xref: /aosp_15_r20/external/XNNPACK/src/qs8-gemm/gen/4x16c8-minmax-rndnu-neon-mull.c (revision 4bdc94577ba0e567308109d787f7fec7b531ce36)
1 // Auto-generated file. Do not edit!
2 //   Template: src/qs8-gemm/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/gemm.h>
15 #include <xnnpack/math.h>
16 
17 
xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c8__neon_mull(size_t mr,size_t nc,size_t kc,const int8_t * restrict a,size_t a_stride,const void * restrict w,int8_t * restrict c,size_t cm_stride,size_t cn_stride,const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS (1)])18 void xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c8__neon_mull(
19     size_t mr,
20     size_t nc,
21     size_t kc,
22     const int8_t* restrict a,
23     size_t a_stride,
24     const void* restrict w,
25     int8_t* restrict c,
26     size_t cm_stride,
27     size_t cn_stride,
28     const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
29 {
30   assert(mr != 0);
31   assert(mr <= 4);
32   assert(nc != 0);
33   assert(kc != 0);
34   assert(kc % sizeof(int8_t) == 0);
35   assert(a != NULL);
36   assert(w != NULL);
37   assert(c != NULL);
38 
39   kc = round_up_po2(kc, 8 * sizeof(int8_t));
40   const int8_t* a0 = a;
41   int8_t* c0 = c;
42   const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
43   int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
44   if XNN_UNPREDICTABLE(mr < 2) {
45     a1 = a0;
46     c1 = c0;
47   }
48   const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
49   int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
50   if XNN_UNPREDICTABLE(mr <= 2) {
51     a2 = a1;
52     c2 = c1;
53   }
54   const int8_t* a3 = (const int8_t*) ((uintptr_t) a2 + a_stride);
55   int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
56   if XNN_UNPREDICTABLE(mr != 4) {
57     a3 = a2;
58     c3 = c2;
59   }
60 
61   do {
62     int32x4_t vacc0x0 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
63     int32x4_t vacc0x1 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
64     int32x4_t vacc0x2 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
65     int32x4_t vacc0x3 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
66     int32x4_t vacc0x4 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
67     int32x4_t vacc0x5 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
68     int32x4_t vacc0x6 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
69     int32x4_t vacc0x7 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
70     int32x4_t vacc0x8 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
71     int32x4_t vacc0x9 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
72     int32x4_t vacc0x10 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
73     int32x4_t vacc0x11 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
74     int32x4_t vacc0x12 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
75     int32x4_t vacc0x13 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
76     int32x4_t vacc0x14 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
77     int32x4_t vacc0x15 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
78     int32x4_t vacc1x0 = vacc0x0;
79     int32x4_t vacc1x1 = vacc0x1;
80     int32x4_t vacc1x2 = vacc0x2;
81     int32x4_t vacc1x3 = vacc0x3;
82     int32x4_t vacc1x4 = vacc0x4;
83     int32x4_t vacc1x5 = vacc0x5;
84     int32x4_t vacc1x6 = vacc0x6;
85     int32x4_t vacc1x7 = vacc0x7;
86     int32x4_t vacc1x8 = vacc0x8;
87     int32x4_t vacc1x9 = vacc0x9;
88     int32x4_t vacc1x10 = vacc0x10;
89     int32x4_t vacc1x11 = vacc0x11;
90     int32x4_t vacc1x12 = vacc0x12;
91     int32x4_t vacc1x13 = vacc0x13;
92     int32x4_t vacc1x14 = vacc0x14;
93     int32x4_t vacc1x15 = vacc0x15;
94     int32x4_t vacc2x0 = vacc0x0;
95     int32x4_t vacc2x1 = vacc0x1;
96     int32x4_t vacc2x2 = vacc0x2;
97     int32x4_t vacc2x3 = vacc0x3;
98     int32x4_t vacc2x4 = vacc0x4;
99     int32x4_t vacc2x5 = vacc0x5;
100     int32x4_t vacc2x6 = vacc0x6;
101     int32x4_t vacc2x7 = vacc0x7;
102     int32x4_t vacc2x8 = vacc0x8;
103     int32x4_t vacc2x9 = vacc0x9;
104     int32x4_t vacc2x10 = vacc0x10;
105     int32x4_t vacc2x11 = vacc0x11;
106     int32x4_t vacc2x12 = vacc0x12;
107     int32x4_t vacc2x13 = vacc0x13;
108     int32x4_t vacc2x14 = vacc0x14;
109     int32x4_t vacc2x15 = vacc0x15;
110     int32x4_t vacc3x0 = vacc0x0;
111     int32x4_t vacc3x1 = vacc0x1;
112     int32x4_t vacc3x2 = vacc0x2;
113     int32x4_t vacc3x3 = vacc0x3;
114     int32x4_t vacc3x4 = vacc0x4;
115     int32x4_t vacc3x5 = vacc0x5;
116     int32x4_t vacc3x6 = vacc0x6;
117     int32x4_t vacc3x7 = vacc0x7;
118     int32x4_t vacc3x8 = vacc0x8;
119     int32x4_t vacc3x9 = vacc0x9;
120     int32x4_t vacc3x10 = vacc0x10;
121     int32x4_t vacc3x11 = vacc0x11;
122     int32x4_t vacc3x12 = vacc0x12;
123     int32x4_t vacc3x13 = vacc0x13;
124     int32x4_t vacc3x14 = vacc0x14;
125     int32x4_t vacc3x15 = vacc0x15;
126 
127     size_t k = kc;
128 
129     // Handle 8 bytes at a time using MUL.
130     while (k != 0) {
131       const int8x8_t va0 = vld1_s8(a0); a0 += 8;
132       const int8x8_t va1 = vld1_s8(a1); a1 += 8;
133       const int8x8_t va2 = vld1_s8(a2); a2 += 8;
134       const int8x8_t va3 = vld1_s8(a3); a3 += 8;
135 
136       const int8x8_t vb0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
137       const int16x8_t vprod0x0 = vmull_s8(vb0, va0);
138       const int16x8_t vprod1x0 = vmull_s8(vb0, va1);
139       const int16x8_t vprod2x0 = vmull_s8(vb0, va2);
140       const int16x8_t vprod3x0 = vmull_s8(vb0, va3);
141       vacc0x0 = vpadalq_s16(vacc0x0, vprod0x0);
142       vacc1x0 = vpadalq_s16(vacc1x0, vprod1x0);
143       vacc2x0 = vpadalq_s16(vacc2x0, vprod2x0);
144       vacc3x0 = vpadalq_s16(vacc3x0, vprod3x0);
145       const int8x8_t vb1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
146       const int16x8_t vprod0x1 = vmull_s8(vb1, va0);
147       const int16x8_t vprod1x1 = vmull_s8(vb1, va1);
148       const int16x8_t vprod2x1 = vmull_s8(vb1, va2);
149       const int16x8_t vprod3x1 = vmull_s8(vb1, va3);
150       vacc0x1 = vpadalq_s16(vacc0x1, vprod0x1);
151       vacc1x1 = vpadalq_s16(vacc1x1, vprod1x1);
152       vacc2x1 = vpadalq_s16(vacc2x1, vprod2x1);
153       vacc3x1 = vpadalq_s16(vacc3x1, vprod3x1);
154       const int8x8_t vb2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
155       const int16x8_t vprod0x2 = vmull_s8(vb2, va0);
156       const int16x8_t vprod1x2 = vmull_s8(vb2, va1);
157       const int16x8_t vprod2x2 = vmull_s8(vb2, va2);
158       const int16x8_t vprod3x2 = vmull_s8(vb2, va3);
159       vacc0x2 = vpadalq_s16(vacc0x2, vprod0x2);
160       vacc1x2 = vpadalq_s16(vacc1x2, vprod1x2);
161       vacc2x2 = vpadalq_s16(vacc2x2, vprod2x2);
162       vacc3x2 = vpadalq_s16(vacc3x2, vprod3x2);
163       const int8x8_t vb3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
164       const int16x8_t vprod0x3 = vmull_s8(vb3, va0);
165       const int16x8_t vprod1x3 = vmull_s8(vb3, va1);
166       const int16x8_t vprod2x3 = vmull_s8(vb3, va2);
167       const int16x8_t vprod3x3 = vmull_s8(vb3, va3);
168       vacc0x3 = vpadalq_s16(vacc0x3, vprod0x3);
169       vacc1x3 = vpadalq_s16(vacc1x3, vprod1x3);
170       vacc2x3 = vpadalq_s16(vacc2x3, vprod2x3);
171       vacc3x3 = vpadalq_s16(vacc3x3, vprod3x3);
172       const int8x8_t vb4 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
173       const int16x8_t vprod0x4 = vmull_s8(vb4, va0);
174       const int16x8_t vprod1x4 = vmull_s8(vb4, va1);
175       const int16x8_t vprod2x4 = vmull_s8(vb4, va2);
176       const int16x8_t vprod3x4 = vmull_s8(vb4, va3);
177       vacc0x4 = vpadalq_s16(vacc0x4, vprod0x4);
178       vacc1x4 = vpadalq_s16(vacc1x4, vprod1x4);
179       vacc2x4 = vpadalq_s16(vacc2x4, vprod2x4);
180       vacc3x4 = vpadalq_s16(vacc3x4, vprod3x4);
181       const int8x8_t vb5 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
182       const int16x8_t vprod0x5 = vmull_s8(vb5, va0);
183       const int16x8_t vprod1x5 = vmull_s8(vb5, va1);
184       const int16x8_t vprod2x5 = vmull_s8(vb5, va2);
185       const int16x8_t vprod3x5 = vmull_s8(vb5, va3);
186       vacc0x5 = vpadalq_s16(vacc0x5, vprod0x5);
187       vacc1x5 = vpadalq_s16(vacc1x5, vprod1x5);
188       vacc2x5 = vpadalq_s16(vacc2x5, vprod2x5);
189       vacc3x5 = vpadalq_s16(vacc3x5, vprod3x5);
190       const int8x8_t vb6 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
191       const int16x8_t vprod0x6 = vmull_s8(vb6, va0);
192       const int16x8_t vprod1x6 = vmull_s8(vb6, va1);
193       const int16x8_t vprod2x6 = vmull_s8(vb6, va2);
194       const int16x8_t vprod3x6 = vmull_s8(vb6, va3);
195       vacc0x6 = vpadalq_s16(vacc0x6, vprod0x6);
196       vacc1x6 = vpadalq_s16(vacc1x6, vprod1x6);
197       vacc2x6 = vpadalq_s16(vacc2x6, vprod2x6);
198       vacc3x6 = vpadalq_s16(vacc3x6, vprod3x6);
199       const int8x8_t vb7 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
200       const int16x8_t vprod0x7 = vmull_s8(vb7, va0);
201       const int16x8_t vprod1x7 = vmull_s8(vb7, va1);
202       const int16x8_t vprod2x7 = vmull_s8(vb7, va2);
203       const int16x8_t vprod3x7 = vmull_s8(vb7, va3);
204       vacc0x7 = vpadalq_s16(vacc0x7, vprod0x7);
205       vacc1x7 = vpadalq_s16(vacc1x7, vprod1x7);
206       vacc2x7 = vpadalq_s16(vacc2x7, vprod2x7);
207       vacc3x7 = vpadalq_s16(vacc3x7, vprod3x7);
208       const int8x8_t vb8 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
209       const int16x8_t vprod0x8 = vmull_s8(vb8, va0);
210       const int16x8_t vprod1x8 = vmull_s8(vb8, va1);
211       const int16x8_t vprod2x8 = vmull_s8(vb8, va2);
212       const int16x8_t vprod3x8 = vmull_s8(vb8, va3);
213       vacc0x8 = vpadalq_s16(vacc0x8, vprod0x8);
214       vacc1x8 = vpadalq_s16(vacc1x8, vprod1x8);
215       vacc2x8 = vpadalq_s16(vacc2x8, vprod2x8);
216       vacc3x8 = vpadalq_s16(vacc3x8, vprod3x8);
217       const int8x8_t vb9 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
218       const int16x8_t vprod0x9 = vmull_s8(vb9, va0);
219       const int16x8_t vprod1x9 = vmull_s8(vb9, va1);
220       const int16x8_t vprod2x9 = vmull_s8(vb9, va2);
221       const int16x8_t vprod3x9 = vmull_s8(vb9, va3);
222       vacc0x9 = vpadalq_s16(vacc0x9, vprod0x9);
223       vacc1x9 = vpadalq_s16(vacc1x9, vprod1x9);
224       vacc2x9 = vpadalq_s16(vacc2x9, vprod2x9);
225       vacc3x9 = vpadalq_s16(vacc3x9, vprod3x9);
226       const int8x8_t vb10 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
227       const int16x8_t vprod0x10 = vmull_s8(vb10, va0);
228       const int16x8_t vprod1x10 = vmull_s8(vb10, va1);
229       const int16x8_t vprod2x10 = vmull_s8(vb10, va2);
230       const int16x8_t vprod3x10 = vmull_s8(vb10, va3);
231       vacc0x10 = vpadalq_s16(vacc0x10, vprod0x10);
232       vacc1x10 = vpadalq_s16(vacc1x10, vprod1x10);
233       vacc2x10 = vpadalq_s16(vacc2x10, vprod2x10);
234       vacc3x10 = vpadalq_s16(vacc3x10, vprod3x10);
235       const int8x8_t vb11 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
236       const int16x8_t vprod0x11 = vmull_s8(vb11, va0);
237       const int16x8_t vprod1x11 = vmull_s8(vb11, va1);
238       const int16x8_t vprod2x11 = vmull_s8(vb11, va2);
239       const int16x8_t vprod3x11 = vmull_s8(vb11, va3);
240       vacc0x11 = vpadalq_s16(vacc0x11, vprod0x11);
241       vacc1x11 = vpadalq_s16(vacc1x11, vprod1x11);
242       vacc2x11 = vpadalq_s16(vacc2x11, vprod2x11);
243       vacc3x11 = vpadalq_s16(vacc3x11, vprod3x11);
244       const int8x8_t vb12 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
245       const int16x8_t vprod0x12 = vmull_s8(vb12, va0);
246       const int16x8_t vprod1x12 = vmull_s8(vb12, va1);
247       const int16x8_t vprod2x12 = vmull_s8(vb12, va2);
248       const int16x8_t vprod3x12 = vmull_s8(vb12, va3);
249       vacc0x12 = vpadalq_s16(vacc0x12, vprod0x12);
250       vacc1x12 = vpadalq_s16(vacc1x12, vprod1x12);
251       vacc2x12 = vpadalq_s16(vacc2x12, vprod2x12);
252       vacc3x12 = vpadalq_s16(vacc3x12, vprod3x12);
253       const int8x8_t vb13 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
254       const int16x8_t vprod0x13 = vmull_s8(vb13, va0);
255       const int16x8_t vprod1x13 = vmull_s8(vb13, va1);
256       const int16x8_t vprod2x13 = vmull_s8(vb13, va2);
257       const int16x8_t vprod3x13 = vmull_s8(vb13, va3);
258       vacc0x13 = vpadalq_s16(vacc0x13, vprod0x13);
259       vacc1x13 = vpadalq_s16(vacc1x13, vprod1x13);
260       vacc2x13 = vpadalq_s16(vacc2x13, vprod2x13);
261       vacc3x13 = vpadalq_s16(vacc3x13, vprod3x13);
262       const int8x8_t vb14 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
263       const int16x8_t vprod0x14 = vmull_s8(vb14, va0);
264       const int16x8_t vprod1x14 = vmull_s8(vb14, va1);
265       const int16x8_t vprod2x14 = vmull_s8(vb14, va2);
266       const int16x8_t vprod3x14 = vmull_s8(vb14, va3);
267       vacc0x14 = vpadalq_s16(vacc0x14, vprod0x14);
268       vacc1x14 = vpadalq_s16(vacc1x14, vprod1x14);
269       vacc2x14 = vpadalq_s16(vacc2x14, vprod2x14);
270       vacc3x14 = vpadalq_s16(vacc3x14, vprod3x14);
271       const int8x8_t vb15 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
272       const int16x8_t vprod0x15 = vmull_s8(vb15, va0);
273       const int16x8_t vprod1x15 = vmull_s8(vb15, va1);
274       const int16x8_t vprod2x15 = vmull_s8(vb15, va2);
275       const int16x8_t vprod3x15 = vmull_s8(vb15, va3);
276       vacc0x15 = vpadalq_s16(vacc0x15, vprod0x15);
277       vacc1x15 = vpadalq_s16(vacc1x15, vprod1x15);
278       vacc2x15 = vpadalq_s16(vacc2x15, vprod2x15);
279       vacc3x15 = vpadalq_s16(vacc3x15, vprod3x15);
280 
281       k -= 8 * sizeof(int8_t);
282     }
283 
284 #if XNN_ARCH_ARM64
285     const int32x4_t vsum0x01 = vpaddq_s32(vacc0x0, vacc0x1);
286     const int32x4_t vsum0x23 = vpaddq_s32(vacc0x2, vacc0x3);
287     const int32x4_t vsum0x45 = vpaddq_s32(vacc0x4, vacc0x5);
288     const int32x4_t vsum0x67 = vpaddq_s32(vacc0x6, vacc0x7);
289     const int32x4_t vsum0x89 = vpaddq_s32(vacc0x8, vacc0x9);
290     const int32x4_t vsum0xAB = vpaddq_s32(vacc0x10, vacc0x11);
291     const int32x4_t vsum0xCD = vpaddq_s32(vacc0x12, vacc0x13);
292     const int32x4_t vsum0xEF = vpaddq_s32(vacc0x14, vacc0x15);
293     const int32x4_t vsum1x01 = vpaddq_s32(vacc1x0, vacc1x1);
294     const int32x4_t vsum1x23 = vpaddq_s32(vacc1x2, vacc1x3);
295     const int32x4_t vsum1x45 = vpaddq_s32(vacc1x4, vacc1x5);
296     const int32x4_t vsum1x67 = vpaddq_s32(vacc1x6, vacc1x7);
297     const int32x4_t vsum1x89 = vpaddq_s32(vacc1x8, vacc1x9);
298     const int32x4_t vsum1xAB = vpaddq_s32(vacc1x10, vacc1x11);
299     const int32x4_t vsum1xCD = vpaddq_s32(vacc1x12, vacc1x13);
300     const int32x4_t vsum1xEF = vpaddq_s32(vacc1x14, vacc1x15);
301     const int32x4_t vsum2x01 = vpaddq_s32(vacc2x0, vacc2x1);
302     const int32x4_t vsum2x23 = vpaddq_s32(vacc2x2, vacc2x3);
303     const int32x4_t vsum2x45 = vpaddq_s32(vacc2x4, vacc2x5);
304     const int32x4_t vsum2x67 = vpaddq_s32(vacc2x6, vacc2x7);
305     const int32x4_t vsum2x89 = vpaddq_s32(vacc2x8, vacc2x9);
306     const int32x4_t vsum2xAB = vpaddq_s32(vacc2x10, vacc2x11);
307     const int32x4_t vsum2xCD = vpaddq_s32(vacc2x12, vacc2x13);
308     const int32x4_t vsum2xEF = vpaddq_s32(vacc2x14, vacc2x15);
309     const int32x4_t vsum3x01 = vpaddq_s32(vacc3x0, vacc3x1);
310     const int32x4_t vsum3x23 = vpaddq_s32(vacc3x2, vacc3x3);
311     const int32x4_t vsum3x45 = vpaddq_s32(vacc3x4, vacc3x5);
312     const int32x4_t vsum3x67 = vpaddq_s32(vacc3x6, vacc3x7);
313     const int32x4_t vsum3x89 = vpaddq_s32(vacc3x8, vacc3x9);
314     const int32x4_t vsum3xAB = vpaddq_s32(vacc3x10, vacc3x11);
315     const int32x4_t vsum3xCD = vpaddq_s32(vacc3x12, vacc3x13);
316     const int32x4_t vsum3xEF = vpaddq_s32(vacc3x14, vacc3x15);
317 
318     int32x4_t vacc0x0123 = vpaddq_s32(vsum0x01, vsum0x23);
319     int32x4_t vacc0x4567 = vpaddq_s32(vsum0x45, vsum0x67);
320     int32x4_t vacc0x89AB = vpaddq_s32(vsum0x89, vsum0xAB);
321     int32x4_t vacc0xCDEF = vpaddq_s32(vsum0xCD, vsum0xEF);
322     int32x4_t vacc1x0123 = vpaddq_s32(vsum1x01, vsum1x23);
323     int32x4_t vacc1x4567 = vpaddq_s32(vsum1x45, vsum1x67);
324     int32x4_t vacc1x89AB = vpaddq_s32(vsum1x89, vsum1xAB);
325     int32x4_t vacc1xCDEF = vpaddq_s32(vsum1xCD, vsum1xEF);
326     int32x4_t vacc2x0123 = vpaddq_s32(vsum2x01, vsum2x23);
327     int32x4_t vacc2x4567 = vpaddq_s32(vsum2x45, vsum2x67);
328     int32x4_t vacc2x89AB = vpaddq_s32(vsum2x89, vsum2xAB);
329     int32x4_t vacc2xCDEF = vpaddq_s32(vsum2xCD, vsum2xEF);
330     int32x4_t vacc3x0123 = vpaddq_s32(vsum3x01, vsum3x23);
331     int32x4_t vacc3x4567 = vpaddq_s32(vsum3x45, vsum3x67);
332     int32x4_t vacc3x89AB = vpaddq_s32(vsum3x89, vsum3xAB);
333     int32x4_t vacc3xCDEF = vpaddq_s32(vsum3xCD, vsum3xEF);
334 #else
335     const int32x2_t vpsum0x0 = vadd_s32(vget_low_s32(vacc0x0), vget_high_s32(vacc0x0));
336     const int32x2_t vpsum0x1 = vadd_s32(vget_low_s32(vacc0x1), vget_high_s32(vacc0x1));
337     const int32x2_t vpsum0x2 = vadd_s32(vget_low_s32(vacc0x2), vget_high_s32(vacc0x2));
338     const int32x2_t vpsum0x3 = vadd_s32(vget_low_s32(vacc0x3), vget_high_s32(vacc0x3));
339     const int32x2_t vsum0x01 = vpadd_s32(vpsum0x0, vpsum0x1);
340     const int32x2_t vsum0x23 = vpadd_s32(vpsum0x2, vpsum0x3);
341     int32x4_t vacc0x0123 = vcombine_s32(vsum0x01, vsum0x23 );
342     const int32x2_t vpsum0x4 = vadd_s32(vget_low_s32(vacc0x4), vget_high_s32(vacc0x4));
343     const int32x2_t vpsum0x5 = vadd_s32(vget_low_s32(vacc0x5), vget_high_s32(vacc0x5));
344     const int32x2_t vpsum0x6 = vadd_s32(vget_low_s32(vacc0x6), vget_high_s32(vacc0x6));
345     const int32x2_t vpsum0x7 = vadd_s32(vget_low_s32(vacc0x7), vget_high_s32(vacc0x7));
346     const int32x2_t vsum0x45 = vpadd_s32(vpsum0x4, vpsum0x5);
347     const int32x2_t vsum0x67 = vpadd_s32(vpsum0x6, vpsum0x7);
348     int32x4_t vacc0x4567 = vcombine_s32(vsum0x45, vsum0x67 );
349     const int32x2_t vpsum0x8 = vadd_s32(vget_low_s32(vacc0x8), vget_high_s32(vacc0x8));
350     const int32x2_t vpsum0x9 = vadd_s32(vget_low_s32(vacc0x9), vget_high_s32(vacc0x9));
351     const int32x2_t vpsum0xA = vadd_s32(vget_low_s32(vacc0x10), vget_high_s32(vacc0x10));
352     const int32x2_t vpsum0xB = vadd_s32(vget_low_s32(vacc0x11), vget_high_s32(vacc0x11));
353     const int32x2_t vsum0x89 = vpadd_s32(vpsum0x8, vpsum0x9);
354     const int32x2_t vsum0xAB = vpadd_s32(vpsum0xA, vpsum0xB);
355     int32x4_t vacc0x89AB = vcombine_s32(vsum0x89, vsum0xAB );
356     const int32x2_t vpsum0xC = vadd_s32(vget_low_s32(vacc0x12), vget_high_s32(vacc0x12));
357     const int32x2_t vpsum0xD = vadd_s32(vget_low_s32(vacc0x13), vget_high_s32(vacc0x13));
358     const int32x2_t vpsum0xE = vadd_s32(vget_low_s32(vacc0x14), vget_high_s32(vacc0x14));
359     const int32x2_t vpsum0xF = vadd_s32(vget_low_s32(vacc0x15), vget_high_s32(vacc0x15));
360     const int32x2_t vsum0xCD = vpadd_s32(vpsum0xC, vpsum0xD);
361     const int32x2_t vsum0xEF = vpadd_s32(vpsum0xE, vpsum0xF);
362     int32x4_t vacc0xCDEF = vcombine_s32(vsum0xCD, vsum0xEF );
363     const int32x2_t vpsum1x0 = vadd_s32(vget_low_s32(vacc1x0), vget_high_s32(vacc1x0));
364     const int32x2_t vpsum1x1 = vadd_s32(vget_low_s32(vacc1x1), vget_high_s32(vacc1x1));
365     const int32x2_t vpsum1x2 = vadd_s32(vget_low_s32(vacc1x2), vget_high_s32(vacc1x2));
366     const int32x2_t vpsum1x3 = vadd_s32(vget_low_s32(vacc1x3), vget_high_s32(vacc1x3));
367     const int32x2_t vsum1x01 = vpadd_s32(vpsum1x0, vpsum1x1);
368     const int32x2_t vsum1x23 = vpadd_s32(vpsum1x2, vpsum1x3);
369     int32x4_t vacc1x0123 = vcombine_s32(vsum1x01, vsum1x23 );
370     const int32x2_t vpsum1x4 = vadd_s32(vget_low_s32(vacc1x4), vget_high_s32(vacc1x4));
371     const int32x2_t vpsum1x5 = vadd_s32(vget_low_s32(vacc1x5), vget_high_s32(vacc1x5));
372     const int32x2_t vpsum1x6 = vadd_s32(vget_low_s32(vacc1x6), vget_high_s32(vacc1x6));
373     const int32x2_t vpsum1x7 = vadd_s32(vget_low_s32(vacc1x7), vget_high_s32(vacc1x7));
374     const int32x2_t vsum1x45 = vpadd_s32(vpsum1x4, vpsum1x5);
375     const int32x2_t vsum1x67 = vpadd_s32(vpsum1x6, vpsum1x7);
376     int32x4_t vacc1x4567 = vcombine_s32(vsum1x45, vsum1x67 );
377     const int32x2_t vpsum1x8 = vadd_s32(vget_low_s32(vacc1x8), vget_high_s32(vacc1x8));
378     const int32x2_t vpsum1x9 = vadd_s32(vget_low_s32(vacc1x9), vget_high_s32(vacc1x9));
379     const int32x2_t vpsum1xA = vadd_s32(vget_low_s32(vacc1x10), vget_high_s32(vacc1x10));
380     const int32x2_t vpsum1xB = vadd_s32(vget_low_s32(vacc1x11), vget_high_s32(vacc1x11));
381     const int32x2_t vsum1x89 = vpadd_s32(vpsum1x8, vpsum1x9);
382     const int32x2_t vsum1xAB = vpadd_s32(vpsum1xA, vpsum1xB);
383     int32x4_t vacc1x89AB = vcombine_s32(vsum1x89, vsum1xAB );
384     const int32x2_t vpsum1xC = vadd_s32(vget_low_s32(vacc1x12), vget_high_s32(vacc1x12));
385     const int32x2_t vpsum1xD = vadd_s32(vget_low_s32(vacc1x13), vget_high_s32(vacc1x13));
386     const int32x2_t vpsum1xE = vadd_s32(vget_low_s32(vacc1x14), vget_high_s32(vacc1x14));
387     const int32x2_t vpsum1xF = vadd_s32(vget_low_s32(vacc1x15), vget_high_s32(vacc1x15));
388     const int32x2_t vsum1xCD = vpadd_s32(vpsum1xC, vpsum1xD);
389     const int32x2_t vsum1xEF = vpadd_s32(vpsum1xE, vpsum1xF);
390     int32x4_t vacc1xCDEF = vcombine_s32(vsum1xCD, vsum1xEF );
391     const int32x2_t vpsum2x0 = vadd_s32(vget_low_s32(vacc2x0), vget_high_s32(vacc2x0));
392     const int32x2_t vpsum2x1 = vadd_s32(vget_low_s32(vacc2x1), vget_high_s32(vacc2x1));
393     const int32x2_t vpsum2x2 = vadd_s32(vget_low_s32(vacc2x2), vget_high_s32(vacc2x2));
394     const int32x2_t vpsum2x3 = vadd_s32(vget_low_s32(vacc2x3), vget_high_s32(vacc2x3));
395     const int32x2_t vsum2x01 = vpadd_s32(vpsum2x0, vpsum2x1);
396     const int32x2_t vsum2x23 = vpadd_s32(vpsum2x2, vpsum2x3);
397     int32x4_t vacc2x0123 = vcombine_s32(vsum2x01, vsum2x23 );
398     const int32x2_t vpsum2x4 = vadd_s32(vget_low_s32(vacc2x4), vget_high_s32(vacc2x4));
399     const int32x2_t vpsum2x5 = vadd_s32(vget_low_s32(vacc2x5), vget_high_s32(vacc2x5));
400     const int32x2_t vpsum2x6 = vadd_s32(vget_low_s32(vacc2x6), vget_high_s32(vacc2x6));
401     const int32x2_t vpsum2x7 = vadd_s32(vget_low_s32(vacc2x7), vget_high_s32(vacc2x7));
402     const int32x2_t vsum2x45 = vpadd_s32(vpsum2x4, vpsum2x5);
403     const int32x2_t vsum2x67 = vpadd_s32(vpsum2x6, vpsum2x7);
404     int32x4_t vacc2x4567 = vcombine_s32(vsum2x45, vsum2x67 );
405     const int32x2_t vpsum2x8 = vadd_s32(vget_low_s32(vacc2x8), vget_high_s32(vacc2x8));
406     const int32x2_t vpsum2x9 = vadd_s32(vget_low_s32(vacc2x9), vget_high_s32(vacc2x9));
407     const int32x2_t vpsum2xA = vadd_s32(vget_low_s32(vacc2x10), vget_high_s32(vacc2x10));
408     const int32x2_t vpsum2xB = vadd_s32(vget_low_s32(vacc2x11), vget_high_s32(vacc2x11));
409     const int32x2_t vsum2x89 = vpadd_s32(vpsum2x8, vpsum2x9);
410     const int32x2_t vsum2xAB = vpadd_s32(vpsum2xA, vpsum2xB);
411     int32x4_t vacc2x89AB = vcombine_s32(vsum2x89, vsum2xAB );
412     const int32x2_t vpsum2xC = vadd_s32(vget_low_s32(vacc2x12), vget_high_s32(vacc2x12));
413     const int32x2_t vpsum2xD = vadd_s32(vget_low_s32(vacc2x13), vget_high_s32(vacc2x13));
414     const int32x2_t vpsum2xE = vadd_s32(vget_low_s32(vacc2x14), vget_high_s32(vacc2x14));
415     const int32x2_t vpsum2xF = vadd_s32(vget_low_s32(vacc2x15), vget_high_s32(vacc2x15));
416     const int32x2_t vsum2xCD = vpadd_s32(vpsum2xC, vpsum2xD);
417     const int32x2_t vsum2xEF = vpadd_s32(vpsum2xE, vpsum2xF);
418     int32x4_t vacc2xCDEF = vcombine_s32(vsum2xCD, vsum2xEF );
419     const int32x2_t vpsum3x0 = vadd_s32(vget_low_s32(vacc3x0), vget_high_s32(vacc3x0));
420     const int32x2_t vpsum3x1 = vadd_s32(vget_low_s32(vacc3x1), vget_high_s32(vacc3x1));
421     const int32x2_t vpsum3x2 = vadd_s32(vget_low_s32(vacc3x2), vget_high_s32(vacc3x2));
422     const int32x2_t vpsum3x3 = vadd_s32(vget_low_s32(vacc3x3), vget_high_s32(vacc3x3));
423     const int32x2_t vsum3x01 = vpadd_s32(vpsum3x0, vpsum3x1);
424     const int32x2_t vsum3x23 = vpadd_s32(vpsum3x2, vpsum3x3);
425     int32x4_t vacc3x0123 = vcombine_s32(vsum3x01, vsum3x23 );
426     const int32x2_t vpsum3x4 = vadd_s32(vget_low_s32(vacc3x4), vget_high_s32(vacc3x4));
427     const int32x2_t vpsum3x5 = vadd_s32(vget_low_s32(vacc3x5), vget_high_s32(vacc3x5));
428     const int32x2_t vpsum3x6 = vadd_s32(vget_low_s32(vacc3x6), vget_high_s32(vacc3x6));
429     const int32x2_t vpsum3x7 = vadd_s32(vget_low_s32(vacc3x7), vget_high_s32(vacc3x7));
430     const int32x2_t vsum3x45 = vpadd_s32(vpsum3x4, vpsum3x5);
431     const int32x2_t vsum3x67 = vpadd_s32(vpsum3x6, vpsum3x7);
432     int32x4_t vacc3x4567 = vcombine_s32(vsum3x45, vsum3x67 );
433     const int32x2_t vpsum3x8 = vadd_s32(vget_low_s32(vacc3x8), vget_high_s32(vacc3x8));
434     const int32x2_t vpsum3x9 = vadd_s32(vget_low_s32(vacc3x9), vget_high_s32(vacc3x9));
435     const int32x2_t vpsum3xA = vadd_s32(vget_low_s32(vacc3x10), vget_high_s32(vacc3x10));
436     const int32x2_t vpsum3xB = vadd_s32(vget_low_s32(vacc3x11), vget_high_s32(vacc3x11));
437     const int32x2_t vsum3x89 = vpadd_s32(vpsum3x8, vpsum3x9);
438     const int32x2_t vsum3xAB = vpadd_s32(vpsum3xA, vpsum3xB);
439     int32x4_t vacc3x89AB = vcombine_s32(vsum3x89, vsum3xAB );
440     const int32x2_t vpsum3xC = vadd_s32(vget_low_s32(vacc3x12), vget_high_s32(vacc3x12));
441     const int32x2_t vpsum3xD = vadd_s32(vget_low_s32(vacc3x13), vget_high_s32(vacc3x13));
442     const int32x2_t vpsum3xE = vadd_s32(vget_low_s32(vacc3x14), vget_high_s32(vacc3x14));
443     const int32x2_t vpsum3xF = vadd_s32(vget_low_s32(vacc3x15), vget_high_s32(vacc3x15));
444     const int32x2_t vsum3xCD = vpadd_s32(vpsum3xC, vpsum3xD);
445     const int32x2_t vsum3xEF = vpadd_s32(vpsum3xE, vpsum3xF);
446     int32x4_t vacc3xCDEF = vcombine_s32(vsum3xCD, vsum3xEF );
447 #endif
448 
449     const int32x4_t vright_pre_shift = vld1q_dup_s32(&params->rndnu_neon.right_pre_shift);
450     const int32x4_t vmultiplier = vld1q_dup_s32(&params->rndnu_neon.multiplier);
451     const int32x4_t vright_post_shift = vld1q_dup_s32(&params->rndnu_neon.right_post_shift);
452 
453     vacc0x0123 = vqshlq_s32(vacc0x0123, vright_pre_shift);
454     vacc0x4567 = vqshlq_s32(vacc0x4567, vright_pre_shift);
455     vacc0x89AB = vqshlq_s32(vacc0x89AB, vright_pre_shift);
456     vacc0xCDEF = vqshlq_s32(vacc0xCDEF, vright_pre_shift);
457     vacc1x0123 = vqshlq_s32(vacc1x0123, vright_pre_shift);
458     vacc1x4567 = vqshlq_s32(vacc1x4567, vright_pre_shift);
459     vacc1x89AB = vqshlq_s32(vacc1x89AB, vright_pre_shift);
460     vacc1xCDEF = vqshlq_s32(vacc1xCDEF, vright_pre_shift);
461     vacc2x0123 = vqshlq_s32(vacc2x0123, vright_pre_shift);
462     vacc2x4567 = vqshlq_s32(vacc2x4567, vright_pre_shift);
463     vacc2x89AB = vqshlq_s32(vacc2x89AB, vright_pre_shift);
464     vacc2xCDEF = vqshlq_s32(vacc2xCDEF, vright_pre_shift);
465     vacc3x0123 = vqshlq_s32(vacc3x0123, vright_pre_shift);
466     vacc3x4567 = vqshlq_s32(vacc3x4567, vright_pre_shift);
467     vacc3x89AB = vqshlq_s32(vacc3x89AB, vright_pre_shift);
468     vacc3xCDEF = vqshlq_s32(vacc3xCDEF, vright_pre_shift);
469 
470     vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
471     vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
472     vacc0x89AB = vqdmulhq_s32(vacc0x89AB, vmultiplier);
473     vacc0xCDEF = vqdmulhq_s32(vacc0xCDEF, vmultiplier);
474     vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
475     vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
476     vacc1x89AB = vqdmulhq_s32(vacc1x89AB, vmultiplier);
477     vacc1xCDEF = vqdmulhq_s32(vacc1xCDEF, vmultiplier);
478     vacc2x0123 = vqdmulhq_s32(vacc2x0123, vmultiplier);
479     vacc2x4567 = vqdmulhq_s32(vacc2x4567, vmultiplier);
480     vacc2x89AB = vqdmulhq_s32(vacc2x89AB, vmultiplier);
481     vacc2xCDEF = vqdmulhq_s32(vacc2xCDEF, vmultiplier);
482     vacc3x0123 = vqdmulhq_s32(vacc3x0123, vmultiplier);
483     vacc3x4567 = vqdmulhq_s32(vacc3x4567, vmultiplier);
484     vacc3x89AB = vqdmulhq_s32(vacc3x89AB, vmultiplier);
485     vacc3xCDEF = vqdmulhq_s32(vacc3xCDEF, vmultiplier);
486 
487     vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
488     vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
489     vacc0x89AB = vrshlq_s32(vacc0x89AB, vright_post_shift);
490     vacc0xCDEF = vrshlq_s32(vacc0xCDEF, vright_post_shift);
491     vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
492     vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
493     vacc1x89AB = vrshlq_s32(vacc1x89AB, vright_post_shift);
494     vacc1xCDEF = vrshlq_s32(vacc1xCDEF, vright_post_shift);
495     vacc2x0123 = vrshlq_s32(vacc2x0123, vright_post_shift);
496     vacc2x4567 = vrshlq_s32(vacc2x4567, vright_post_shift);
497     vacc2x89AB = vrshlq_s32(vacc2x89AB, vright_post_shift);
498     vacc2xCDEF = vrshlq_s32(vacc2xCDEF, vright_post_shift);
499     vacc3x0123 = vrshlq_s32(vacc3x0123, vright_post_shift);
500     vacc3x4567 = vrshlq_s32(vacc3x4567, vright_post_shift);
501     vacc3x89AB = vrshlq_s32(vacc3x89AB, vright_post_shift);
502     vacc3xCDEF = vrshlq_s32(vacc3xCDEF, vright_post_shift);
503 
504     const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->rndnu_neon.output_zero_point);
505 #if XNN_ARCH_ARM64
506     int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567);
507     int16x8_t vacc0x89ABCDEF = vqmovn_high_s32(vqmovn_s32(vacc0x89AB), vacc0xCDEF);
508     int16x8_t vacc1x01234567 = vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567);
509     int16x8_t vacc1x89ABCDEF = vqmovn_high_s32(vqmovn_s32(vacc1x89AB), vacc1xCDEF);
510     int16x8_t vacc2x01234567 = vqmovn_high_s32(vqmovn_s32(vacc2x0123), vacc2x4567);
511     int16x8_t vacc2x89ABCDEF = vqmovn_high_s32(vqmovn_s32(vacc2x89AB), vacc2xCDEF);
512     int16x8_t vacc3x01234567 = vqmovn_high_s32(vqmovn_s32(vacc3x0123), vacc3x4567);
513     int16x8_t vacc3x89ABCDEF = vqmovn_high_s32(vqmovn_s32(vacc3x89AB), vacc3xCDEF);
514 
515     vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point);
516     vacc0x89ABCDEF = vqaddq_s16(vacc0x89ABCDEF, voutput_zero_point);
517     vacc1x01234567 = vqaddq_s16(vacc1x01234567, voutput_zero_point);
518     vacc1x89ABCDEF = vqaddq_s16(vacc1x89ABCDEF, voutput_zero_point);
519     vacc2x01234567 = vqaddq_s16(vacc2x01234567, voutput_zero_point);
520     vacc2x89ABCDEF = vqaddq_s16(vacc2x89ABCDEF, voutput_zero_point);
521     vacc3x01234567 = vqaddq_s16(vacc3x01234567, voutput_zero_point);
522     vacc3x89ABCDEF = vqaddq_s16(vacc3x89ABCDEF, voutput_zero_point);
523 
524     int8x16_t vout0x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc0x89ABCDEF);
525     int8x16_t vout1x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc1x01234567), vacc1x89ABCDEF);
526     int8x16_t vout2x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc2x01234567), vacc2x89ABCDEF);
527     int8x16_t vout3x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc3x01234567), vacc3x89ABCDEF);
528 #else
529     int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567));
530     int16x8_t vacc0x89ABCDEF = vcombine_s16(vqmovn_s32(vacc0x89AB), vqmovn_s32(vacc0xCDEF));
531     int16x8_t vacc1x01234567 = vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567));
532     int16x8_t vacc1x89ABCDEF = vcombine_s16(vqmovn_s32(vacc1x89AB), vqmovn_s32(vacc1xCDEF));
533     int16x8_t vacc2x01234567 = vcombine_s16(vqmovn_s32(vacc2x0123), vqmovn_s32(vacc2x4567));
534     int16x8_t vacc2x89ABCDEF = vcombine_s16(vqmovn_s32(vacc2x89AB), vqmovn_s32(vacc2xCDEF));
535     int16x8_t vacc3x01234567 = vcombine_s16(vqmovn_s32(vacc3x0123), vqmovn_s32(vacc3x4567));
536     int16x8_t vacc3x89ABCDEF = vcombine_s16(vqmovn_s32(vacc3x89AB), vqmovn_s32(vacc3xCDEF));
537 
538     vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point);
539     vacc0x89ABCDEF = vqaddq_s16(vacc0x89ABCDEF, voutput_zero_point);
540     vacc1x01234567 = vqaddq_s16(vacc1x01234567, voutput_zero_point);
541     vacc1x89ABCDEF = vqaddq_s16(vacc1x89ABCDEF, voutput_zero_point);
542     vacc2x01234567 = vqaddq_s16(vacc2x01234567, voutput_zero_point);
543     vacc2x89ABCDEF = vqaddq_s16(vacc2x89ABCDEF, voutput_zero_point);
544     vacc3x01234567 = vqaddq_s16(vacc3x01234567, voutput_zero_point);
545     vacc3x89ABCDEF = vqaddq_s16(vacc3x89ABCDEF, voutput_zero_point);
546 
547     int8x16_t vout0x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc0x89ABCDEF));
548     int8x16_t vout1x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc1x01234567), vqmovn_s16(vacc1x89ABCDEF));
549     int8x16_t vout2x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc2x01234567), vqmovn_s16(vacc2x89ABCDEF));
550     int8x16_t vout3x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc3x01234567), vqmovn_s16(vacc3x89ABCDEF));
551 #endif
552 
553     const int8x16_t voutput_min = vld1q_dup_s8(&params->rndnu_neon.output_min);
554     vout0x0123456789ABCDEF = vmaxq_s8(vout0x0123456789ABCDEF, voutput_min);
555     vout1x0123456789ABCDEF = vmaxq_s8(vout1x0123456789ABCDEF, voutput_min);
556     vout2x0123456789ABCDEF = vmaxq_s8(vout2x0123456789ABCDEF, voutput_min);
557     vout3x0123456789ABCDEF = vmaxq_s8(vout3x0123456789ABCDEF, voutput_min);
558 
559     const int8x16_t voutput_max = vld1q_dup_s8(&params->rndnu_neon.output_max);
560     vout0x0123456789ABCDEF = vminq_s8(vout0x0123456789ABCDEF, voutput_max);
561     vout1x0123456789ABCDEF = vminq_s8(vout1x0123456789ABCDEF, voutput_max);
562     vout2x0123456789ABCDEF = vminq_s8(vout2x0123456789ABCDEF, voutput_max);
563     vout3x0123456789ABCDEF = vminq_s8(vout3x0123456789ABCDEF, voutput_max);
564 
565     if (nc >= 16) {
566       vst1q_s8(c0 + 0, vout0x0123456789ABCDEF);
567       vst1q_s8(c1 + 0, vout1x0123456789ABCDEF);
568       vst1q_s8(c2 + 0, vout2x0123456789ABCDEF);
569       vst1q_s8(c3 + 0, vout3x0123456789ABCDEF);
570 
571       c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
572       c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
573       c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
574       c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
575 
576       a0 = (const int8_t*) ((uintptr_t) a0 - kc);
577       a1 = (const int8_t*) ((uintptr_t) a1 - kc);
578       a2 = (const int8_t*) ((uintptr_t) a2 - kc);
579       a3 = (const int8_t*) ((uintptr_t) a3 - kc);
580 
581       nc -= 16;
582     } else {
583       // Final case where not all of the 16 columns fit in the destination.
584       int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vget_low_s8(vout0x0123456789ABCDEF), vget_low_s8(vout1x0123456789ABCDEF));
585       int8x16_t vout2x01234567_3x01234567 = vcombine_s8(vget_low_s8(vout2x0123456789ABCDEF), vget_low_s8(vout3x0123456789ABCDEF));
586       if (nc & 8) {
587         vst1_s8(c0, vget_low_s8(vout0x01234567_1x01234567)); c0 += 8;
588         vst1_s8(c1, vget_high_s8(vout0x01234567_1x01234567)); c1 += 8;
589         vst1_s8(c2, vget_low_s8(vout2x01234567_3x01234567)); c2 += 8;
590         vst1_s8(c3, vget_high_s8(vout2x01234567_3x01234567)); c3 += 8;
591         vout0x01234567_1x01234567 = vcombine_s8(vget_high_s8(vout0x0123456789ABCDEF), vget_high_s8(vout1x0123456789ABCDEF));
592         vout2x01234567_3x01234567 = vcombine_s8(vget_high_s8(vout2x0123456789ABCDEF), vget_high_s8(vout3x0123456789ABCDEF));
593       }
594       if (nc & 4) {
595         vst1q_lane_u32((void*) c0, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
596         vst1q_lane_u32((void*) c1, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
597         vst1q_lane_u32((void*) c2, vreinterpretq_u32_s8(vout2x01234567_3x01234567), 0); c2 += 4;
598         vst1q_lane_u32((void*) c3, vreinterpretq_u32_s8(vout2x01234567_3x01234567), 2); c3 += 4;
599         vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
600         vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 4);
601       }
602       if (nc & 2) {
603         vst1q_lane_u16((void*) c0, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
604         vst1q_lane_u16((void*) c1, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
605         vst1q_lane_u16((void*) c2, vreinterpretq_u16_s8(vout2x01234567_3x01234567), 0); c2 += 2;
606         vst1q_lane_u16((void*) c3, vreinterpretq_u16_s8(vout2x01234567_3x01234567), 4); c3 += 2;
607         vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
608         vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 2);
609       }
610       if (nc & 1) {
611         vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
612         vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
613         vst1q_lane_s8(c2, vout2x01234567_3x01234567, 0);
614         vst1q_lane_s8(c3, vout2x01234567_3x01234567, 8);
615       }
616 
617       nc = 0;
618     }
619   } while (nc != 0);
620 }
621