xref: /aosp_15_r20/external/XNNPACK/src/qs8-igemm/gen/3x8c2s4-minmax-rndnu-neon-mlal.c (revision 4bdc94577ba0e567308109d787f7fec7b531ce36)
1 // Auto-generated file. Do not edit!
2 //   Template: src/qs8-igemm/c2-neon-mull-shuffle.c.in
3 //   Generator: tools/xngen
4 //
5 // Copyright 2021 Google LLC
6 //
7 // This source code is licensed under the BSD-style license found in the
8 // LICENSE file in the root directory of this source tree.
9 
10 #include <assert.h>
11 
12 #include <arm_neon.h>
13 
14 #include <xnnpack/gemm.h>
15 #include <xnnpack/math.h>
16 
17 
xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal(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_conv_minmax_params params[restrict XNN_MIN_ELEMENTS (1)])18 void xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal(
19     size_t mr,
20     size_t nc,
21     size_t kc,
22     size_t ks,
23     const int8_t** restrict a,
24     const void* restrict w,
25     int8_t* restrict c,
26     size_t cm_stride,
27     size_t cn_stride,
28     size_t a_offset,
29     const int8_t* zero,
30     const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
31 {
32   assert(mr != 0);
33   assert(mr <= 3);
34   assert(nc != 0);
35   assert(kc != 0);
36   assert(ks != 0);
37   assert(ks % (3 * sizeof(void*)) == 0);
38   assert(a_offset % sizeof(int8_t) == 0);
39   assert(a != NULL);
40   assert(w != NULL);
41   assert(c != NULL);
42 
43   int8_t* c0 = c;
44   int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
45   if XNN_UNPREDICTABLE(mr < 2) {
46     c1 = c0;
47   }
48   int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
49   if XNN_UNPREDICTABLE(mr <= 2) {
50     c2 = c1;
51   }
52 
53   kc = round_up_po2(kc, 8 * sizeof(int8_t));
54   do {
55     int32x4_t vacc0x0123 = vld1q_s32(w); w = (const int32_t*) w + 4;
56     int32x4_t vacc0x4567 = vld1q_s32(w); w = (const int32_t*) w + 4;
57     int32x4_t vacc1x0123 = vacc0x0123;
58     int32x4_t vacc1x4567 = vacc0x4567;
59     int32x4_t vacc2x0123 = vacc0x0123;
60     int32x4_t vacc2x4567 = vacc0x4567;
61 
62     size_t p = ks;
63     do {
64       const int8_t* restrict a0 = a[0];
65       if XNN_UNPREDICTABLE(a0 != zero) {
66         a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
67       }
68       const int8_t* restrict a1 = a[1];
69       if XNN_UNPREDICTABLE(a1 != zero) {
70         a1 = (const int8_t*) ((uintptr_t) a1 + a_offset);
71       }
72       const int8_t* restrict a2 = a[2];
73       if XNN_UNPREDICTABLE(a2 != zero) {
74         a2 = (const int8_t*) ((uintptr_t) a2 + a_offset);
75       }
76       a += 3;
77 
78       size_t k = kc;
79       while (k >= 16 * sizeof(int8_t)) {
80         int8x8_t va0x0 = vld1_s8(a0); a0 += 8;
81         int8x8_t va0x1 = vld1_s8(a0); a0 += 8;
82         int8x8_t va1x0 = vld1_s8(a1); a1 += 8;
83         int8x8_t va1x1 = vld1_s8(a1); a1 += 8;
84         int8x8_t va2x0 = vld1_s8(a2); a2 += 8;
85         int8x8_t va2x1 = vld1_s8(a2); a2 += 8;
86 
87         const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const int8_t*) w + 8;
88         const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const int8_t*) w + 8;
89         const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const int8_t*) w + 8;
90         const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const int8_t*) w + 8;
91         const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const int8_t*) w + 8;
92         const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const int8_t*) w + 8;
93         const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const int8_t*) w + 8;
94         const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const int8_t*) w + 8;
95 
96         int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0x0);
97         int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1x0);
98         int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0x0, va2x0);
99         const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const int8_t*) w + 8;
100         vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0x1);
101         vprod1x0123c0 = vmlal_s8(vprod1x0123c0, vb0123c0x1, va1x1);
102         vprod2x0123c0 = vmlal_s8(vprod2x0123c0, vb0123c0x1, va2x1);
103         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
104         vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
105         vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
106         int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0x0);
107         int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0x0, va1x0);
108         int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0x0, va2x0);
109         const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const int8_t*) w + 8;
110         vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0x1);
111         vprod1x4567c0 = vmlal_s8(vprod1x4567c0, vb4567c0x1, va1x1);
112         vprod2x4567c0 = vmlal_s8(vprod2x4567c0, vb4567c0x1, va2x1);
113         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
114         vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
115         vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
116         va0x0 = vext_s8(va0x0, va0x0, 2);
117         va0x1 = vext_s8(va0x1, va0x1, 2);
118         va1x0 = vext_s8(va1x0, va1x0, 2);
119         va1x1 = vext_s8(va1x1, va1x1, 2);
120         va2x0 = vext_s8(va2x0, va2x0, 2);
121         va2x1 = vext_s8(va2x1, va2x1, 2);
122         int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0x0);
123         int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1x0);
124         int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1x0, va2x0);
125         const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const int8_t*) w + 8;
126         vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0x1);
127         vprod1x0123c1 = vmlal_s8(vprod1x0123c1, vb0123c1x1, va1x1);
128         vprod2x0123c1 = vmlal_s8(vprod2x0123c1, vb0123c1x1, va2x1);
129         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
130         vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
131         vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
132         int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0x0);
133         int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1x0, va1x0);
134         int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1x0, va2x0);
135         const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const int8_t*) w + 8;
136         vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0x1);
137         vprod1x4567c1 = vmlal_s8(vprod1x4567c1, vb4567c1x1, va1x1);
138         vprod2x4567c1 = vmlal_s8(vprod2x4567c1, vb4567c1x1, va2x1);
139         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
140         vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
141         vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
142         va0x0 = vext_s8(va0x0, va0x0, 2);
143         va0x1 = vext_s8(va0x1, va0x1, 2);
144         va1x0 = vext_s8(va1x0, va1x0, 2);
145         va1x1 = vext_s8(va1x1, va1x1, 2);
146         va2x0 = vext_s8(va2x0, va2x0, 2);
147         va2x1 = vext_s8(va2x1, va2x1, 2);
148         int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0x0);
149         int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1x0);
150         int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2x0, va2x0);
151         const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const int8_t*) w + 8;
152         vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0x1);
153         vprod1x0123c2 = vmlal_s8(vprod1x0123c2, vb0123c2x1, va1x1);
154         vprod2x0123c2 = vmlal_s8(vprod2x0123c2, vb0123c2x1, va2x1);
155         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
156         vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
157         vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
158         int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0x0);
159         int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2x0, va1x0);
160         int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2x0, va2x0);
161         const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const int8_t*) w + 8;
162         vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0x1);
163         vprod1x4567c2 = vmlal_s8(vprod1x4567c2, vb4567c2x1, va1x1);
164         vprod2x4567c2 = vmlal_s8(vprod2x4567c2, vb4567c2x1, va2x1);
165         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
166         vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
167         vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
168         va0x0 = vext_s8(va0x0, va0x0, 2);
169         va0x1 = vext_s8(va0x1, va0x1, 2);
170         va1x0 = vext_s8(va1x0, va1x0, 2);
171         va1x1 = vext_s8(va1x1, va1x1, 2);
172         va2x0 = vext_s8(va2x0, va2x0, 2);
173         va2x1 = vext_s8(va2x1, va2x1, 2);
174         int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0x0);
175         int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1x0);
176         int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3x0, va2x0);
177         const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const int8_t*) w + 8;
178         vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0x1);
179         vprod1x0123c3 = vmlal_s8(vprod1x0123c3, vb0123c3x1, va1x1);
180         vprod2x0123c3 = vmlal_s8(vprod2x0123c3, vb0123c3x1, va2x1);
181         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
182         vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
183         vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
184         int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0x0);
185         int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3x0, va1x0);
186         int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3x0, va2x0);
187         const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const int8_t*) w + 8;
188         vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0x1);
189         vprod1x4567c3 = vmlal_s8(vprod1x4567c3, vb4567c3x1, va1x1);
190         vprod2x4567c3 = vmlal_s8(vprod2x4567c3, vb4567c3x1, va2x1);
191         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
192         vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
193         vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
194 
195         k -= 16 * sizeof(int8_t);
196       }
197       if (k != 0) {
198         int8x8_t va0x0 = vld1_s8(a0); a0 += 8;
199         int8x8_t va1x0 = vld1_s8(a1); a1 += 8;
200         int8x8_t va2x0 = vld1_s8(a2); a2 += 8;
201 
202         const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const int8_t*) w + 8;
203         const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const int8_t*) w + 8;
204         const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const int8_t*) w + 8;
205         const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const int8_t*) w + 8;
206         const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const int8_t*) w + 8;
207         const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const int8_t*) w + 8;
208         const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const int8_t*) w + 8;
209         const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const int8_t*) w + 8;
210 
211         int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0x0);
212         int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1x0);
213         int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0x0, va2x0);
214         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
215         vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
216         vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
217         int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0x0);
218         int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0x0, va1x0);
219         int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0x0, va2x0);
220         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
221         vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
222         vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
223         va0x0 = vext_s8(va0x0, va0x0, 2);
224         va1x0 = vext_s8(va1x0, va1x0, 2);
225         va2x0 = vext_s8(va2x0, va2x0, 2);
226         int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0x0);
227         int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1x0);
228         int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1x0, va2x0);
229         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
230         vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
231         vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
232         int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0x0);
233         int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1x0, va1x0);
234         int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1x0, va2x0);
235         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
236         vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
237         vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
238         va0x0 = vext_s8(va0x0, va0x0, 2);
239         va1x0 = vext_s8(va1x0, va1x0, 2);
240         va2x0 = vext_s8(va2x0, va2x0, 2);
241         int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0x0);
242         int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1x0);
243         int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2x0, va2x0);
244         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
245         vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
246         vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
247         int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0x0);
248         int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2x0, va1x0);
249         int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2x0, va2x0);
250         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
251         vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
252         vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
253         va0x0 = vext_s8(va0x0, va0x0, 2);
254         va1x0 = vext_s8(va1x0, va1x0, 2);
255         va2x0 = vext_s8(va2x0, va2x0, 2);
256         int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0x0);
257         int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1x0);
258         int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3x0, va2x0);
259         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
260         vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
261         vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
262         int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0x0);
263         int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3x0, va1x0);
264         int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3x0, va2x0);
265         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
266         vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
267         vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
268 
269       }
270 
271       p -= 3 * sizeof(void*);
272     } while (p != 0);
273 
274     const int32x4_t vright_pre_shift = vld1q_dup_s32(&params->rndnu_neon.right_pre_shift);
275     const int32x4_t vmultiplier = vld1q_dup_s32(&params->rndnu_neon.multiplier);
276     const int32x4_t vright_post_shift = vld1q_dup_s32(&params->rndnu_neon.right_post_shift);
277 
278     vacc0x0123 = vqshlq_s32(vacc0x0123, vright_pre_shift);
279     vacc0x4567 = vqshlq_s32(vacc0x4567, vright_pre_shift);
280     vacc1x0123 = vqshlq_s32(vacc1x0123, vright_pre_shift);
281     vacc1x4567 = vqshlq_s32(vacc1x4567, vright_pre_shift);
282     vacc2x0123 = vqshlq_s32(vacc2x0123, vright_pre_shift);
283     vacc2x4567 = vqshlq_s32(vacc2x4567, vright_pre_shift);
284 
285     vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
286     vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
287     vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
288     vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
289     vacc2x0123 = vqdmulhq_s32(vacc2x0123, vmultiplier);
290     vacc2x4567 = vqdmulhq_s32(vacc2x4567, vmultiplier);
291 
292     vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
293     vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
294     vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
295     vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
296     vacc2x0123 = vrshlq_s32(vacc2x0123, vright_post_shift);
297     vacc2x4567 = vrshlq_s32(vacc2x4567, vright_post_shift);
298 
299     const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->rndnu_neon.output_zero_point);
300 #if XNN_ARCH_ARM64
301     int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567);
302     int16x8_t vacc1x01234567 = vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567);
303     int16x8_t vacc2x01234567 = vqmovn_high_s32(vqmovn_s32(vacc2x0123), vacc2x4567);
304 
305     vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point);
306     vacc1x01234567 = vqaddq_s16(vacc1x01234567, voutput_zero_point);
307     vacc2x01234567 = vqaddq_s16(vacc2x01234567, voutput_zero_point);
308 
309     int8x16_t vout0x01234567_1x01234567 = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc1x01234567);
310     int8x8_t vout2x01234567 = vqmovn_s16(vacc2x01234567);
311 #else
312     int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567));
313     int16x8_t vacc1x01234567 = vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567));
314     int16x8_t vacc2x01234567 = vcombine_s16(vqmovn_s32(vacc2x0123), vqmovn_s32(vacc2x4567));
315 
316     vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point);
317     vacc1x01234567 = vqaddq_s16(vacc1x01234567, voutput_zero_point);
318     vacc2x01234567 = vqaddq_s16(vacc2x01234567, voutput_zero_point);
319 
320     int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc1x01234567));
321     int8x8_t vout2x01234567 = vqmovn_s16(vacc2x01234567);
322 #endif
323 
324     const int8x16_t voutput_min = vld1q_dup_s8(&params->rndnu_neon.output_min);
325     vout0x01234567_1x01234567 = vmaxq_s8(vout0x01234567_1x01234567, voutput_min);
326     vout2x01234567 = vmax_s8(vout2x01234567, vget_low_s8(voutput_min));
327 
328     const int8x16_t voutput_max = vld1q_dup_s8(&params->rndnu_neon.output_max);
329     vout0x01234567_1x01234567 = vminq_s8(vout0x01234567_1x01234567, voutput_max);
330     vout2x01234567 = vmin_s8(vout2x01234567, vget_low_s8(voutput_max));
331 
332     if (nc >= 8) {
333       vst1_s8(c2 + 0, vout2x01234567);
334       vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
335       vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
336 
337       c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
338       c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
339       c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
340 
341       a = (const int8_t**restrict) ((uintptr_t) a - ks);
342 
343       nc -= 8;
344     } else {
345       if (nc & 4) {
346         vst1_lane_u32((void*) c2, vreinterpret_u32_s8(vout2x01234567), 0); c2 += 4;
347         vst1q_lane_u32((void*) c1, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
348         vst1q_lane_u32((void*) c0, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
349         vout2x01234567 = vext_s8(vout2x01234567, vout2x01234567, 4);
350         vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
351       }
352       if (nc & 2) {
353         vst1_lane_u16((void*) c2, vreinterpret_u16_s8(vout2x01234567), 0); c2 += 2;
354         vst1q_lane_u16((void*) c1, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
355         vst1q_lane_u16((void*) c0, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
356         vout2x01234567 = vext_s8(vout2x01234567, vout2x01234567, 2);
357         vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
358       }
359       if (nc & 1) {
360         vst1_lane_s8(c2, vout2x01234567, 0);
361         vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
362         vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
363       }
364 
365       nc = 0;
366     }
367   } while (nc != 0);
368 }
369