xref: /aosp_15_r20/external/XNNPACK/src/qs8-igemm/gen/3x16c2-minmax-rndnu-neon-mlal-ld1r.c (revision 4bdc94577ba0e567308109d787f7fec7b531ce36)
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_3x16c2__neon_mlal_ld1r(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_3x16c2__neon_mlal_ld1r(
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 <= 3);
33   assert(nc != 0);
34   assert(kc != 0);
35   assert(ks != 0);
36   assert(ks % (3 * 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   int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
45   if XNN_UNPREDICTABLE(mr < 2) {
46     c1 = c0;
47   }
48   int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
49   if XNN_UNPREDICTABLE(mr <= 2) {
50     c2 = c1;
51   }
52 
53   do {
54     int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
55     int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
56     int32x4_t vacc0x89AB = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
57     int32x4_t vacc0xCDEF = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
58     int32x4_t vacc1x0123 = vacc0x0123;
59     int32x4_t vacc1x4567 = vacc0x4567;
60     int32x4_t vacc1x89AB = vacc0x89AB;
61     int32x4_t vacc1xCDEF = vacc0xCDEF;
62     int32x4_t vacc2x0123 = vacc0x0123;
63     int32x4_t vacc2x4567 = vacc0x4567;
64     int32x4_t vacc2x89AB = vacc0x89AB;
65     int32x4_t vacc2xCDEF = vacc0xCDEF;
66 
67     size_t p = ks;
68     do {
69       const int8_t* restrict a0 = a[0];
70       if XNN_UNPREDICTABLE(a0 != zero) {
71         a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
72       }
73       const int8_t* restrict a1 = a[1];
74       if XNN_UNPREDICTABLE(a1 != zero) {
75         a1 = (const int8_t*) ((uintptr_t) a1 + a_offset);
76       }
77       const int8_t* restrict a2 = a[2];
78       if XNN_UNPREDICTABLE(a2 != zero) {
79         a2 = (const int8_t*) ((uintptr_t) a2 + a_offset);
80       }
81       a += 3;
82 
83       size_t k = kc;
84 
85       while (k >= 16 * sizeof(int8_t)) {
86         const int16x4_t va00x0 = vld1_dup_s16((const void*)a0);
87         const int16x4_t va01x0 = vld1_dup_s16((const void*)(a0 + 2));
88         const int16x4_t va02x0 = vld1_dup_s16((const void*)(a0 + 4));
89         const int16x4_t va03x0 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
90         const int16x4_t va00x1 = vld1_dup_s16((const void*)a0);
91         const int16x4_t va01x1 = vld1_dup_s16((const void*)(a0 + 2));
92         const int16x4_t va02x1 = vld1_dup_s16((const void*)(a0 + 4));
93         const int16x4_t va03x1 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
94         const int16x4_t va10x0 = vld1_dup_s16((const void*)a1);
95         const int16x4_t va11x0 = vld1_dup_s16((const void*)(a1 + 2));
96         const int16x4_t va12x0 = vld1_dup_s16((const void*)(a1 + 4));
97         const int16x4_t va13x0 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
98         const int16x4_t va10x1 = vld1_dup_s16((const void*)a1);
99         const int16x4_t va11x1 = vld1_dup_s16((const void*)(a1 + 2));
100         const int16x4_t va12x1 = vld1_dup_s16((const void*)(a1 + 4));
101         const int16x4_t va13x1 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
102         const int16x4_t va20x0 = vld1_dup_s16((const void*)a2);
103         const int16x4_t va21x0 = vld1_dup_s16((const void*)(a2 + 2));
104         const int16x4_t va22x0 = vld1_dup_s16((const void*)(a2 + 4));
105         const int16x4_t va23x0 = vld1_dup_s16((const void*)(a2 + 6)); a2 += 8;
106         const int16x4_t va20x1 = vld1_dup_s16((const void*)a2);
107         const int16x4_t va21x1 = vld1_dup_s16((const void*)(a2 + 2));
108         const int16x4_t va22x1 = vld1_dup_s16((const void*)(a2 + 4));
109         const int16x4_t va23x1 = vld1_dup_s16((const void*)(a2 + 6)); a2 += 8;
110 
111         const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
112         const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
113         const int8x8_t vb89ABc0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
114         const int8x8_t vbCDEFc0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
115         const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
116         const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
117         const int8x8_t vb89ABc1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
118         const int8x8_t vbCDEFc1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
119         const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
120         const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
121         const int8x8_t vb89ABc2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
122         const int8x8_t vbCDEFc2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
123         const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
124         const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
125         const int8x8_t vb89ABc3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
126         const int8x8_t vbCDEFc3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
127 
128         const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0);
129         const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1);
130         const int8x8_t va1c0x0 = vreinterpret_s8_s16(va10x0);
131         const int8x8_t va1c0x1 = vreinterpret_s8_s16(va10x1);
132         const int8x8_t va2c0x0 = vreinterpret_s8_s16(va20x0);
133         const int8x8_t va2c0x1 = vreinterpret_s8_s16(va20x1);
134 
135         int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
136         int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
137         int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0x0, va2c0x0);
138         const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
139         vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
140         vprod1x0123c0 = vmlal_s8(vprod1x0123c0, vb0123c0x1, va1c0x1);
141         vprod2x0123c0 = vmlal_s8(vprod2x0123c0, vb0123c0x1, va2c0x1);
142         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
143         vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
144         vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
145         int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
146         int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0x0, va1c0x0);
147         int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0x0, va2c0x0);
148         const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
149         vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
150         vprod1x4567c0 = vmlal_s8(vprod1x4567c0, vb4567c0x1, va1c0x1);
151         vprod2x4567c0 = vmlal_s8(vprod2x4567c0, vb4567c0x1, va2c0x1);
152         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
153         vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
154         vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
155         int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0x0, va0c0x0);
156         int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0x0, va1c0x0);
157         int16x8_t vprod2x89ABc0 = vmull_s8(vb89ABc0x0, va2c0x0);
158         const int8x8_t vb89ABc0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
159         vprod0x89ABc0 = vmlal_s8(vprod0x89ABc0, vb89ABc0x1, va0c0x1);
160         vprod1x89ABc0 = vmlal_s8(vprod1x89ABc0, vb89ABc0x1, va1c0x1);
161         vprod2x89ABc0 = vmlal_s8(vprod2x89ABc0, vb89ABc0x1, va2c0x1);
162         vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
163         vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
164         vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc0);
165         int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0x0, va0c0x0);
166         int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0x0, va1c0x0);
167         int16x8_t vprod2xCDEFc0 = vmull_s8(vbCDEFc0x0, va2c0x0);
168         const int8x8_t vbCDEFc0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
169         vprod0xCDEFc0 = vmlal_s8(vprod0xCDEFc0, vbCDEFc0x1, va0c0x1);
170         vprod1xCDEFc0 = vmlal_s8(vprod1xCDEFc0, vbCDEFc0x1, va1c0x1);
171         vprod2xCDEFc0 = vmlal_s8(vprod2xCDEFc0, vbCDEFc0x1, va2c0x1);
172         vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
173         vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
174         vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc0);
175         const int8x8_t va0c1x0 = vreinterpret_s8_s16(va01x0);
176         const int8x8_t va0c1x1 = vreinterpret_s8_s16(va01x1);
177         const int8x8_t va1c1x0 = vreinterpret_s8_s16(va11x0);
178         const int8x8_t va1c1x1 = vreinterpret_s8_s16(va11x1);
179         const int8x8_t va2c1x0 = vreinterpret_s8_s16(va21x0);
180         const int8x8_t va2c1x1 = vreinterpret_s8_s16(va21x1);
181 
182         int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
183         int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
184         int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1x0, va2c1x0);
185         const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
186         vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
187         vprod1x0123c1 = vmlal_s8(vprod1x0123c1, vb0123c1x1, va1c1x1);
188         vprod2x0123c1 = vmlal_s8(vprod2x0123c1, vb0123c1x1, va2c1x1);
189         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
190         vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
191         vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
192         int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
193         int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1x0, va1c1x0);
194         int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1x0, va2c1x0);
195         const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
196         vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
197         vprod1x4567c1 = vmlal_s8(vprod1x4567c1, vb4567c1x1, va1c1x1);
198         vprod2x4567c1 = vmlal_s8(vprod2x4567c1, vb4567c1x1, va2c1x1);
199         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
200         vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
201         vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
202         int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1x0, va0c1x0);
203         int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1x0, va1c1x0);
204         int16x8_t vprod2x89ABc1 = vmull_s8(vb89ABc1x0, va2c1x0);
205         const int8x8_t vb89ABc1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
206         vprod0x89ABc1 = vmlal_s8(vprod0x89ABc1, vb89ABc1x1, va0c1x1);
207         vprod1x89ABc1 = vmlal_s8(vprod1x89ABc1, vb89ABc1x1, va1c1x1);
208         vprod2x89ABc1 = vmlal_s8(vprod2x89ABc1, vb89ABc1x1, va2c1x1);
209         vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
210         vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
211         vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc1);
212         int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1x0, va0c1x0);
213         int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1x0, va1c1x0);
214         int16x8_t vprod2xCDEFc1 = vmull_s8(vbCDEFc1x0, va2c1x0);
215         const int8x8_t vbCDEFc1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
216         vprod0xCDEFc1 = vmlal_s8(vprod0xCDEFc1, vbCDEFc1x1, va0c1x1);
217         vprod1xCDEFc1 = vmlal_s8(vprod1xCDEFc1, vbCDEFc1x1, va1c1x1);
218         vprod2xCDEFc1 = vmlal_s8(vprod2xCDEFc1, vbCDEFc1x1, va2c1x1);
219         vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
220         vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
221         vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc1);
222         const int8x8_t va0c2x0 = vreinterpret_s8_s16(va02x0);
223         const int8x8_t va0c2x1 = vreinterpret_s8_s16(va02x1);
224         const int8x8_t va1c2x0 = vreinterpret_s8_s16(va12x0);
225         const int8x8_t va1c2x1 = vreinterpret_s8_s16(va12x1);
226         const int8x8_t va2c2x0 = vreinterpret_s8_s16(va22x0);
227         const int8x8_t va2c2x1 = vreinterpret_s8_s16(va22x1);
228 
229         int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
230         int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
231         int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2x0, va2c2x0);
232         const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
233         vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
234         vprod1x0123c2 = vmlal_s8(vprod1x0123c2, vb0123c2x1, va1c2x1);
235         vprod2x0123c2 = vmlal_s8(vprod2x0123c2, vb0123c2x1, va2c2x1);
236         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
237         vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
238         vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
239         int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
240         int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2x0, va1c2x0);
241         int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2x0, va2c2x0);
242         const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
243         vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
244         vprod1x4567c2 = vmlal_s8(vprod1x4567c2, vb4567c2x1, va1c2x1);
245         vprod2x4567c2 = vmlal_s8(vprod2x4567c2, vb4567c2x1, va2c2x1);
246         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
247         vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
248         vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
249         int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2x0, va0c2x0);
250         int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2x0, va1c2x0);
251         int16x8_t vprod2x89ABc2 = vmull_s8(vb89ABc2x0, va2c2x0);
252         const int8x8_t vb89ABc2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
253         vprod0x89ABc2 = vmlal_s8(vprod0x89ABc2, vb89ABc2x1, va0c2x1);
254         vprod1x89ABc2 = vmlal_s8(vprod1x89ABc2, vb89ABc2x1, va1c2x1);
255         vprod2x89ABc2 = vmlal_s8(vprod2x89ABc2, vb89ABc2x1, va2c2x1);
256         vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
257         vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
258         vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc2);
259         int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2x0, va0c2x0);
260         int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2x0, va1c2x0);
261         int16x8_t vprod2xCDEFc2 = vmull_s8(vbCDEFc2x0, va2c2x0);
262         const int8x8_t vbCDEFc2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
263         vprod0xCDEFc2 = vmlal_s8(vprod0xCDEFc2, vbCDEFc2x1, va0c2x1);
264         vprod1xCDEFc2 = vmlal_s8(vprod1xCDEFc2, vbCDEFc2x1, va1c2x1);
265         vprod2xCDEFc2 = vmlal_s8(vprod2xCDEFc2, vbCDEFc2x1, va2c2x1);
266         vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
267         vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
268         vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc2);
269         const int8x8_t va0c3x0 = vreinterpret_s8_s16(va03x0);
270         const int8x8_t va0c3x1 = vreinterpret_s8_s16(va03x1);
271         const int8x8_t va1c3x0 = vreinterpret_s8_s16(va13x0);
272         const int8x8_t va1c3x1 = vreinterpret_s8_s16(va13x1);
273         const int8x8_t va2c3x0 = vreinterpret_s8_s16(va23x0);
274         const int8x8_t va2c3x1 = vreinterpret_s8_s16(va23x1);
275 
276         int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
277         int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
278         int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3x0, va2c3x0);
279         const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
280         vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
281         vprod1x0123c3 = vmlal_s8(vprod1x0123c3, vb0123c3x1, va1c3x1);
282         vprod2x0123c3 = vmlal_s8(vprod2x0123c3, vb0123c3x1, va2c3x1);
283         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
284         vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
285         vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
286         int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
287         int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3x0, va1c3x0);
288         int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3x0, va2c3x0);
289         const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
290         vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
291         vprod1x4567c3 = vmlal_s8(vprod1x4567c3, vb4567c3x1, va1c3x1);
292         vprod2x4567c3 = vmlal_s8(vprod2x4567c3, vb4567c3x1, va2c3x1);
293         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
294         vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
295         vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
296         int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3x0, va0c3x0);
297         int16x8_t vprod1x89ABc3 = vmull_s8(vb89ABc3x0, va1c3x0);
298         int16x8_t vprod2x89ABc3 = vmull_s8(vb89ABc3x0, va2c3x0);
299         const int8x8_t vb89ABc3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
300         vprod0x89ABc3 = vmlal_s8(vprod0x89ABc3, vb89ABc3x1, va0c3x1);
301         vprod1x89ABc3 = vmlal_s8(vprod1x89ABc3, vb89ABc3x1, va1c3x1);
302         vprod2x89ABc3 = vmlal_s8(vprod2x89ABc3, vb89ABc3x1, va2c3x1);
303         vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
304         vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc3);
305         vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc3);
306         int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3x0, va0c3x0);
307         int16x8_t vprod1xCDEFc3 = vmull_s8(vbCDEFc3x0, va1c3x0);
308         int16x8_t vprod2xCDEFc3 = vmull_s8(vbCDEFc3x0, va2c3x0);
309         const int8x8_t vbCDEFc3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
310         vprod0xCDEFc3 = vmlal_s8(vprod0xCDEFc3, vbCDEFc3x1, va0c3x1);
311         vprod1xCDEFc3 = vmlal_s8(vprod1xCDEFc3, vbCDEFc3x1, va1c3x1);
312         vprod2xCDEFc3 = vmlal_s8(vprod2xCDEFc3, vbCDEFc3x1, va2c3x1);
313         vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
314         vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc3);
315         vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc3);
316 
317         k -= 16 * sizeof(int8_t);
318       }
319 
320       if (k >= 8 * sizeof(int8_t)) {
321         const int16x4_t va00 = vld1_dup_s16((const void*)a0);
322         const int16x4_t va01 = vld1_dup_s16((const void*)(a0 + 2));
323         const int16x4_t va02 = vld1_dup_s16((const void*)(a0 + 4));
324         const int16x4_t va03 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
325         const int16x4_t va10 = vld1_dup_s16((const void*)a1);
326         const int16x4_t va11 = vld1_dup_s16((const void*)(a1 + 2));
327         const int16x4_t va12 = vld1_dup_s16((const void*)(a1 + 4));
328         const int16x4_t va13 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
329         const int16x4_t va20 = vld1_dup_s16((const void*)a2);
330         const int16x4_t va21 = vld1_dup_s16((const void*)(a2 + 2));
331         const int16x4_t va22 = vld1_dup_s16((const void*)(a2 + 4));
332         const int16x4_t va23 = vld1_dup_s16((const void*)(a2 + 6)); a2 += 8;
333 
334         const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
335         const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
336         const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
337         const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
338         const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
339         const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
340         const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
341         const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
342         const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
343         const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
344         const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
345         const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
346         const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
347         const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
348         const int8x8_t vb89ABc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
349         const int8x8_t vbCDEFc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
350 
351         const int8x8_t va0c0 = vreinterpret_s8_s16(va00);
352         const int8x8_t va1c0 = vreinterpret_s8_s16(va10);
353         const int8x8_t va2c0 = vreinterpret_s8_s16(va20);
354 
355         const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
356         const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
357         const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
358         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
359         vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
360         vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
361         const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
362         const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
363         const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
364         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
365         vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
366         vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
367         const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
368         const int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0, va1c0);
369         const int16x8_t vprod2x89ABc0 = vmull_s8(vb89ABc0, va2c0);
370         vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
371         vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
372         vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc0);
373         const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
374         const int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0, va1c0);
375         const int16x8_t vprod2xCDEFc0 = vmull_s8(vbCDEFc0, va2c0);
376         vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
377         vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
378         vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc0);
379         const int8x8_t va0c1 = vreinterpret_s8_s16(va01);
380         const int8x8_t va1c1 = vreinterpret_s8_s16(va11);
381         const int8x8_t va2c1 = vreinterpret_s8_s16(va21);
382 
383         const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
384         const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
385         const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
386         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
387         vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
388         vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
389         const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
390         const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
391         const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
392         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
393         vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
394         vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
395         const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
396         const int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1, va1c1);
397         const int16x8_t vprod2x89ABc1 = vmull_s8(vb89ABc1, va2c1);
398         vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
399         vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
400         vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc1);
401         const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
402         const int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1, va1c1);
403         const int16x8_t vprod2xCDEFc1 = vmull_s8(vbCDEFc1, va2c1);
404         vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
405         vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
406         vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc1);
407         const int8x8_t va0c2 = vreinterpret_s8_s16(va02);
408         const int8x8_t va1c2 = vreinterpret_s8_s16(va12);
409         const int8x8_t va2c2 = vreinterpret_s8_s16(va22);
410 
411         const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
412         const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
413         const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
414         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
415         vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
416         vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
417         const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
418         const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
419         const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
420         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
421         vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
422         vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
423         const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
424         const int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2, va1c2);
425         const int16x8_t vprod2x89ABc2 = vmull_s8(vb89ABc2, va2c2);
426         vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
427         vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
428         vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc2);
429         const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
430         const int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2, va1c2);
431         const int16x8_t vprod2xCDEFc2 = vmull_s8(vbCDEFc2, va2c2);
432         vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
433         vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
434         vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc2);
435         const int8x8_t va0c3 = vreinterpret_s8_s16(va03);
436         const int8x8_t va1c3 = vreinterpret_s8_s16(va13);
437         const int8x8_t va2c3 = vreinterpret_s8_s16(va23);
438 
439         const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
440         const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
441         const int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3, va2c3);
442         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
443         vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
444         vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
445         const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
446         const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
447         const int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3, va2c3);
448         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
449         vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
450         vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
451         const int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3, va0c3);
452         const int16x8_t vprod1x89ABc3 = vmull_s8(vb89ABc3, va1c3);
453         const int16x8_t vprod2x89ABc3 = vmull_s8(vb89ABc3, va2c3);
454         vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
455         vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc3);
456         vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc3);
457         const int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3, va0c3);
458         const int16x8_t vprod1xCDEFc3 = vmull_s8(vbCDEFc3, va1c3);
459         const int16x8_t vprod2xCDEFc3 = vmull_s8(vbCDEFc3, va2c3);
460         vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
461         vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc3);
462         vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc3);
463 
464         k -= 8 * sizeof(int8_t);
465       }
466 
467       if XNN_UNLIKELY(k != 0) {
468         const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
469         const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
470         const int8x8_t va2 = vld1_s8(a2); a2 = (const int8_t*) ((uintptr_t) a2 + k);
471 
472         const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
473         const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
474         const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
475         const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
476 
477         const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
478         const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
479         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
480         const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
481         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
482         const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
483         vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
484         const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
485         vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
486         const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
487         const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
488         vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
489         const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
490         vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
491         const int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0, va1c0);
492         vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
493         const int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0, va1c0);
494         vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
495         const int8x8_t va2c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 0));
496         const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
497         vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
498         const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
499         vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
500         const int16x8_t vprod2x89ABc0 = vmull_s8(vb89ABc0, va2c0);
501         vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc0);
502         const int16x8_t vprod2xCDEFc0 = vmull_s8(vbCDEFc0, va2c0);
503         vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc0);
504 
505         if (k > 2 * sizeof(int8_t)) {
506           const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
507           const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
508           const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
509           const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
510 
511           const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
512           const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
513           vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
514           const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
515           vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
516           const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
517           vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
518           const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
519           vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
520           const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
521           const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
522           vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
523           const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
524           vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
525           const int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1, va1c1);
526           vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
527           const int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1, va1c1);
528           vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
529           const int8x8_t va2c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 1));
530           const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
531           vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
532           const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
533           vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
534           const int16x8_t vprod2x89ABc1 = vmull_s8(vb89ABc1, va2c1);
535           vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc1);
536           const int16x8_t vprod2xCDEFc1 = vmull_s8(vbCDEFc1, va2c1);
537           vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc1);
538 
539           if (k > 4 * sizeof(int8_t)) {
540             const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
541             const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
542             const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
543             const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
544 
545             const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
546             const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
547             vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
548             const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
549             vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
550             const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
551             vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
552             const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
553             vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
554             const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
555             const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
556             vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
557             const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
558             vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
559             const int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2, va1c2);
560             vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
561             const int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2, va1c2);
562             vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
563             const int8x8_t va2c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 2));
564             const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
565             vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
566             const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
567             vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
568             const int16x8_t vprod2x89ABc2 = vmull_s8(vb89ABc2, va2c2);
569             vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc2);
570             const int16x8_t vprod2xCDEFc2 = vmull_s8(vbCDEFc2, va2c2);
571             vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc2);
572           }
573         }
574       }
575       p -= 3 * sizeof(void*);
576     } while (p != 0);
577 
578     const int32x4_t vright_pre_shift = vld1q_dup_s32(&params->rndnu_neon.right_pre_shift);
579     const int32x4_t vmultiplier = vld1q_dup_s32(&params->rndnu_neon.multiplier);
580     const int32x4_t vright_post_shift = vld1q_dup_s32(&params->rndnu_neon.right_post_shift);
581 
582     vacc0x0123 = vqshlq_s32(vacc0x0123, vright_pre_shift);
583     vacc0x4567 = vqshlq_s32(vacc0x4567, vright_pre_shift);
584     vacc0x89AB = vqshlq_s32(vacc0x89AB, vright_pre_shift);
585     vacc0xCDEF = vqshlq_s32(vacc0xCDEF, vright_pre_shift);
586     vacc1x0123 = vqshlq_s32(vacc1x0123, vright_pre_shift);
587     vacc1x4567 = vqshlq_s32(vacc1x4567, vright_pre_shift);
588     vacc1x89AB = vqshlq_s32(vacc1x89AB, vright_pre_shift);
589     vacc1xCDEF = vqshlq_s32(vacc1xCDEF, vright_pre_shift);
590     vacc2x0123 = vqshlq_s32(vacc2x0123, vright_pre_shift);
591     vacc2x4567 = vqshlq_s32(vacc2x4567, vright_pre_shift);
592     vacc2x89AB = vqshlq_s32(vacc2x89AB, vright_pre_shift);
593     vacc2xCDEF = vqshlq_s32(vacc2xCDEF, vright_pre_shift);
594 
595     vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
596     vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
597     vacc0x89AB = vqdmulhq_s32(vacc0x89AB, vmultiplier);
598     vacc0xCDEF = vqdmulhq_s32(vacc0xCDEF, vmultiplier);
599     vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
600     vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
601     vacc1x89AB = vqdmulhq_s32(vacc1x89AB, vmultiplier);
602     vacc1xCDEF = vqdmulhq_s32(vacc1xCDEF, vmultiplier);
603     vacc2x0123 = vqdmulhq_s32(vacc2x0123, vmultiplier);
604     vacc2x4567 = vqdmulhq_s32(vacc2x4567, vmultiplier);
605     vacc2x89AB = vqdmulhq_s32(vacc2x89AB, vmultiplier);
606     vacc2xCDEF = vqdmulhq_s32(vacc2xCDEF, vmultiplier);
607 
608     vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
609     vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
610     vacc0x89AB = vrshlq_s32(vacc0x89AB, vright_post_shift);
611     vacc0xCDEF = vrshlq_s32(vacc0xCDEF, vright_post_shift);
612     vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
613     vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
614     vacc1x89AB = vrshlq_s32(vacc1x89AB, vright_post_shift);
615     vacc1xCDEF = vrshlq_s32(vacc1xCDEF, vright_post_shift);
616     vacc2x0123 = vrshlq_s32(vacc2x0123, vright_post_shift);
617     vacc2x4567 = vrshlq_s32(vacc2x4567, vright_post_shift);
618     vacc2x89AB = vrshlq_s32(vacc2x89AB, vright_post_shift);
619     vacc2xCDEF = vrshlq_s32(vacc2xCDEF, vright_post_shift);
620 
621     const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->rndnu_neon.output_zero_point);
622 #if XNN_ARCH_ARM64
623     int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567);
624     int16x8_t vacc0x89ABCDEF = vqmovn_high_s32(vqmovn_s32(vacc0x89AB), vacc0xCDEF);
625     int16x8_t vacc1x01234567 = vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567);
626     int16x8_t vacc1x89ABCDEF = vqmovn_high_s32(vqmovn_s32(vacc1x89AB), vacc1xCDEF);
627     int16x8_t vacc2x01234567 = vqmovn_high_s32(vqmovn_s32(vacc2x0123), vacc2x4567);
628     int16x8_t vacc2x89ABCDEF = vqmovn_high_s32(vqmovn_s32(vacc2x89AB), vacc2xCDEF);
629 
630     vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point);
631     vacc0x89ABCDEF = vqaddq_s16(vacc0x89ABCDEF, voutput_zero_point);
632     vacc1x01234567 = vqaddq_s16(vacc1x01234567, voutput_zero_point);
633     vacc1x89ABCDEF = vqaddq_s16(vacc1x89ABCDEF, voutput_zero_point);
634     vacc2x01234567 = vqaddq_s16(vacc2x01234567, voutput_zero_point);
635     vacc2x89ABCDEF = vqaddq_s16(vacc2x89ABCDEF, voutput_zero_point);
636 
637     int8x16_t vout0x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc0x89ABCDEF);
638     int8x16_t vout1x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc1x01234567), vacc1x89ABCDEF);
639     int8x16_t vout2x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc2x01234567), vacc2x89ABCDEF);
640 #else
641     int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567));
642     int16x8_t vacc0x89ABCDEF = vcombine_s16(vqmovn_s32(vacc0x89AB), vqmovn_s32(vacc0xCDEF));
643     int16x8_t vacc1x01234567 = vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567));
644     int16x8_t vacc1x89ABCDEF = vcombine_s16(vqmovn_s32(vacc1x89AB), vqmovn_s32(vacc1xCDEF));
645     int16x8_t vacc2x01234567 = vcombine_s16(vqmovn_s32(vacc2x0123), vqmovn_s32(vacc2x4567));
646     int16x8_t vacc2x89ABCDEF = vcombine_s16(vqmovn_s32(vacc2x89AB), vqmovn_s32(vacc2xCDEF));
647 
648     vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point);
649     vacc0x89ABCDEF = vqaddq_s16(vacc0x89ABCDEF, voutput_zero_point);
650     vacc1x01234567 = vqaddq_s16(vacc1x01234567, voutput_zero_point);
651     vacc1x89ABCDEF = vqaddq_s16(vacc1x89ABCDEF, voutput_zero_point);
652     vacc2x01234567 = vqaddq_s16(vacc2x01234567, voutput_zero_point);
653     vacc2x89ABCDEF = vqaddq_s16(vacc2x89ABCDEF, voutput_zero_point);
654 
655     int8x16_t vout0x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc0x89ABCDEF));
656     int8x16_t vout1x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc1x01234567), vqmovn_s16(vacc1x89ABCDEF));
657     int8x16_t vout2x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc2x01234567), vqmovn_s16(vacc2x89ABCDEF));
658 #endif
659 
660     const int8x16_t voutput_min = vld1q_dup_s8(&params->rndnu_neon.output_min);
661     vout0x0123456789ABCDEF = vmaxq_s8(vout0x0123456789ABCDEF, voutput_min);
662     vout1x0123456789ABCDEF = vmaxq_s8(vout1x0123456789ABCDEF, voutput_min);
663     vout2x0123456789ABCDEF = vmaxq_s8(vout2x0123456789ABCDEF, voutput_min);
664 
665     const int8x16_t voutput_max = vld1q_dup_s8(&params->rndnu_neon.output_max);
666     vout0x0123456789ABCDEF = vminq_s8(vout0x0123456789ABCDEF, voutput_max);
667     vout1x0123456789ABCDEF = vminq_s8(vout1x0123456789ABCDEF, voutput_max);
668     vout2x0123456789ABCDEF = vminq_s8(vout2x0123456789ABCDEF, voutput_max);
669 
670     if (nc >= 16) {
671       vst1q_s8(c2 + 0, vout2x0123456789ABCDEF);
672       vst1q_s8(c1 + 0, vout1x0123456789ABCDEF);
673       vst1q_s8(c0 + 0, vout0x0123456789ABCDEF);
674 
675       c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
676       c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
677       c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
678 
679       a = (const int8_t**restrict) ((uintptr_t) a - ks);
680 
681       nc -= 16;
682     } else {
683       int8x8_t vout2x01234567 = vget_low_s8(vout2x0123456789ABCDEF);
684       int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vget_low_s8(vout0x0123456789ABCDEF), vget_low_s8(vout1x0123456789ABCDEF));
685       if (nc & 8) {
686         vst1_s8(c2, vout2x01234567); c2 += 8;
687         vst1_s8(c1, vget_high_s8(vout0x01234567_1x01234567)); c1 += 8;
688         vst1_s8(c0, vget_low_s8(vout0x01234567_1x01234567)); c0 += 8;
689         vout2x01234567 = vget_high_s8(vout2x0123456789ABCDEF);
690         vout0x01234567_1x01234567 = vcombine_s8(vget_high_s8(vout0x0123456789ABCDEF), vget_high_s8(vout1x0123456789ABCDEF));
691       }
692       if (nc & 4) {
693         vst1_lane_u32((void*) c2, vreinterpret_u32_s8(vout2x01234567), 0); c2 += 4;
694         vst1q_lane_u32((void*) c1, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
695         vst1q_lane_u32((void*) c0, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
696         vout2x01234567 = vext_s8(vout2x01234567, vout2x01234567, 4);
697         vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
698       }
699       if (nc & 2) {
700         vst1_lane_u16((void*) c2, vreinterpret_u16_s8(vout2x01234567), 0); c2 += 2;
701         vst1q_lane_u16((void*) c1, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
702         vst1q_lane_u16((void*) c0, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
703         vout2x01234567 = vext_s8(vout2x01234567, vout2x01234567, 2);
704         vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
705       }
706       if (nc & 1) {
707         vst1_lane_s8(c2, vout2x01234567, 0);
708         vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
709         vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
710       }
711 
712       nc = 0;
713     }
714   } while (nc != 0);
715 }
716