xref: /aosp_15_r20/external/XNNPACK/src/qs8-gemm/gen/4x16c2-minmax-rndnu-neon-mlal-ld1r.c (revision 4bdc94577ba0e567308109d787f7fec7b531ce36)
1 // Auto-generated file. Do not edit!
2 //   Template: src/qs8-gemm/c2-neon-mull-dup.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 
xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r(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)])17 void xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r(
18     size_t mr,
19     size_t nc,
20     size_t kc,
21     const int8_t* restrict a,
22     size_t a_stride,
23     const void* restrict w,
24     int8_t* restrict c,
25     size_t cm_stride,
26     size_t cn_stride,
27     const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
28 {
29   assert(mr != 0);
30   assert(mr <= 4);
31   assert(nc != 0);
32   assert(kc != 0);
33   assert(kc % sizeof(int8_t) == 0);
34   assert(a != NULL);
35   assert(w != NULL);
36   assert(c != NULL);
37 
38   kc = round_up_po2(kc, 2 * sizeof(int8_t));
39   const int8_t* a0 = a;
40   int8_t* c0 = c;
41   const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
42   int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
43   if XNN_UNPREDICTABLE(mr < 2) {
44     a1 = a0;
45     c1 = c0;
46   }
47   const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
48   int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
49   if XNN_UNPREDICTABLE(mr <= 2) {
50     a2 = a1;
51     c2 = c1;
52   }
53   const int8_t* a3 = (const int8_t*) ((uintptr_t) a2 + a_stride);
54   int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
55   if XNN_UNPREDICTABLE(mr != 4) {
56     a3 = a2;
57     c3 = c2;
58   }
59 
60   do {
61     int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
62     int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
63     int32x4_t vacc0x89AB = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
64     int32x4_t vacc0xCDEF = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
65     int32x4_t vacc1x0123 = vacc0x0123;
66     int32x4_t vacc1x4567 = vacc0x4567;
67     int32x4_t vacc1x89AB = vacc0x89AB;
68     int32x4_t vacc1xCDEF = vacc0xCDEF;
69     int32x4_t vacc2x0123 = vacc0x0123;
70     int32x4_t vacc2x4567 = vacc0x4567;
71     int32x4_t vacc2x89AB = vacc0x89AB;
72     int32x4_t vacc2xCDEF = vacc0xCDEF;
73     int32x4_t vacc3x0123 = vacc0x0123;
74     int32x4_t vacc3x4567 = vacc0x4567;
75     int32x4_t vacc3x89AB = vacc0x89AB;
76     int32x4_t vacc3xCDEF = vacc0xCDEF;
77 
78     size_t k = kc;
79 
80     while (k >= 16 * sizeof(int8_t)) {
81       const int16x4_t va00x0 = vld1_dup_s16((const void*)a0);
82       const int16x4_t va01x0 = vld1_dup_s16((const void*)(a0 + 2));
83       const int16x4_t va02x0 = vld1_dup_s16((const void*)(a0 + 4));
84       const int16x4_t va03x0 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
85       const int16x4_t va00x1 = vld1_dup_s16((const void*)a0);
86       const int16x4_t va01x1 = vld1_dup_s16((const void*)(a0 + 2));
87       const int16x4_t va02x1 = vld1_dup_s16((const void*)(a0 + 4));
88       const int16x4_t va03x1 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
89       const int16x4_t va10x0 = vld1_dup_s16((const void*)a1);
90       const int16x4_t va11x0 = vld1_dup_s16((const void*)(a1 + 2));
91       const int16x4_t va12x0 = vld1_dup_s16((const void*)(a1 + 4));
92       const int16x4_t va13x0 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
93       const int16x4_t va10x1 = vld1_dup_s16((const void*)a1);
94       const int16x4_t va11x1 = vld1_dup_s16((const void*)(a1 + 2));
95       const int16x4_t va12x1 = vld1_dup_s16((const void*)(a1 + 4));
96       const int16x4_t va13x1 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
97       const int16x4_t va20x0 = vld1_dup_s16((const void*)a2);
98       const int16x4_t va21x0 = vld1_dup_s16((const void*)(a2 + 2));
99       const int16x4_t va22x0 = vld1_dup_s16((const void*)(a2 + 4));
100       const int16x4_t va23x0 = vld1_dup_s16((const void*)(a2 + 6)); a2 += 8;
101       const int16x4_t va20x1 = vld1_dup_s16((const void*)a2);
102       const int16x4_t va21x1 = vld1_dup_s16((const void*)(a2 + 2));
103       const int16x4_t va22x1 = vld1_dup_s16((const void*)(a2 + 4));
104       const int16x4_t va23x1 = vld1_dup_s16((const void*)(a2 + 6)); a2 += 8;
105       const int16x4_t va30x0 = vld1_dup_s16((const void*)a3);
106       const int16x4_t va31x0 = vld1_dup_s16((const void*)(a3 + 2));
107       const int16x4_t va32x0 = vld1_dup_s16((const void*)(a3 + 4));
108       const int16x4_t va33x0 = vld1_dup_s16((const void*)(a3 + 6)); a3 += 8;
109       const int16x4_t va30x1 = vld1_dup_s16((const void*)a3);
110       const int16x4_t va31x1 = vld1_dup_s16((const void*)(a3 + 2));
111       const int16x4_t va32x1 = vld1_dup_s16((const void*)(a3 + 4));
112       const int16x4_t va33x1 = vld1_dup_s16((const void*)(a3 + 6)); a3 += 8;
113       const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
114       const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
115       const int8x8_t vb89ABc0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
116       const int8x8_t vbCDEFc0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
117       const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
118       const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
119       const int8x8_t vb89ABc1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
120       const int8x8_t vbCDEFc1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
121       const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
122       const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
123       const int8x8_t vb89ABc2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
124       const int8x8_t vbCDEFc2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
125       const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
126       const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
127       const int8x8_t vb89ABc3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
128       const int8x8_t vbCDEFc3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
129 
130       const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0);
131       const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1);
132       const int8x8_t va1c0x0 = vreinterpret_s8_s16(va10x0);
133       const int8x8_t va1c0x1 = vreinterpret_s8_s16(va10x1);
134       const int8x8_t va2c0x0 = vreinterpret_s8_s16(va20x0);
135       const int8x8_t va2c0x1 = vreinterpret_s8_s16(va20x1);
136       const int8x8_t va3c0x0 = vreinterpret_s8_s16(va30x0);
137       const int8x8_t va3c0x1 = vreinterpret_s8_s16(va30x1);
138 
139       int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
140       int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
141       int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0x0, va2c0x0);
142       int16x8_t vprod3x0123c0 = vmull_s8(vb0123c0x0, va3c0x0);
143       const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
144       vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
145       vprod1x0123c0 = vmlal_s8(vprod1x0123c0, vb0123c0x1, va1c0x1);
146       vprod2x0123c0 = vmlal_s8(vprod2x0123c0, vb0123c0x1, va2c0x1);
147       vprod3x0123c0 = vmlal_s8(vprod3x0123c0, vb0123c0x1, va3c0x1);
148       vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
149       vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
150       vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
151       vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c0);
152       int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
153       int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0x0, va1c0x0);
154       int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0x0, va2c0x0);
155       int16x8_t vprod3x4567c0 = vmull_s8(vb4567c0x0, va3c0x0);
156       const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
157       vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
158       vprod1x4567c0 = vmlal_s8(vprod1x4567c0, vb4567c0x1, va1c0x1);
159       vprod2x4567c0 = vmlal_s8(vprod2x4567c0, vb4567c0x1, va2c0x1);
160       vprod3x4567c0 = vmlal_s8(vprod3x4567c0, vb4567c0x1, va3c0x1);
161       vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
162       vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
163       vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
164       vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c0);
165       int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0x0, va0c0x0);
166       int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0x0, va1c0x0);
167       int16x8_t vprod2x89ABc0 = vmull_s8(vb89ABc0x0, va2c0x0);
168       int16x8_t vprod3x89ABc0 = vmull_s8(vb89ABc0x0, va3c0x0);
169       const int8x8_t vb89ABc0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
170       vprod0x89ABc0 = vmlal_s8(vprod0x89ABc0, vb89ABc0x1, va0c0x1);
171       vprod1x89ABc0 = vmlal_s8(vprod1x89ABc0, vb89ABc0x1, va1c0x1);
172       vprod2x89ABc0 = vmlal_s8(vprod2x89ABc0, vb89ABc0x1, va2c0x1);
173       vprod3x89ABc0 = vmlal_s8(vprod3x89ABc0, vb89ABc0x1, va3c0x1);
174       vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
175       vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
176       vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc0);
177       vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc0);
178       int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0x0, va0c0x0);
179       int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0x0, va1c0x0);
180       int16x8_t vprod2xCDEFc0 = vmull_s8(vbCDEFc0x0, va2c0x0);
181       int16x8_t vprod3xCDEFc0 = vmull_s8(vbCDEFc0x0, va3c0x0);
182       const int8x8_t vbCDEFc0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
183       vprod0xCDEFc0 = vmlal_s8(vprod0xCDEFc0, vbCDEFc0x1, va0c0x1);
184       vprod1xCDEFc0 = vmlal_s8(vprod1xCDEFc0, vbCDEFc0x1, va1c0x1);
185       vprod2xCDEFc0 = vmlal_s8(vprod2xCDEFc0, vbCDEFc0x1, va2c0x1);
186       vprod3xCDEFc0 = vmlal_s8(vprod3xCDEFc0, vbCDEFc0x1, va3c0x1);
187       vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
188       vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
189       vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc0);
190       vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc0);
191       const int8x8_t va0c1x0 = vreinterpret_s8_s16(va01x0);
192       const int8x8_t va0c1x1 = vreinterpret_s8_s16(va01x1);
193       const int8x8_t va1c1x0 = vreinterpret_s8_s16(va11x0);
194       const int8x8_t va1c1x1 = vreinterpret_s8_s16(va11x1);
195       const int8x8_t va2c1x0 = vreinterpret_s8_s16(va21x0);
196       const int8x8_t va2c1x1 = vreinterpret_s8_s16(va21x1);
197       const int8x8_t va3c1x0 = vreinterpret_s8_s16(va31x0);
198       const int8x8_t va3c1x1 = vreinterpret_s8_s16(va31x1);
199 
200       int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
201       int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
202       int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1x0, va2c1x0);
203       int16x8_t vprod3x0123c1 = vmull_s8(vb0123c1x0, va3c1x0);
204       const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
205       vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
206       vprod1x0123c1 = vmlal_s8(vprod1x0123c1, vb0123c1x1, va1c1x1);
207       vprod2x0123c1 = vmlal_s8(vprod2x0123c1, vb0123c1x1, va2c1x1);
208       vprod3x0123c1 = vmlal_s8(vprod3x0123c1, vb0123c1x1, va3c1x1);
209       vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
210       vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
211       vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
212       vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c1);
213       int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
214       int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1x0, va1c1x0);
215       int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1x0, va2c1x0);
216       int16x8_t vprod3x4567c1 = vmull_s8(vb4567c1x0, va3c1x0);
217       const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
218       vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
219       vprod1x4567c1 = vmlal_s8(vprod1x4567c1, vb4567c1x1, va1c1x1);
220       vprod2x4567c1 = vmlal_s8(vprod2x4567c1, vb4567c1x1, va2c1x1);
221       vprod3x4567c1 = vmlal_s8(vprod3x4567c1, vb4567c1x1, va3c1x1);
222       vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
223       vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
224       vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
225       vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c1);
226       int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1x0, va0c1x0);
227       int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1x0, va1c1x0);
228       int16x8_t vprod2x89ABc1 = vmull_s8(vb89ABc1x0, va2c1x0);
229       int16x8_t vprod3x89ABc1 = vmull_s8(vb89ABc1x0, va3c1x0);
230       const int8x8_t vb89ABc1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
231       vprod0x89ABc1 = vmlal_s8(vprod0x89ABc1, vb89ABc1x1, va0c1x1);
232       vprod1x89ABc1 = vmlal_s8(vprod1x89ABc1, vb89ABc1x1, va1c1x1);
233       vprod2x89ABc1 = vmlal_s8(vprod2x89ABc1, vb89ABc1x1, va2c1x1);
234       vprod3x89ABc1 = vmlal_s8(vprod3x89ABc1, vb89ABc1x1, va3c1x1);
235       vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
236       vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
237       vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc1);
238       vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc1);
239       int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1x0, va0c1x0);
240       int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1x0, va1c1x0);
241       int16x8_t vprod2xCDEFc1 = vmull_s8(vbCDEFc1x0, va2c1x0);
242       int16x8_t vprod3xCDEFc1 = vmull_s8(vbCDEFc1x0, va3c1x0);
243       const int8x8_t vbCDEFc1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
244       vprod0xCDEFc1 = vmlal_s8(vprod0xCDEFc1, vbCDEFc1x1, va0c1x1);
245       vprod1xCDEFc1 = vmlal_s8(vprod1xCDEFc1, vbCDEFc1x1, va1c1x1);
246       vprod2xCDEFc1 = vmlal_s8(vprod2xCDEFc1, vbCDEFc1x1, va2c1x1);
247       vprod3xCDEFc1 = vmlal_s8(vprod3xCDEFc1, vbCDEFc1x1, va3c1x1);
248       vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
249       vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
250       vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc1);
251       vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc1);
252       const int8x8_t va0c2x0 = vreinterpret_s8_s16(va02x0);
253       const int8x8_t va0c2x1 = vreinterpret_s8_s16(va02x1);
254       const int8x8_t va1c2x0 = vreinterpret_s8_s16(va12x0);
255       const int8x8_t va1c2x1 = vreinterpret_s8_s16(va12x1);
256       const int8x8_t va2c2x0 = vreinterpret_s8_s16(va22x0);
257       const int8x8_t va2c2x1 = vreinterpret_s8_s16(va22x1);
258       const int8x8_t va3c2x0 = vreinterpret_s8_s16(va32x0);
259       const int8x8_t va3c2x1 = vreinterpret_s8_s16(va32x1);
260 
261       int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
262       int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
263       int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2x0, va2c2x0);
264       int16x8_t vprod3x0123c2 = vmull_s8(vb0123c2x0, va3c2x0);
265       const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
266       vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
267       vprod1x0123c2 = vmlal_s8(vprod1x0123c2, vb0123c2x1, va1c2x1);
268       vprod2x0123c2 = vmlal_s8(vprod2x0123c2, vb0123c2x1, va2c2x1);
269       vprod3x0123c2 = vmlal_s8(vprod3x0123c2, vb0123c2x1, va3c2x1);
270       vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
271       vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
272       vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
273       vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c2);
274       int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
275       int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2x0, va1c2x0);
276       int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2x0, va2c2x0);
277       int16x8_t vprod3x4567c2 = vmull_s8(vb4567c2x0, va3c2x0);
278       const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
279       vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
280       vprod1x4567c2 = vmlal_s8(vprod1x4567c2, vb4567c2x1, va1c2x1);
281       vprod2x4567c2 = vmlal_s8(vprod2x4567c2, vb4567c2x1, va2c2x1);
282       vprod3x4567c2 = vmlal_s8(vprod3x4567c2, vb4567c2x1, va3c2x1);
283       vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
284       vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
285       vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
286       vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c2);
287       int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2x0, va0c2x0);
288       int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2x0, va1c2x0);
289       int16x8_t vprod2x89ABc2 = vmull_s8(vb89ABc2x0, va2c2x0);
290       int16x8_t vprod3x89ABc2 = vmull_s8(vb89ABc2x0, va3c2x0);
291       const int8x8_t vb89ABc2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
292       vprod0x89ABc2 = vmlal_s8(vprod0x89ABc2, vb89ABc2x1, va0c2x1);
293       vprod1x89ABc2 = vmlal_s8(vprod1x89ABc2, vb89ABc2x1, va1c2x1);
294       vprod2x89ABc2 = vmlal_s8(vprod2x89ABc2, vb89ABc2x1, va2c2x1);
295       vprod3x89ABc2 = vmlal_s8(vprod3x89ABc2, vb89ABc2x1, va3c2x1);
296       vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
297       vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
298       vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc2);
299       vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc2);
300       int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2x0, va0c2x0);
301       int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2x0, va1c2x0);
302       int16x8_t vprod2xCDEFc2 = vmull_s8(vbCDEFc2x0, va2c2x0);
303       int16x8_t vprod3xCDEFc2 = vmull_s8(vbCDEFc2x0, va3c2x0);
304       const int8x8_t vbCDEFc2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
305       vprod0xCDEFc2 = vmlal_s8(vprod0xCDEFc2, vbCDEFc2x1, va0c2x1);
306       vprod1xCDEFc2 = vmlal_s8(vprod1xCDEFc2, vbCDEFc2x1, va1c2x1);
307       vprod2xCDEFc2 = vmlal_s8(vprod2xCDEFc2, vbCDEFc2x1, va2c2x1);
308       vprod3xCDEFc2 = vmlal_s8(vprod3xCDEFc2, vbCDEFc2x1, va3c2x1);
309       vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
310       vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
311       vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc2);
312       vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc2);
313       const int8x8_t va0c3x0 = vreinterpret_s8_s16(va03x0);
314       const int8x8_t va0c3x1 = vreinterpret_s8_s16(va03x1);
315       const int8x8_t va1c3x0 = vreinterpret_s8_s16(va13x0);
316       const int8x8_t va1c3x1 = vreinterpret_s8_s16(va13x1);
317       const int8x8_t va2c3x0 = vreinterpret_s8_s16(va23x0);
318       const int8x8_t va2c3x1 = vreinterpret_s8_s16(va23x1);
319       const int8x8_t va3c3x0 = vreinterpret_s8_s16(va33x0);
320       const int8x8_t va3c3x1 = vreinterpret_s8_s16(va33x1);
321 
322       int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
323       int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
324       int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3x0, va2c3x0);
325       int16x8_t vprod3x0123c3 = vmull_s8(vb0123c3x0, va3c3x0);
326       const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
327       vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
328       vprod1x0123c3 = vmlal_s8(vprod1x0123c3, vb0123c3x1, va1c3x1);
329       vprod2x0123c3 = vmlal_s8(vprod2x0123c3, vb0123c3x1, va2c3x1);
330       vprod3x0123c3 = vmlal_s8(vprod3x0123c3, vb0123c3x1, va3c3x1);
331       vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
332       vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
333       vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
334       vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c3);
335       int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
336       int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3x0, va1c3x0);
337       int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3x0, va2c3x0);
338       int16x8_t vprod3x4567c3 = vmull_s8(vb4567c3x0, va3c3x0);
339       const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
340       vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
341       vprod1x4567c3 = vmlal_s8(vprod1x4567c3, vb4567c3x1, va1c3x1);
342       vprod2x4567c3 = vmlal_s8(vprod2x4567c3, vb4567c3x1, va2c3x1);
343       vprod3x4567c3 = vmlal_s8(vprod3x4567c3, vb4567c3x1, va3c3x1);
344       vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
345       vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
346       vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
347       vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c3);
348       int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3x0, va0c3x0);
349       int16x8_t vprod1x89ABc3 = vmull_s8(vb89ABc3x0, va1c3x0);
350       int16x8_t vprod2x89ABc3 = vmull_s8(vb89ABc3x0, va2c3x0);
351       int16x8_t vprod3x89ABc3 = vmull_s8(vb89ABc3x0, va3c3x0);
352       const int8x8_t vb89ABc3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
353       vprod0x89ABc3 = vmlal_s8(vprod0x89ABc3, vb89ABc3x1, va0c3x1);
354       vprod1x89ABc3 = vmlal_s8(vprod1x89ABc3, vb89ABc3x1, va1c3x1);
355       vprod2x89ABc3 = vmlal_s8(vprod2x89ABc3, vb89ABc3x1, va2c3x1);
356       vprod3x89ABc3 = vmlal_s8(vprod3x89ABc3, vb89ABc3x1, va3c3x1);
357       vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
358       vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc3);
359       vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc3);
360       vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc3);
361       int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3x0, va0c3x0);
362       int16x8_t vprod1xCDEFc3 = vmull_s8(vbCDEFc3x0, va1c3x0);
363       int16x8_t vprod2xCDEFc3 = vmull_s8(vbCDEFc3x0, va2c3x0);
364       int16x8_t vprod3xCDEFc3 = vmull_s8(vbCDEFc3x0, va3c3x0);
365       const int8x8_t vbCDEFc3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
366       vprod0xCDEFc3 = vmlal_s8(vprod0xCDEFc3, vbCDEFc3x1, va0c3x1);
367       vprod1xCDEFc3 = vmlal_s8(vprod1xCDEFc3, vbCDEFc3x1, va1c3x1);
368       vprod2xCDEFc3 = vmlal_s8(vprod2xCDEFc3, vbCDEFc3x1, va2c3x1);
369       vprod3xCDEFc3 = vmlal_s8(vprod3xCDEFc3, vbCDEFc3x1, va3c3x1);
370       vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
371       vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc3);
372       vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc3);
373       vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc3);
374 
375       k -= 16 * sizeof(int8_t);
376     }
377 
378     if (k >= 8 * sizeof(int8_t)) {
379       const int16x4_t va00 = vld1_dup_s16((const void*)a0);
380       const int16x4_t va01 = vld1_dup_s16((const void*)(a0 + 2));
381       const int16x4_t va02 = vld1_dup_s16((const void*)(a0 + 4));
382       const int16x4_t va03 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
383       const int16x4_t va10 = vld1_dup_s16((const void*)a1);
384       const int16x4_t va11 = vld1_dup_s16((const void*)(a1 + 2));
385       const int16x4_t va12 = vld1_dup_s16((const void*)(a1 + 4));
386       const int16x4_t va13 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
387       const int16x4_t va20 = vld1_dup_s16((const void*)a2);
388       const int16x4_t va21 = vld1_dup_s16((const void*)(a2 + 2));
389       const int16x4_t va22 = vld1_dup_s16((const void*)(a2 + 4));
390       const int16x4_t va23 = vld1_dup_s16((const void*)(a2 + 6)); a2 += 8;
391       const int16x4_t va30 = vld1_dup_s16((const void*)a3);
392       const int16x4_t va31 = vld1_dup_s16((const void*)(a3 + 2));
393       const int16x4_t va32 = vld1_dup_s16((const void*)(a3 + 4));
394       const int16x4_t va33 = vld1_dup_s16((const void*)(a3 + 6)); a3 += 8;
395 
396       const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
397       const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
398       const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
399       const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
400       const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
401       const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
402       const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
403       const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
404       const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
405       const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
406       const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
407       const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
408       const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
409       const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
410       const int8x8_t vb89ABc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
411       const int8x8_t vbCDEFc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
412 
413       const int8x8_t va0c0 = vreinterpret_s8_s16(va00);
414       const int8x8_t va1c0 = vreinterpret_s8_s16(va10);
415       const int8x8_t va2c0 = vreinterpret_s8_s16(va20);
416       const int8x8_t va3c0 = vreinterpret_s8_s16(va30);
417 
418       const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
419       const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
420       const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
421       const int16x8_t vprod3x0123c0 = vmull_s8(vb0123c0, va3c0);
422       vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
423       vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
424       vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
425       vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c0);
426       const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
427       const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
428       const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
429       const int16x8_t vprod3x4567c0 = vmull_s8(vb4567c0, va3c0);
430       vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
431       vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
432       vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
433       vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c0);
434       const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
435       const int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0, va1c0);
436       const int16x8_t vprod2x89ABc0 = vmull_s8(vb89ABc0, va2c0);
437       const int16x8_t vprod3x89ABc0 = vmull_s8(vb89ABc0, va3c0);
438       vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
439       vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
440       vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc0);
441       vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc0);
442       const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
443       const int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0, va1c0);
444       const int16x8_t vprod2xCDEFc0 = vmull_s8(vbCDEFc0, va2c0);
445       const int16x8_t vprod3xCDEFc0 = vmull_s8(vbCDEFc0, va3c0);
446       vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
447       vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
448       vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc0);
449       vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc0);
450       const int8x8_t va0c1 = vreinterpret_s8_s16(va01);
451       const int8x8_t va1c1 = vreinterpret_s8_s16(va11);
452       const int8x8_t va2c1 = vreinterpret_s8_s16(va21);
453       const int8x8_t va3c1 = vreinterpret_s8_s16(va31);
454 
455       const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
456       const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
457       const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
458       const int16x8_t vprod3x0123c1 = vmull_s8(vb0123c1, va3c1);
459       vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
460       vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
461       vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
462       vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c1);
463       const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
464       const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
465       const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
466       const int16x8_t vprod3x4567c1 = vmull_s8(vb4567c1, va3c1);
467       vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
468       vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
469       vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
470       vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c1);
471       const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
472       const int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1, va1c1);
473       const int16x8_t vprod2x89ABc1 = vmull_s8(vb89ABc1, va2c1);
474       const int16x8_t vprod3x89ABc1 = vmull_s8(vb89ABc1, va3c1);
475       vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
476       vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
477       vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc1);
478       vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc1);
479       const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
480       const int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1, va1c1);
481       const int16x8_t vprod2xCDEFc1 = vmull_s8(vbCDEFc1, va2c1);
482       const int16x8_t vprod3xCDEFc1 = vmull_s8(vbCDEFc1, va3c1);
483       vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
484       vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
485       vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc1);
486       vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc1);
487       const int8x8_t va0c2 = vreinterpret_s8_s16(va02);
488       const int8x8_t va1c2 = vreinterpret_s8_s16(va12);
489       const int8x8_t va2c2 = vreinterpret_s8_s16(va22);
490       const int8x8_t va3c2 = vreinterpret_s8_s16(va32);
491 
492       const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
493       const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
494       const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
495       const int16x8_t vprod3x0123c2 = vmull_s8(vb0123c2, va3c2);
496       vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
497       vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
498       vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
499       vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c2);
500       const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
501       const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
502       const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
503       const int16x8_t vprod3x4567c2 = vmull_s8(vb4567c2, va3c2);
504       vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
505       vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
506       vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
507       vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c2);
508       const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
509       const int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2, va1c2);
510       const int16x8_t vprod2x89ABc2 = vmull_s8(vb89ABc2, va2c2);
511       const int16x8_t vprod3x89ABc2 = vmull_s8(vb89ABc2, va3c2);
512       vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
513       vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
514       vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc2);
515       vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc2);
516       const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
517       const int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2, va1c2);
518       const int16x8_t vprod2xCDEFc2 = vmull_s8(vbCDEFc2, va2c2);
519       const int16x8_t vprod3xCDEFc2 = vmull_s8(vbCDEFc2, va3c2);
520       vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
521       vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
522       vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc2);
523       vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc2);
524       const int8x8_t va0c3 = vreinterpret_s8_s16(va03);
525       const int8x8_t va1c3 = vreinterpret_s8_s16(va13);
526       const int8x8_t va2c3 = vreinterpret_s8_s16(va23);
527       const int8x8_t va3c3 = vreinterpret_s8_s16(va33);
528 
529       const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
530       const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
531       const int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3, va2c3);
532       const int16x8_t vprod3x0123c3 = vmull_s8(vb0123c3, va3c3);
533       vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
534       vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
535       vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
536       vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c3);
537       const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
538       const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
539       const int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3, va2c3);
540       const int16x8_t vprod3x4567c3 = vmull_s8(vb4567c3, va3c3);
541       vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
542       vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
543       vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
544       vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c3);
545       const int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3, va0c3);
546       const int16x8_t vprod1x89ABc3 = vmull_s8(vb89ABc3, va1c3);
547       const int16x8_t vprod2x89ABc3 = vmull_s8(vb89ABc3, va2c3);
548       const int16x8_t vprod3x89ABc3 = vmull_s8(vb89ABc3, va3c3);
549       vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
550       vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc3);
551       vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc3);
552       vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc3);
553       const int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3, va0c3);
554       const int16x8_t vprod1xCDEFc3 = vmull_s8(vbCDEFc3, va1c3);
555       const int16x8_t vprod2xCDEFc3 = vmull_s8(vbCDEFc3, va2c3);
556       const int16x8_t vprod3xCDEFc3 = vmull_s8(vbCDEFc3, va3c3);
557       vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
558       vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc3);
559       vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc3);
560       vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc3);
561 
562       k -= 8 * sizeof(int8_t);
563     }
564 
565     if XNN_UNLIKELY(k != 0) {
566       const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
567       const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
568       const int8x8_t va2 = vld1_s8(a2); a2 = (const int8_t*) ((uintptr_t) a2 + k);
569       const int8x8_t va3 = vld1_s8(a3); a3 = (const int8_t*) ((uintptr_t) a3 + k);
570 
571       const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
572       const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
573       const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
574       const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
575 
576       const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
577       const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
578       vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
579       const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
580       vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
581       const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
582       vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
583       const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
584       vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
585       const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
586       const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
587       vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
588       const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
589       vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
590       const int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0, va1c0);
591       vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
592       const int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0, va1c0);
593       vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
594       const int8x8_t va2c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 0));
595       const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
596       vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
597       const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
598       vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
599       const int16x8_t vprod2x89ABc0 = vmull_s8(vb89ABc0, va2c0);
600       vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc0);
601       const int16x8_t vprod2xCDEFc0 = vmull_s8(vbCDEFc0, va2c0);
602       vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc0);
603       const int8x8_t va3c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3), 0));
604       const int16x8_t vprod3x0123c0 = vmull_s8(vb0123c0, va3c0);
605       vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c0);
606       const int16x8_t vprod3x4567c0 = vmull_s8(vb4567c0, va3c0);
607       vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c0);
608       const int16x8_t vprod3x89ABc0 = vmull_s8(vb89ABc0, va3c0);
609       vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc0);
610       const int16x8_t vprod3xCDEFc0 = vmull_s8(vbCDEFc0, va3c0);
611       vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc0);
612 
613       if (k > 2 * sizeof(int8_t)) {
614         const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
615         const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
616         const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
617         const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
618 
619         const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
620         const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
621         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
622         const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
623         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
624         const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
625         vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
626         const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
627         vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
628         const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
629         const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
630         vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
631         const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
632         vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
633         const int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1, va1c1);
634         vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
635         const int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1, va1c1);
636         vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
637         const int8x8_t va2c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 1));
638         const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
639         vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
640         const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
641         vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
642         const int16x8_t vprod2x89ABc1 = vmull_s8(vb89ABc1, va2c1);
643         vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc1);
644         const int16x8_t vprod2xCDEFc1 = vmull_s8(vbCDEFc1, va2c1);
645         vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc1);
646         const int8x8_t va3c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3), 1));
647         const int16x8_t vprod3x0123c1 = vmull_s8(vb0123c1, va3c1);
648         vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c1);
649         const int16x8_t vprod3x4567c1 = vmull_s8(vb4567c1, va3c1);
650         vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c1);
651         const int16x8_t vprod3x89ABc1 = vmull_s8(vb89ABc1, va3c1);
652         vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc1);
653         const int16x8_t vprod3xCDEFc1 = vmull_s8(vbCDEFc1, va3c1);
654         vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc1);
655 
656         if (k > 4 * sizeof(int8_t)) {
657           const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
658           const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
659           const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
660           const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
661 
662           const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
663           const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
664           vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
665           const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
666           vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
667           const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
668           vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
669           const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
670           vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
671           const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
672           const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
673           vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
674           const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
675           vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
676           const int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2, va1c2);
677           vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
678           const int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2, va1c2);
679           vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
680           const int8x8_t va2c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 2));
681           const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
682           vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
683           const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
684           vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
685           const int16x8_t vprod2x89ABc2 = vmull_s8(vb89ABc2, va2c2);
686           vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc2);
687           const int16x8_t vprod2xCDEFc2 = vmull_s8(vbCDEFc2, va2c2);
688           vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc2);
689           const int8x8_t va3c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3), 2));
690           const int16x8_t vprod3x0123c2 = vmull_s8(vb0123c2, va3c2);
691           vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c2);
692           const int16x8_t vprod3x4567c2 = vmull_s8(vb4567c2, va3c2);
693           vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c2);
694           const int16x8_t vprod3x89ABc2 = vmull_s8(vb89ABc2, va3c2);
695           vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc2);
696           const int16x8_t vprod3xCDEFc2 = vmull_s8(vbCDEFc2, va3c2);
697           vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc2);
698         }
699       }
700     }
701 
702     const int32x4_t vright_pre_shift = vld1q_dup_s32(&params->rndnu_neon.right_pre_shift);
703     const int32x4_t vmultiplier = vld1q_dup_s32(&params->rndnu_neon.multiplier);
704     const int32x4_t vright_post_shift = vld1q_dup_s32(&params->rndnu_neon.right_post_shift);
705 
706     vacc0x0123 = vqshlq_s32(vacc0x0123, vright_pre_shift);
707     vacc0x4567 = vqshlq_s32(vacc0x4567, vright_pre_shift);
708     vacc0x89AB = vqshlq_s32(vacc0x89AB, vright_pre_shift);
709     vacc0xCDEF = vqshlq_s32(vacc0xCDEF, vright_pre_shift);
710     vacc1x0123 = vqshlq_s32(vacc1x0123, vright_pre_shift);
711     vacc1x4567 = vqshlq_s32(vacc1x4567, vright_pre_shift);
712     vacc1x89AB = vqshlq_s32(vacc1x89AB, vright_pre_shift);
713     vacc1xCDEF = vqshlq_s32(vacc1xCDEF, vright_pre_shift);
714     vacc2x0123 = vqshlq_s32(vacc2x0123, vright_pre_shift);
715     vacc2x4567 = vqshlq_s32(vacc2x4567, vright_pre_shift);
716     vacc2x89AB = vqshlq_s32(vacc2x89AB, vright_pre_shift);
717     vacc2xCDEF = vqshlq_s32(vacc2xCDEF, vright_pre_shift);
718     vacc3x0123 = vqshlq_s32(vacc3x0123, vright_pre_shift);
719     vacc3x4567 = vqshlq_s32(vacc3x4567, vright_pre_shift);
720     vacc3x89AB = vqshlq_s32(vacc3x89AB, vright_pre_shift);
721     vacc3xCDEF = vqshlq_s32(vacc3xCDEF, vright_pre_shift);
722 
723     vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
724     vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
725     vacc0x89AB = vqdmulhq_s32(vacc0x89AB, vmultiplier);
726     vacc0xCDEF = vqdmulhq_s32(vacc0xCDEF, vmultiplier);
727     vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
728     vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
729     vacc1x89AB = vqdmulhq_s32(vacc1x89AB, vmultiplier);
730     vacc1xCDEF = vqdmulhq_s32(vacc1xCDEF, vmultiplier);
731     vacc2x0123 = vqdmulhq_s32(vacc2x0123, vmultiplier);
732     vacc2x4567 = vqdmulhq_s32(vacc2x4567, vmultiplier);
733     vacc2x89AB = vqdmulhq_s32(vacc2x89AB, vmultiplier);
734     vacc2xCDEF = vqdmulhq_s32(vacc2xCDEF, vmultiplier);
735     vacc3x0123 = vqdmulhq_s32(vacc3x0123, vmultiplier);
736     vacc3x4567 = vqdmulhq_s32(vacc3x4567, vmultiplier);
737     vacc3x89AB = vqdmulhq_s32(vacc3x89AB, vmultiplier);
738     vacc3xCDEF = vqdmulhq_s32(vacc3xCDEF, vmultiplier);
739 
740     vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
741     vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
742     vacc0x89AB = vrshlq_s32(vacc0x89AB, vright_post_shift);
743     vacc0xCDEF = vrshlq_s32(vacc0xCDEF, vright_post_shift);
744     vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
745     vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
746     vacc1x89AB = vrshlq_s32(vacc1x89AB, vright_post_shift);
747     vacc1xCDEF = vrshlq_s32(vacc1xCDEF, vright_post_shift);
748     vacc2x0123 = vrshlq_s32(vacc2x0123, vright_post_shift);
749     vacc2x4567 = vrshlq_s32(vacc2x4567, vright_post_shift);
750     vacc2x89AB = vrshlq_s32(vacc2x89AB, vright_post_shift);
751     vacc2xCDEF = vrshlq_s32(vacc2xCDEF, vright_post_shift);
752     vacc3x0123 = vrshlq_s32(vacc3x0123, vright_post_shift);
753     vacc3x4567 = vrshlq_s32(vacc3x4567, vright_post_shift);
754     vacc3x89AB = vrshlq_s32(vacc3x89AB, vright_post_shift);
755     vacc3xCDEF = vrshlq_s32(vacc3xCDEF, vright_post_shift);
756 
757     const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->rndnu_neon.output_zero_point);
758 #if XNN_ARCH_ARM64
759     int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567);
760     int16x8_t vacc0x89ABCDEF = vqmovn_high_s32(vqmovn_s32(vacc0x89AB), vacc0xCDEF);
761     int16x8_t vacc1x01234567 = vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567);
762     int16x8_t vacc1x89ABCDEF = vqmovn_high_s32(vqmovn_s32(vacc1x89AB), vacc1xCDEF);
763     int16x8_t vacc2x01234567 = vqmovn_high_s32(vqmovn_s32(vacc2x0123), vacc2x4567);
764     int16x8_t vacc2x89ABCDEF = vqmovn_high_s32(vqmovn_s32(vacc2x89AB), vacc2xCDEF);
765     int16x8_t vacc3x01234567 = vqmovn_high_s32(vqmovn_s32(vacc3x0123), vacc3x4567);
766     int16x8_t vacc3x89ABCDEF = vqmovn_high_s32(vqmovn_s32(vacc3x89AB), vacc3xCDEF);
767 
768     vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point);
769     vacc0x89ABCDEF = vqaddq_s16(vacc0x89ABCDEF, voutput_zero_point);
770     vacc1x01234567 = vqaddq_s16(vacc1x01234567, voutput_zero_point);
771     vacc1x89ABCDEF = vqaddq_s16(vacc1x89ABCDEF, voutput_zero_point);
772     vacc2x01234567 = vqaddq_s16(vacc2x01234567, voutput_zero_point);
773     vacc2x89ABCDEF = vqaddq_s16(vacc2x89ABCDEF, voutput_zero_point);
774     vacc3x01234567 = vqaddq_s16(vacc3x01234567, voutput_zero_point);
775     vacc3x89ABCDEF = vqaddq_s16(vacc3x89ABCDEF, voutput_zero_point);
776 
777     int8x16_t vout0x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc0x89ABCDEF);
778     int8x16_t vout1x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc1x01234567), vacc1x89ABCDEF);
779     int8x16_t vout2x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc2x01234567), vacc2x89ABCDEF);
780     int8x16_t vout3x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc3x01234567), vacc3x89ABCDEF);
781 #else
782     int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567));
783     int16x8_t vacc0x89ABCDEF = vcombine_s16(vqmovn_s32(vacc0x89AB), vqmovn_s32(vacc0xCDEF));
784     int16x8_t vacc1x01234567 = vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567));
785     int16x8_t vacc1x89ABCDEF = vcombine_s16(vqmovn_s32(vacc1x89AB), vqmovn_s32(vacc1xCDEF));
786     int16x8_t vacc2x01234567 = vcombine_s16(vqmovn_s32(vacc2x0123), vqmovn_s32(vacc2x4567));
787     int16x8_t vacc2x89ABCDEF = vcombine_s16(vqmovn_s32(vacc2x89AB), vqmovn_s32(vacc2xCDEF));
788     int16x8_t vacc3x01234567 = vcombine_s16(vqmovn_s32(vacc3x0123), vqmovn_s32(vacc3x4567));
789     int16x8_t vacc3x89ABCDEF = vcombine_s16(vqmovn_s32(vacc3x89AB), vqmovn_s32(vacc3xCDEF));
790 
791     vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point);
792     vacc0x89ABCDEF = vqaddq_s16(vacc0x89ABCDEF, voutput_zero_point);
793     vacc1x01234567 = vqaddq_s16(vacc1x01234567, voutput_zero_point);
794     vacc1x89ABCDEF = vqaddq_s16(vacc1x89ABCDEF, voutput_zero_point);
795     vacc2x01234567 = vqaddq_s16(vacc2x01234567, voutput_zero_point);
796     vacc2x89ABCDEF = vqaddq_s16(vacc2x89ABCDEF, voutput_zero_point);
797     vacc3x01234567 = vqaddq_s16(vacc3x01234567, voutput_zero_point);
798     vacc3x89ABCDEF = vqaddq_s16(vacc3x89ABCDEF, voutput_zero_point);
799 
800     int8x16_t vout0x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc0x89ABCDEF));
801     int8x16_t vout1x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc1x01234567), vqmovn_s16(vacc1x89ABCDEF));
802     int8x16_t vout2x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc2x01234567), vqmovn_s16(vacc2x89ABCDEF));
803     int8x16_t vout3x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc3x01234567), vqmovn_s16(vacc3x89ABCDEF));
804 #endif
805 
806     const int8x16_t voutput_min = vld1q_dup_s8(&params->rndnu_neon.output_min);
807     vout0x0123456789ABCDEF = vmaxq_s8(vout0x0123456789ABCDEF, voutput_min);
808     vout1x0123456789ABCDEF = vmaxq_s8(vout1x0123456789ABCDEF, voutput_min);
809     vout2x0123456789ABCDEF = vmaxq_s8(vout2x0123456789ABCDEF, voutput_min);
810     vout3x0123456789ABCDEF = vmaxq_s8(vout3x0123456789ABCDEF, voutput_min);
811 
812     const int8x16_t voutput_max = vld1q_dup_s8(&params->rndnu_neon.output_max);
813     vout0x0123456789ABCDEF = vminq_s8(vout0x0123456789ABCDEF, voutput_max);
814     vout1x0123456789ABCDEF = vminq_s8(vout1x0123456789ABCDEF, voutput_max);
815     vout2x0123456789ABCDEF = vminq_s8(vout2x0123456789ABCDEF, voutput_max);
816     vout3x0123456789ABCDEF = vminq_s8(vout3x0123456789ABCDEF, voutput_max);
817 
818     if (nc >= 16) {
819       vst1q_s8(c0 + 0, vout0x0123456789ABCDEF);
820       vst1q_s8(c1 + 0, vout1x0123456789ABCDEF);
821       vst1q_s8(c2 + 0, vout2x0123456789ABCDEF);
822       vst1q_s8(c3 + 0, vout3x0123456789ABCDEF);
823 
824       c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
825       c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
826       c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
827       c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
828 
829       a0 = (const int8_t*) ((uintptr_t) a0 - kc);
830       a1 = (const int8_t*) ((uintptr_t) a1 - kc);
831       a2 = (const int8_t*) ((uintptr_t) a2 - kc);
832       a3 = (const int8_t*) ((uintptr_t) a3 - kc);
833 
834       nc -= 16;
835     } else {
836       // Final case where not all of the 16 columns fit in the destination.
837       int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vget_low_s8(vout0x0123456789ABCDEF), vget_low_s8(vout1x0123456789ABCDEF));
838       int8x16_t vout2x01234567_3x01234567 = vcombine_s8(vget_low_s8(vout2x0123456789ABCDEF), vget_low_s8(vout3x0123456789ABCDEF));
839       if (nc & 8) {
840         vst1_s8(c0, vget_low_s8(vout0x01234567_1x01234567)); c0 += 8;
841         vst1_s8(c1, vget_high_s8(vout0x01234567_1x01234567)); c1 += 8;
842         vst1_s8(c2, vget_low_s8(vout2x01234567_3x01234567)); c2 += 8;
843         vst1_s8(c3, vget_high_s8(vout2x01234567_3x01234567)); c3 += 8;
844         vout0x01234567_1x01234567 = vcombine_s8(vget_high_s8(vout0x0123456789ABCDEF), vget_high_s8(vout1x0123456789ABCDEF));
845         vout2x01234567_3x01234567 = vcombine_s8(vget_high_s8(vout2x0123456789ABCDEF), vget_high_s8(vout3x0123456789ABCDEF));
846       }
847       if (nc & 4) {
848         vst1q_lane_u32((void*) c0, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
849         vst1q_lane_u32((void*) c1, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
850         vst1q_lane_u32((void*) c2, vreinterpretq_u32_s8(vout2x01234567_3x01234567), 0); c2 += 4;
851         vst1q_lane_u32((void*) c3, vreinterpretq_u32_s8(vout2x01234567_3x01234567), 2); c3 += 4;
852         vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
853         vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 4);
854       }
855       if (nc & 2) {
856         vst1q_lane_u16((void*) c0, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
857         vst1q_lane_u16((void*) c1, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
858         vst1q_lane_u16((void*) c2, vreinterpretq_u16_s8(vout2x01234567_3x01234567), 0); c2 += 2;
859         vst1q_lane_u16((void*) c3, vreinterpretq_u16_s8(vout2x01234567_3x01234567), 4); c3 += 2;
860         vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
861         vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 2);
862       }
863       if (nc & 1) {
864         vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
865         vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
866         vst1q_lane_s8(c2, vout2x01234567_3x01234567, 0);
867         vst1q_lane_s8(c3, vout2x01234567_3x01234567, 8);
868       }
869 
870       nc = 0;
871     }
872   } while (nc != 0);
873 }
874