xref: /aosp_15_r20/external/XNNPACK/src/qs8-igemm/gen/4x16c4-minmax-rndnu-neon-mlal-ld1r.c (revision 4bdc94577ba0e567308109d787f7fec7b531ce36)
1 // Auto-generated file. Do not edit!
2 //   Template: src/qs8-igemm/c4-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 
17 
xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c4__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)])18 void xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_ld1r(
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 <= 4);
34   assert(nc != 0);
35   assert(kc != 0);
36   assert(ks != 0);
37   assert(ks % (4 * 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   kc = round_up_po2(kc, 4 * sizeof(int8_t));
44   int8_t* c0 = c;
45   int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
46   if XNN_UNPREDICTABLE(mr < 2) {
47     c1 = c0;
48   }
49   int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
50   if XNN_UNPREDICTABLE(mr <= 2) {
51     c2 = c1;
52   }
53   int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
54   if XNN_UNPREDICTABLE(mr != 4) {
55     c3 = c2;
56   }
57 
58   do {
59     int32x4_t vacc0x01 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t));
60     int32x4_t vacc0x23 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t));
61     int32x4_t vacc0x45 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t));
62     int32x4_t vacc0x67 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t));
63     int32x4_t vacc0x89 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t));
64     int32x4_t vacc0xAB = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t));
65     int32x4_t vacc0xCD = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t));
66     int32x4_t vacc0xEF = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t));
67     int32x4_t vacc1x01 = vacc0x01;
68     int32x4_t vacc1x23 = vacc0x23;
69     int32x4_t vacc1x45 = vacc0x45;
70     int32x4_t vacc1x67 = vacc0x67;
71     int32x4_t vacc1x89 = vacc0x89;
72     int32x4_t vacc1xAB = vacc0xAB;
73     int32x4_t vacc1xCD = vacc0xCD;
74     int32x4_t vacc1xEF = vacc0xEF;
75     int32x4_t vacc2x01 = vacc0x01;
76     int32x4_t vacc2x23 = vacc0x23;
77     int32x4_t vacc2x45 = vacc0x45;
78     int32x4_t vacc2x67 = vacc0x67;
79     int32x4_t vacc2x89 = vacc0x89;
80     int32x4_t vacc2xAB = vacc0xAB;
81     int32x4_t vacc2xCD = vacc0xCD;
82     int32x4_t vacc2xEF = vacc0xEF;
83     int32x4_t vacc3x01 = vacc0x01;
84     int32x4_t vacc3x23 = vacc0x23;
85     int32x4_t vacc3x45 = vacc0x45;
86     int32x4_t vacc3x67 = vacc0x67;
87     int32x4_t vacc3x89 = vacc0x89;
88     int32x4_t vacc3xAB = vacc0xAB;
89     int32x4_t vacc3xCD = vacc0xCD;
90     int32x4_t vacc3xEF = vacc0xEF;
91 
92     size_t p = ks;
93     do {
94       const int8_t* restrict a0 = a[0];
95       if XNN_UNPREDICTABLE(a0 != zero) {
96         a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
97       }
98       const int8_t* restrict a1 = a[1];
99       if XNN_UNPREDICTABLE(a1 != zero) {
100         a1 = (const int8_t*) ((uintptr_t) a1 + a_offset);
101       }
102       const int8_t* restrict a2 = a[2];
103       if XNN_UNPREDICTABLE(a2 != zero) {
104         a2 = (const int8_t*) ((uintptr_t) a2 + a_offset);
105       }
106       const int8_t* restrict a3 = a[3];
107       if XNN_UNPREDICTABLE(a3 != zero) {
108         a3 = (const int8_t*) ((uintptr_t) a3 + a_offset);
109       }
110       a += 4;
111 
112       size_t k = kc;
113 
114       while (k >= 16 * sizeof(int8_t)) {
115         const int32x2_t va00x0 = vld1_dup_s32((const void*)a0);
116         const int32x2_t va01x0 = vld1_dup_s32((const void*)(a0 + 4)); a0 += 8;
117         const int32x2_t va00x1 = vld1_dup_s32((const void*)a0);
118         const int32x2_t va01x1 = vld1_dup_s32((const void*)(a0 + 4)); a0 += 8;
119         const int32x2_t va10x0 = vld1_dup_s32((const void*)a1);
120         const int32x2_t va11x0 = vld1_dup_s32((const void*)(a1 + 4)); a1 += 8;
121         const int32x2_t va10x1 = vld1_dup_s32((const void*)a1);
122         const int32x2_t va11x1 = vld1_dup_s32((const void*)(a1 + 4)); a1 += 8;
123         const int32x2_t va20x0 = vld1_dup_s32((const void*)a2);
124         const int32x2_t va21x0 = vld1_dup_s32((const void*)(a2 + 4)); a2 += 8;
125         const int32x2_t va20x1 = vld1_dup_s32((const void*)a2);
126         const int32x2_t va21x1 = vld1_dup_s32((const void*)(a2 + 4)); a2 += 8;
127         const int32x2_t va30x0 = vld1_dup_s32((const void*)a3);
128         const int32x2_t va31x0 = vld1_dup_s32((const void*)(a3 + 4)); a3 += 8;
129         const int32x2_t va30x1 = vld1_dup_s32((const void*)a3);
130         const int32x2_t va31x1 = vld1_dup_s32((const void*)(a3 + 4)); a3 += 8;
131 
132         const int8x8_t vb01c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
133         const int8x8_t vb23c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
134         const int8x8_t vb45c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
135         const int8x8_t vb67c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
136         const int8x8_t vb89c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
137         const int8x8_t vbABc0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
138         const int8x8_t vbCDc0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
139         const int8x8_t vbEFc0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
140         const int8x8_t vb01c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
141         const int8x8_t vb23c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
142         const int8x8_t vb45c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
143         const int8x8_t vb67c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
144         const int8x8_t vb89c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
145         const int8x8_t vbABc1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
146         const int8x8_t vbCDc1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
147         const int8x8_t vbEFc1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
148 
149         const int8x8_t va0c0x0 = vreinterpret_s8_s32(va00x0);
150         const int8x8_t va0c0x1 = vreinterpret_s8_s32(va00x1);
151         const int8x8_t va1c0x0 = vreinterpret_s8_s32(va10x0);
152         const int8x8_t va1c0x1 = vreinterpret_s8_s32(va10x1);
153         const int8x8_t va2c0x0 = vreinterpret_s8_s32(va20x0);
154         const int8x8_t va2c0x1 = vreinterpret_s8_s32(va20x1);
155         const int8x8_t va3c0x0 = vreinterpret_s8_s32(va30x0);
156         const int8x8_t va3c0x1 = vreinterpret_s8_s32(va30x1);
157 
158         int16x8_t vprod0x01c0 = vmull_s8(vb01c0x0, va0c0x0);
159         int16x8_t vprod1x01c0 = vmull_s8(vb01c0x0, va1c0x0);
160         int16x8_t vprod2x01c0 = vmull_s8(vb01c0x0, va2c0x0);
161         int16x8_t vprod3x01c0 = vmull_s8(vb01c0x0, va3c0x0);
162         const int8x8_t vb01c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
163         vprod0x01c0 = vmlal_s8(vprod0x01c0, vb01c0x1, va0c0x1);
164         vprod1x01c0 = vmlal_s8(vprod1x01c0, vb01c0x1, va1c0x1);
165         vprod2x01c0 = vmlal_s8(vprod2x01c0, vb01c0x1, va2c0x1);
166         vprod3x01c0 = vmlal_s8(vprod3x01c0, vb01c0x1, va3c0x1);
167         vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c0);
168         vacc1x01 = vpadalq_s16(vacc1x01, vprod1x01c0);
169         vacc2x01 = vpadalq_s16(vacc2x01, vprod2x01c0);
170         vacc3x01 = vpadalq_s16(vacc3x01, vprod3x01c0);
171         int16x8_t vprod0x23c0 = vmull_s8(vb23c0x0, va0c0x0);
172         int16x8_t vprod1x23c0 = vmull_s8(vb23c0x0, va1c0x0);
173         int16x8_t vprod2x23c0 = vmull_s8(vb23c0x0, va2c0x0);
174         int16x8_t vprod3x23c0 = vmull_s8(vb23c0x0, va3c0x0);
175         const int8x8_t vb23c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
176         vprod0x23c0 = vmlal_s8(vprod0x23c0, vb23c0x1, va0c0x1);
177         vprod1x23c0 = vmlal_s8(vprod1x23c0, vb23c0x1, va1c0x1);
178         vprod2x23c0 = vmlal_s8(vprod2x23c0, vb23c0x1, va2c0x1);
179         vprod3x23c0 = vmlal_s8(vprod3x23c0, vb23c0x1, va3c0x1);
180         vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c0);
181         vacc1x23 = vpadalq_s16(vacc1x23, vprod1x23c0);
182         vacc2x23 = vpadalq_s16(vacc2x23, vprod2x23c0);
183         vacc3x23 = vpadalq_s16(vacc3x23, vprod3x23c0);
184         int16x8_t vprod0x45c0 = vmull_s8(vb45c0x0, va0c0x0);
185         int16x8_t vprod1x45c0 = vmull_s8(vb45c0x0, va1c0x0);
186         int16x8_t vprod2x45c0 = vmull_s8(vb45c0x0, va2c0x0);
187         int16x8_t vprod3x45c0 = vmull_s8(vb45c0x0, va3c0x0);
188         const int8x8_t vb45c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
189         vprod0x45c0 = vmlal_s8(vprod0x45c0, vb45c0x1, va0c0x1);
190         vprod1x45c0 = vmlal_s8(vprod1x45c0, vb45c0x1, va1c0x1);
191         vprod2x45c0 = vmlal_s8(vprod2x45c0, vb45c0x1, va2c0x1);
192         vprod3x45c0 = vmlal_s8(vprod3x45c0, vb45c0x1, va3c0x1);
193         vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c0);
194         vacc1x45 = vpadalq_s16(vacc1x45, vprod1x45c0);
195         vacc2x45 = vpadalq_s16(vacc2x45, vprod2x45c0);
196         vacc3x45 = vpadalq_s16(vacc3x45, vprod3x45c0);
197         int16x8_t vprod0x67c0 = vmull_s8(vb67c0x0, va0c0x0);
198         int16x8_t vprod1x67c0 = vmull_s8(vb67c0x0, va1c0x0);
199         int16x8_t vprod2x67c0 = vmull_s8(vb67c0x0, va2c0x0);
200         int16x8_t vprod3x67c0 = vmull_s8(vb67c0x0, va3c0x0);
201         const int8x8_t vb67c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
202         vprod0x67c0 = vmlal_s8(vprod0x67c0, vb67c0x1, va0c0x1);
203         vprod1x67c0 = vmlal_s8(vprod1x67c0, vb67c0x1, va1c0x1);
204         vprod2x67c0 = vmlal_s8(vprod2x67c0, vb67c0x1, va2c0x1);
205         vprod3x67c0 = vmlal_s8(vprod3x67c0, vb67c0x1, va3c0x1);
206         vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c0);
207         vacc1x67 = vpadalq_s16(vacc1x67, vprod1x67c0);
208         vacc2x67 = vpadalq_s16(vacc2x67, vprod2x67c0);
209         vacc3x67 = vpadalq_s16(vacc3x67, vprod3x67c0);
210         int16x8_t vprod0x89c0 = vmull_s8(vb89c0x0, va0c0x0);
211         int16x8_t vprod1x89c0 = vmull_s8(vb89c0x0, va1c0x0);
212         int16x8_t vprod2x89c0 = vmull_s8(vb89c0x0, va2c0x0);
213         int16x8_t vprod3x89c0 = vmull_s8(vb89c0x0, va3c0x0);
214         const int8x8_t vb89c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
215         vprod0x89c0 = vmlal_s8(vprod0x89c0, vb89c0x1, va0c0x1);
216         vprod1x89c0 = vmlal_s8(vprod1x89c0, vb89c0x1, va1c0x1);
217         vprod2x89c0 = vmlal_s8(vprod2x89c0, vb89c0x1, va2c0x1);
218         vprod3x89c0 = vmlal_s8(vprod3x89c0, vb89c0x1, va3c0x1);
219         vacc0x89 = vpadalq_s16(vacc0x89, vprod0x89c0);
220         vacc1x89 = vpadalq_s16(vacc1x89, vprod1x89c0);
221         vacc2x89 = vpadalq_s16(vacc2x89, vprod2x89c0);
222         vacc3x89 = vpadalq_s16(vacc3x89, vprod3x89c0);
223         int16x8_t vprod0xABc0 = vmull_s8(vbABc0x0, va0c0x0);
224         int16x8_t vprod1xABc0 = vmull_s8(vbABc0x0, va1c0x0);
225         int16x8_t vprod2xABc0 = vmull_s8(vbABc0x0, va2c0x0);
226         int16x8_t vprod3xABc0 = vmull_s8(vbABc0x0, va3c0x0);
227         const int8x8_t vbABc0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
228         vprod0xABc0 = vmlal_s8(vprod0xABc0, vbABc0x1, va0c0x1);
229         vprod1xABc0 = vmlal_s8(vprod1xABc0, vbABc0x1, va1c0x1);
230         vprod2xABc0 = vmlal_s8(vprod2xABc0, vbABc0x1, va2c0x1);
231         vprod3xABc0 = vmlal_s8(vprod3xABc0, vbABc0x1, va3c0x1);
232         vacc0xAB = vpadalq_s16(vacc0xAB, vprod0xABc0);
233         vacc1xAB = vpadalq_s16(vacc1xAB, vprod1xABc0);
234         vacc2xAB = vpadalq_s16(vacc2xAB, vprod2xABc0);
235         vacc3xAB = vpadalq_s16(vacc3xAB, vprod3xABc0);
236         int16x8_t vprod0xCDc0 = vmull_s8(vbCDc0x0, va0c0x0);
237         int16x8_t vprod1xCDc0 = vmull_s8(vbCDc0x0, va1c0x0);
238         int16x8_t vprod2xCDc0 = vmull_s8(vbCDc0x0, va2c0x0);
239         int16x8_t vprod3xCDc0 = vmull_s8(vbCDc0x0, va3c0x0);
240         const int8x8_t vbCDc0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
241         vprod0xCDc0 = vmlal_s8(vprod0xCDc0, vbCDc0x1, va0c0x1);
242         vprod1xCDc0 = vmlal_s8(vprod1xCDc0, vbCDc0x1, va1c0x1);
243         vprod2xCDc0 = vmlal_s8(vprod2xCDc0, vbCDc0x1, va2c0x1);
244         vprod3xCDc0 = vmlal_s8(vprod3xCDc0, vbCDc0x1, va3c0x1);
245         vacc0xCD = vpadalq_s16(vacc0xCD, vprod0xCDc0);
246         vacc1xCD = vpadalq_s16(vacc1xCD, vprod1xCDc0);
247         vacc2xCD = vpadalq_s16(vacc2xCD, vprod2xCDc0);
248         vacc3xCD = vpadalq_s16(vacc3xCD, vprod3xCDc0);
249         int16x8_t vprod0xEFc0 = vmull_s8(vbEFc0x0, va0c0x0);
250         int16x8_t vprod1xEFc0 = vmull_s8(vbEFc0x0, va1c0x0);
251         int16x8_t vprod2xEFc0 = vmull_s8(vbEFc0x0, va2c0x0);
252         int16x8_t vprod3xEFc0 = vmull_s8(vbEFc0x0, va3c0x0);
253         const int8x8_t vbEFc0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
254         vprod0xEFc0 = vmlal_s8(vprod0xEFc0, vbEFc0x1, va0c0x1);
255         vprod1xEFc0 = vmlal_s8(vprod1xEFc0, vbEFc0x1, va1c0x1);
256         vprod2xEFc0 = vmlal_s8(vprod2xEFc0, vbEFc0x1, va2c0x1);
257         vprod3xEFc0 = vmlal_s8(vprod3xEFc0, vbEFc0x1, va3c0x1);
258         vacc0xEF = vpadalq_s16(vacc0xEF, vprod0xEFc0);
259         vacc1xEF = vpadalq_s16(vacc1xEF, vprod1xEFc0);
260         vacc2xEF = vpadalq_s16(vacc2xEF, vprod2xEFc0);
261         vacc3xEF = vpadalq_s16(vacc3xEF, vprod3xEFc0);
262         const int8x8_t va0c1x0 = vreinterpret_s8_s32(va01x0);
263         const int8x8_t va0c1x1 = vreinterpret_s8_s32(va01x1);
264         const int8x8_t va1c1x0 = vreinterpret_s8_s32(va11x0);
265         const int8x8_t va1c1x1 = vreinterpret_s8_s32(va11x1);
266         const int8x8_t va2c1x0 = vreinterpret_s8_s32(va21x0);
267         const int8x8_t va2c1x1 = vreinterpret_s8_s32(va21x1);
268         const int8x8_t va3c1x0 = vreinterpret_s8_s32(va31x0);
269         const int8x8_t va3c1x1 = vreinterpret_s8_s32(va31x1);
270 
271         int16x8_t vprod0x01c1 = vmull_s8(vb01c1x0, va0c1x0);
272         int16x8_t vprod1x01c1 = vmull_s8(vb01c1x0, va1c1x0);
273         int16x8_t vprod2x01c1 = vmull_s8(vb01c1x0, va2c1x0);
274         int16x8_t vprod3x01c1 = vmull_s8(vb01c1x0, va3c1x0);
275         const int8x8_t vb01c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
276         vprod0x01c1 = vmlal_s8(vprod0x01c1, vb01c1x1, va0c1x1);
277         vprod1x01c1 = vmlal_s8(vprod1x01c1, vb01c1x1, va1c1x1);
278         vprod2x01c1 = vmlal_s8(vprod2x01c1, vb01c1x1, va2c1x1);
279         vprod3x01c1 = vmlal_s8(vprod3x01c1, vb01c1x1, va3c1x1);
280         vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c1);
281         vacc1x01 = vpadalq_s16(vacc1x01, vprod1x01c1);
282         vacc2x01 = vpadalq_s16(vacc2x01, vprod2x01c1);
283         vacc3x01 = vpadalq_s16(vacc3x01, vprod3x01c1);
284         int16x8_t vprod0x23c1 = vmull_s8(vb23c1x0, va0c1x0);
285         int16x8_t vprod1x23c1 = vmull_s8(vb23c1x0, va1c1x0);
286         int16x8_t vprod2x23c1 = vmull_s8(vb23c1x0, va2c1x0);
287         int16x8_t vprod3x23c1 = vmull_s8(vb23c1x0, va3c1x0);
288         const int8x8_t vb23c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
289         vprod0x23c1 = vmlal_s8(vprod0x23c1, vb23c1x1, va0c1x1);
290         vprod1x23c1 = vmlal_s8(vprod1x23c1, vb23c1x1, va1c1x1);
291         vprod2x23c1 = vmlal_s8(vprod2x23c1, vb23c1x1, va2c1x1);
292         vprod3x23c1 = vmlal_s8(vprod3x23c1, vb23c1x1, va3c1x1);
293         vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c1);
294         vacc1x23 = vpadalq_s16(vacc1x23, vprod1x23c1);
295         vacc2x23 = vpadalq_s16(vacc2x23, vprod2x23c1);
296         vacc3x23 = vpadalq_s16(vacc3x23, vprod3x23c1);
297         int16x8_t vprod0x45c1 = vmull_s8(vb45c1x0, va0c1x0);
298         int16x8_t vprod1x45c1 = vmull_s8(vb45c1x0, va1c1x0);
299         int16x8_t vprod2x45c1 = vmull_s8(vb45c1x0, va2c1x0);
300         int16x8_t vprod3x45c1 = vmull_s8(vb45c1x0, va3c1x0);
301         const int8x8_t vb45c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
302         vprod0x45c1 = vmlal_s8(vprod0x45c1, vb45c1x1, va0c1x1);
303         vprod1x45c1 = vmlal_s8(vprod1x45c1, vb45c1x1, va1c1x1);
304         vprod2x45c1 = vmlal_s8(vprod2x45c1, vb45c1x1, va2c1x1);
305         vprod3x45c1 = vmlal_s8(vprod3x45c1, vb45c1x1, va3c1x1);
306         vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c1);
307         vacc1x45 = vpadalq_s16(vacc1x45, vprod1x45c1);
308         vacc2x45 = vpadalq_s16(vacc2x45, vprod2x45c1);
309         vacc3x45 = vpadalq_s16(vacc3x45, vprod3x45c1);
310         int16x8_t vprod0x67c1 = vmull_s8(vb67c1x0, va0c1x0);
311         int16x8_t vprod1x67c1 = vmull_s8(vb67c1x0, va1c1x0);
312         int16x8_t vprod2x67c1 = vmull_s8(vb67c1x0, va2c1x0);
313         int16x8_t vprod3x67c1 = vmull_s8(vb67c1x0, va3c1x0);
314         const int8x8_t vb67c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
315         vprod0x67c1 = vmlal_s8(vprod0x67c1, vb67c1x1, va0c1x1);
316         vprod1x67c1 = vmlal_s8(vprod1x67c1, vb67c1x1, va1c1x1);
317         vprod2x67c1 = vmlal_s8(vprod2x67c1, vb67c1x1, va2c1x1);
318         vprod3x67c1 = vmlal_s8(vprod3x67c1, vb67c1x1, va3c1x1);
319         vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c1);
320         vacc1x67 = vpadalq_s16(vacc1x67, vprod1x67c1);
321         vacc2x67 = vpadalq_s16(vacc2x67, vprod2x67c1);
322         vacc3x67 = vpadalq_s16(vacc3x67, vprod3x67c1);
323         int16x8_t vprod0x89c1 = vmull_s8(vb89c1x0, va0c1x0);
324         int16x8_t vprod1x89c1 = vmull_s8(vb89c1x0, va1c1x0);
325         int16x8_t vprod2x89c1 = vmull_s8(vb89c1x0, va2c1x0);
326         int16x8_t vprod3x89c1 = vmull_s8(vb89c1x0, va3c1x0);
327         const int8x8_t vb89c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
328         vprod0x89c1 = vmlal_s8(vprod0x89c1, vb89c1x1, va0c1x1);
329         vprod1x89c1 = vmlal_s8(vprod1x89c1, vb89c1x1, va1c1x1);
330         vprod2x89c1 = vmlal_s8(vprod2x89c1, vb89c1x1, va2c1x1);
331         vprod3x89c1 = vmlal_s8(vprod3x89c1, vb89c1x1, va3c1x1);
332         vacc0x89 = vpadalq_s16(vacc0x89, vprod0x89c1);
333         vacc1x89 = vpadalq_s16(vacc1x89, vprod1x89c1);
334         vacc2x89 = vpadalq_s16(vacc2x89, vprod2x89c1);
335         vacc3x89 = vpadalq_s16(vacc3x89, vprod3x89c1);
336         int16x8_t vprod0xABc1 = vmull_s8(vbABc1x0, va0c1x0);
337         int16x8_t vprod1xABc1 = vmull_s8(vbABc1x0, va1c1x0);
338         int16x8_t vprod2xABc1 = vmull_s8(vbABc1x0, va2c1x0);
339         int16x8_t vprod3xABc1 = vmull_s8(vbABc1x0, va3c1x0);
340         const int8x8_t vbABc1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
341         vprod0xABc1 = vmlal_s8(vprod0xABc1, vbABc1x1, va0c1x1);
342         vprod1xABc1 = vmlal_s8(vprod1xABc1, vbABc1x1, va1c1x1);
343         vprod2xABc1 = vmlal_s8(vprod2xABc1, vbABc1x1, va2c1x1);
344         vprod3xABc1 = vmlal_s8(vprod3xABc1, vbABc1x1, va3c1x1);
345         vacc0xAB = vpadalq_s16(vacc0xAB, vprod0xABc1);
346         vacc1xAB = vpadalq_s16(vacc1xAB, vprod1xABc1);
347         vacc2xAB = vpadalq_s16(vacc2xAB, vprod2xABc1);
348         vacc3xAB = vpadalq_s16(vacc3xAB, vprod3xABc1);
349         int16x8_t vprod0xCDc1 = vmull_s8(vbCDc1x0, va0c1x0);
350         int16x8_t vprod1xCDc1 = vmull_s8(vbCDc1x0, va1c1x0);
351         int16x8_t vprod2xCDc1 = vmull_s8(vbCDc1x0, va2c1x0);
352         int16x8_t vprod3xCDc1 = vmull_s8(vbCDc1x0, va3c1x0);
353         const int8x8_t vbCDc1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
354         vprod0xCDc1 = vmlal_s8(vprod0xCDc1, vbCDc1x1, va0c1x1);
355         vprod1xCDc1 = vmlal_s8(vprod1xCDc1, vbCDc1x1, va1c1x1);
356         vprod2xCDc1 = vmlal_s8(vprod2xCDc1, vbCDc1x1, va2c1x1);
357         vprod3xCDc1 = vmlal_s8(vprod3xCDc1, vbCDc1x1, va3c1x1);
358         vacc0xCD = vpadalq_s16(vacc0xCD, vprod0xCDc1);
359         vacc1xCD = vpadalq_s16(vacc1xCD, vprod1xCDc1);
360         vacc2xCD = vpadalq_s16(vacc2xCD, vprod2xCDc1);
361         vacc3xCD = vpadalq_s16(vacc3xCD, vprod3xCDc1);
362         int16x8_t vprod0xEFc1 = vmull_s8(vbEFc1x0, va0c1x0);
363         int16x8_t vprod1xEFc1 = vmull_s8(vbEFc1x0, va1c1x0);
364         int16x8_t vprod2xEFc1 = vmull_s8(vbEFc1x0, va2c1x0);
365         int16x8_t vprod3xEFc1 = vmull_s8(vbEFc1x0, va3c1x0);
366         const int8x8_t vbEFc1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
367         vprod0xEFc1 = vmlal_s8(vprod0xEFc1, vbEFc1x1, va0c1x1);
368         vprod1xEFc1 = vmlal_s8(vprod1xEFc1, vbEFc1x1, va1c1x1);
369         vprod2xEFc1 = vmlal_s8(vprod2xEFc1, vbEFc1x1, va2c1x1);
370         vprod3xEFc1 = vmlal_s8(vprod3xEFc1, vbEFc1x1, va3c1x1);
371         vacc0xEF = vpadalq_s16(vacc0xEF, vprod0xEFc1);
372         vacc1xEF = vpadalq_s16(vacc1xEF, vprod1xEFc1);
373         vacc2xEF = vpadalq_s16(vacc2xEF, vprod2xEFc1);
374         vacc3xEF = vpadalq_s16(vacc3xEF, vprod3xEFc1);
375 
376         k -= 16 * sizeof(int8_t);
377       }
378 
379       if (k >= 8 * sizeof(int8_t)) {
380         const int32x2_t va00 = vld1_dup_s32((const void*)a0);
381         const int32x2_t va01 = vld1_dup_s32((const void*)(a0 + 4)); a0 += 8;
382         const int32x2_t va10 = vld1_dup_s32((const void*)a1);
383         const int32x2_t va11 = vld1_dup_s32((const void*)(a1 + 4)); a1 += 8;
384         const int32x2_t va20 = vld1_dup_s32((const void*)a2);
385         const int32x2_t va21 = vld1_dup_s32((const void*)(a2 + 4)); a2 += 8;
386         const int32x2_t va30 = vld1_dup_s32((const void*)a3);
387         const int32x2_t va31 = vld1_dup_s32((const void*)(a3 + 4)); a3 += 8;
388 
389         const int8x8_t vb01c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
390         const int8x8_t vb23c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
391         const int8x8_t vb45c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
392         const int8x8_t vb67c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
393         const int8x8_t vb89c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
394         const int8x8_t vbABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
395         const int8x8_t vbCDc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
396         const int8x8_t vbEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
397         const int8x8_t vb01c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
398         const int8x8_t vb23c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
399         const int8x8_t vb45c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
400         const int8x8_t vb67c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
401         const int8x8_t vb89c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
402         const int8x8_t vbABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
403         const int8x8_t vbCDc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
404         const int8x8_t vbEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
405 
406         const int8x8_t va0c0 = vreinterpret_s8_s32(va00);
407         const int8x8_t va1c0 = vreinterpret_s8_s32(va10);
408         const int8x8_t va2c0 = vreinterpret_s8_s32(va20);
409         const int8x8_t va3c0 = vreinterpret_s8_s32(va30);
410 
411         const int16x8_t vprod0x01c0 = vmull_s8(vb01c0, va0c0);
412         const int16x8_t vprod1x01c0 = vmull_s8(vb01c0, va1c0);
413         const int16x8_t vprod2x01c0 = vmull_s8(vb01c0, va2c0);
414         const int16x8_t vprod3x01c0 = vmull_s8(vb01c0, va3c0);
415         vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c0);
416         vacc1x01 = vpadalq_s16(vacc1x01, vprod1x01c0);
417         vacc2x01 = vpadalq_s16(vacc2x01, vprod2x01c0);
418         vacc3x01 = vpadalq_s16(vacc3x01, vprod3x01c0);
419         const int16x8_t vprod0x23c0 = vmull_s8(vb23c0, va0c0);
420         const int16x8_t vprod1x23c0 = vmull_s8(vb23c0, va1c0);
421         const int16x8_t vprod2x23c0 = vmull_s8(vb23c0, va2c0);
422         const int16x8_t vprod3x23c0 = vmull_s8(vb23c0, va3c0);
423         vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c0);
424         vacc1x23 = vpadalq_s16(vacc1x23, vprod1x23c0);
425         vacc2x23 = vpadalq_s16(vacc2x23, vprod2x23c0);
426         vacc3x23 = vpadalq_s16(vacc3x23, vprod3x23c0);
427         const int16x8_t vprod0x45c0 = vmull_s8(vb45c0, va0c0);
428         const int16x8_t vprod1x45c0 = vmull_s8(vb45c0, va1c0);
429         const int16x8_t vprod2x45c0 = vmull_s8(vb45c0, va2c0);
430         const int16x8_t vprod3x45c0 = vmull_s8(vb45c0, va3c0);
431         vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c0);
432         vacc1x45 = vpadalq_s16(vacc1x45, vprod1x45c0);
433         vacc2x45 = vpadalq_s16(vacc2x45, vprod2x45c0);
434         vacc3x45 = vpadalq_s16(vacc3x45, vprod3x45c0);
435         const int16x8_t vprod0x67c0 = vmull_s8(vb67c0, va0c0);
436         const int16x8_t vprod1x67c0 = vmull_s8(vb67c0, va1c0);
437         const int16x8_t vprod2x67c0 = vmull_s8(vb67c0, va2c0);
438         const int16x8_t vprod3x67c0 = vmull_s8(vb67c0, va3c0);
439         vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c0);
440         vacc1x67 = vpadalq_s16(vacc1x67, vprod1x67c0);
441         vacc2x67 = vpadalq_s16(vacc2x67, vprod2x67c0);
442         vacc3x67 = vpadalq_s16(vacc3x67, vprod3x67c0);
443         const int16x8_t vprod0x89c0 = vmull_s8(vb89c0, va0c0);
444         const int16x8_t vprod1x89c0 = vmull_s8(vb89c0, va1c0);
445         const int16x8_t vprod2x89c0 = vmull_s8(vb89c0, va2c0);
446         const int16x8_t vprod3x89c0 = vmull_s8(vb89c0, va3c0);
447         vacc0x89 = vpadalq_s16(vacc0x89, vprod0x89c0);
448         vacc1x89 = vpadalq_s16(vacc1x89, vprod1x89c0);
449         vacc2x89 = vpadalq_s16(vacc2x89, vprod2x89c0);
450         vacc3x89 = vpadalq_s16(vacc3x89, vprod3x89c0);
451         const int16x8_t vprod0xABc0 = vmull_s8(vbABc0, va0c0);
452         const int16x8_t vprod1xABc0 = vmull_s8(vbABc0, va1c0);
453         const int16x8_t vprod2xABc0 = vmull_s8(vbABc0, va2c0);
454         const int16x8_t vprod3xABc0 = vmull_s8(vbABc0, va3c0);
455         vacc0xAB = vpadalq_s16(vacc0xAB, vprod0xABc0);
456         vacc1xAB = vpadalq_s16(vacc1xAB, vprod1xABc0);
457         vacc2xAB = vpadalq_s16(vacc2xAB, vprod2xABc0);
458         vacc3xAB = vpadalq_s16(vacc3xAB, vprod3xABc0);
459         const int16x8_t vprod0xCDc0 = vmull_s8(vbCDc0, va0c0);
460         const int16x8_t vprod1xCDc0 = vmull_s8(vbCDc0, va1c0);
461         const int16x8_t vprod2xCDc0 = vmull_s8(vbCDc0, va2c0);
462         const int16x8_t vprod3xCDc0 = vmull_s8(vbCDc0, va3c0);
463         vacc0xCD = vpadalq_s16(vacc0xCD, vprod0xCDc0);
464         vacc1xCD = vpadalq_s16(vacc1xCD, vprod1xCDc0);
465         vacc2xCD = vpadalq_s16(vacc2xCD, vprod2xCDc0);
466         vacc3xCD = vpadalq_s16(vacc3xCD, vprod3xCDc0);
467         const int16x8_t vprod0xEFc0 = vmull_s8(vbEFc0, va0c0);
468         const int16x8_t vprod1xEFc0 = vmull_s8(vbEFc0, va1c0);
469         const int16x8_t vprod2xEFc0 = vmull_s8(vbEFc0, va2c0);
470         const int16x8_t vprod3xEFc0 = vmull_s8(vbEFc0, va3c0);
471         vacc0xEF = vpadalq_s16(vacc0xEF, vprod0xEFc0);
472         vacc1xEF = vpadalq_s16(vacc1xEF, vprod1xEFc0);
473         vacc2xEF = vpadalq_s16(vacc2xEF, vprod2xEFc0);
474         vacc3xEF = vpadalq_s16(vacc3xEF, vprod3xEFc0);
475         const int8x8_t va0c1 = vreinterpret_s8_s32(va01);
476         const int8x8_t va1c1 = vreinterpret_s8_s32(va11);
477         const int8x8_t va2c1 = vreinterpret_s8_s32(va21);
478         const int8x8_t va3c1 = vreinterpret_s8_s32(va31);
479 
480         const int16x8_t vprod0x01c1 = vmull_s8(vb01c1, va0c1);
481         const int16x8_t vprod1x01c1 = vmull_s8(vb01c1, va1c1);
482         const int16x8_t vprod2x01c1 = vmull_s8(vb01c1, va2c1);
483         const int16x8_t vprod3x01c1 = vmull_s8(vb01c1, va3c1);
484         vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c1);
485         vacc1x01 = vpadalq_s16(vacc1x01, vprod1x01c1);
486         vacc2x01 = vpadalq_s16(vacc2x01, vprod2x01c1);
487         vacc3x01 = vpadalq_s16(vacc3x01, vprod3x01c1);
488         const int16x8_t vprod0x23c1 = vmull_s8(vb23c1, va0c1);
489         const int16x8_t vprod1x23c1 = vmull_s8(vb23c1, va1c1);
490         const int16x8_t vprod2x23c1 = vmull_s8(vb23c1, va2c1);
491         const int16x8_t vprod3x23c1 = vmull_s8(vb23c1, va3c1);
492         vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c1);
493         vacc1x23 = vpadalq_s16(vacc1x23, vprod1x23c1);
494         vacc2x23 = vpadalq_s16(vacc2x23, vprod2x23c1);
495         vacc3x23 = vpadalq_s16(vacc3x23, vprod3x23c1);
496         const int16x8_t vprod0x45c1 = vmull_s8(vb45c1, va0c1);
497         const int16x8_t vprod1x45c1 = vmull_s8(vb45c1, va1c1);
498         const int16x8_t vprod2x45c1 = vmull_s8(vb45c1, va2c1);
499         const int16x8_t vprod3x45c1 = vmull_s8(vb45c1, va3c1);
500         vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c1);
501         vacc1x45 = vpadalq_s16(vacc1x45, vprod1x45c1);
502         vacc2x45 = vpadalq_s16(vacc2x45, vprod2x45c1);
503         vacc3x45 = vpadalq_s16(vacc3x45, vprod3x45c1);
504         const int16x8_t vprod0x67c1 = vmull_s8(vb67c1, va0c1);
505         const int16x8_t vprod1x67c1 = vmull_s8(vb67c1, va1c1);
506         const int16x8_t vprod2x67c1 = vmull_s8(vb67c1, va2c1);
507         const int16x8_t vprod3x67c1 = vmull_s8(vb67c1, va3c1);
508         vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c1);
509         vacc1x67 = vpadalq_s16(vacc1x67, vprod1x67c1);
510         vacc2x67 = vpadalq_s16(vacc2x67, vprod2x67c1);
511         vacc3x67 = vpadalq_s16(vacc3x67, vprod3x67c1);
512         const int16x8_t vprod0x89c1 = vmull_s8(vb89c1, va0c1);
513         const int16x8_t vprod1x89c1 = vmull_s8(vb89c1, va1c1);
514         const int16x8_t vprod2x89c1 = vmull_s8(vb89c1, va2c1);
515         const int16x8_t vprod3x89c1 = vmull_s8(vb89c1, va3c1);
516         vacc0x89 = vpadalq_s16(vacc0x89, vprod0x89c1);
517         vacc1x89 = vpadalq_s16(vacc1x89, vprod1x89c1);
518         vacc2x89 = vpadalq_s16(vacc2x89, vprod2x89c1);
519         vacc3x89 = vpadalq_s16(vacc3x89, vprod3x89c1);
520         const int16x8_t vprod0xABc1 = vmull_s8(vbABc1, va0c1);
521         const int16x8_t vprod1xABc1 = vmull_s8(vbABc1, va1c1);
522         const int16x8_t vprod2xABc1 = vmull_s8(vbABc1, va2c1);
523         const int16x8_t vprod3xABc1 = vmull_s8(vbABc1, va3c1);
524         vacc0xAB = vpadalq_s16(vacc0xAB, vprod0xABc1);
525         vacc1xAB = vpadalq_s16(vacc1xAB, vprod1xABc1);
526         vacc2xAB = vpadalq_s16(vacc2xAB, vprod2xABc1);
527         vacc3xAB = vpadalq_s16(vacc3xAB, vprod3xABc1);
528         const int16x8_t vprod0xCDc1 = vmull_s8(vbCDc1, va0c1);
529         const int16x8_t vprod1xCDc1 = vmull_s8(vbCDc1, va1c1);
530         const int16x8_t vprod2xCDc1 = vmull_s8(vbCDc1, va2c1);
531         const int16x8_t vprod3xCDc1 = vmull_s8(vbCDc1, va3c1);
532         vacc0xCD = vpadalq_s16(vacc0xCD, vprod0xCDc1);
533         vacc1xCD = vpadalq_s16(vacc1xCD, vprod1xCDc1);
534         vacc2xCD = vpadalq_s16(vacc2xCD, vprod2xCDc1);
535         vacc3xCD = vpadalq_s16(vacc3xCD, vprod3xCDc1);
536         const int16x8_t vprod0xEFc1 = vmull_s8(vbEFc1, va0c1);
537         const int16x8_t vprod1xEFc1 = vmull_s8(vbEFc1, va1c1);
538         const int16x8_t vprod2xEFc1 = vmull_s8(vbEFc1, va2c1);
539         const int16x8_t vprod3xEFc1 = vmull_s8(vbEFc1, va3c1);
540         vacc0xEF = vpadalq_s16(vacc0xEF, vprod0xEFc1);
541         vacc1xEF = vpadalq_s16(vacc1xEF, vprod1xEFc1);
542         vacc2xEF = vpadalq_s16(vacc2xEF, vprod2xEFc1);
543         vacc3xEF = vpadalq_s16(vacc3xEF, vprod3xEFc1);
544 
545         k -= 8 * sizeof(int8_t);
546       }
547 
548       if XNN_UNLIKELY(k != 0) {
549         const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
550         const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
551         const int8x8_t va2 = vld1_s8(a2); a2 = (const int8_t*) ((uintptr_t) a2 + k);
552         const int8x8_t va3 = vld1_s8(a3); a3 = (const int8_t*) ((uintptr_t) a3 + k);
553 
554         const int8x8_t vb01c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
555         const int8x8_t vb23c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
556         const int8x8_t vb45c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
557         const int8x8_t vb67c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
558         const int8x8_t vb89c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
559         const int8x8_t vbABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
560         const int8x8_t vbCDc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
561         const int8x8_t vbEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
562 
563         const int8x8_t va0c0 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va0), 0));
564         const int16x8_t vprod0x01c0 = vmull_s8(vb01c0, va0c0);
565         vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c0);
566         const int16x8_t vprod0x23c0 = vmull_s8(vb23c0, va0c0);
567         vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c0);
568         const int16x8_t vprod0x45c0 = vmull_s8(vb45c0, va0c0);
569         vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c0);
570         const int16x8_t vprod0x67c0 = vmull_s8(vb67c0, va0c0);
571         vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c0);
572         const int16x8_t vprod0x89c0 = vmull_s8(vb89c0, va0c0);
573         vacc0x89 = vpadalq_s16(vacc0x89, vprod0x89c0);
574         const int16x8_t vprod0xABc0 = vmull_s8(vbABc0, va0c0);
575         vacc0xAB = vpadalq_s16(vacc0xAB, vprod0xABc0);
576         const int16x8_t vprod0xCDc0 = vmull_s8(vbCDc0, va0c0);
577         vacc0xCD = vpadalq_s16(vacc0xCD, vprod0xCDc0);
578         const int16x8_t vprod0xEFc0 = vmull_s8(vbEFc0, va0c0);
579         vacc0xEF = vpadalq_s16(vacc0xEF, vprod0xEFc0);
580         const int8x8_t va1c0 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va1), 0));
581         const int16x8_t vprod1x01c0 = vmull_s8(vb01c0, va1c0);
582         vacc1x01 = vpadalq_s16(vacc1x01, vprod1x01c0);
583         const int16x8_t vprod1x23c0 = vmull_s8(vb23c0, va1c0);
584         vacc1x23 = vpadalq_s16(vacc1x23, vprod1x23c0);
585         const int16x8_t vprod1x45c0 = vmull_s8(vb45c0, va1c0);
586         vacc1x45 = vpadalq_s16(vacc1x45, vprod1x45c0);
587         const int16x8_t vprod1x67c0 = vmull_s8(vb67c0, va1c0);
588         vacc1x67 = vpadalq_s16(vacc1x67, vprod1x67c0);
589         const int16x8_t vprod1x89c0 = vmull_s8(vb89c0, va1c0);
590         vacc1x89 = vpadalq_s16(vacc1x89, vprod1x89c0);
591         const int16x8_t vprod1xABc0 = vmull_s8(vbABc0, va1c0);
592         vacc1xAB = vpadalq_s16(vacc1xAB, vprod1xABc0);
593         const int16x8_t vprod1xCDc0 = vmull_s8(vbCDc0, va1c0);
594         vacc1xCD = vpadalq_s16(vacc1xCD, vprod1xCDc0);
595         const int16x8_t vprod1xEFc0 = vmull_s8(vbEFc0, va1c0);
596         vacc1xEF = vpadalq_s16(vacc1xEF, vprod1xEFc0);
597         const int8x8_t va2c0 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va2), 0));
598         const int16x8_t vprod2x01c0 = vmull_s8(vb01c0, va2c0);
599         vacc2x01 = vpadalq_s16(vacc2x01, vprod2x01c0);
600         const int16x8_t vprod2x23c0 = vmull_s8(vb23c0, va2c0);
601         vacc2x23 = vpadalq_s16(vacc2x23, vprod2x23c0);
602         const int16x8_t vprod2x45c0 = vmull_s8(vb45c0, va2c0);
603         vacc2x45 = vpadalq_s16(vacc2x45, vprod2x45c0);
604         const int16x8_t vprod2x67c0 = vmull_s8(vb67c0, va2c0);
605         vacc2x67 = vpadalq_s16(vacc2x67, vprod2x67c0);
606         const int16x8_t vprod2x89c0 = vmull_s8(vb89c0, va2c0);
607         vacc2x89 = vpadalq_s16(vacc2x89, vprod2x89c0);
608         const int16x8_t vprod2xABc0 = vmull_s8(vbABc0, va2c0);
609         vacc2xAB = vpadalq_s16(vacc2xAB, vprod2xABc0);
610         const int16x8_t vprod2xCDc0 = vmull_s8(vbCDc0, va2c0);
611         vacc2xCD = vpadalq_s16(vacc2xCD, vprod2xCDc0);
612         const int16x8_t vprod2xEFc0 = vmull_s8(vbEFc0, va2c0);
613         vacc2xEF = vpadalq_s16(vacc2xEF, vprod2xEFc0);
614         const int8x8_t va3c0 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va3), 0));
615         const int16x8_t vprod3x01c0 = vmull_s8(vb01c0, va3c0);
616         vacc3x01 = vpadalq_s16(vacc3x01, vprod3x01c0);
617         const int16x8_t vprod3x23c0 = vmull_s8(vb23c0, va3c0);
618         vacc3x23 = vpadalq_s16(vacc3x23, vprod3x23c0);
619         const int16x8_t vprod3x45c0 = vmull_s8(vb45c0, va3c0);
620         vacc3x45 = vpadalq_s16(vacc3x45, vprod3x45c0);
621         const int16x8_t vprod3x67c0 = vmull_s8(vb67c0, va3c0);
622         vacc3x67 = vpadalq_s16(vacc3x67, vprod3x67c0);
623         const int16x8_t vprod3x89c0 = vmull_s8(vb89c0, va3c0);
624         vacc3x89 = vpadalq_s16(vacc3x89, vprod3x89c0);
625         const int16x8_t vprod3xABc0 = vmull_s8(vbABc0, va3c0);
626         vacc3xAB = vpadalq_s16(vacc3xAB, vprod3xABc0);
627         const int16x8_t vprod3xCDc0 = vmull_s8(vbCDc0, va3c0);
628         vacc3xCD = vpadalq_s16(vacc3xCD, vprod3xCDc0);
629         const int16x8_t vprod3xEFc0 = vmull_s8(vbEFc0, va3c0);
630         vacc3xEF = vpadalq_s16(vacc3xEF, vprod3xEFc0);
631       }
632       p -= 4 * sizeof(void*);
633     } while (p != 0);
634 
635 #if XNN_ARCH_ARM64
636     int32x4_t vacc0x0123 = vpaddq_s32(vacc0x01, vacc0x23);
637     int32x4_t vacc0x4567 = vpaddq_s32(vacc0x45, vacc0x67);
638     int32x4_t vacc0x89AB = vpaddq_s32(vacc0x89, vacc0xAB);
639     int32x4_t vacc0xCDEF = vpaddq_s32(vacc0xCD, vacc0xEF);
640     int32x4_t vacc1x0123 = vpaddq_s32(vacc1x01, vacc1x23);
641     int32x4_t vacc1x4567 = vpaddq_s32(vacc1x45, vacc1x67);
642     int32x4_t vacc1x89AB = vpaddq_s32(vacc1x89, vacc1xAB);
643     int32x4_t vacc1xCDEF = vpaddq_s32(vacc1xCD, vacc1xEF);
644     int32x4_t vacc2x0123 = vpaddq_s32(vacc2x01, vacc2x23);
645     int32x4_t vacc2x4567 = vpaddq_s32(vacc2x45, vacc2x67);
646     int32x4_t vacc2x89AB = vpaddq_s32(vacc2x89, vacc2xAB);
647     int32x4_t vacc2xCDEF = vpaddq_s32(vacc2xCD, vacc2xEF);
648     int32x4_t vacc3x0123 = vpaddq_s32(vacc3x01, vacc3x23);
649     int32x4_t vacc3x4567 = vpaddq_s32(vacc3x45, vacc3x67);
650     int32x4_t vacc3x89AB = vpaddq_s32(vacc3x89, vacc3xAB);
651     int32x4_t vacc3xCDEF = vpaddq_s32(vacc3xCD, vacc3xEF);
652 #else
653     const int32x2_t vsum0x01 = vpadd_s32(vget_low_s32(vacc0x01), vget_high_s32(vacc0x01));
654     const int32x2_t vsum0x23 = vpadd_s32(vget_low_s32(vacc0x23), vget_high_s32(vacc0x23));
655     int32x4_t vacc0x0123 = vcombine_s32(vsum0x01, vsum0x23);
656     const int32x2_t vsum0x45 = vpadd_s32(vget_low_s32(vacc0x45), vget_high_s32(vacc0x45));
657     const int32x2_t vsum0x67 = vpadd_s32(vget_low_s32(vacc0x67), vget_high_s32(vacc0x67));
658     int32x4_t vacc0x4567 = vcombine_s32(vsum0x45, vsum0x67);
659     const int32x2_t vsum0x89 = vpadd_s32(vget_low_s32(vacc0x89), vget_high_s32(vacc0x89));
660     const int32x2_t vsum0xAB = vpadd_s32(vget_low_s32(vacc0xAB), vget_high_s32(vacc0xAB));
661     int32x4_t vacc0x89AB = vcombine_s32(vsum0x89, vsum0xAB);
662     const int32x2_t vsum0xCD = vpadd_s32(vget_low_s32(vacc0xCD), vget_high_s32(vacc0xCD));
663     const int32x2_t vsum0xEF = vpadd_s32(vget_low_s32(vacc0xEF), vget_high_s32(vacc0xEF));
664     int32x4_t vacc0xCDEF = vcombine_s32(vsum0xCD, vsum0xEF);
665     const int32x2_t vsum1x01 = vpadd_s32(vget_low_s32(vacc1x01), vget_high_s32(vacc1x01));
666     const int32x2_t vsum1x23 = vpadd_s32(vget_low_s32(vacc1x23), vget_high_s32(vacc1x23));
667     int32x4_t vacc1x0123 = vcombine_s32(vsum1x01, vsum1x23);
668     const int32x2_t vsum1x45 = vpadd_s32(vget_low_s32(vacc1x45), vget_high_s32(vacc1x45));
669     const int32x2_t vsum1x67 = vpadd_s32(vget_low_s32(vacc1x67), vget_high_s32(vacc1x67));
670     int32x4_t vacc1x4567 = vcombine_s32(vsum1x45, vsum1x67);
671     const int32x2_t vsum1x89 = vpadd_s32(vget_low_s32(vacc1x89), vget_high_s32(vacc1x89));
672     const int32x2_t vsum1xAB = vpadd_s32(vget_low_s32(vacc1xAB), vget_high_s32(vacc1xAB));
673     int32x4_t vacc1x89AB = vcombine_s32(vsum1x89, vsum1xAB);
674     const int32x2_t vsum1xCD = vpadd_s32(vget_low_s32(vacc1xCD), vget_high_s32(vacc1xCD));
675     const int32x2_t vsum1xEF = vpadd_s32(vget_low_s32(vacc1xEF), vget_high_s32(vacc1xEF));
676     int32x4_t vacc1xCDEF = vcombine_s32(vsum1xCD, vsum1xEF);
677     const int32x2_t vsum2x01 = vpadd_s32(vget_low_s32(vacc2x01), vget_high_s32(vacc2x01));
678     const int32x2_t vsum2x23 = vpadd_s32(vget_low_s32(vacc2x23), vget_high_s32(vacc2x23));
679     int32x4_t vacc2x0123 = vcombine_s32(vsum2x01, vsum2x23);
680     const int32x2_t vsum2x45 = vpadd_s32(vget_low_s32(vacc2x45), vget_high_s32(vacc2x45));
681     const int32x2_t vsum2x67 = vpadd_s32(vget_low_s32(vacc2x67), vget_high_s32(vacc2x67));
682     int32x4_t vacc2x4567 = vcombine_s32(vsum2x45, vsum2x67);
683     const int32x2_t vsum2x89 = vpadd_s32(vget_low_s32(vacc2x89), vget_high_s32(vacc2x89));
684     const int32x2_t vsum2xAB = vpadd_s32(vget_low_s32(vacc2xAB), vget_high_s32(vacc2xAB));
685     int32x4_t vacc2x89AB = vcombine_s32(vsum2x89, vsum2xAB);
686     const int32x2_t vsum2xCD = vpadd_s32(vget_low_s32(vacc2xCD), vget_high_s32(vacc2xCD));
687     const int32x2_t vsum2xEF = vpadd_s32(vget_low_s32(vacc2xEF), vget_high_s32(vacc2xEF));
688     int32x4_t vacc2xCDEF = vcombine_s32(vsum2xCD, vsum2xEF);
689     const int32x2_t vsum3x01 = vpadd_s32(vget_low_s32(vacc3x01), vget_high_s32(vacc3x01));
690     const int32x2_t vsum3x23 = vpadd_s32(vget_low_s32(vacc3x23), vget_high_s32(vacc3x23));
691     int32x4_t vacc3x0123 = vcombine_s32(vsum3x01, vsum3x23);
692     const int32x2_t vsum3x45 = vpadd_s32(vget_low_s32(vacc3x45), vget_high_s32(vacc3x45));
693     const int32x2_t vsum3x67 = vpadd_s32(vget_low_s32(vacc3x67), vget_high_s32(vacc3x67));
694     int32x4_t vacc3x4567 = vcombine_s32(vsum3x45, vsum3x67);
695     const int32x2_t vsum3x89 = vpadd_s32(vget_low_s32(vacc3x89), vget_high_s32(vacc3x89));
696     const int32x2_t vsum3xAB = vpadd_s32(vget_low_s32(vacc3xAB), vget_high_s32(vacc3xAB));
697     int32x4_t vacc3x89AB = vcombine_s32(vsum3x89, vsum3xAB);
698     const int32x2_t vsum3xCD = vpadd_s32(vget_low_s32(vacc3xCD), vget_high_s32(vacc3xCD));
699     const int32x2_t vsum3xEF = vpadd_s32(vget_low_s32(vacc3xEF), vget_high_s32(vacc3xEF));
700     int32x4_t vacc3xCDEF = vcombine_s32(vsum3xCD, vsum3xEF);
701 #endif
702 
703     const int32x4_t vright_pre_shift = vld1q_dup_s32(&params->rndnu_neon.right_pre_shift);
704     const int32x4_t vmultiplier = vld1q_dup_s32(&params->rndnu_neon.multiplier);
705     const int32x4_t vright_post_shift = vld1q_dup_s32(&params->rndnu_neon.right_post_shift);
706 
707     vacc0x0123 = vqshlq_s32(vacc0x0123, vright_pre_shift);
708     vacc0x4567 = vqshlq_s32(vacc0x4567, vright_pre_shift);
709     vacc0x89AB = vqshlq_s32(vacc0x89AB, vright_pre_shift);
710     vacc0xCDEF = vqshlq_s32(vacc0xCDEF, vright_pre_shift);
711     vacc1x0123 = vqshlq_s32(vacc1x0123, vright_pre_shift);
712     vacc1x4567 = vqshlq_s32(vacc1x4567, vright_pre_shift);
713     vacc1x89AB = vqshlq_s32(vacc1x89AB, vright_pre_shift);
714     vacc1xCDEF = vqshlq_s32(vacc1xCDEF, vright_pre_shift);
715     vacc2x0123 = vqshlq_s32(vacc2x0123, vright_pre_shift);
716     vacc2x4567 = vqshlq_s32(vacc2x4567, vright_pre_shift);
717     vacc2x89AB = vqshlq_s32(vacc2x89AB, vright_pre_shift);
718     vacc2xCDEF = vqshlq_s32(vacc2xCDEF, vright_pre_shift);
719     vacc3x0123 = vqshlq_s32(vacc3x0123, vright_pre_shift);
720     vacc3x4567 = vqshlq_s32(vacc3x4567, vright_pre_shift);
721     vacc3x89AB = vqshlq_s32(vacc3x89AB, vright_pre_shift);
722     vacc3xCDEF = vqshlq_s32(vacc3xCDEF, vright_pre_shift);
723 
724     vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
725     vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
726     vacc0x89AB = vqdmulhq_s32(vacc0x89AB, vmultiplier);
727     vacc0xCDEF = vqdmulhq_s32(vacc0xCDEF, vmultiplier);
728     vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
729     vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
730     vacc1x89AB = vqdmulhq_s32(vacc1x89AB, vmultiplier);
731     vacc1xCDEF = vqdmulhq_s32(vacc1xCDEF, vmultiplier);
732     vacc2x0123 = vqdmulhq_s32(vacc2x0123, vmultiplier);
733     vacc2x4567 = vqdmulhq_s32(vacc2x4567, vmultiplier);
734     vacc2x89AB = vqdmulhq_s32(vacc2x89AB, vmultiplier);
735     vacc2xCDEF = vqdmulhq_s32(vacc2xCDEF, vmultiplier);
736     vacc3x0123 = vqdmulhq_s32(vacc3x0123, vmultiplier);
737     vacc3x4567 = vqdmulhq_s32(vacc3x4567, vmultiplier);
738     vacc3x89AB = vqdmulhq_s32(vacc3x89AB, vmultiplier);
739     vacc3xCDEF = vqdmulhq_s32(vacc3xCDEF, vmultiplier);
740 
741     vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
742     vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
743     vacc0x89AB = vrshlq_s32(vacc0x89AB, vright_post_shift);
744     vacc0xCDEF = vrshlq_s32(vacc0xCDEF, vright_post_shift);
745     vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
746     vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
747     vacc1x89AB = vrshlq_s32(vacc1x89AB, vright_post_shift);
748     vacc1xCDEF = vrshlq_s32(vacc1xCDEF, vright_post_shift);
749     vacc2x0123 = vrshlq_s32(vacc2x0123, vright_post_shift);
750     vacc2x4567 = vrshlq_s32(vacc2x4567, vright_post_shift);
751     vacc2x89AB = vrshlq_s32(vacc2x89AB, vright_post_shift);
752     vacc2xCDEF = vrshlq_s32(vacc2xCDEF, vright_post_shift);
753     vacc3x0123 = vrshlq_s32(vacc3x0123, vright_post_shift);
754     vacc3x4567 = vrshlq_s32(vacc3x4567, vright_post_shift);
755     vacc3x89AB = vrshlq_s32(vacc3x89AB, vright_post_shift);
756     vacc3xCDEF = vrshlq_s32(vacc3xCDEF, vright_post_shift);
757 
758     const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->rndnu_neon.output_zero_point);
759 #if XNN_ARCH_ARM64
760     int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567);
761     int16x8_t vacc0x89ABCDEF = vqmovn_high_s32(vqmovn_s32(vacc0x89AB), vacc0xCDEF);
762     int16x8_t vacc1x01234567 = vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567);
763     int16x8_t vacc1x89ABCDEF = vqmovn_high_s32(vqmovn_s32(vacc1x89AB), vacc1xCDEF);
764     int16x8_t vacc2x01234567 = vqmovn_high_s32(vqmovn_s32(vacc2x0123), vacc2x4567);
765     int16x8_t vacc2x89ABCDEF = vqmovn_high_s32(vqmovn_s32(vacc2x89AB), vacc2xCDEF);
766     int16x8_t vacc3x01234567 = vqmovn_high_s32(vqmovn_s32(vacc3x0123), vacc3x4567);
767     int16x8_t vacc3x89ABCDEF = vqmovn_high_s32(vqmovn_s32(vacc3x89AB), vacc3xCDEF);
768 
769     vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point);
770     vacc0x89ABCDEF = vqaddq_s16(vacc0x89ABCDEF, voutput_zero_point);
771     vacc1x01234567 = vqaddq_s16(vacc1x01234567, voutput_zero_point);
772     vacc1x89ABCDEF = vqaddq_s16(vacc1x89ABCDEF, voutput_zero_point);
773     vacc2x01234567 = vqaddq_s16(vacc2x01234567, voutput_zero_point);
774     vacc2x89ABCDEF = vqaddq_s16(vacc2x89ABCDEF, voutput_zero_point);
775     vacc3x01234567 = vqaddq_s16(vacc3x01234567, voutput_zero_point);
776     vacc3x89ABCDEF = vqaddq_s16(vacc3x89ABCDEF, voutput_zero_point);
777 
778     int8x16_t vout0x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc0x89ABCDEF);
779     int8x16_t vout1x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc1x01234567), vacc1x89ABCDEF);
780     int8x16_t vout2x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc2x01234567), vacc2x89ABCDEF);
781     int8x16_t vout3x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc3x01234567), vacc3x89ABCDEF);
782 #else
783     int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567));
784     int16x8_t vacc0x89ABCDEF = vcombine_s16(vqmovn_s32(vacc0x89AB), vqmovn_s32(vacc0xCDEF));
785     int16x8_t vacc1x01234567 = vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567));
786     int16x8_t vacc1x89ABCDEF = vcombine_s16(vqmovn_s32(vacc1x89AB), vqmovn_s32(vacc1xCDEF));
787     int16x8_t vacc2x01234567 = vcombine_s16(vqmovn_s32(vacc2x0123), vqmovn_s32(vacc2x4567));
788     int16x8_t vacc2x89ABCDEF = vcombine_s16(vqmovn_s32(vacc2x89AB), vqmovn_s32(vacc2xCDEF));
789     int16x8_t vacc3x01234567 = vcombine_s16(vqmovn_s32(vacc3x0123), vqmovn_s32(vacc3x4567));
790     int16x8_t vacc3x89ABCDEF = vcombine_s16(vqmovn_s32(vacc3x89AB), vqmovn_s32(vacc3xCDEF));
791 
792     vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point);
793     vacc0x89ABCDEF = vqaddq_s16(vacc0x89ABCDEF, voutput_zero_point);
794     vacc1x01234567 = vqaddq_s16(vacc1x01234567, voutput_zero_point);
795     vacc1x89ABCDEF = vqaddq_s16(vacc1x89ABCDEF, voutput_zero_point);
796     vacc2x01234567 = vqaddq_s16(vacc2x01234567, voutput_zero_point);
797     vacc2x89ABCDEF = vqaddq_s16(vacc2x89ABCDEF, voutput_zero_point);
798     vacc3x01234567 = vqaddq_s16(vacc3x01234567, voutput_zero_point);
799     vacc3x89ABCDEF = vqaddq_s16(vacc3x89ABCDEF, voutput_zero_point);
800 
801     int8x16_t vout0x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc0x89ABCDEF));
802     int8x16_t vout1x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc1x01234567), vqmovn_s16(vacc1x89ABCDEF));
803     int8x16_t vout2x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc2x01234567), vqmovn_s16(vacc2x89ABCDEF));
804     int8x16_t vout3x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc3x01234567), vqmovn_s16(vacc3x89ABCDEF));
805 #endif
806 
807     const int8x16_t voutput_min = vld1q_dup_s8(&params->rndnu_neon.output_min);
808     vout0x0123456789ABCDEF = vmaxq_s8(vout0x0123456789ABCDEF, voutput_min);
809     vout1x0123456789ABCDEF = vmaxq_s8(vout1x0123456789ABCDEF, voutput_min);
810     vout2x0123456789ABCDEF = vmaxq_s8(vout2x0123456789ABCDEF, voutput_min);
811     vout3x0123456789ABCDEF = vmaxq_s8(vout3x0123456789ABCDEF, voutput_min);
812 
813     const int8x16_t voutput_max = vld1q_dup_s8(&params->rndnu_neon.output_max);
814     vout0x0123456789ABCDEF = vminq_s8(vout0x0123456789ABCDEF, voutput_max);
815     vout1x0123456789ABCDEF = vminq_s8(vout1x0123456789ABCDEF, voutput_max);
816     vout2x0123456789ABCDEF = vminq_s8(vout2x0123456789ABCDEF, voutput_max);
817     vout3x0123456789ABCDEF = vminq_s8(vout3x0123456789ABCDEF, voutput_max);
818 
819     if (nc >= 16) {
820       vst1q_s8(c3 + 0, vout3x0123456789ABCDEF);
821       vst1q_s8(c2 + 0, vout2x0123456789ABCDEF);
822       vst1q_s8(c1 + 0, vout1x0123456789ABCDEF);
823       vst1q_s8(c0 + 0, vout0x0123456789ABCDEF);
824 
825       c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
826       c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
827       c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
828       c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
829 
830       a = (const int8_t**restrict) ((uintptr_t) a - ks);
831 
832       nc -= 16;
833     } else {
834       int8x16_t vout2x01234567_3x01234567 = vcombine_s8(vget_low_s8(vout2x0123456789ABCDEF), vget_low_s8(vout3x0123456789ABCDEF));
835       int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vget_low_s8(vout0x0123456789ABCDEF), vget_low_s8(vout1x0123456789ABCDEF));
836       if (nc & 8) {
837         vst1_s8(c3, vget_high_s8(vout2x01234567_3x01234567)); c3 += 8;
838         vst1_s8(c2, vget_low_s8(vout2x01234567_3x01234567)); c2 += 8;
839         vst1_s8(c1, vget_high_s8(vout0x01234567_1x01234567)); c1 += 8;
840         vst1_s8(c0, vget_low_s8(vout0x01234567_1x01234567)); c0 += 8;
841         vout2x01234567_3x01234567 = vcombine_s8(vget_high_s8(vout2x0123456789ABCDEF), vget_high_s8(vout3x0123456789ABCDEF));
842         vout0x01234567_1x01234567 = vcombine_s8(vget_high_s8(vout0x0123456789ABCDEF), vget_high_s8(vout1x0123456789ABCDEF));
843       }
844       if (nc & 4) {
845         vst1q_lane_u32((void*) c3, vreinterpretq_u32_s8(vout2x01234567_3x01234567), 2); c3 += 4;
846         vst1q_lane_u32((void*) c2, vreinterpretq_u32_s8(vout2x01234567_3x01234567), 0); c2 += 4;
847         vst1q_lane_u32((void*) c1, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
848         vst1q_lane_u32((void*) c0, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
849         vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 4);
850         vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
851       }
852       if (nc & 2) {
853         vst1q_lane_u16((void*) c3, vreinterpretq_u16_s8(vout2x01234567_3x01234567), 4); c3 += 2;
854         vst1q_lane_u16((void*) c2, vreinterpretq_u16_s8(vout2x01234567_3x01234567), 0); c2 += 2;
855         vst1q_lane_u16((void*) c1, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
856         vst1q_lane_u16((void*) c0, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
857         vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 2);
858         vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
859       }
860       if (nc & 1) {
861         vst1q_lane_s8(c3, vout2x01234567_3x01234567, 8);
862         vst1q_lane_s8(c2, vout2x01234567_3x01234567, 0);
863         vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
864         vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
865       }
866 
867       nc = 0;
868     }
869   } while (nc != 0);
870 }
871