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1 // Auto-generated file. Do not edit!
2 //   Template: src/qs8-igemm/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_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_dup(size_t mr,size_t nc,size_t kc,size_t ks,const int8_t ** restrict a,const void * restrict w,int8_t * restrict c,size_t cm_stride,size_t cn_stride,size_t a_offset,const int8_t * zero,const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS (1)])17 void xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_dup(
18     size_t mr,
19     size_t nc,
20     size_t kc,
21     size_t ks,
22     const int8_t** restrict a,
23     const void* restrict w,
24     int8_t* restrict c,
25     size_t cm_stride,
26     size_t cn_stride,
27     size_t a_offset,
28     const int8_t* zero,
29     const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
30 {
31   assert(mr != 0);
32   assert(mr <= 1);
33   assert(nc != 0);
34   assert(kc != 0);
35   assert(ks != 0);
36   assert(ks % (1 * sizeof(void*)) == 0);
37   assert(a_offset % sizeof(int8_t) == 0);
38   assert(a != NULL);
39   assert(w != NULL);
40   assert(c != NULL);
41 
42   kc = round_up_po2(kc, 2 * sizeof(int8_t));
43   int8_t* c0 = c;
44 
45   do {
46     int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
47     int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
48     int32x4_t vacc0x89AB = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
49     int32x4_t vacc0xCDEF = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
50 
51     size_t p = ks;
52     do {
53       const int8_t* restrict a0 = a[0];
54       if XNN_UNPREDICTABLE(a0 != zero) {
55         a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
56       }
57       a += 1;
58 
59       size_t k = kc;
60 
61       while (k >= 16 * sizeof(int8_t)) {
62         const int8x8_t va0x0 = vld1_s8(a0); a0 += 8;
63         const int8x8_t va0x1 = vld1_s8(a0); a0 += 8;
64 
65         const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
66         const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
67         const int8x8_t vb89ABc0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
68         const int8x8_t vbCDEFc0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
69         const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
70         const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
71         const int8x8_t vb89ABc1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
72         const int8x8_t vbCDEFc1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
73         const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
74         const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
75         const int8x8_t vb89ABc2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
76         const int8x8_t vbCDEFc2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
77         const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
78         const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
79         const int8x8_t vb89ABc3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
80         const int8x8_t vbCDEFc3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
81 
82         const int8x8_t va0c0x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 0));
83         const int8x8_t va0c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 0));
84 
85         int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
86         const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
87         vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
88         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
89         int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
90         const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
91         vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
92         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
93         int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0x0, va0c0x0);
94         const int8x8_t vb89ABc0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
95         vprod0x89ABc0 = vmlal_s8(vprod0x89ABc0, vb89ABc0x1, va0c0x1);
96         vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
97         int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0x0, va0c0x0);
98         const int8x8_t vbCDEFc0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
99         vprod0xCDEFc0 = vmlal_s8(vprod0xCDEFc0, vbCDEFc0x1, va0c0x1);
100         vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
101         const int8x8_t va0c1x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 1));
102         const int8x8_t va0c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 1));
103 
104         int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
105         const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
106         vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
107         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
108         int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
109         const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
110         vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
111         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
112         int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1x0, va0c1x0);
113         const int8x8_t vb89ABc1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
114         vprod0x89ABc1 = vmlal_s8(vprod0x89ABc1, vb89ABc1x1, va0c1x1);
115         vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
116         int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1x0, va0c1x0);
117         const int8x8_t vbCDEFc1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
118         vprod0xCDEFc1 = vmlal_s8(vprod0xCDEFc1, vbCDEFc1x1, va0c1x1);
119         vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
120         const int8x8_t va0c2x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 2));
121         const int8x8_t va0c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 2));
122 
123         int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
124         const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
125         vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
126         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
127         int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
128         const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
129         vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
130         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
131         int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2x0, va0c2x0);
132         const int8x8_t vb89ABc2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
133         vprod0x89ABc2 = vmlal_s8(vprod0x89ABc2, vb89ABc2x1, va0c2x1);
134         vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
135         int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2x0, va0c2x0);
136         const int8x8_t vbCDEFc2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
137         vprod0xCDEFc2 = vmlal_s8(vprod0xCDEFc2, vbCDEFc2x1, va0c2x1);
138         vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
139         const int8x8_t va0c3x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 3));
140         const int8x8_t va0c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 3));
141 
142         int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
143         const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
144         vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
145         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
146         int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
147         const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
148         vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
149         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
150         int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3x0, va0c3x0);
151         const int8x8_t vb89ABc3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
152         vprod0x89ABc3 = vmlal_s8(vprod0x89ABc3, vb89ABc3x1, va0c3x1);
153         vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
154         int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3x0, va0c3x0);
155         const int8x8_t vbCDEFc3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
156         vprod0xCDEFc3 = vmlal_s8(vprod0xCDEFc3, vbCDEFc3x1, va0c3x1);
157         vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
158 
159         k -= 16 * sizeof(int8_t);
160       }
161 
162       if (k >= 8 * sizeof(int8_t)) {
163         const int8x8_t va0 = vld1_s8(a0); a0 += 8;
164 
165         const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
166         const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
167         const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
168         const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
169         const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
170         const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
171         const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
172         const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
173         const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
174         const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
175         const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
176         const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
177         const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
178         const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
179         const int8x8_t vb89ABc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
180         const int8x8_t vbCDEFc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
181 
182         const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
183 
184         const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
185         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
186         const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
187         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
188         const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
189         vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
190         const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
191         vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
192         const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
193 
194         const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
195         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
196         const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
197         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
198         const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
199         vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
200         const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
201         vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
202         const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
203 
204         const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
205         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
206         const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
207         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
208         const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
209         vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
210         const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
211         vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
212         const int8x8_t va0c3 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 3));
213 
214         const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
215         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
216         const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
217         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
218         const int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3, va0c3);
219         vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
220         const int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3, va0c3);
221         vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
222 
223         k -= 8 * sizeof(int8_t);
224       }
225 
226       if XNN_UNLIKELY(k != 0) {
227         const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
228 
229         const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
230         const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
231         const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
232         const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
233 
234         const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
235         const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
236         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
237         const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
238         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
239         const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
240         vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
241         const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
242         vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
243 
244         if (k > 2 * sizeof(int8_t)) {
245           const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
246           const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
247           const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
248           const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
249 
250           const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
251           const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
252           vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
253           const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
254           vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
255           const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
256           vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
257           const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
258           vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
259 
260           if (k > 4 * sizeof(int8_t)) {
261             const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
262             const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
263             const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
264             const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
265 
266             const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
267             const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
268             vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
269             const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
270             vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
271             const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
272             vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
273             const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
274             vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
275           }
276         }
277       }
278       p -= 1 * sizeof(void*);
279     } while (p != 0);
280 
281     const int32x4_t vright_pre_shift = vld1q_dup_s32(&params->rndnu_neon.right_pre_shift);
282     const int32x4_t vmultiplier = vld1q_dup_s32(&params->rndnu_neon.multiplier);
283     const int32x4_t vright_post_shift = vld1q_dup_s32(&params->rndnu_neon.right_post_shift);
284 
285     vacc0x0123 = vqshlq_s32(vacc0x0123, vright_pre_shift);
286     vacc0x4567 = vqshlq_s32(vacc0x4567, vright_pre_shift);
287     vacc0x89AB = vqshlq_s32(vacc0x89AB, vright_pre_shift);
288     vacc0xCDEF = vqshlq_s32(vacc0xCDEF, vright_pre_shift);
289 
290     vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
291     vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
292     vacc0x89AB = vqdmulhq_s32(vacc0x89AB, vmultiplier);
293     vacc0xCDEF = vqdmulhq_s32(vacc0xCDEF, vmultiplier);
294 
295     vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
296     vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
297     vacc0x89AB = vrshlq_s32(vacc0x89AB, vright_post_shift);
298     vacc0xCDEF = vrshlq_s32(vacc0xCDEF, vright_post_shift);
299 
300     const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->rndnu_neon.output_zero_point);
301 #if XNN_ARCH_ARM64
302     int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567);
303     int16x8_t vacc0x89ABCDEF = vqmovn_high_s32(vqmovn_s32(vacc0x89AB), vacc0xCDEF);
304 
305     vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point);
306     vacc0x89ABCDEF = vqaddq_s16(vacc0x89ABCDEF, voutput_zero_point);
307 
308     int8x16_t vout0x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc0x89ABCDEF);
309 #else
310     int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567));
311     int16x8_t vacc0x89ABCDEF = vcombine_s16(vqmovn_s32(vacc0x89AB), vqmovn_s32(vacc0xCDEF));
312 
313     vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point);
314     vacc0x89ABCDEF = vqaddq_s16(vacc0x89ABCDEF, voutput_zero_point);
315 
316     int8x16_t vout0x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc0x89ABCDEF));
317 #endif
318 
319     const int8x16_t voutput_min = vld1q_dup_s8(&params->rndnu_neon.output_min);
320     vout0x0123456789ABCDEF = vmaxq_s8(vout0x0123456789ABCDEF, voutput_min);
321 
322     const int8x16_t voutput_max = vld1q_dup_s8(&params->rndnu_neon.output_max);
323     vout0x0123456789ABCDEF = vminq_s8(vout0x0123456789ABCDEF, voutput_max);
324 
325     if (nc >= 16) {
326       vst1q_s8(c0 + 0, vout0x0123456789ABCDEF);
327 
328       c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
329 
330       a = (const int8_t**restrict) ((uintptr_t) a - ks);
331 
332       nc -= 16;
333     } else {
334       int8x8_t vout0x01234567 = vget_low_s8(vout0x0123456789ABCDEF);
335       if (nc & 8) {
336         vst1_s8(c0, vout0x01234567); c0 += 8;
337         vout0x01234567 = vget_high_s8(vout0x0123456789ABCDEF);
338       }
339       if (nc & 4) {
340         vst1_lane_u32((void*) c0, vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4;
341         vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4);
342       }
343       if (nc & 2) {
344         vst1_lane_u16((void*) c0, vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2;
345         vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2);
346       }
347       if (nc & 1) {
348         vst1_lane_s8(c0, vout0x01234567, 0);
349       }
350 
351       nc = 0;
352     }
353   } while (nc != 0);
354 }
355