xref: /aosp_15_r20/external/XNNPACK/src/qs8-igemm/gen/4x16c8-minmax-rndnu-neon-mull.c (revision 4bdc94577ba0e567308109d787f7fec7b531ce36)
1 // Auto-generated file. Do not edit!
2 //   Template: src/qs8-igemm/c8-neon-mull.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/igemm.h>
15 #include <xnnpack/math.h>
16 
17 
xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c8__neon_mull(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_4x16c8__neon_mull(
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 <= 4);
34   assert(nc != 0);
35   assert(kc != 0);
36   assert(ks != 0);
37   assert(ks % (4 * 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   kc = round_up_po2(kc, 8 * sizeof(int8_t));
44   int8_t* c0 = c;
45   int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
46   if XNN_UNPREDICTABLE(mr < 2) {
47     c1 = c0;
48   }
49   int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
50   if XNN_UNPREDICTABLE(mr <= 2) {
51     c2 = c1;
52   }
53   int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
54   if XNN_UNPREDICTABLE(mr != 4) {
55     c3 = c2;
56   }
57 
58   do {
59     int32x4_t vacc0x0 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
60     int32x4_t vacc0x1 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
61     int32x4_t vacc0x2 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
62     int32x4_t vacc0x3 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
63     int32x4_t vacc0x4 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
64     int32x4_t vacc0x5 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
65     int32x4_t vacc0x6 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
66     int32x4_t vacc0x7 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
67     int32x4_t vacc0x8 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
68     int32x4_t vacc0x9 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
69     int32x4_t vacc0x10 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
70     int32x4_t vacc0x11 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
71     int32x4_t vacc0x12 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
72     int32x4_t vacc0x13 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
73     int32x4_t vacc0x14 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
74     int32x4_t vacc0x15 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
75     int32x4_t vacc1x0 = vacc0x0;
76     int32x4_t vacc1x1 = vacc0x1;
77     int32x4_t vacc1x2 = vacc0x2;
78     int32x4_t vacc1x3 = vacc0x3;
79     int32x4_t vacc1x4 = vacc0x4;
80     int32x4_t vacc1x5 = vacc0x5;
81     int32x4_t vacc1x6 = vacc0x6;
82     int32x4_t vacc1x7 = vacc0x7;
83     int32x4_t vacc1x8 = vacc0x8;
84     int32x4_t vacc1x9 = vacc0x9;
85     int32x4_t vacc1x10 = vacc0x10;
86     int32x4_t vacc1x11 = vacc0x11;
87     int32x4_t vacc1x12 = vacc0x12;
88     int32x4_t vacc1x13 = vacc0x13;
89     int32x4_t vacc1x14 = vacc0x14;
90     int32x4_t vacc1x15 = vacc0x15;
91     int32x4_t vacc2x0 = vacc0x0;
92     int32x4_t vacc2x1 = vacc0x1;
93     int32x4_t vacc2x2 = vacc0x2;
94     int32x4_t vacc2x3 = vacc0x3;
95     int32x4_t vacc2x4 = vacc0x4;
96     int32x4_t vacc2x5 = vacc0x5;
97     int32x4_t vacc2x6 = vacc0x6;
98     int32x4_t vacc2x7 = vacc0x7;
99     int32x4_t vacc2x8 = vacc0x8;
100     int32x4_t vacc2x9 = vacc0x9;
101     int32x4_t vacc2x10 = vacc0x10;
102     int32x4_t vacc2x11 = vacc0x11;
103     int32x4_t vacc2x12 = vacc0x12;
104     int32x4_t vacc2x13 = vacc0x13;
105     int32x4_t vacc2x14 = vacc0x14;
106     int32x4_t vacc2x15 = vacc0x15;
107     int32x4_t vacc3x0 = vacc0x0;
108     int32x4_t vacc3x1 = vacc0x1;
109     int32x4_t vacc3x2 = vacc0x2;
110     int32x4_t vacc3x3 = vacc0x3;
111     int32x4_t vacc3x4 = vacc0x4;
112     int32x4_t vacc3x5 = vacc0x5;
113     int32x4_t vacc3x6 = vacc0x6;
114     int32x4_t vacc3x7 = vacc0x7;
115     int32x4_t vacc3x8 = vacc0x8;
116     int32x4_t vacc3x9 = vacc0x9;
117     int32x4_t vacc3x10 = vacc0x10;
118     int32x4_t vacc3x11 = vacc0x11;
119     int32x4_t vacc3x12 = vacc0x12;
120     int32x4_t vacc3x13 = vacc0x13;
121     int32x4_t vacc3x14 = vacc0x14;
122     int32x4_t vacc3x15 = vacc0x15;
123 
124     size_t p = ks;
125     do {
126       const int8_t* restrict a0 = a[0];
127       if XNN_UNPREDICTABLE(a0 != zero) {
128         a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
129       }
130       const int8_t* restrict a1 = a[1];
131       if XNN_UNPREDICTABLE(a1 != zero) {
132         a1 = (const int8_t*) ((uintptr_t) a1 + a_offset);
133       }
134       const int8_t* restrict a2 = a[2];
135       if XNN_UNPREDICTABLE(a2 != zero) {
136         a2 = (const int8_t*) ((uintptr_t) a2 + a_offset);
137       }
138       const int8_t* restrict a3 = a[3];
139       if XNN_UNPREDICTABLE(a3 != zero) {
140         a3 = (const int8_t*) ((uintptr_t) a3 + a_offset);
141       }
142       a += 4;
143 
144       size_t k = kc;
145 
146       // Handle 8 bytes at a time using MUL.
147       while (k != 0) {
148         const int8x8_t va0 = vld1_s8(a0); a0 += 8;
149         const int8x8_t va1 = vld1_s8(a1); a1 += 8;
150         const int8x8_t va2 = vld1_s8(a2); a2 += 8;
151         const int8x8_t va3 = vld1_s8(a3); a3 += 8;
152 
153         const int8x8_t vb0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
154         const int16x8_t vprod0x0 = vmull_s8(vb0, va0);
155         const int16x8_t vprod1x0 = vmull_s8(vb0, va1);
156         const int16x8_t vprod2x0 = vmull_s8(vb0, va2);
157         const int16x8_t vprod3x0 = vmull_s8(vb0, va3);
158         vacc0x0 = vpadalq_s16(vacc0x0, vprod0x0);
159         vacc1x0 = vpadalq_s16(vacc1x0, vprod1x0);
160         vacc2x0 = vpadalq_s16(vacc2x0, vprod2x0);
161         vacc3x0 = vpadalq_s16(vacc3x0, vprod3x0);
162         const int8x8_t vb1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
163         const int16x8_t vprod0x1 = vmull_s8(vb1, va0);
164         const int16x8_t vprod1x1 = vmull_s8(vb1, va1);
165         const int16x8_t vprod2x1 = vmull_s8(vb1, va2);
166         const int16x8_t vprod3x1 = vmull_s8(vb1, va3);
167         vacc0x1 = vpadalq_s16(vacc0x1, vprod0x1);
168         vacc1x1 = vpadalq_s16(vacc1x1, vprod1x1);
169         vacc2x1 = vpadalq_s16(vacc2x1, vprod2x1);
170         vacc3x1 = vpadalq_s16(vacc3x1, vprod3x1);
171         const int8x8_t vb2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
172         const int16x8_t vprod0x2 = vmull_s8(vb2, va0);
173         const int16x8_t vprod1x2 = vmull_s8(vb2, va1);
174         const int16x8_t vprod2x2 = vmull_s8(vb2, va2);
175         const int16x8_t vprod3x2 = vmull_s8(vb2, va3);
176         vacc0x2 = vpadalq_s16(vacc0x2, vprod0x2);
177         vacc1x2 = vpadalq_s16(vacc1x2, vprod1x2);
178         vacc2x2 = vpadalq_s16(vacc2x2, vprod2x2);
179         vacc3x2 = vpadalq_s16(vacc3x2, vprod3x2);
180         const int8x8_t vb3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
181         const int16x8_t vprod0x3 = vmull_s8(vb3, va0);
182         const int16x8_t vprod1x3 = vmull_s8(vb3, va1);
183         const int16x8_t vprod2x3 = vmull_s8(vb3, va2);
184         const int16x8_t vprod3x3 = vmull_s8(vb3, va3);
185         vacc0x3 = vpadalq_s16(vacc0x3, vprod0x3);
186         vacc1x3 = vpadalq_s16(vacc1x3, vprod1x3);
187         vacc2x3 = vpadalq_s16(vacc2x3, vprod2x3);
188         vacc3x3 = vpadalq_s16(vacc3x3, vprod3x3);
189         const int8x8_t vb4 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
190         const int16x8_t vprod0x4 = vmull_s8(vb4, va0);
191         const int16x8_t vprod1x4 = vmull_s8(vb4, va1);
192         const int16x8_t vprod2x4 = vmull_s8(vb4, va2);
193         const int16x8_t vprod3x4 = vmull_s8(vb4, va3);
194         vacc0x4 = vpadalq_s16(vacc0x4, vprod0x4);
195         vacc1x4 = vpadalq_s16(vacc1x4, vprod1x4);
196         vacc2x4 = vpadalq_s16(vacc2x4, vprod2x4);
197         vacc3x4 = vpadalq_s16(vacc3x4, vprod3x4);
198         const int8x8_t vb5 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
199         const int16x8_t vprod0x5 = vmull_s8(vb5, va0);
200         const int16x8_t vprod1x5 = vmull_s8(vb5, va1);
201         const int16x8_t vprod2x5 = vmull_s8(vb5, va2);
202         const int16x8_t vprod3x5 = vmull_s8(vb5, va3);
203         vacc0x5 = vpadalq_s16(vacc0x5, vprod0x5);
204         vacc1x5 = vpadalq_s16(vacc1x5, vprod1x5);
205         vacc2x5 = vpadalq_s16(vacc2x5, vprod2x5);
206         vacc3x5 = vpadalq_s16(vacc3x5, vprod3x5);
207         const int8x8_t vb6 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
208         const int16x8_t vprod0x6 = vmull_s8(vb6, va0);
209         const int16x8_t vprod1x6 = vmull_s8(vb6, va1);
210         const int16x8_t vprod2x6 = vmull_s8(vb6, va2);
211         const int16x8_t vprod3x6 = vmull_s8(vb6, va3);
212         vacc0x6 = vpadalq_s16(vacc0x6, vprod0x6);
213         vacc1x6 = vpadalq_s16(vacc1x6, vprod1x6);
214         vacc2x6 = vpadalq_s16(vacc2x6, vprod2x6);
215         vacc3x6 = vpadalq_s16(vacc3x6, vprod3x6);
216         const int8x8_t vb7 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
217         const int16x8_t vprod0x7 = vmull_s8(vb7, va0);
218         const int16x8_t vprod1x7 = vmull_s8(vb7, va1);
219         const int16x8_t vprod2x7 = vmull_s8(vb7, va2);
220         const int16x8_t vprod3x7 = vmull_s8(vb7, va3);
221         vacc0x7 = vpadalq_s16(vacc0x7, vprod0x7);
222         vacc1x7 = vpadalq_s16(vacc1x7, vprod1x7);
223         vacc2x7 = vpadalq_s16(vacc2x7, vprod2x7);
224         vacc3x7 = vpadalq_s16(vacc3x7, vprod3x7);
225         const int8x8_t vb8 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
226         const int16x8_t vprod0x8 = vmull_s8(vb8, va0);
227         const int16x8_t vprod1x8 = vmull_s8(vb8, va1);
228         const int16x8_t vprod2x8 = vmull_s8(vb8, va2);
229         const int16x8_t vprod3x8 = vmull_s8(vb8, va3);
230         vacc0x8 = vpadalq_s16(vacc0x8, vprod0x8);
231         vacc1x8 = vpadalq_s16(vacc1x8, vprod1x8);
232         vacc2x8 = vpadalq_s16(vacc2x8, vprod2x8);
233         vacc3x8 = vpadalq_s16(vacc3x8, vprod3x8);
234         const int8x8_t vb9 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
235         const int16x8_t vprod0x9 = vmull_s8(vb9, va0);
236         const int16x8_t vprod1x9 = vmull_s8(vb9, va1);
237         const int16x8_t vprod2x9 = vmull_s8(vb9, va2);
238         const int16x8_t vprod3x9 = vmull_s8(vb9, va3);
239         vacc0x9 = vpadalq_s16(vacc0x9, vprod0x9);
240         vacc1x9 = vpadalq_s16(vacc1x9, vprod1x9);
241         vacc2x9 = vpadalq_s16(vacc2x9, vprod2x9);
242         vacc3x9 = vpadalq_s16(vacc3x9, vprod3x9);
243         const int8x8_t vb10 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
244         const int16x8_t vprod0x10 = vmull_s8(vb10, va0);
245         const int16x8_t vprod1x10 = vmull_s8(vb10, va1);
246         const int16x8_t vprod2x10 = vmull_s8(vb10, va2);
247         const int16x8_t vprod3x10 = vmull_s8(vb10, va3);
248         vacc0x10 = vpadalq_s16(vacc0x10, vprod0x10);
249         vacc1x10 = vpadalq_s16(vacc1x10, vprod1x10);
250         vacc2x10 = vpadalq_s16(vacc2x10, vprod2x10);
251         vacc3x10 = vpadalq_s16(vacc3x10, vprod3x10);
252         const int8x8_t vb11 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
253         const int16x8_t vprod0x11 = vmull_s8(vb11, va0);
254         const int16x8_t vprod1x11 = vmull_s8(vb11, va1);
255         const int16x8_t vprod2x11 = vmull_s8(vb11, va2);
256         const int16x8_t vprod3x11 = vmull_s8(vb11, va3);
257         vacc0x11 = vpadalq_s16(vacc0x11, vprod0x11);
258         vacc1x11 = vpadalq_s16(vacc1x11, vprod1x11);
259         vacc2x11 = vpadalq_s16(vacc2x11, vprod2x11);
260         vacc3x11 = vpadalq_s16(vacc3x11, vprod3x11);
261         const int8x8_t vb12 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
262         const int16x8_t vprod0x12 = vmull_s8(vb12, va0);
263         const int16x8_t vprod1x12 = vmull_s8(vb12, va1);
264         const int16x8_t vprod2x12 = vmull_s8(vb12, va2);
265         const int16x8_t vprod3x12 = vmull_s8(vb12, va3);
266         vacc0x12 = vpadalq_s16(vacc0x12, vprod0x12);
267         vacc1x12 = vpadalq_s16(vacc1x12, vprod1x12);
268         vacc2x12 = vpadalq_s16(vacc2x12, vprod2x12);
269         vacc3x12 = vpadalq_s16(vacc3x12, vprod3x12);
270         const int8x8_t vb13 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
271         const int16x8_t vprod0x13 = vmull_s8(vb13, va0);
272         const int16x8_t vprod1x13 = vmull_s8(vb13, va1);
273         const int16x8_t vprod2x13 = vmull_s8(vb13, va2);
274         const int16x8_t vprod3x13 = vmull_s8(vb13, va3);
275         vacc0x13 = vpadalq_s16(vacc0x13, vprod0x13);
276         vacc1x13 = vpadalq_s16(vacc1x13, vprod1x13);
277         vacc2x13 = vpadalq_s16(vacc2x13, vprod2x13);
278         vacc3x13 = vpadalq_s16(vacc3x13, vprod3x13);
279         const int8x8_t vb14 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
280         const int16x8_t vprod0x14 = vmull_s8(vb14, va0);
281         const int16x8_t vprod1x14 = vmull_s8(vb14, va1);
282         const int16x8_t vprod2x14 = vmull_s8(vb14, va2);
283         const int16x8_t vprod3x14 = vmull_s8(vb14, va3);
284         vacc0x14 = vpadalq_s16(vacc0x14, vprod0x14);
285         vacc1x14 = vpadalq_s16(vacc1x14, vprod1x14);
286         vacc2x14 = vpadalq_s16(vacc2x14, vprod2x14);
287         vacc3x14 = vpadalq_s16(vacc3x14, vprod3x14);
288         const int8x8_t vb15 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
289         const int16x8_t vprod0x15 = vmull_s8(vb15, va0);
290         const int16x8_t vprod1x15 = vmull_s8(vb15, va1);
291         const int16x8_t vprod2x15 = vmull_s8(vb15, va2);
292         const int16x8_t vprod3x15 = vmull_s8(vb15, va3);
293         vacc0x15 = vpadalq_s16(vacc0x15, vprod0x15);
294         vacc1x15 = vpadalq_s16(vacc1x15, vprod1x15);
295         vacc2x15 = vpadalq_s16(vacc2x15, vprod2x15);
296         vacc3x15 = vpadalq_s16(vacc3x15, vprod3x15);
297 
298         k -= 8 * sizeof(int8_t);
299       }
300 
301       p -= 4 * sizeof(void*);
302     } while (p != 0);
303 
304 #if XNN_ARCH_ARM64
305     const int32x4_t vsum0x01 = vpaddq_s32(vacc0x0, vacc0x1);
306     const int32x4_t vsum0x23 = vpaddq_s32(vacc0x2, vacc0x3);
307     const int32x4_t vsum0x45 = vpaddq_s32(vacc0x4, vacc0x5);
308     const int32x4_t vsum0x67 = vpaddq_s32(vacc0x6, vacc0x7);
309     const int32x4_t vsum0x89 = vpaddq_s32(vacc0x8, vacc0x9);
310     const int32x4_t vsum0xAB = vpaddq_s32(vacc0x10, vacc0x11);
311     const int32x4_t vsum0xCD = vpaddq_s32(vacc0x12, vacc0x13);
312     const int32x4_t vsum0xEF = vpaddq_s32(vacc0x14, vacc0x15);
313     const int32x4_t vsum1x01 = vpaddq_s32(vacc1x0, vacc1x1);
314     const int32x4_t vsum1x23 = vpaddq_s32(vacc1x2, vacc1x3);
315     const int32x4_t vsum1x45 = vpaddq_s32(vacc1x4, vacc1x5);
316     const int32x4_t vsum1x67 = vpaddq_s32(vacc1x6, vacc1x7);
317     const int32x4_t vsum1x89 = vpaddq_s32(vacc1x8, vacc1x9);
318     const int32x4_t vsum1xAB = vpaddq_s32(vacc1x10, vacc1x11);
319     const int32x4_t vsum1xCD = vpaddq_s32(vacc1x12, vacc1x13);
320     const int32x4_t vsum1xEF = vpaddq_s32(vacc1x14, vacc1x15);
321     const int32x4_t vsum2x01 = vpaddq_s32(vacc2x0, vacc2x1);
322     const int32x4_t vsum2x23 = vpaddq_s32(vacc2x2, vacc2x3);
323     const int32x4_t vsum2x45 = vpaddq_s32(vacc2x4, vacc2x5);
324     const int32x4_t vsum2x67 = vpaddq_s32(vacc2x6, vacc2x7);
325     const int32x4_t vsum2x89 = vpaddq_s32(vacc2x8, vacc2x9);
326     const int32x4_t vsum2xAB = vpaddq_s32(vacc2x10, vacc2x11);
327     const int32x4_t vsum2xCD = vpaddq_s32(vacc2x12, vacc2x13);
328     const int32x4_t vsum2xEF = vpaddq_s32(vacc2x14, vacc2x15);
329     const int32x4_t vsum3x01 = vpaddq_s32(vacc3x0, vacc3x1);
330     const int32x4_t vsum3x23 = vpaddq_s32(vacc3x2, vacc3x3);
331     const int32x4_t vsum3x45 = vpaddq_s32(vacc3x4, vacc3x5);
332     const int32x4_t vsum3x67 = vpaddq_s32(vacc3x6, vacc3x7);
333     const int32x4_t vsum3x89 = vpaddq_s32(vacc3x8, vacc3x9);
334     const int32x4_t vsum3xAB = vpaddq_s32(vacc3x10, vacc3x11);
335     const int32x4_t vsum3xCD = vpaddq_s32(vacc3x12, vacc3x13);
336     const int32x4_t vsum3xEF = vpaddq_s32(vacc3x14, vacc3x15);
337 
338     int32x4_t vacc0x0123 = vpaddq_s32(vsum0x01, vsum0x23);
339     int32x4_t vacc0x4567 = vpaddq_s32(vsum0x45, vsum0x67);
340     int32x4_t vacc0x89AB = vpaddq_s32(vsum0x89, vsum0xAB);
341     int32x4_t vacc0xCDEF = vpaddq_s32(vsum0xCD, vsum0xEF);
342     int32x4_t vacc1x0123 = vpaddq_s32(vsum1x01, vsum1x23);
343     int32x4_t vacc1x4567 = vpaddq_s32(vsum1x45, vsum1x67);
344     int32x4_t vacc1x89AB = vpaddq_s32(vsum1x89, vsum1xAB);
345     int32x4_t vacc1xCDEF = vpaddq_s32(vsum1xCD, vsum1xEF);
346     int32x4_t vacc2x0123 = vpaddq_s32(vsum2x01, vsum2x23);
347     int32x4_t vacc2x4567 = vpaddq_s32(vsum2x45, vsum2x67);
348     int32x4_t vacc2x89AB = vpaddq_s32(vsum2x89, vsum2xAB);
349     int32x4_t vacc2xCDEF = vpaddq_s32(vsum2xCD, vsum2xEF);
350     int32x4_t vacc3x0123 = vpaddq_s32(vsum3x01, vsum3x23);
351     int32x4_t vacc3x4567 = vpaddq_s32(vsum3x45, vsum3x67);
352     int32x4_t vacc3x89AB = vpaddq_s32(vsum3x89, vsum3xAB);
353     int32x4_t vacc3xCDEF = vpaddq_s32(vsum3xCD, vsum3xEF);
354 #else
355     const int32x2_t vpsum0x0 = vadd_s32(vget_low_s32(vacc0x0), vget_high_s32(vacc0x0));
356     const int32x2_t vpsum0x1 = vadd_s32(vget_low_s32(vacc0x1), vget_high_s32(vacc0x1));
357     const int32x2_t vpsum0x2 = vadd_s32(vget_low_s32(vacc0x2), vget_high_s32(vacc0x2));
358     const int32x2_t vpsum0x3 = vadd_s32(vget_low_s32(vacc0x3), vget_high_s32(vacc0x3));
359     const int32x2_t vsum0x01 = vpadd_s32(vpsum0x0, vpsum0x1);
360     const int32x2_t vsum0x23 = vpadd_s32(vpsum0x2, vpsum0x3);
361     int32x4_t vacc0x0123 = vcombine_s32(vsum0x01, vsum0x23 );
362     const int32x2_t vpsum0x4 = vadd_s32(vget_low_s32(vacc0x4), vget_high_s32(vacc0x4));
363     const int32x2_t vpsum0x5 = vadd_s32(vget_low_s32(vacc0x5), vget_high_s32(vacc0x5));
364     const int32x2_t vpsum0x6 = vadd_s32(vget_low_s32(vacc0x6), vget_high_s32(vacc0x6));
365     const int32x2_t vpsum0x7 = vadd_s32(vget_low_s32(vacc0x7), vget_high_s32(vacc0x7));
366     const int32x2_t vsum0x45 = vpadd_s32(vpsum0x4, vpsum0x5);
367     const int32x2_t vsum0x67 = vpadd_s32(vpsum0x6, vpsum0x7);
368     int32x4_t vacc0x4567 = vcombine_s32(vsum0x45, vsum0x67 );
369     const int32x2_t vpsum0x8 = vadd_s32(vget_low_s32(vacc0x8), vget_high_s32(vacc0x8));
370     const int32x2_t vpsum0x9 = vadd_s32(vget_low_s32(vacc0x9), vget_high_s32(vacc0x9));
371     const int32x2_t vpsum0xA = vadd_s32(vget_low_s32(vacc0x10), vget_high_s32(vacc0x10));
372     const int32x2_t vpsum0xB = vadd_s32(vget_low_s32(vacc0x11), vget_high_s32(vacc0x11));
373     const int32x2_t vsum0x89 = vpadd_s32(vpsum0x8, vpsum0x9);
374     const int32x2_t vsum0xAB = vpadd_s32(vpsum0xA, vpsum0xB);
375     int32x4_t vacc0x89AB = vcombine_s32(vsum0x89, vsum0xAB );
376     const int32x2_t vpsum0xC = vadd_s32(vget_low_s32(vacc0x12), vget_high_s32(vacc0x12));
377     const int32x2_t vpsum0xD = vadd_s32(vget_low_s32(vacc0x13), vget_high_s32(vacc0x13));
378     const int32x2_t vpsum0xE = vadd_s32(vget_low_s32(vacc0x14), vget_high_s32(vacc0x14));
379     const int32x2_t vpsum0xF = vadd_s32(vget_low_s32(vacc0x15), vget_high_s32(vacc0x15));
380     const int32x2_t vsum0xCD = vpadd_s32(vpsum0xC, vpsum0xD);
381     const int32x2_t vsum0xEF = vpadd_s32(vpsum0xE, vpsum0xF);
382     int32x4_t vacc0xCDEF = vcombine_s32(vsum0xCD, vsum0xEF );
383     const int32x2_t vpsum1x0 = vadd_s32(vget_low_s32(vacc1x0), vget_high_s32(vacc1x0));
384     const int32x2_t vpsum1x1 = vadd_s32(vget_low_s32(vacc1x1), vget_high_s32(vacc1x1));
385     const int32x2_t vpsum1x2 = vadd_s32(vget_low_s32(vacc1x2), vget_high_s32(vacc1x2));
386     const int32x2_t vpsum1x3 = vadd_s32(vget_low_s32(vacc1x3), vget_high_s32(vacc1x3));
387     const int32x2_t vsum1x01 = vpadd_s32(vpsum1x0, vpsum1x1);
388     const int32x2_t vsum1x23 = vpadd_s32(vpsum1x2, vpsum1x3);
389     int32x4_t vacc1x0123 = vcombine_s32(vsum1x01, vsum1x23 );
390     const int32x2_t vpsum1x4 = vadd_s32(vget_low_s32(vacc1x4), vget_high_s32(vacc1x4));
391     const int32x2_t vpsum1x5 = vadd_s32(vget_low_s32(vacc1x5), vget_high_s32(vacc1x5));
392     const int32x2_t vpsum1x6 = vadd_s32(vget_low_s32(vacc1x6), vget_high_s32(vacc1x6));
393     const int32x2_t vpsum1x7 = vadd_s32(vget_low_s32(vacc1x7), vget_high_s32(vacc1x7));
394     const int32x2_t vsum1x45 = vpadd_s32(vpsum1x4, vpsum1x5);
395     const int32x2_t vsum1x67 = vpadd_s32(vpsum1x6, vpsum1x7);
396     int32x4_t vacc1x4567 = vcombine_s32(vsum1x45, vsum1x67 );
397     const int32x2_t vpsum1x8 = vadd_s32(vget_low_s32(vacc1x8), vget_high_s32(vacc1x8));
398     const int32x2_t vpsum1x9 = vadd_s32(vget_low_s32(vacc1x9), vget_high_s32(vacc1x9));
399     const int32x2_t vpsum1xA = vadd_s32(vget_low_s32(vacc1x10), vget_high_s32(vacc1x10));
400     const int32x2_t vpsum1xB = vadd_s32(vget_low_s32(vacc1x11), vget_high_s32(vacc1x11));
401     const int32x2_t vsum1x89 = vpadd_s32(vpsum1x8, vpsum1x9);
402     const int32x2_t vsum1xAB = vpadd_s32(vpsum1xA, vpsum1xB);
403     int32x4_t vacc1x89AB = vcombine_s32(vsum1x89, vsum1xAB );
404     const int32x2_t vpsum1xC = vadd_s32(vget_low_s32(vacc1x12), vget_high_s32(vacc1x12));
405     const int32x2_t vpsum1xD = vadd_s32(vget_low_s32(vacc1x13), vget_high_s32(vacc1x13));
406     const int32x2_t vpsum1xE = vadd_s32(vget_low_s32(vacc1x14), vget_high_s32(vacc1x14));
407     const int32x2_t vpsum1xF = vadd_s32(vget_low_s32(vacc1x15), vget_high_s32(vacc1x15));
408     const int32x2_t vsum1xCD = vpadd_s32(vpsum1xC, vpsum1xD);
409     const int32x2_t vsum1xEF = vpadd_s32(vpsum1xE, vpsum1xF);
410     int32x4_t vacc1xCDEF = vcombine_s32(vsum1xCD, vsum1xEF );
411     const int32x2_t vpsum2x0 = vadd_s32(vget_low_s32(vacc2x0), vget_high_s32(vacc2x0));
412     const int32x2_t vpsum2x1 = vadd_s32(vget_low_s32(vacc2x1), vget_high_s32(vacc2x1));
413     const int32x2_t vpsum2x2 = vadd_s32(vget_low_s32(vacc2x2), vget_high_s32(vacc2x2));
414     const int32x2_t vpsum2x3 = vadd_s32(vget_low_s32(vacc2x3), vget_high_s32(vacc2x3));
415     const int32x2_t vsum2x01 = vpadd_s32(vpsum2x0, vpsum2x1);
416     const int32x2_t vsum2x23 = vpadd_s32(vpsum2x2, vpsum2x3);
417     int32x4_t vacc2x0123 = vcombine_s32(vsum2x01, vsum2x23 );
418     const int32x2_t vpsum2x4 = vadd_s32(vget_low_s32(vacc2x4), vget_high_s32(vacc2x4));
419     const int32x2_t vpsum2x5 = vadd_s32(vget_low_s32(vacc2x5), vget_high_s32(vacc2x5));
420     const int32x2_t vpsum2x6 = vadd_s32(vget_low_s32(vacc2x6), vget_high_s32(vacc2x6));
421     const int32x2_t vpsum2x7 = vadd_s32(vget_low_s32(vacc2x7), vget_high_s32(vacc2x7));
422     const int32x2_t vsum2x45 = vpadd_s32(vpsum2x4, vpsum2x5);
423     const int32x2_t vsum2x67 = vpadd_s32(vpsum2x6, vpsum2x7);
424     int32x4_t vacc2x4567 = vcombine_s32(vsum2x45, vsum2x67 );
425     const int32x2_t vpsum2x8 = vadd_s32(vget_low_s32(vacc2x8), vget_high_s32(vacc2x8));
426     const int32x2_t vpsum2x9 = vadd_s32(vget_low_s32(vacc2x9), vget_high_s32(vacc2x9));
427     const int32x2_t vpsum2xA = vadd_s32(vget_low_s32(vacc2x10), vget_high_s32(vacc2x10));
428     const int32x2_t vpsum2xB = vadd_s32(vget_low_s32(vacc2x11), vget_high_s32(vacc2x11));
429     const int32x2_t vsum2x89 = vpadd_s32(vpsum2x8, vpsum2x9);
430     const int32x2_t vsum2xAB = vpadd_s32(vpsum2xA, vpsum2xB);
431     int32x4_t vacc2x89AB = vcombine_s32(vsum2x89, vsum2xAB );
432     const int32x2_t vpsum2xC = vadd_s32(vget_low_s32(vacc2x12), vget_high_s32(vacc2x12));
433     const int32x2_t vpsum2xD = vadd_s32(vget_low_s32(vacc2x13), vget_high_s32(vacc2x13));
434     const int32x2_t vpsum2xE = vadd_s32(vget_low_s32(vacc2x14), vget_high_s32(vacc2x14));
435     const int32x2_t vpsum2xF = vadd_s32(vget_low_s32(vacc2x15), vget_high_s32(vacc2x15));
436     const int32x2_t vsum2xCD = vpadd_s32(vpsum2xC, vpsum2xD);
437     const int32x2_t vsum2xEF = vpadd_s32(vpsum2xE, vpsum2xF);
438     int32x4_t vacc2xCDEF = vcombine_s32(vsum2xCD, vsum2xEF );
439     const int32x2_t vpsum3x0 = vadd_s32(vget_low_s32(vacc3x0), vget_high_s32(vacc3x0));
440     const int32x2_t vpsum3x1 = vadd_s32(vget_low_s32(vacc3x1), vget_high_s32(vacc3x1));
441     const int32x2_t vpsum3x2 = vadd_s32(vget_low_s32(vacc3x2), vget_high_s32(vacc3x2));
442     const int32x2_t vpsum3x3 = vadd_s32(vget_low_s32(vacc3x3), vget_high_s32(vacc3x3));
443     const int32x2_t vsum3x01 = vpadd_s32(vpsum3x0, vpsum3x1);
444     const int32x2_t vsum3x23 = vpadd_s32(vpsum3x2, vpsum3x3);
445     int32x4_t vacc3x0123 = vcombine_s32(vsum3x01, vsum3x23 );
446     const int32x2_t vpsum3x4 = vadd_s32(vget_low_s32(vacc3x4), vget_high_s32(vacc3x4));
447     const int32x2_t vpsum3x5 = vadd_s32(vget_low_s32(vacc3x5), vget_high_s32(vacc3x5));
448     const int32x2_t vpsum3x6 = vadd_s32(vget_low_s32(vacc3x6), vget_high_s32(vacc3x6));
449     const int32x2_t vpsum3x7 = vadd_s32(vget_low_s32(vacc3x7), vget_high_s32(vacc3x7));
450     const int32x2_t vsum3x45 = vpadd_s32(vpsum3x4, vpsum3x5);
451     const int32x2_t vsum3x67 = vpadd_s32(vpsum3x6, vpsum3x7);
452     int32x4_t vacc3x4567 = vcombine_s32(vsum3x45, vsum3x67 );
453     const int32x2_t vpsum3x8 = vadd_s32(vget_low_s32(vacc3x8), vget_high_s32(vacc3x8));
454     const int32x2_t vpsum3x9 = vadd_s32(vget_low_s32(vacc3x9), vget_high_s32(vacc3x9));
455     const int32x2_t vpsum3xA = vadd_s32(vget_low_s32(vacc3x10), vget_high_s32(vacc3x10));
456     const int32x2_t vpsum3xB = vadd_s32(vget_low_s32(vacc3x11), vget_high_s32(vacc3x11));
457     const int32x2_t vsum3x89 = vpadd_s32(vpsum3x8, vpsum3x9);
458     const int32x2_t vsum3xAB = vpadd_s32(vpsum3xA, vpsum3xB);
459     int32x4_t vacc3x89AB = vcombine_s32(vsum3x89, vsum3xAB );
460     const int32x2_t vpsum3xC = vadd_s32(vget_low_s32(vacc3x12), vget_high_s32(vacc3x12));
461     const int32x2_t vpsum3xD = vadd_s32(vget_low_s32(vacc3x13), vget_high_s32(vacc3x13));
462     const int32x2_t vpsum3xE = vadd_s32(vget_low_s32(vacc3x14), vget_high_s32(vacc3x14));
463     const int32x2_t vpsum3xF = vadd_s32(vget_low_s32(vacc3x15), vget_high_s32(vacc3x15));
464     const int32x2_t vsum3xCD = vpadd_s32(vpsum3xC, vpsum3xD);
465     const int32x2_t vsum3xEF = vpadd_s32(vpsum3xE, vpsum3xF);
466     int32x4_t vacc3xCDEF = vcombine_s32(vsum3xCD, vsum3xEF );
467 #endif
468 
469     const int32x4_t vright_pre_shift = vld1q_dup_s32(&params->rndnu_neon.right_pre_shift);
470     const int32x4_t vmultiplier = vld1q_dup_s32(&params->rndnu_neon.multiplier);
471     const int32x4_t vright_post_shift = vld1q_dup_s32(&params->rndnu_neon.right_post_shift);
472 
473     vacc0x0123 = vqshlq_s32(vacc0x0123, vright_pre_shift);
474     vacc0x4567 = vqshlq_s32(vacc0x4567, vright_pre_shift);
475     vacc0x89AB = vqshlq_s32(vacc0x89AB, vright_pre_shift);
476     vacc0xCDEF = vqshlq_s32(vacc0xCDEF, vright_pre_shift);
477     vacc1x0123 = vqshlq_s32(vacc1x0123, vright_pre_shift);
478     vacc1x4567 = vqshlq_s32(vacc1x4567, vright_pre_shift);
479     vacc1x89AB = vqshlq_s32(vacc1x89AB, vright_pre_shift);
480     vacc1xCDEF = vqshlq_s32(vacc1xCDEF, vright_pre_shift);
481     vacc2x0123 = vqshlq_s32(vacc2x0123, vright_pre_shift);
482     vacc2x4567 = vqshlq_s32(vacc2x4567, vright_pre_shift);
483     vacc2x89AB = vqshlq_s32(vacc2x89AB, vright_pre_shift);
484     vacc2xCDEF = vqshlq_s32(vacc2xCDEF, vright_pre_shift);
485     vacc3x0123 = vqshlq_s32(vacc3x0123, vright_pre_shift);
486     vacc3x4567 = vqshlq_s32(vacc3x4567, vright_pre_shift);
487     vacc3x89AB = vqshlq_s32(vacc3x89AB, vright_pre_shift);
488     vacc3xCDEF = vqshlq_s32(vacc3xCDEF, vright_pre_shift);
489 
490     vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
491     vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
492     vacc0x89AB = vqdmulhq_s32(vacc0x89AB, vmultiplier);
493     vacc0xCDEF = vqdmulhq_s32(vacc0xCDEF, vmultiplier);
494     vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
495     vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
496     vacc1x89AB = vqdmulhq_s32(vacc1x89AB, vmultiplier);
497     vacc1xCDEF = vqdmulhq_s32(vacc1xCDEF, vmultiplier);
498     vacc2x0123 = vqdmulhq_s32(vacc2x0123, vmultiplier);
499     vacc2x4567 = vqdmulhq_s32(vacc2x4567, vmultiplier);
500     vacc2x89AB = vqdmulhq_s32(vacc2x89AB, vmultiplier);
501     vacc2xCDEF = vqdmulhq_s32(vacc2xCDEF, vmultiplier);
502     vacc3x0123 = vqdmulhq_s32(vacc3x0123, vmultiplier);
503     vacc3x4567 = vqdmulhq_s32(vacc3x4567, vmultiplier);
504     vacc3x89AB = vqdmulhq_s32(vacc3x89AB, vmultiplier);
505     vacc3xCDEF = vqdmulhq_s32(vacc3xCDEF, vmultiplier);
506 
507     vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
508     vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
509     vacc0x89AB = vrshlq_s32(vacc0x89AB, vright_post_shift);
510     vacc0xCDEF = vrshlq_s32(vacc0xCDEF, vright_post_shift);
511     vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
512     vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
513     vacc1x89AB = vrshlq_s32(vacc1x89AB, vright_post_shift);
514     vacc1xCDEF = vrshlq_s32(vacc1xCDEF, vright_post_shift);
515     vacc2x0123 = vrshlq_s32(vacc2x0123, vright_post_shift);
516     vacc2x4567 = vrshlq_s32(vacc2x4567, vright_post_shift);
517     vacc2x89AB = vrshlq_s32(vacc2x89AB, vright_post_shift);
518     vacc2xCDEF = vrshlq_s32(vacc2xCDEF, vright_post_shift);
519     vacc3x0123 = vrshlq_s32(vacc3x0123, vright_post_shift);
520     vacc3x4567 = vrshlq_s32(vacc3x4567, vright_post_shift);
521     vacc3x89AB = vrshlq_s32(vacc3x89AB, vright_post_shift);
522     vacc3xCDEF = vrshlq_s32(vacc3xCDEF, vright_post_shift);
523 
524     const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->rndnu_neon.output_zero_point);
525 #if XNN_ARCH_ARM64
526     int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567);
527     int16x8_t vacc0x89ABCDEF = vqmovn_high_s32(vqmovn_s32(vacc0x89AB), vacc0xCDEF);
528     int16x8_t vacc1x01234567 = vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567);
529     int16x8_t vacc1x89ABCDEF = vqmovn_high_s32(vqmovn_s32(vacc1x89AB), vacc1xCDEF);
530     int16x8_t vacc2x01234567 = vqmovn_high_s32(vqmovn_s32(vacc2x0123), vacc2x4567);
531     int16x8_t vacc2x89ABCDEF = vqmovn_high_s32(vqmovn_s32(vacc2x89AB), vacc2xCDEF);
532     int16x8_t vacc3x01234567 = vqmovn_high_s32(vqmovn_s32(vacc3x0123), vacc3x4567);
533     int16x8_t vacc3x89ABCDEF = vqmovn_high_s32(vqmovn_s32(vacc3x89AB), vacc3xCDEF);
534 
535     vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point);
536     vacc0x89ABCDEF = vqaddq_s16(vacc0x89ABCDEF, voutput_zero_point);
537     vacc1x01234567 = vqaddq_s16(vacc1x01234567, voutput_zero_point);
538     vacc1x89ABCDEF = vqaddq_s16(vacc1x89ABCDEF, voutput_zero_point);
539     vacc2x01234567 = vqaddq_s16(vacc2x01234567, voutput_zero_point);
540     vacc2x89ABCDEF = vqaddq_s16(vacc2x89ABCDEF, voutput_zero_point);
541     vacc3x01234567 = vqaddq_s16(vacc3x01234567, voutput_zero_point);
542     vacc3x89ABCDEF = vqaddq_s16(vacc3x89ABCDEF, voutput_zero_point);
543 
544     int8x16_t vout0x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc0x89ABCDEF);
545     int8x16_t vout1x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc1x01234567), vacc1x89ABCDEF);
546     int8x16_t vout2x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc2x01234567), vacc2x89ABCDEF);
547     int8x16_t vout3x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc3x01234567), vacc3x89ABCDEF);
548 #else
549     int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567));
550     int16x8_t vacc0x89ABCDEF = vcombine_s16(vqmovn_s32(vacc0x89AB), vqmovn_s32(vacc0xCDEF));
551     int16x8_t vacc1x01234567 = vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567));
552     int16x8_t vacc1x89ABCDEF = vcombine_s16(vqmovn_s32(vacc1x89AB), vqmovn_s32(vacc1xCDEF));
553     int16x8_t vacc2x01234567 = vcombine_s16(vqmovn_s32(vacc2x0123), vqmovn_s32(vacc2x4567));
554     int16x8_t vacc2x89ABCDEF = vcombine_s16(vqmovn_s32(vacc2x89AB), vqmovn_s32(vacc2xCDEF));
555     int16x8_t vacc3x01234567 = vcombine_s16(vqmovn_s32(vacc3x0123), vqmovn_s32(vacc3x4567));
556     int16x8_t vacc3x89ABCDEF = vcombine_s16(vqmovn_s32(vacc3x89AB), vqmovn_s32(vacc3xCDEF));
557 
558     vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point);
559     vacc0x89ABCDEF = vqaddq_s16(vacc0x89ABCDEF, voutput_zero_point);
560     vacc1x01234567 = vqaddq_s16(vacc1x01234567, voutput_zero_point);
561     vacc1x89ABCDEF = vqaddq_s16(vacc1x89ABCDEF, voutput_zero_point);
562     vacc2x01234567 = vqaddq_s16(vacc2x01234567, voutput_zero_point);
563     vacc2x89ABCDEF = vqaddq_s16(vacc2x89ABCDEF, voutput_zero_point);
564     vacc3x01234567 = vqaddq_s16(vacc3x01234567, voutput_zero_point);
565     vacc3x89ABCDEF = vqaddq_s16(vacc3x89ABCDEF, voutput_zero_point);
566 
567     int8x16_t vout0x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc0x89ABCDEF));
568     int8x16_t vout1x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc1x01234567), vqmovn_s16(vacc1x89ABCDEF));
569     int8x16_t vout2x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc2x01234567), vqmovn_s16(vacc2x89ABCDEF));
570     int8x16_t vout3x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc3x01234567), vqmovn_s16(vacc3x89ABCDEF));
571 #endif
572 
573     const int8x16_t voutput_min = vld1q_dup_s8(&params->rndnu_neon.output_min);
574     vout0x0123456789ABCDEF = vmaxq_s8(vout0x0123456789ABCDEF, voutput_min);
575     vout1x0123456789ABCDEF = vmaxq_s8(vout1x0123456789ABCDEF, voutput_min);
576     vout2x0123456789ABCDEF = vmaxq_s8(vout2x0123456789ABCDEF, voutput_min);
577     vout3x0123456789ABCDEF = vmaxq_s8(vout3x0123456789ABCDEF, voutput_min);
578 
579     const int8x16_t voutput_max = vld1q_dup_s8(&params->rndnu_neon.output_max);
580     vout0x0123456789ABCDEF = vminq_s8(vout0x0123456789ABCDEF, voutput_max);
581     vout1x0123456789ABCDEF = vminq_s8(vout1x0123456789ABCDEF, voutput_max);
582     vout2x0123456789ABCDEF = vminq_s8(vout2x0123456789ABCDEF, voutput_max);
583     vout3x0123456789ABCDEF = vminq_s8(vout3x0123456789ABCDEF, voutput_max);
584 
585     if (nc >= 16) {
586       vst1q_s8(c3 + 0, vout3x0123456789ABCDEF);
587       vst1q_s8(c2 + 0, vout2x0123456789ABCDEF);
588       vst1q_s8(c1 + 0, vout1x0123456789ABCDEF);
589       vst1q_s8(c0 + 0, vout0x0123456789ABCDEF);
590 
591       c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
592       c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
593       c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
594       c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
595 
596       a = (const int8_t**restrict) ((uintptr_t) a - ks);
597 
598       nc -= 16;
599     } else {
600       int8x16_t vout2x01234567_3x01234567 = vcombine_s8(vget_low_s8(vout2x0123456789ABCDEF), vget_low_s8(vout3x0123456789ABCDEF));
601       int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vget_low_s8(vout0x0123456789ABCDEF), vget_low_s8(vout1x0123456789ABCDEF));
602       if (nc & 8) {
603         vst1_s8(c3, vget_high_s8(vout2x01234567_3x01234567)); c3 += 8;
604         vst1_s8(c2, vget_low_s8(vout2x01234567_3x01234567)); c2 += 8;
605         vst1_s8(c1, vget_high_s8(vout0x01234567_1x01234567)); c1 += 8;
606         vst1_s8(c0, vget_low_s8(vout0x01234567_1x01234567)); c0 += 8;
607         vout2x01234567_3x01234567 = vcombine_s8(vget_high_s8(vout2x0123456789ABCDEF), vget_high_s8(vout3x0123456789ABCDEF));
608         vout0x01234567_1x01234567 = vcombine_s8(vget_high_s8(vout0x0123456789ABCDEF), vget_high_s8(vout1x0123456789ABCDEF));
609       }
610       if (nc & 4) {
611         vst1q_lane_u32((void*) c3, vreinterpretq_u32_s8(vout2x01234567_3x01234567), 2); c3 += 4;
612         vst1q_lane_u32((void*) c2, vreinterpretq_u32_s8(vout2x01234567_3x01234567), 0); c2 += 4;
613         vst1q_lane_u32((void*) c1, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
614         vst1q_lane_u32((void*) c0, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
615         vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 4);
616         vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
617       }
618       if (nc & 2) {
619         vst1q_lane_u16((void*) c3, vreinterpretq_u16_s8(vout2x01234567_3x01234567), 4); c3 += 2;
620         vst1q_lane_u16((void*) c2, vreinterpretq_u16_s8(vout2x01234567_3x01234567), 0); c2 += 2;
621         vst1q_lane_u16((void*) c1, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
622         vst1q_lane_u16((void*) c0, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
623         vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 2);
624         vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
625       }
626       if (nc & 1) {
627         vst1q_lane_s8(c3, vout2x01234567_3x01234567, 8);
628         vst1q_lane_s8(c2, vout2x01234567_3x01234567, 0);
629         vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
630         vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
631       }
632 
633       nc = 0;
634     }
635   } while (nc != 0);
636 }
637