bdc9457SAndroid Build Coastguard Worker       vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
121*4bdc9457SAndroid Build Coastguard Worker       va0x0 = vext_s8(va0x0, va0x0, 2);
122*4bdc9457SAndroid Build Coastguard Worker       va0x1 = vext_s8(va0x1, va0x1, 2);
123*4bdc9457SAndroid Build Coastguard Worker       va1x0 = vext_s8(va1x0, va1x0, 2);
124*4bdc9457SAndroid Build Coastguard Worker       va1x1 = vext_s8(va1x1, va1x1, 2);
125*4bdc9457SAndroid Build Coastguard Worker       int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0x0);
126*4bdc9457SAndroid Build Coastguard Worker       int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1x0);
127*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const int8_t*) w + 8;
128*4bdc9457SAndroid Build Coastguard Worker       vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0x1);
129*4bdc9457SAndroid Build Coastguard Worker       vprod1x0123c3 = vmlal_s8(vprod1x0123c3, vb0123c3x1, va1x1);
130*4bdc9457SAndroid Build Coastguard Worker       vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
131*4bdc9457SAndroid Build Coastguard Worker       vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
132*4bdc9457SAndroid Build Coastguard Worker       int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0x0);
133*4bdc9457SAndroid Build Coastguard Worker       int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3x0, va1x0);
134*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const int8_t*) w + 8;
135*4bdc9457SAndroid Build Coastguard Worker       vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0x1);
136*4bdc9457SAndroid Build Coastguard Worker       vprod1x4567c3 = vmlal_s8(vprod1x4567c3, vb4567c3x1, va1x1);
137*4bdc9457SAndroid Build Coastguard Worker       vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
138*4bdc9457SAndroid Build Coastguard Worker       vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
139*4bdc9457SAndroid Build Coastguard Worker 
140*4bdc9457SAndroid Build Coastguard Worker       k -= 16 * sizeof(int8_t);
141*4bdc9457SAndroid Build Coastguard Worker     }
142*4bdc9457SAndroid Build Coastguard Worker     if (k != 0) {
143*4bdc9457SAndroid Build Coastguard Worker       int8x8_t va0x0 = vld1_s8(a0); a0 += 8;
144*4bdc9457SAndroid Build Coastguard Worker       int8x8_t va1x0 = vld1_s8(a1); a1 += 8;
145*4bdc9457SAndroid Build Coastguard Worker 
146*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const int8_t*) w + 8;
147*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const int8_t*) w + 8;
148*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const int8_t*) w + 8;
149*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const int8_t*) w + 8;
150*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const int8_t*) w + 8;
151*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const int8_t*) w + 8;
152*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const int8_t*) w + 8;
153*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const int8_t*) w + 8;
154*4bdc9457SAndroid Build Coastguard Worker 
155*4bdc9457SAndroid Build Coastguard Worker       int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0x0);
156*4bdc9457SAndroid Build Coastguard Worker       int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1x0);
157*4bdc9457SAndroid Build Coastguard Worker       vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
158*4bdc9457SAndroid Build Coastguard Worker       vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
159*4bdc9457SAndroid Build Coastguard Worker       int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0x0);
160*4bdc9457SAndroid Build Coastguard Worker       int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0x0, va1x0);
161*4bdc9457SAndroid Build Coastguard Worker       vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
162*4bdc9457SAndroid Build Coastguard Worker       vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
163*4bdc9457SAndroid Build Coastguard Worker       va0x0 = vext_s8(va0x0, va0x0, 2);
164*4bdc9457SAndroid Build Coastguard Worker       va1x0 = vext_s8(va1x0, va1x0, 2);
165*4bdc9457SAndroid Build Coastguard Worker       int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0x0);
166*4bdc9457SAndroid Build Coastguard Worker       int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1x0);
167*4bdc9457SAndroid Build Coastguard Worker       vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
168*4bdc9457SAndroid Build Coastguard Worker       vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
169*4bdc9457SAndroid Build Coastguard Worker       int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0x0);
170*4bdc9457SAndroid Build Coastguard Worker       int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1x0, va1x0);
171*4bdc9457SAndroid Build Coastguard Worker       vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
172*4bdc9457SAndroid Build Coastguard Worker       vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
173*4bdc9457SAndroid Build Coastguard Worker       va0x0 = vext_s8(va0x0, va0x0, 2);
174*4bdc9457SAndroid Build Coastguard Worker       va1x0 = vext_s8(va1x0, va1x0, 2);
175*4bdc9457SAndroid Build Coastguard Worker       int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0x0);
176*4bdc9457SAndroid Build Coastguard Worker       int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1x0);
177*4bdc9457SAndroid Build Coastguard Worker       vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
178*4bdc9457SAndroid Build Coastguard Worker       vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
179*4bdc9457SAndroid Build Coastguard Worker       int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0x0);
180*4bdc9457SAndroid Build Coastguard Worker       int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2x0, va1x0);
181*4bdc9457SAndroid Build Coastguard Worker       vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
182*4bdc9457SAndroid Build Coastguard Worker       vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
183*4bdc9457SAndroid Build Coastguard Worker       va0x0 = vext_s8(va0x0, va0x0, 2);
184*4bdc9457SAndroid Build Coastguard Worker       va1x0 = vext_s8(va1x0, va1x0, 2);
185*4bdc9457SAndroid Build Coastguard Worker       int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0x0);
186*4bdc9457SAndroid Build Coastguard Worker       int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1x0);
187*4bdc9457SAndroid Build Coastguard Worker       vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
188*4bdc9457SAndroid Build Coastguard Worker       vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
189*4bdc9457SAndroid Build Coastguard Worker       int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0x0);
190*4bdc9457SAndroid Build Coastguard Worker       int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3x0, va1x0);
191*4bdc9457SAndroid Build Coastguard Worker       vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
192*4bdc9457SAndroid Build Coastguard Worker       vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
193*4bdc9457SAndroid Build Coastguard Worker 
194*4bdc9457SAndroid Build Coastguard Worker     }
195*4bdc9457SAndroid Build Coastguard Worker 
196*4bdc9457SAndroid Build Coastguard Worker     float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
197*4bdc9457SAndroid Build Coastguard Worker     float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
198*4bdc9457SAndroid Build Coastguard Worker     float32x4_t vfpacc1x0123 = vcvtq_f32_s32(vacc1x0123);
199*4bdc9457SAndroid Build Coastguard Worker     float32x4_t vfpacc1x4567 = vcvtq_f32_s32(vacc1x4567);
200*4bdc9457SAndroid Build Coastguard Worker 
201*4bdc9457SAndroid Build Coastguard Worker     const float32x4_t vscale0123 = vld1q_f32(w); w = (const float*) w + 4;
202*4bdc9457SAndroid Build Coastguard Worker     vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale0123);
203*4bdc9457SAndroid Build Coastguard Worker     vfpacc1x0123 = vmulq_f32(vfpacc1x0123, vscale0123);
204*4bdc9457SAndroid Build Coastguard Worker     const float32x4_t vscale4567 = vld1q_f32(w); w = (const float*) w + 4;
205*4bdc9457SAndroid Build Coastguard Worker     vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale4567);
206*4bdc9457SAndroid Build Coastguard Worker     vfpacc1x4567 = vmulq_f32(vfpacc1x4567, vscale4567);
207*4bdc9457SAndroid Build Coastguard Worker 
208*4bdc9457SAndroid Build Coastguard Worker     const float32x4_t vmagic_bias = vld1q_dup_f32(&params->fp32_neon.magic_bias);
209*4bdc9457SAndroid Build Coastguard Worker     vacc0x0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x0123, vmagic_bias));
210*4bdc9457SAndroid Build Coastguard Worker     vacc0x4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x4567, vmagic_bias));
211*4bdc9457SAndroid Build Coastguard Worker     vacc1x0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc1x0123, vmagic_bias));
212*4bdc9457SAndroid Build Coastguard Worker     vacc1x4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc1x4567, vmagic_bias));
213*4bdc9457SAndroid Build Coastguard Worker 
214*4bdc9457SAndroid Build Coastguard Worker     const int32x4_t vmagic_bias_less_output_zero_point = vld1q_dup_s32(&params->fp32_neon.magic_bias_less_output_zero_point);
215*4bdc9457SAndroid Build Coastguard Worker     vacc0x0123 = vqsubq_s32(vacc0x0123, vmagic_bias_less_output_zero_point);
216*4bdc9457SAndroid Build Coastguard Worker     vacc0x4567 = vqsubq_s32(vacc0x4567, vmagic_bias_less_output_zero_point);
217*4bdc9457SAndroid Build Coastguard Worker     vacc1x0123 = vqsubq_s32(vacc1x0123, vmagic_bias_less_output_zero_point);
218*4bdc9457SAndroid Build Coastguard Worker     vacc1x4567 = vqsubq_s32(vacc1x4567, vmagic_bias_less_output_zero_point);
219*4bdc9457SAndroid Build Coastguard Worker 
220*4bdc9457SAndroid Build Coastguard Worker #if XNN_ARCH_ARM64
221*4bdc9457SAndroid Build Coastguard Worker     int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567);
222*4bdc9457SAndroid Build Coastguard Worker     int16x8_t vacc1x01234567 = vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567);
223*4bdc9457SAndroid Build Coastguard Worker 
224*4bdc9457SAndroid Build Coastguard Worker 
225*4bdc9457SAndroid Build Coastguard Worker     int8x16_t vout0x01234567_1x01234567 = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc1x01234567);
226*4bdc9457SAndroid Build Coastguard Worker #else
227*4bdc9457SAndroid Build Coastguard Worker     int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567));
228*4bdc9457SAndroid Build Coastguard Worker     int16x8_t vacc1x01234567 = vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567));
229*4bdc9457SAndroid Build Coastguard Worker 
230*4bdc9457SAndroid Build Coastguard Worker 
231*4bdc9457SAndroid Build Coastguard Worker     int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc1x01234567));
232*4bdc9457SAndroid Build Coastguard Worker #endif
233*4bdc9457SAndroid Build Coastguard Worker 
234*4bdc9457SAndroid Build Coastguard Worker     const int8x16_t voutput_min = vld1q_dup_s8(&params->fp32_neon.output_min);
235*4bdc9457SAndroid Build Coastguard Worker     vout0x01234567_1x01234567 = vmaxq_s8(vout0x01234567_1x01234567, voutput_min);
236*4bdc9457SAndroid Build Coastguard Worker 
237*4bdc9457SAndroid Build Coastguard Worker     const int8x16_t voutput_max = vld1q_dup_s8(&params->fp32_neon.output_max);
238*4bdc9457SAndroid Build Coastguard Worker     vout0x01234567_1x01234567 = vminq_s8(vout0x01234567_1x01234567, voutput_max);
239*4bdc9457SAndroid Build Coastguard Worker 
240*4bdc9457SAndroid Build Coastguard Worker     if (nc >= 8) {
241*4bdc9457SAndroid Build Coastguard Worker       vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
242*4bdc9457SAndroid Build Coastguard Worker       vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
243*4bdc9457SAndroid Build Coastguard Worker 
244*4bdc9457SAndroid Build Coastguard Worker       c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
245*4bdc9457SAndroid Build Coastguard Worker       c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
246*4bdc9457SAndroid Build Coastguard Worker 
247*4bdc9457SAndroid Build Coastguard Worker       a0 = (const int8_t*) ((uintptr_t) a0 - kc);
248*4bdc9457SAndroid Build Coastguard Worker       a1 = (const int8_t*) ((uintptr_t) a1 - kc);
249*4bdc9457SAndroid Build Coastguard Worker 
250*4bdc9457SAndroid Build Coastguard Worker       nc -= 8;
251*4bdc9457SAndroid Build Coastguard Worker     } else {
252*4bdc9457SAndroid Build Coastguard Worker       // Final case where not all of the 8 columns fit in the destination.
253*4bdc9457SAndroid Build Coastguard Worker       if (nc & 4) {
254*4bdc9457SAndroid Build Coastguard Worker         vst1q_lane_u32((void*) c0, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
255*4bdc9457SAndroid Build Coastguard Worker         vst1q_lane_u32((void*) c1, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
256*4bdc9457SAndroid Build Coastguard Worker         vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
257*4bdc9457SAndroid Build Coastguard Worker       }
258*4bdc9457SAndroid Build Coastguard Worker       if (nc & 2) {
259*4bdc9457SAndroid Build Coastguard Worker         vst1q_lane_u16((void*) c0, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
260*4bdc9457SAndroid Build Coastguard Worker         vst1q_lane_u16((void*) c1, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
261*4bdc9457SAndroid Build Coastguard Worker         vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
262*4bdc9457SAndroid Build Coastguard Worker       }
263*4bdc9457SAndroid Build Coastguard Worker       if (nc & 1) {
264*4bdc9457SAndroid Build Coastguard Worker         vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
265*4bdc9457SAndroid Build Coastguard Worker         vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
266*4bdc9457SAndroid Build Coastguard Worker       }
267*4bdc9457SAndroid Build Coastguard Worker 
268*4bdc9457SAndroid Build Coastguard Worker       nc = 0;
269*4bdc9457SAndroid Build Coastguard Worker     }
270*4bdc9457SAndroid Build Coastguard Worker   } while (nc != 0);
271*4bdc9457SAndroid Build Coastguard Worker }
272