xref: /aosp_15_r20/external/XNNPACK/src/qs8-igemm/gen/2x16c2s4-minmax-rndnu-neon-mlal.c (revision 4bdc94577ba0e567308109d787f7fec7b531ce36)
1 // Auto-generated file. Do not edit!
2 //   Template: src/qs8-igemm/c2-neon-mull-shuffle.c.in
3 //   Generator: tools/xngen
4 //
5 // Copyright 2021 Google LLC
6 //
7 // This source code is licensed under the BSD-style license found in the
8 // LICENSE file in the root directory of this source tree.
9 
10 #include <assert.h>
11 
12 #include <arm_neon.h>
13 
14 #include <xnnpack/gemm.h>
15 #include <xnnpack/math.h>
16 
17 
xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal(size_t mr,size_t nc,size_t kc,size_t ks,const int8_t ** restrict a,const void * restrict w,int8_t * restrict c,size_t cm_stride,size_t cn_stride,size_t a_offset,const int8_t * zero,const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS (1)])18 void xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal(
19     size_t mr,
20     size_t nc,
21     size_t kc,
22     size_t ks,
23     const int8_t** restrict a,
24     const void* restrict w,
25     int8_t* restrict c,
26     size_t cm_stride,
27     size_t cn_stride,
28     size_t a_offset,
29     const int8_t* zero,
30     const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
31 {
32   assert(mr != 0);
33   assert(mr <= 2);
34   assert(nc != 0);
35   assert(kc != 0);
36   assert(ks != 0);
37   assert(ks % (2 * sizeof(void*)) == 0);
38   assert(a_offset % sizeof(int8_t) == 0);
39   assert(a != NULL);
40   assert(w != NULL);
41   assert(c != NULL);
42 
43   int8_t* c0 = c;
44   int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
45   if XNN_UNPREDICTABLE(mr != 2) {
46     c1 = c0;
47   }
48 
49   kc = round_up_po2(kc, 8 * sizeof(int8_t));
50   do {
51     int32x4_t vacc0x0123 = vld1q_s32(w); w = (const int32_t*) w + 4;
52     int32x4_t vacc0x4567 = vld1q_s32(w); w = (const int32_t*) w + 4;
53     int32x4_t vacc0x89AB = vld1q_s32(w); w = (const int32_t*) w + 4;
54     int32x4_t vacc0xCDEF = vld1q_s32(w); w = (const int32_t*) w + 4;
55     int32x4_t vacc1x0123 = vacc0x0123;
56     int32x4_t vacc1x4567 = vacc0x4567;
57     int32x4_t vacc1x89AB = vacc0x89AB;
58     int32x4_t vacc1xCDEF = vacc0xCDEF;
59 
60     size_t p = ks;
61     do {
62       const int8_t* restrict a0 = a[0];
63       if XNN_UNPREDICTABLE(a0 != zero) {
64         a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
65       }
66       const int8_t* restrict a1 = a[1];
67       if XNN_UNPREDICTABLE(a1 != zero) {
68         a1 = (const int8_t*) ((uintptr_t) a1 + a_offset);
69       }
70       a += 2;
71 
72       size_t k = kc;
73       while (k >= 16 * sizeof(int8_t)) {
74         int8x8_t va0x0 = vld1_s8(a0); a0 += 8;
75         int8x8_t va0x1 = vld1_s8(a0); a0 += 8;
76         int8x8_t va1x0 = vld1_s8(a1); a1 += 8;
77         int8x8_t va1x1 = vld1_s8(a1); a1 += 8;
78 
79         const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const int8_t*) w + 8;
80         const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const int8_t*) w + 8;
81         const int8x8_t vb89ABc0x0 = vld1_s8(w); w = (const int8_t*) w + 8;
82         const int8x8_t vbCDEFc0x0 = vld1_s8(w); w = (const int8_t*) w + 8;
83         const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const int8_t*) w + 8;
84         const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const int8_t*) w + 8;
85         const int8x8_t vb89ABc1x0 = vld1_s8(w); w = (const int8_t*) w + 8;
86         const int8x8_t vbCDEFc1x0 = vld1_s8(w); w = (const int8_t*) w + 8;
87         const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const int8_t*) w + 8;
88         const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const int8_t*) w + 8;
89         const int8x8_t vb89ABc2x0 = vld1_s8(w); w = (const int8_t*) w + 8;
90         const int8x8_t vbCDEFc2x0 = vld1_s8(w); w = (const int8_t*) w + 8;
91         const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const int8_t*) w + 8;
92         const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const int8_t*) w + 8;
93         const int8x8_t vb89ABc3x0 = vld1_s8(w); w = (const int8_t*) w + 8;
94         const int8x8_t vbCDEFc3x0 = vld1_s8(w); w = (const int8_t*) w + 8;
95 
96         int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0x0);
97         int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1x0);
98         const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const int8_t*) w + 8;
99         vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0x1);
100         vprod1x0123c0 = vmlal_s8(vprod1x0123c0, vb0123c0x1, va1x1);
101         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
102         vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
103         int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0x0);
104         int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0x0, va1x0);
105         const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const int8_t*) w + 8;
106         vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0x1);
107         vprod1x4567c0 = vmlal_s8(vprod1x4567c0, vb4567c0x1, va1x1);
108         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
109         vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
110         int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0x0, va0x0);
111         int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0x0, va1x0);
112         const int8x8_t vb89ABc0x1 = vld1_s8(w); w = (const int8_t*) w + 8;
113         vprod0x89ABc0 = vmlal_s8(vprod0x89ABc0, vb89ABc0x1, va0x1);
114         vprod1x89ABc0 = vmlal_s8(vprod1x89ABc0, vb89ABc0x1, va1x1);
115         vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
116         vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
117         int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0x0, va0x0);
118         int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0x0, va1x0);
119         const int8x8_t vbCDEFc0x1 = vld1_s8(w); w = (const int8_t*) w + 8;
120         vprod0xCDEFc0 = vmlal_s8(vprod0xCDEFc0, vbCDEFc0x1, va0x1);
121         vprod1xCDEFc0 = vmlal_s8(vprod1xCDEFc0, vbCDEFc0x1, va1x1);
122         vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
123         vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
124         va0x0 = vext_s8(va0x0, va0x0, 2);
125         va0x1 = vext_s8(va0x1, va0x1, 2);
126         va1x0 = vext_s8(va1x0, va1x0, 2);
127         va1x1 = vext_s8(va1x1, va1x1, 2);
128         int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0x0);
129         int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1x0);
130         const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const int8_t*) w + 8;
131         vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0x1);
132         vprod1x0123c1 = vmlal_s8(vprod1x0123c1, vb0123c1x1, va1x1);
133         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
134         vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
135         int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0x0);
136         int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1x0, va1x0);
137         const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const int8_t*) w + 8;
138         vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0x1);
139         vprod1x4567c1 = vmlal_s8(vprod1x4567c1, vb4567c1x1, va1x1);
140         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
141         vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
142         int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1x0, va0x0);
143         int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1x0, va1x0);
144         const int8x8_t vb89ABc1x1 = vld1_s8(w); w = (const int8_t*) w + 8;
145         vprod0x89ABc1 = vmlal_s8(vprod0x89ABc1, vb89ABc1x1, va0x1);
146         vprod1x89ABc1 = vmlal_s8(vprod1x89ABc1, vb89ABc1x1, va1x1);
147         vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
148         vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
149         int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1x0, va0x0);
150         int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1x0, va1x0);
151         const int8x8_t vbCDEFc1x1 = vld1_s8(w); w = (const int8_t*) w + 8;
152         vprod0xCDEFc1 = vmlal_s8(vprod0xCDEFc1, vbCDEFc1x1, va0x1);
153         vprod1xCDEFc1 = vmlal_s8(vprod1xCDEFc1, vbCDEFc1x1, va1x1);
154         vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
155         vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
156         va0x0 = vext_s8(va0x0, va0x0, 2);
157         va0x1 = vext_s8(va0x1, va0x1, 2);
158         va1x0 = vext_s8(va1x0, va1x0, 2);
159         va1x1 = vext_s8(va1x1, va1x1, 2);
160         int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0x0);
161         int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1x0);
162         const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const int8_t*) w + 8;
163         vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0x1);
164         vprod1x0123c2 = vmlal_s8(vprod1x0123c2, vb0123c2x1, va1x1);
165         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
166         vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
167         int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0x0);
168         int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2x0, va1x0);
169         const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const int8_t*) w + 8;
170         vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0x1);
171         vprod1x4567c2 = vmlal_s8(vprod1x4567c2, vb4567c2x1, va1x1);
172         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
173         vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
174         int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2x0, va0x0);
175         int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2x0, va1x0);
176         const int8x8_t vb89ABc2x1 = vld1_s8(w); w = (const int8_t*) w + 8;
177         vprod0x89ABc2 = vmlal_s8(vprod0x89ABc2, vb89ABc2x1, va0x1);
178         vprod1x89ABc2 = vmlal_s8(vprod1x89ABc2, vb89ABc2x1, va1x1);
179         vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
180         vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
181         int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2x0, va0x0);
182         int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2x0, va1x0);
183         const int8x8_t vbCDEFc2x1 = vld1_s8(w); w = (const int8_t*) w + 8;
184         vprod0xCDEFc2 = vmlal_s8(vprod0xCDEFc2, vbCDEFc2x1, va0x1);
185         vprod1xCDEFc2 = vmlal_s8(vprod1xCDEFc2, vbCDEFc2x1, va1x1);
186         vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
187         vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
188         va0x0 = vext_s8(va0x0, va0x0, 2);
189         va0x1 = vext_s8(va0x1, va0x1, 2);
190         va1x0 = vext_s8(va1x0, va1x0, 2);
191         va1x1 = vext_s8(va1x1, va1x1, 2);
192         int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0x0);
193         int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1x0);
194         const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const int8_t*) w + 8;
195         vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0x1);
196         vprod1x0123c3 = vmlal_s8(vprod1x0123c3, vb0123c3x1, va1x1);
197         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
198         vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
199         int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0x0);
200         int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3x0, va1x0);
201         const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const int8_t*) w + 8;
202         vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0x1);
203         vprod1x4567c3 = vmlal_s8(vprod1x4567c3, vb4567c3x1, va1x1);
204         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
205         vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
206         int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3x0, va0x0);
207         int16x8_t vprod1x89ABc3 = vmull_s8(vb89ABc3x0, va1x0);
208         const int8x8_t vb89ABc3x1 = vld1_s8(w); w = (const int8_t*) w + 8;
209         vprod0x89ABc3 = vmlal_s8(vprod0x89ABc3, vb89ABc3x1, va0x1);
210         vprod1x89ABc3 = vmlal_s8(vprod1x89ABc3, vb89ABc3x1, va1x1);
211         vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
212         vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc3);
213         int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3x0, va0x0);
214         int16x8_t vprod1xCDEFc3 = vmull_s8(vbCDEFc3x0, va1x0);
215         const int8x8_t vbCDEFc3x1 = vld1_s8(w); w = (const int8_t*) w + 8;
216         vprod0xCDEFc3 = vmlal_s8(vprod0xCDEFc3, vbCDEFc3x1, va0x1);
217         vprod1xCDEFc3 = vmlal_s8(vprod1xCDEFc3, vbCDEFc3x1, va1x1);
218         vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
219         vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc3);
220 
221         k -= 16 * sizeof(int8_t);
222       }
223       if (k != 0) {
224         int8x8_t va0x0 = vld1_s8(a0); a0 += 8;
225         int8x8_t va1x0 = vld1_s8(a1); a1 += 8;
226 
227         const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const int8_t*) w + 8;
228         const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const int8_t*) w + 8;
229         const int8x8_t vb89ABc0x0 = vld1_s8(w); w = (const int8_t*) w + 8;
230         const int8x8_t vbCDEFc0x0 = vld1_s8(w); w = (const int8_t*) w + 8;
231         const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const int8_t*) w + 8;
232         const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const int8_t*) w + 8;
233         const int8x8_t vb89ABc1x0 = vld1_s8(w); w = (const int8_t*) w + 8;
234         const int8x8_t vbCDEFc1x0 = vld1_s8(w); w = (const int8_t*) w + 8;
235         const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const int8_t*) w + 8;
236         const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const int8_t*) w + 8;
237         const int8x8_t vb89ABc2x0 = vld1_s8(w); w = (const int8_t*) w + 8;
238         const int8x8_t vbCDEFc2x0 = vld1_s8(w); w = (const int8_t*) w + 8;
239         const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const int8_t*) w + 8;
240         const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const int8_t*) w + 8;
241         const int8x8_t vb89ABc3x0 = vld1_s8(w); w = (const int8_t*) w + 8;
242         const int8x8_t vbCDEFc3x0 = vld1_s8(w); w = (const int8_t*) w + 8;
243 
244         int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0x0);
245         int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1x0);
246         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
247         vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
248         int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0x0);
249         int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0x0, va1x0);
250         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
251         vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
252         int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0x0, va0x0);
253         int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0x0, va1x0);
254         vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
255         vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
256         int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0x0, va0x0);
257         int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0x0, va1x0);
258         vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
259         vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
260         va0x0 = vext_s8(va0x0, va0x0, 2);
261         va1x0 = vext_s8(va1x0, va1x0, 2);
262         int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0x0);
263         int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1x0);
264         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
265         vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
266         int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0x0);
267         int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1x0, va1x0);
268         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
269         vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
270         int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1x0, va0x0);
271         int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1x0, va1x0);
272         vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
273         vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
274         int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1x0, va0x0);
275         int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1x0, va1x0);
276         vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
277         vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
278         va0x0 = vext_s8(va0x0, va0x0, 2);
279         va1x0 = vext_s8(va1x0, va1x0, 2);
280         int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0x0);
281         int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1x0);
282         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
283         vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
284         int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0x0);
285         int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2x0, va1x0);
286         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
287         vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
288         int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2x0, va0x0);
289         int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2x0, va1x0);
290         vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
291         vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
292         int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2x0, va0x0);
293         int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2x0, va1x0);
294         vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
295         vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
296         va0x0 = vext_s8(va0x0, va0x0, 2);
297         va1x0 = vext_s8(va1x0, va1x0, 2);
298         int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0x0);
299         int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1x0);
300         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
301         vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
302         int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0x0);
303         int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3x0, va1x0);
304         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
305         vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
306         int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3x0, va0x0);
307         int16x8_t vprod1x89ABc3 = vmull_s8(vb89ABc3x0, va1x0);
308         vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
309         vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc3);
310         int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3x0, va0x0);
311         int16x8_t vprod1xCDEFc3 = vmull_s8(vbCDEFc3x0, va1x0);
312         vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
313         vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc3);
314 
315       }
316 
317       p -= 2 * sizeof(void*);
318     } while (p != 0);
319 
320     const int32x4_t vright_pre_shift = vld1q_dup_s32(&params->rndnu_neon.right_pre_shift);
321     const int32x4_t vmultiplier = vld1q_dup_s32(&params->rndnu_neon.multiplier);
322     const int32x4_t vright_post_shift = vld1q_dup_s32(&params->rndnu_neon.right_post_shift);
323 
324     vacc0x0123 = vqshlq_s32(vacc0x0123, vright_pre_shift);
325     vacc0x4567 = vqshlq_s32(vacc0x4567, vright_pre_shift);
326     vacc0x89AB = vqshlq_s32(vacc0x89AB, vright_pre_shift);
327     vacc0xCDEF = vqshlq_s32(vacc0xCDEF, vright_pre_shift);
328     vacc1x0123 = vqshlq_s32(vacc1x0123, vright_pre_shift);
329     vacc1x4567 = vqshlq_s32(vacc1x4567, vright_pre_shift);
330     vacc1x89AB = vqshlq_s32(vacc1x89AB, vright_pre_shift);
331     vacc1xCDEF = vqshlq_s32(vacc1xCDEF, vright_pre_shift);
332 
333     vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
334     vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
335     vacc0x89AB = vqdmulhq_s32(vacc0x89AB, vmultiplier);
336     vacc0xCDEF = vqdmulhq_s32(vacc0xCDEF, vmultiplier);
337     vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
338     vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
339     vacc1x89AB = vqdmulhq_s32(vacc1x89AB, vmultiplier);
340     vacc1xCDEF = vqdmulhq_s32(vacc1xCDEF, vmultiplier);
341 
342     vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
343     vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
344     vacc0x89AB = vrshlq_s32(vacc0x89AB, vright_post_shift);
345     vacc0xCDEF = vrshlq_s32(vacc0xCDEF, vright_post_shift);
346     vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
347     vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
348     vacc1x89AB = vrshlq_s32(vacc1x89AB, vright_post_shift);
349     vacc1xCDEF = vrshlq_s32(vacc1xCDEF, vright_post_shift);
350 
351     const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->rndnu_neon.output_zero_point);
352 #if XNN_ARCH_ARM64
353     int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567);
354     int16x8_t vacc0x89ABCDEF = vqmovn_high_s32(vqmovn_s32(vacc0x89AB), vacc0xCDEF);
355     int16x8_t vacc1x01234567 = vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567);
356     int16x8_t vacc1x89ABCDEF = vqmovn_high_s32(vqmovn_s32(vacc1x89AB), vacc1xCDEF);
357 
358     vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point);
359     vacc0x89ABCDEF = vqaddq_s16(vacc0x89ABCDEF, voutput_zero_point);
360     vacc1x01234567 = vqaddq_s16(vacc1x01234567, voutput_zero_point);
361     vacc1x89ABCDEF = vqaddq_s16(vacc1x89ABCDEF, voutput_zero_point);
362 
363     int8x16_t vout0x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc0x89ABCDEF);
364     int8x16_t vout1x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc1x01234567), vacc1x89ABCDEF);
365 #else
366     int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567));
367     int16x8_t vacc0x89ABCDEF = vcombine_s16(vqmovn_s32(vacc0x89AB), vqmovn_s32(vacc0xCDEF));
368     int16x8_t vacc1x01234567 = vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567));
369     int16x8_t vacc1x89ABCDEF = vcombine_s16(vqmovn_s32(vacc1x89AB), vqmovn_s32(vacc1xCDEF));
370 
371     vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point);
372     vacc0x89ABCDEF = vqaddq_s16(vacc0x89ABCDEF, voutput_zero_point);
373     vacc1x01234567 = vqaddq_s16(vacc1x01234567, voutput_zero_point);
374     vacc1x89ABCDEF = vqaddq_s16(vacc1x89ABCDEF, voutput_zero_point);
375 
376     int8x16_t vout0x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc0x89ABCDEF));
377     int8x16_t vout1x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc1x01234567), vqmovn_s16(vacc1x89ABCDEF));
378 #endif
379 
380     const int8x16_t voutput_min = vld1q_dup_s8(&params->rndnu_neon.output_min);
381     vout0x0123456789ABCDEF = vmaxq_s8(vout0x0123456789ABCDEF, voutput_min);
382     vout1x0123456789ABCDEF = vmaxq_s8(vout1x0123456789ABCDEF, voutput_min);
383 
384     const int8x16_t voutput_max = vld1q_dup_s8(&params->rndnu_neon.output_max);
385     vout0x0123456789ABCDEF = vminq_s8(vout0x0123456789ABCDEF, voutput_max);
386     vout1x0123456789ABCDEF = vminq_s8(vout1x0123456789ABCDEF, voutput_max);
387 
388     if (nc >= 16) {
389       vst1q_s8(c1 + 0, vout1x0123456789ABCDEF);
390       vst1q_s8(c0 + 0, vout0x0123456789ABCDEF);
391 
392       c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
393       c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
394 
395       a = (const int8_t**restrict) ((uintptr_t) a - ks);
396 
397       nc -= 16;
398     } else {
399       int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vget_low_s8(vout0x0123456789ABCDEF), vget_low_s8(vout1x0123456789ABCDEF));
400       if (nc & 8) {
401         vst1_s8(c1, vget_high_s8(vout0x01234567_1x01234567)); c1 += 8;
402         vst1_s8(c0, vget_low_s8(vout0x01234567_1x01234567)); c0 += 8;
403         vout0x01234567_1x01234567 = vcombine_s8(vget_high_s8(vout0x0123456789ABCDEF), vget_high_s8(vout1x0123456789ABCDEF));
404       }
405       if (nc & 4) {
406         vst1q_lane_u32((void*) c1, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
407         vst1q_lane_u32((void*) c0, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
408         vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
409       }
410       if (nc & 2) {
411         vst1q_lane_u16((void*) c1, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
412         vst1q_lane_u16((void*) c0, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
413         vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
414       }
415       if (nc & 1) {
416         vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
417         vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
418       }
419 
420       nc = 0;
421     }
422   } while (nc != 0);
423 }
424