xref: /aosp_15_r20/external/XNNPACK/src/qs8-igemm/gen/3x16c4-minmax-rndnu-neon-mlal-dup.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_3x16c4__neon_mlal_dup(size_t mr,size_t nc,size_t kc,size_t ks,const int8_t ** restrict a,const void * restrict w,int8_t * restrict c,size_t cm_stride,size_t cn_stride,size_t a_offset,const int8_t * zero,const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS (1)])18 void xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_dup(
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 <= 3);
34   assert(nc != 0);
35   assert(kc != 0);
36   assert(ks != 0);
37   assert(ks % (3 * 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 
54   do {
55     int32x4_t vacc0x01 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t));
56     int32x4_t vacc0x23 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t));
57     int32x4_t vacc0x45 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t));
58     int32x4_t vacc0x67 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t));
59     int32x4_t vacc0x89 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t));
60     int32x4_t vacc0xAB = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t));
61     int32x4_t vacc0xCD = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t));
62     int32x4_t vacc0xEF = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t));
63     int32x4_t vacc1x01 = vacc0x01;
64     int32x4_t vacc1x23 = vacc0x23;
65     int32x4_t vacc1x45 = vacc0x45;
66     int32x4_t vacc1x67 = vacc0x67;
67     int32x4_t vacc1x89 = vacc0x89;
68     int32x4_t vacc1xAB = vacc0xAB;
69     int32x4_t vacc1xCD = vacc0xCD;
70     int32x4_t vacc1xEF = vacc0xEF;
71     int32x4_t vacc2x01 = vacc0x01;
72     int32x4_t vacc2x23 = vacc0x23;
73     int32x4_t vacc2x45 = vacc0x45;
74     int32x4_t vacc2x67 = vacc0x67;
75     int32x4_t vacc2x89 = vacc0x89;
76     int32x4_t vacc2xAB = vacc0xAB;
77     int32x4_t vacc2xCD = vacc0xCD;
78     int32x4_t vacc2xEF = vacc0xEF;
79 
80     size_t p = ks;
81     do {
82       const int8_t* restrict a0 = a[0];
83       if XNN_UNPREDICTABLE(a0 != zero) {
84         a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
85       }
86       const int8_t* restrict a1 = a[1];
87       if XNN_UNPREDICTABLE(a1 != zero) {
88         a1 = (const int8_t*) ((uintptr_t) a1 + a_offset);
89       }
90       const int8_t* restrict a2 = a[2];
91       if XNN_UNPREDICTABLE(a2 != zero) {
92         a2 = (const int8_t*) ((uintptr_t) a2 + a_offset);
93       }
94       a += 3;
95 
96       size_t k = kc;
97 
98       while (k >= 16 * sizeof(int8_t)) {
99         const int8x8_t va0x0 = vld1_s8(a0); a0 += 8;
100         const int8x8_t va0x1 = vld1_s8(a0); a0 += 8;
101         const int8x8_t va1x0 = vld1_s8(a1); a1 += 8;
102         const int8x8_t va1x1 = vld1_s8(a1); a1 += 8;
103         const int8x8_t va2x0 = vld1_s8(a2); a2 += 8;
104         const int8x8_t va2x1 = vld1_s8(a2); a2 += 8;
105 
106         const int8x8_t vb01c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
107         const int8x8_t vb23c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
108         const int8x8_t vb45c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
109         const int8x8_t vb67c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
110         const int8x8_t vb89c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
111         const int8x8_t vbABc0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
112         const int8x8_t vbCDc0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
113         const int8x8_t vbEFc0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
114         const int8x8_t vb01c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
115         const int8x8_t vb23c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
116         const int8x8_t vb45c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
117         const int8x8_t vb67c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
118         const int8x8_t vb89c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
119         const int8x8_t vbABc1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
120         const int8x8_t vbCDc1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
121         const int8x8_t vbEFc1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
122 
123         const int8x8_t va0c0x0 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va0x0), 0));
124         const int8x8_t va0c0x1 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va0x1), 0));
125         const int8x8_t va1c0x0 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va1x0), 0));
126         const int8x8_t va1c0x1 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va1x1), 0));
127         const int8x8_t va2c0x0 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va2x0), 0));
128         const int8x8_t va2c0x1 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va2x1), 0));
129 
130         int16x8_t vprod0x01c0 = vmull_s8(vb01c0x0, va0c0x0);
131         int16x8_t vprod1x01c0 = vmull_s8(vb01c0x0, va1c0x0);
132         int16x8_t vprod2x01c0 = vmull_s8(vb01c0x0, va2c0x0);
133         const int8x8_t vb01c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
134         vprod0x01c0 = vmlal_s8(vprod0x01c0, vb01c0x1, va0c0x1);
135         vprod1x01c0 = vmlal_s8(vprod1x01c0, vb01c0x1, va1c0x1);
136         vprod2x01c0 = vmlal_s8(vprod2x01c0, vb01c0x1, va2c0x1);
137         vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c0);
138         vacc1x01 = vpadalq_s16(vacc1x01, vprod1x01c0);
139         vacc2x01 = vpadalq_s16(vacc2x01, vprod2x01c0);
140         int16x8_t vprod0x23c0 = vmull_s8(vb23c0x0, va0c0x0);
141         int16x8_t vprod1x23c0 = vmull_s8(vb23c0x0, va1c0x0);
142         int16x8_t vprod2x23c0 = vmull_s8(vb23c0x0, va2c0x0);
143         const int8x8_t vb23c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
144         vprod0x23c0 = vmlal_s8(vprod0x23c0, vb23c0x1, va0c0x1);
145         vprod1x23c0 = vmlal_s8(vprod1x23c0, vb23c0x1, va1c0x1);
146         vprod2x23c0 = vmlal_s8(vprod2x23c0, vb23c0x1, va2c0x1);
147         vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c0);
148         vacc1x23 = vpadalq_s16(vacc1x23, vprod1x23c0);
149         vacc2x23 = vpadalq_s16(vacc2x23, vprod2x23c0);
150         int16x8_t vprod0x45c0 = vmull_s8(vb45c0x0, va0c0x0);
151         int16x8_t vprod1x45c0 = vmull_s8(vb45c0x0, va1c0x0);
152         int16x8_t vprod2x45c0 = vmull_s8(vb45c0x0, va2c0x0);
153         const int8x8_t vb45c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
154         vprod0x45c0 = vmlal_s8(vprod0x45c0, vb45c0x1, va0c0x1);
155         vprod1x45c0 = vmlal_s8(vprod1x45c0, vb45c0x1, va1c0x1);
156         vprod2x45c0 = vmlal_s8(vprod2x45c0, vb45c0x1, va2c0x1);
157         vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c0);
158         vacc1x45 = vpadalq_s16(vacc1x45, vprod1x45c0);
159         vacc2x45 = vpadalq_s16(vacc2x45, vprod2x45c0);
160         int16x8_t vprod0x67c0 = vmull_s8(vb67c0x0, va0c0x0);
161         int16x8_t vprod1x67c0 = vmull_s8(vb67c0x0, va1c0x0);
162         int16x8_t vprod2x67c0 = vmull_s8(vb67c0x0, va2c0x0);
163         const int8x8_t vb67c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
164         vprod0x67c0 = vmlal_s8(vprod0x67c0, vb67c0x1, va0c0x1);
165         vprod1x67c0 = vmlal_s8(vprod1x67c0, vb67c0x1, va1c0x1);
166         vprod2x67c0 = vmlal_s8(vprod2x67c0, vb67c0x1, va2c0x1);
167         vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c0);
168         vacc1x67 = vpadalq_s16(vacc1x67, vprod1x67c0);
169         vacc2x67 = vpadalq_s16(vacc2x67, vprod2x67c0);
170         int16x8_t vprod0x89c0 = vmull_s8(vb89c0x0, va0c0x0);
171         int16x8_t vprod1x89c0 = vmull_s8(vb89c0x0, va1c0x0);
172         int16x8_t vprod2x89c0 = vmull_s8(vb89c0x0, va2c0x0);
173         const int8x8_t vb89c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
174         vprod0x89c0 = vmlal_s8(vprod0x89c0, vb89c0x1, va0c0x1);
175         vprod1x89c0 = vmlal_s8(vprod1x89c0, vb89c0x1, va1c0x1);
176         vprod2x89c0 = vmlal_s8(vprod2x89c0, vb89c0x1, va2c0x1);
177         vacc0x89 = vpadalq_s16(vacc0x89, vprod0x89c0);
178         vacc1x89 = vpadalq_s16(vacc1x89, vprod1x89c0);
179         vacc2x89 = vpadalq_s16(vacc2x89, vprod2x89c0);
180         int16x8_t vprod0xABc0 = vmull_s8(vbABc0x0, va0c0x0);
181         int16x8_t vprod1xABc0 = vmull_s8(vbABc0x0, va1c0x0);
182         int16x8_t vprod2xABc0 = vmull_s8(vbABc0x0, va2c0x0);
183         const int8x8_t vbABc0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
184         vprod0xABc0 = vmlal_s8(vprod0xABc0, vbABc0x1, va0c0x1);
185         vprod1xABc0 = vmlal_s8(vprod1xABc0, vbABc0x1, va1c0x1);
186         vprod2xABc0 = vmlal_s8(vprod2xABc0, vbABc0x1, va2c0x1);
187         vacc0xAB = vpadalq_s16(vacc0xAB, vprod0xABc0);
188         vacc1xAB = vpadalq_s16(vacc1xAB, vprod1xABc0);
189         vacc2xAB = vpadalq_s16(vacc2xAB, vprod2xABc0);
190         int16x8_t vprod0xCDc0 = vmull_s8(vbCDc0x0, va0c0x0);
191         int16x8_t vprod1xCDc0 = vmull_s8(vbCDc0x0, va1c0x0);
192         int16x8_t vprod2xCDc0 = vmull_s8(vbCDc0x0, va2c0x0);
193         const int8x8_t vbCDc0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
194         vprod0xCDc0 = vmlal_s8(vprod0xCDc0, vbCDc0x1, va0c0x1);
195         vprod1xCDc0 = vmlal_s8(vprod1xCDc0, vbCDc0x1, va1c0x1);
196         vprod2xCDc0 = vmlal_s8(vprod2xCDc0, vbCDc0x1, va2c0x1);
197         vacc0xCD = vpadalq_s16(vacc0xCD, vprod0xCDc0);
198         vacc1xCD = vpadalq_s16(vacc1xCD, vprod1xCDc0);
199         vacc2xCD = vpadalq_s16(vacc2xCD, vprod2xCDc0);
200         int16x8_t vprod0xEFc0 = vmull_s8(vbEFc0x0, va0c0x0);
201         int16x8_t vprod1xEFc0 = vmull_s8(vbEFc0x0, va1c0x0);
202         int16x8_t vprod2xEFc0 = vmull_s8(vbEFc0x0, va2c0x0);
203         const int8x8_t vbEFc0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
204         vprod0xEFc0 = vmlal_s8(vprod0xEFc0, vbEFc0x1, va0c0x1);
205         vprod1xEFc0 = vmlal_s8(vprod1xEFc0, vbEFc0x1, va1c0x1);
206         vprod2xEFc0 = vmlal_s8(vprod2xEFc0, vbEFc0x1, va2c0x1);
207         vacc0xEF = vpadalq_s16(vacc0xEF, vprod0xEFc0);
208         vacc1xEF = vpadalq_s16(vacc1xEF, vprod1xEFc0);
209         vacc2xEF = vpadalq_s16(vacc2xEF, vprod2xEFc0);
210         const int8x8_t va0c1x0 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va0x0), 1));
211         const int8x8_t va0c1x1 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va0x1), 1));
212         const int8x8_t va1c1x0 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va1x0), 1));
213         const int8x8_t va1c1x1 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va1x1), 1));
214         const int8x8_t va2c1x0 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va2x0), 1));
215         const int8x8_t va2c1x1 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va2x1), 1));
216 
217         int16x8_t vprod0x01c1 = vmull_s8(vb01c1x0, va0c1x0);
218         int16x8_t vprod1x01c1 = vmull_s8(vb01c1x0, va1c1x0);
219         int16x8_t vprod2x01c1 = vmull_s8(vb01c1x0, va2c1x0);
220         const int8x8_t vb01c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
221         vprod0x01c1 = vmlal_s8(vprod0x01c1, vb01c1x1, va0c1x1);
222         vprod1x01c1 = vmlal_s8(vprod1x01c1, vb01c1x1, va1c1x1);
223         vprod2x01c1 = vmlal_s8(vprod2x01c1, vb01c1x1, va2c1x1);
224         vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c1);
225         vacc1x01 = vpadalq_s16(vacc1x01, vprod1x01c1);
226         vacc2x01 = vpadalq_s16(vacc2x01, vprod2x01c1);
227         int16x8_t vprod0x23c1 = vmull_s8(vb23c1x0, va0c1x0);
228         int16x8_t vprod1x23c1 = vmull_s8(vb23c1x0, va1c1x0);
229         int16x8_t vprod2x23c1 = vmull_s8(vb23c1x0, va2c1x0);
230         const int8x8_t vb23c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
231         vprod0x23c1 = vmlal_s8(vprod0x23c1, vb23c1x1, va0c1x1);
232         vprod1x23c1 = vmlal_s8(vprod1x23c1, vb23c1x1, va1c1x1);
233         vprod2x23c1 = vmlal_s8(vprod2x23c1, vb23c1x1, va2c1x1);
234         vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c1);
235         vacc1x23 = vpadalq_s16(vacc1x23, vprod1x23c1);
236         vacc2x23 = vpadalq_s16(vacc2x23, vprod2x23c1);
237         int16x8_t vprod0x45c1 = vmull_s8(vb45c1x0, va0c1x0);
238         int16x8_t vprod1x45c1 = vmull_s8(vb45c1x0, va1c1x0);
239         int16x8_t vprod2x45c1 = vmull_s8(vb45c1x0, va2c1x0);
240         const int8x8_t vb45c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
241         vprod0x45c1 = vmlal_s8(vprod0x45c1, vb45c1x1, va0c1x1);
242         vprod1x45c1 = vmlal_s8(vprod1x45c1, vb45c1x1, va1c1x1);
243         vprod2x45c1 = vmlal_s8(vprod2x45c1, vb45c1x1, va2c1x1);
244         vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c1);
245         vacc1x45 = vpadalq_s16(vacc1x45, vprod1x45c1);
246         vacc2x45 = vpadalq_s16(vacc2x45, vprod2x45c1);
247         int16x8_t vprod0x67c1 = vmull_s8(vb67c1x0, va0c1x0);
248         int16x8_t vprod1x67c1 = vmull_s8(vb67c1x0, va1c1x0);
249         int16x8_t vprod2x67c1 = vmull_s8(vb67c1x0, va2c1x0);
250         const int8x8_t vb67c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
251         vprod0x67c1 = vmlal_s8(vprod0x67c1, vb67c1x1, va0c1x1);
252         vprod1x67c1 = vmlal_s8(vprod1x67c1, vb67c1x1, va1c1x1);
253         vprod2x67c1 = vmlal_s8(vprod2x67c1, vb67c1x1, va2c1x1);
254         vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c1);
255         vacc1x67 = vpadalq_s16(vacc1x67, vprod1x67c1);
256         vacc2x67 = vpadalq_s16(vacc2x67, vprod2x67c1);
257         int16x8_t vprod0x89c1 = vmull_s8(vb89c1x0, va0c1x0);
258         int16x8_t vprod1x89c1 = vmull_s8(vb89c1x0, va1c1x0);
259         int16x8_t vprod2x89c1 = vmull_s8(vb89c1x0, va2c1x0);
260         const int8x8_t vb89c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
261         vprod0x89c1 = vmlal_s8(vprod0x89c1, vb89c1x1, va0c1x1);
262         vprod1x89c1 = vmlal_s8(vprod1x89c1, vb89c1x1, va1c1x1);
263         vprod2x89c1 = vmlal_s8(vprod2x89c1, vb89c1x1, va2c1x1);
264         vacc0x89 = vpadalq_s16(vacc0x89, vprod0x89c1);
265         vacc1x89 = vpadalq_s16(vacc1x89, vprod1x89c1);
266         vacc2x89 = vpadalq_s16(vacc2x89, vprod2x89c1);
267         int16x8_t vprod0xABc1 = vmull_s8(vbABc1x0, va0c1x0);
268         int16x8_t vprod1xABc1 = vmull_s8(vbABc1x0, va1c1x0);
269         int16x8_t vprod2xABc1 = vmull_s8(vbABc1x0, va2c1x0);
270         const int8x8_t vbABc1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
271         vprod0xABc1 = vmlal_s8(vprod0xABc1, vbABc1x1, va0c1x1);
272         vprod1xABc1 = vmlal_s8(vprod1xABc1, vbABc1x1, va1c1x1);
273         vprod2xABc1 = vmlal_s8(vprod2xABc1, vbABc1x1, va2c1x1);
274         vacc0xAB = vpadalq_s16(vacc0xAB, vprod0xABc1);
275         vacc1xAB = vpadalq_s16(vacc1xAB, vprod1xABc1);
276         vacc2xAB = vpadalq_s16(vacc2xAB, vprod2xABc1);
277         int16x8_t vprod0xCDc1 = vmull_s8(vbCDc1x0, va0c1x0);
278         int16x8_t vprod1xCDc1 = vmull_s8(vbCDc1x0, va1c1x0);
279         int16x8_t vprod2xCDc1 = vmull_s8(vbCDc1x0, va2c1x0);
280         const int8x8_t vbCDc1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
281         vprod0xCDc1 = vmlal_s8(vprod0xCDc1, vbCDc1x1, va0c1x1);
282         vprod1xCDc1 = vmlal_s8(vprod1xCDc1, vbCDc1x1, va1c1x1);
283         vprod2xCDc1 = vmlal_s8(vprod2xCDc1, vbCDc1x1, va2c1x1);
284         vacc0xCD = vpadalq_s16(vacc0xCD, vprod0xCDc1);
285         vacc1xCD = vpadalq_s16(vacc1xCD, vprod1xCDc1);
286         vacc2xCD = vpadalq_s16(vacc2xCD, vprod2xCDc1);
287         int16x8_t vprod0xEFc1 = vmull_s8(vbEFc1x0, va0c1x0);
288         int16x8_t vprod1xEFc1 = vmull_s8(vbEFc1x0, va1c1x0);
289         int16x8_t vprod2xEFc1 = vmull_s8(vbEFc1x0, va2c1x0);
290         const int8x8_t vbEFc1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
291         vprod0xEFc1 = vmlal_s8(vprod0xEFc1, vbEFc1x1, va0c1x1);
292         vprod1xEFc1 = vmlal_s8(vprod1xEFc1, vbEFc1x1, va1c1x1);
293         vprod2xEFc1 = vmlal_s8(vprod2xEFc1, vbEFc1x1, va2c1x1);
294         vacc0xEF = vpadalq_s16(vacc0xEF, vprod0xEFc1);
295         vacc1xEF = vpadalq_s16(vacc1xEF, vprod1xEFc1);
296         vacc2xEF = vpadalq_s16(vacc2xEF, vprod2xEFc1);
297 
298         k -= 16 * sizeof(int8_t);
299       }
300 
301       if (k >= 8 * sizeof(int8_t)) {
302         const int8x8_t va0 = vld1_s8(a0); a0 += 8;
303         const int8x8_t va1 = vld1_s8(a1); a1 += 8;
304         const int8x8_t va2 = vld1_s8(a2); a2 += 8;
305 
306         const int8x8_t vb01c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
307         const int8x8_t vb23c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
308         const int8x8_t vb45c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
309         const int8x8_t vb67c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
310         const int8x8_t vb89c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
311         const int8x8_t vbABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
312         const int8x8_t vbCDc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
313         const int8x8_t vbEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
314         const int8x8_t vb01c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
315         const int8x8_t vb23c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
316         const int8x8_t vb45c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
317         const int8x8_t vb67c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
318         const int8x8_t vb89c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
319         const int8x8_t vbABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
320         const int8x8_t vbCDc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
321         const int8x8_t vbEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
322 
323         const int8x8_t va0c0 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va0), 0));
324         const int8x8_t va1c0 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va1), 0));
325         const int8x8_t va2c0 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va2), 0));
326 
327         const int16x8_t vprod0x01c0 = vmull_s8(vb01c0, va0c0);
328         const int16x8_t vprod1x01c0 = vmull_s8(vb01c0, va1c0);
329         const int16x8_t vprod2x01c0 = vmull_s8(vb01c0, va2c0);
330         vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c0);
331         vacc1x01 = vpadalq_s16(vacc1x01, vprod1x01c0);
332         vacc2x01 = vpadalq_s16(vacc2x01, vprod2x01c0);
333         const int16x8_t vprod0x23c0 = vmull_s8(vb23c0, va0c0);
334         const int16x8_t vprod1x23c0 = vmull_s8(vb23c0, va1c0);
335         const int16x8_t vprod2x23c0 = vmull_s8(vb23c0, va2c0);
336         vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c0);
337         vacc1x23 = vpadalq_s16(vacc1x23, vprod1x23c0);
338         vacc2x23 = vpadalq_s16(vacc2x23, vprod2x23c0);
339         const int16x8_t vprod0x45c0 = vmull_s8(vb45c0, va0c0);
340         const int16x8_t vprod1x45c0 = vmull_s8(vb45c0, va1c0);
341         const int16x8_t vprod2x45c0 = vmull_s8(vb45c0, va2c0);
342         vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c0);
343         vacc1x45 = vpadalq_s16(vacc1x45, vprod1x45c0);
344         vacc2x45 = vpadalq_s16(vacc2x45, vprod2x45c0);
345         const int16x8_t vprod0x67c0 = vmull_s8(vb67c0, va0c0);
346         const int16x8_t vprod1x67c0 = vmull_s8(vb67c0, va1c0);
347         const int16x8_t vprod2x67c0 = vmull_s8(vb67c0, va2c0);
348         vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c0);
349         vacc1x67 = vpadalq_s16(vacc1x67, vprod1x67c0);
350         vacc2x67 = vpadalq_s16(vacc2x67, vprod2x67c0);
351         const int16x8_t vprod0x89c0 = vmull_s8(vb89c0, va0c0);
352         const int16x8_t vprod1x89c0 = vmull_s8(vb89c0, va1c0);
353         const int16x8_t vprod2x89c0 = vmull_s8(vb89c0, va2c0);
354         vacc0x89 = vpadalq_s16(vacc0x89, vprod0x89c0);
355         vacc1x89 = vpadalq_s16(vacc1x89, vprod1x89c0);
356         vacc2x89 = vpadalq_s16(vacc2x89, vprod2x89c0);
357         const int16x8_t vprod0xABc0 = vmull_s8(vbABc0, va0c0);
358         const int16x8_t vprod1xABc0 = vmull_s8(vbABc0, va1c0);
359         const int16x8_t vprod2xABc0 = vmull_s8(vbABc0, va2c0);
360         vacc0xAB = vpadalq_s16(vacc0xAB, vprod0xABc0);
361         vacc1xAB = vpadalq_s16(vacc1xAB, vprod1xABc0);
362         vacc2xAB = vpadalq_s16(vacc2xAB, vprod2xABc0);
363         const int16x8_t vprod0xCDc0 = vmull_s8(vbCDc0, va0c0);
364         const int16x8_t vprod1xCDc0 = vmull_s8(vbCDc0, va1c0);
365         const int16x8_t vprod2xCDc0 = vmull_s8(vbCDc0, va2c0);
366         vacc0xCD = vpadalq_s16(vacc0xCD, vprod0xCDc0);
367         vacc1xCD = vpadalq_s16(vacc1xCD, vprod1xCDc0);
368         vacc2xCD = vpadalq_s16(vacc2xCD, vprod2xCDc0);
369         const int16x8_t vprod0xEFc0 = vmull_s8(vbEFc0, va0c0);
370         const int16x8_t vprod1xEFc0 = vmull_s8(vbEFc0, va1c0);
371         const int16x8_t vprod2xEFc0 = vmull_s8(vbEFc0, va2c0);
372         vacc0xEF = vpadalq_s16(vacc0xEF, vprod0xEFc0);
373         vacc1xEF = vpadalq_s16(vacc1xEF, vprod1xEFc0);
374         vacc2xEF = vpadalq_s16(vacc2xEF, vprod2xEFc0);
375         const int8x8_t va0c1 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va0), 1));
376         const int8x8_t va1c1 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va1), 1));
377         const int8x8_t va2c1 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va2), 1));
378 
379         const int16x8_t vprod0x01c1 = vmull_s8(vb01c1, va0c1);
380         const int16x8_t vprod1x01c1 = vmull_s8(vb01c1, va1c1);
381         const int16x8_t vprod2x01c1 = vmull_s8(vb01c1, va2c1);
382         vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c1);
383         vacc1x01 = vpadalq_s16(vacc1x01, vprod1x01c1);
384         vacc2x01 = vpadalq_s16(vacc2x01, vprod2x01c1);
385         const int16x8_t vprod0x23c1 = vmull_s8(vb23c1, va0c1);
386         const int16x8_t vprod1x23c1 = vmull_s8(vb23c1, va1c1);
387         const int16x8_t vprod2x23c1 = vmull_s8(vb23c1, va2c1);
388         vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c1);
389         vacc1x23 = vpadalq_s16(vacc1x23, vprod1x23c1);
390         vacc2x23 = vpadalq_s16(vacc2x23, vprod2x23c1);
391         const int16x8_t vprod0x45c1 = vmull_s8(vb45c1, va0c1);
392         const int16x8_t vprod1x45c1 = vmull_s8(vb45c1, va1c1);
393         const int16x8_t vprod2x45c1 = vmull_s8(vb45c1, va2c1);
394         vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c1);
395         vacc1x45 = vpadalq_s16(vacc1x45, vprod1x45c1);
396         vacc2x45 = vpadalq_s16(vacc2x45, vprod2x45c1);
397         const int16x8_t vprod0x67c1 = vmull_s8(vb67c1, va0c1);
398         const int16x8_t vprod1x67c1 = vmull_s8(vb67c1, va1c1);
399         const int16x8_t vprod2x67c1 = vmull_s8(vb67c1, va2c1);
400         vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c1);
401         vacc1x67 = vpadalq_s16(vacc1x67, vprod1x67c1);
402         vacc2x67 = vpadalq_s16(vacc2x67, vprod2x67c1);
403         const int16x8_t vprod0x89c1 = vmull_s8(vb89c1, va0c1);
404         const int16x8_t vprod1x89c1 = vmull_s8(vb89c1, va1c1);
405         const int16x8_t vprod2x89c1 = vmull_s8(vb89c1, va2c1);
406         vacc0x89 = vpadalq_s16(vacc0x89, vprod0x89c1);
407         vacc1x89 = vpadalq_s16(vacc1x89, vprod1x89c1);
408         vacc2x89 = vpadalq_s16(vacc2x89, vprod2x89c1);
409         const int16x8_t vprod0xABc1 = vmull_s8(vbABc1, va0c1);
410         const int16x8_t vprod1xABc1 = vmull_s8(vbABc1, va1c1);
411         const int16x8_t vprod2xABc1 = vmull_s8(vbABc1, va2c1);
412         vacc0xAB = vpadalq_s16(vacc0xAB, vprod0xABc1);
413         vacc1xAB = vpadalq_s16(vacc1xAB, vprod1xABc1);
414         vacc2xAB = vpadalq_s16(vacc2xAB, vprod2xABc1);
415         const int16x8_t vprod0xCDc1 = vmull_s8(vbCDc1, va0c1);
416         const int16x8_t vprod1xCDc1 = vmull_s8(vbCDc1, va1c1);
417         const int16x8_t vprod2xCDc1 = vmull_s8(vbCDc1, va2c1);
418         vacc0xCD = vpadalq_s16(vacc0xCD, vprod0xCDc1);
419         vacc1xCD = vpadalq_s16(vacc1xCD, vprod1xCDc1);
420         vacc2xCD = vpadalq_s16(vacc2xCD, vprod2xCDc1);
421         const int16x8_t vprod0xEFc1 = vmull_s8(vbEFc1, va0c1);
422         const int16x8_t vprod1xEFc1 = vmull_s8(vbEFc1, va1c1);
423         const int16x8_t vprod2xEFc1 = vmull_s8(vbEFc1, va2c1);
424         vacc0xEF = vpadalq_s16(vacc0xEF, vprod0xEFc1);
425         vacc1xEF = vpadalq_s16(vacc1xEF, vprod1xEFc1);
426         vacc2xEF = vpadalq_s16(vacc2xEF, vprod2xEFc1);
427 
428         k -= 8 * sizeof(int8_t);
429       }
430 
431       if XNN_UNLIKELY(k != 0) {
432         const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
433         const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
434         const int8x8_t va2 = vld1_s8(a2); a2 = (const int8_t*) ((uintptr_t) a2 + k);
435 
436         const int8x8_t vb01c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
437         const int8x8_t vb23c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
438         const int8x8_t vb45c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
439         const int8x8_t vb67c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
440         const int8x8_t vb89c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
441         const int8x8_t vbABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
442         const int8x8_t vbCDc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
443         const int8x8_t vbEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
444 
445         const int8x8_t va0c0 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va0), 0));
446         const int16x8_t vprod0x01c0 = vmull_s8(vb01c0, va0c0);
447         vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c0);
448         const int16x8_t vprod0x23c0 = vmull_s8(vb23c0, va0c0);
449         vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c0);
450         const int16x8_t vprod0x45c0 = vmull_s8(vb45c0, va0c0);
451         vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c0);
452         const int16x8_t vprod0x67c0 = vmull_s8(vb67c0, va0c0);
453         vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c0);
454         const int16x8_t vprod0x89c0 = vmull_s8(vb89c0, va0c0);
455         vacc0x89 = vpadalq_s16(vacc0x89, vprod0x89c0);
456         const int16x8_t vprod0xABc0 = vmull_s8(vbABc0, va0c0);
457         vacc0xAB = vpadalq_s16(vacc0xAB, vprod0xABc0);
458         const int16x8_t vprod0xCDc0 = vmull_s8(vbCDc0, va0c0);
459         vacc0xCD = vpadalq_s16(vacc0xCD, vprod0xCDc0);
460         const int16x8_t vprod0xEFc0 = vmull_s8(vbEFc0, va0c0);
461         vacc0xEF = vpadalq_s16(vacc0xEF, vprod0xEFc0);
462         const int8x8_t va1c0 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va1), 0));
463         const int16x8_t vprod1x01c0 = vmull_s8(vb01c0, va1c0);
464         vacc1x01 = vpadalq_s16(vacc1x01, vprod1x01c0);
465         const int16x8_t vprod1x23c0 = vmull_s8(vb23c0, va1c0);
466         vacc1x23 = vpadalq_s16(vacc1x23, vprod1x23c0);
467         const int16x8_t vprod1x45c0 = vmull_s8(vb45c0, va1c0);
468         vacc1x45 = vpadalq_s16(vacc1x45, vprod1x45c0);
469         const int16x8_t vprod1x67c0 = vmull_s8(vb67c0, va1c0);
470         vacc1x67 = vpadalq_s16(vacc1x67, vprod1x67c0);
471         const int16x8_t vprod1x89c0 = vmull_s8(vb89c0, va1c0);
472         vacc1x89 = vpadalq_s16(vacc1x89, vprod1x89c0);
473         const int16x8_t vprod1xABc0 = vmull_s8(vbABc0, va1c0);
474         vacc1xAB = vpadalq_s16(vacc1xAB, vprod1xABc0);
475         const int16x8_t vprod1xCDc0 = vmull_s8(vbCDc0, va1c0);
476         vacc1xCD = vpadalq_s16(vacc1xCD, vprod1xCDc0);
477         const int16x8_t vprod1xEFc0 = vmull_s8(vbEFc0, va1c0);
478         vacc1xEF = vpadalq_s16(vacc1xEF, vprod1xEFc0);
479         const int8x8_t va2c0 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va2), 0));
480         const int16x8_t vprod2x01c0 = vmull_s8(vb01c0, va2c0);
481         vacc2x01 = vpadalq_s16(vacc2x01, vprod2x01c0);
482         const int16x8_t vprod2x23c0 = vmull_s8(vb23c0, va2c0);
483         vacc2x23 = vpadalq_s16(vacc2x23, vprod2x23c0);
484         const int16x8_t vprod2x45c0 = vmull_s8(vb45c0, va2c0);
485         vacc2x45 = vpadalq_s16(vacc2x45, vprod2x45c0);
486         const int16x8_t vprod2x67c0 = vmull_s8(vb67c0, va2c0);
487         vacc2x67 = vpadalq_s16(vacc2x67, vprod2x67c0);
488         const int16x8_t vprod2x89c0 = vmull_s8(vb89c0, va2c0);
489         vacc2x89 = vpadalq_s16(vacc2x89, vprod2x89c0);
490         const int16x8_t vprod2xABc0 = vmull_s8(vbABc0, va2c0);
491         vacc2xAB = vpadalq_s16(vacc2xAB, vprod2xABc0);
492         const int16x8_t vprod2xCDc0 = vmull_s8(vbCDc0, va2c0);
493         vacc2xCD = vpadalq_s16(vacc2xCD, vprod2xCDc0);
494         const int16x8_t vprod2xEFc0 = vmull_s8(vbEFc0, va2c0);
495         vacc2xEF = vpadalq_s16(vacc2xEF, vprod2xEFc0);
496       }
497       p -= 3 * sizeof(void*);
498     } while (p != 0);
499 
500 #if XNN_ARCH_ARM64
501     int32x4_t vacc0x0123 = vpaddq_s32(vacc0x01, vacc0x23);
502     int32x4_t vacc0x4567 = vpaddq_s32(vacc0x45, vacc0x67);
503     int32x4_t vacc0x89AB = vpaddq_s32(vacc0x89, vacc0xAB);
504     int32x4_t vacc0xCDEF = vpaddq_s32(vacc0xCD, vacc0xEF);
505     int32x4_t vacc1x0123 = vpaddq_s32(vacc1x01, vacc1x23);
506     int32x4_t vacc1x4567 = vpaddq_s32(vacc1x45, vacc1x67);
507     int32x4_t vacc1x89AB = vpaddq_s32(vacc1x89, vacc1xAB);
508     int32x4_t vacc1xCDEF = vpaddq_s32(vacc1xCD, vacc1xEF);
509     int32x4_t vacc2x0123 = vpaddq_s32(vacc2x01, vacc2x23);
510     int32x4_t vacc2x4567 = vpaddq_s32(vacc2x45, vacc2x67);
511     int32x4_t vacc2x89AB = vpaddq_s32(vacc2x89, vacc2xAB);
512     int32x4_t vacc2xCDEF = vpaddq_s32(vacc2xCD, vacc2xEF);
513 #else
514     const int32x2_t vsum0x01 = vpadd_s32(vget_low_s32(vacc0x01), vget_high_s32(vacc0x01));
515     const int32x2_t vsum0x23 = vpadd_s32(vget_low_s32(vacc0x23), vget_high_s32(vacc0x23));
516     int32x4_t vacc0x0123 = vcombine_s32(vsum0x01, vsum0x23);
517     const int32x2_t vsum0x45 = vpadd_s32(vget_low_s32(vacc0x45), vget_high_s32(vacc0x45));
518     const int32x2_t vsum0x67 = vpadd_s32(vget_low_s32(vacc0x67), vget_high_s32(vacc0x67));
519     int32x4_t vacc0x4567 = vcombine_s32(vsum0x45, vsum0x67);
520     const int32x2_t vsum0x89 = vpadd_s32(vget_low_s32(vacc0x89), vget_high_s32(vacc0x89));
521     const int32x2_t vsum0xAB = vpadd_s32(vget_low_s32(vacc0xAB), vget_high_s32(vacc0xAB));
522     int32x4_t vacc0x89AB = vcombine_s32(vsum0x89, vsum0xAB);
523     const int32x2_t vsum0xCD = vpadd_s32(vget_low_s32(vacc0xCD), vget_high_s32(vacc0xCD));
524     const int32x2_t vsum0xEF = vpadd_s32(vget_low_s32(vacc0xEF), vget_high_s32(vacc0xEF));
525     int32x4_t vacc0xCDEF = vcombine_s32(vsum0xCD, vsum0xEF);
526     const int32x2_t vsum1x01 = vpadd_s32(vget_low_s32(vacc1x01), vget_high_s32(vacc1x01));
527     const int32x2_t vsum1x23 = vpadd_s32(vget_low_s32(vacc1x23), vget_high_s32(vacc1x23));
528     int32x4_t vacc1x0123 = vcombine_s32(vsum1x01, vsum1x23);
529     const int32x2_t vsum1x45 = vpadd_s32(vget_low_s32(vacc1x45), vget_high_s32(vacc1x45));
530     const int32x2_t vsum1x67 = vpadd_s32(vget_low_s32(vacc1x67), vget_high_s32(vacc1x67));
531     int32x4_t vacc1x4567 = vcombine_s32(vsum1x45, vsum1x67);
532     const int32x2_t vsum1x89 = vpadd_s32(vget_low_s32(vacc1x89), vget_high_s32(vacc1x89));
533     const int32x2_t vsum1xAB = vpadd_s32(vget_low_s32(vacc1xAB), vget_high_s32(vacc1xAB));
534     int32x4_t vacc1x89AB = vcombine_s32(vsum1x89, vsum1xAB);
535     const int32x2_t vsum1xCD = vpadd_s32(vget_low_s32(vacc1xCD), vget_high_s32(vacc1xCD));
536     const int32x2_t vsum1xEF = vpadd_s32(vget_low_s32(vacc1xEF), vget_high_s32(vacc1xEF));
537     int32x4_t vacc1xCDEF = vcombine_s32(vsum1xCD, vsum1xEF);
538     const int32x2_t vsum2x01 = vpadd_s32(vget_low_s32(vacc2x01), vget_high_s32(vacc2x01));
539     const int32x2_t vsum2x23 = vpadd_s32(vget_low_s32(vacc2x23), vget_high_s32(vacc2x23));
540     int32x4_t vacc2x0123 = vcombine_s32(vsum2x01, vsum2x23);
541     const int32x2_t vsum2x45 = vpadd_s32(vget_low_s32(vacc2x45), vget_high_s32(vacc2x45));
542     const int32x2_t vsum2x67 = vpadd_s32(vget_low_s32(vacc2x67), vget_high_s32(vacc2x67));
543     int32x4_t vacc2x4567 = vcombine_s32(vsum2x45, vsum2x67);
544     const int32x2_t vsum2x89 = vpadd_s32(vget_low_s32(vacc2x89), vget_high_s32(vacc2x89));
545     const int32x2_t vsum2xAB = vpadd_s32(vget_low_s32(vacc2xAB), vget_high_s32(vacc2xAB));
546     int32x4_t vacc2x89AB = vcombine_s32(vsum2x89, vsum2xAB);
547     const int32x2_t vsum2xCD = vpadd_s32(vget_low_s32(vacc2xCD), vget_high_s32(vacc2xCD));
548     const int32x2_t vsum2xEF = vpadd_s32(vget_low_s32(vacc2xEF), vget_high_s32(vacc2xEF));
549     int32x4_t vacc2xCDEF = vcombine_s32(vsum2xCD, vsum2xEF);
550 #endif
551 
552     const int32x4_t vright_pre_shift = vld1q_dup_s32(&params->rndnu_neon.right_pre_shift);
553     const int32x4_t vmultiplier = vld1q_dup_s32(&params->rndnu_neon.multiplier);
554     const int32x4_t vright_post_shift = vld1q_dup_s32(&params->rndnu_neon.right_post_shift);
555 
556     vacc0x0123 = vqshlq_s32(vacc0x0123, vright_pre_shift);
557     vacc0x4567 = vqshlq_s32(vacc0x4567, vright_pre_shift);
558     vacc0x89AB = vqshlq_s32(vacc0x89AB, vright_pre_shift);
559     vacc0xCDEF = vqshlq_s32(vacc0xCDEF, vright_pre_shift);
560     vacc1x0123 = vqshlq_s32(vacc1x0123, vright_pre_shift);
561     vacc1x4567 = vqshlq_s32(vacc1x4567, vright_pre_shift);
562     vacc1x89AB = vqshlq_s32(vacc1x89AB, vright_pre_shift);
563     vacc1xCDEF = vqshlq_s32(vacc1xCDEF, vright_pre_shift);
564     vacc2x0123 = vqshlq_s32(vacc2x0123, vright_pre_shift);
565     vacc2x4567 = vqshlq_s32(vacc2x4567, vright_pre_shift);
566     vacc2x89AB = vqshlq_s32(vacc2x89AB, vright_pre_shift);
567     vacc2xCDEF = vqshlq_s32(vacc2xCDEF, vright_pre_shift);
568 
569     vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
570     vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
571     vacc0x89AB = vqdmulhq_s32(vacc0x89AB, vmultiplier);
572     vacc0xCDEF = vqdmulhq_s32(vacc0xCDEF, vmultiplier);
573     vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
574     vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
575     vacc1x89AB = vqdmulhq_s32(vacc1x89AB, vmultiplier);
576     vacc1xCDEF = vqdmulhq_s32(vacc1xCDEF, vmultiplier);
577     vacc2x0123 = vqdmulhq_s32(vacc2x0123, vmultiplier);
578     vacc2x4567 = vqdmulhq_s32(vacc2x4567, vmultiplier);
579     vacc2x89AB = vqdmulhq_s32(vacc2x89AB, vmultiplier);
580     vacc2xCDEF = vqdmulhq_s32(vacc2xCDEF, vmultiplier);
581 
582     vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
583     vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
584     vacc0x89AB = vrshlq_s32(vacc0x89AB, vright_post_shift);
585     vacc0xCDEF = vrshlq_s32(vacc0xCDEF, vright_post_shift);
586     vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
587     vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
588     vacc1x89AB = vrshlq_s32(vacc1x89AB, vright_post_shift);
589     vacc1xCDEF = vrshlq_s32(vacc1xCDEF, vright_post_shift);
590     vacc2x0123 = vrshlq_s32(vacc2x0123, vright_post_shift);
591     vacc2x4567 = vrshlq_s32(vacc2x4567, vright_post_shift);
592     vacc2x89AB = vrshlq_s32(vacc2x89AB, vright_post_shift);
593     vacc2xCDEF = vrshlq_s32(vacc2xCDEF, vright_post_shift);
594 
595     const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->rndnu_neon.output_zero_point);
596 #if XNN_ARCH_ARM64
597     int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567);
598     int16x8_t vacc0x89ABCDEF = vqmovn_high_s32(vqmovn_s32(vacc0x89AB), vacc0xCDEF);
599     int16x8_t vacc1x01234567 = vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567);
600     int16x8_t vacc1x89ABCDEF = vqmovn_high_s32(vqmovn_s32(vacc1x89AB), vacc1xCDEF);
601     int16x8_t vacc2x01234567 = vqmovn_high_s32(vqmovn_s32(vacc2x0123), vacc2x4567);
602     int16x8_t vacc2x89ABCDEF = vqmovn_high_s32(vqmovn_s32(vacc2x89AB), vacc2xCDEF);
603 
604     vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point);
605     vacc0x89ABCDEF = vqaddq_s16(vacc0x89ABCDEF, voutput_zero_point);
606     vacc1x01234567 = vqaddq_s16(vacc1x01234567, voutput_zero_point);
607     vacc1x89ABCDEF = vqaddq_s16(vacc1x89ABCDEF, voutput_zero_point);
608     vacc2x01234567 = vqaddq_s16(vacc2x01234567, voutput_zero_point);
609     vacc2x89ABCDEF = vqaddq_s16(vacc2x89ABCDEF, voutput_zero_point);
610 
611     int8x16_t vout0x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc0x89ABCDEF);
612     int8x16_t vout1x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc1x01234567), vacc1x89ABCDEF);
613     int8x16_t vout2x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc2x01234567), vacc2x89ABCDEF);
614 #else
615     int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567));
616     int16x8_t vacc0x89ABCDEF = vcombine_s16(vqmovn_s32(vacc0x89AB), vqmovn_s32(vacc0xCDEF));
617     int16x8_t vacc1x01234567 = vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567));
618     int16x8_t vacc1x89ABCDEF = vcombine_s16(vqmovn_s32(vacc1x89AB), vqmovn_s32(vacc1xCDEF));
619     int16x8_t vacc2x01234567 = vcombine_s16(vqmovn_s32(vacc2x0123), vqmovn_s32(vacc2x4567));
620     int16x8_t vacc2x89ABCDEF = vcombine_s16(vqmovn_s32(vacc2x89AB), vqmovn_s32(vacc2xCDEF));
621 
622     vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point);
623     vacc0x89ABCDEF = vqaddq_s16(vacc0x89ABCDEF, voutput_zero_point);
624     vacc1x01234567 = vqaddq_s16(vacc1x01234567, voutput_zero_point);
625     vacc1x89ABCDEF = vqaddq_s16(vacc1x89ABCDEF, voutput_zero_point);
626     vacc2x01234567 = vqaddq_s16(vacc2x01234567, voutput_zero_point);
627     vacc2x89ABCDEF = vqaddq_s16(vacc2x89ABCDEF, voutput_zero_point);
628 
629     int8x16_t vout0x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc0x89ABCDEF));
630     int8x16_t vout1x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc1x01234567), vqmovn_s16(vacc1x89ABCDEF));
631     int8x16_t vout2x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc2x01234567), vqmovn_s16(vacc2x89ABCDEF));
632 #endif
633 
634     const int8x16_t voutput_min = vld1q_dup_s8(&params->rndnu_neon.output_min);
635     vout0x0123456789ABCDEF = vmaxq_s8(vout0x0123456789ABCDEF, voutput_min);
636     vout1x0123456789ABCDEF = vmaxq_s8(vout1x0123456789ABCDEF, voutput_min);
637     vout2x0123456789ABCDEF = vmaxq_s8(vout2x0123456789ABCDEF, voutput_min);
638 
639     const int8x16_t voutput_max = vld1q_dup_s8(&params->rndnu_neon.output_max);
640     vout0x0123456789ABCDEF = vminq_s8(vout0x0123456789ABCDEF, voutput_max);
641     vout1x0123456789ABCDEF = vminq_s8(vout1x0123456789ABCDEF, voutput_max);
642     vout2x0123456789ABCDEF = vminq_s8(vout2x0123456789ABCDEF, voutput_max);
643 
644     if (nc >= 16) {
645       vst1q_s8(c2 + 0, vout2x0123456789ABCDEF);
646       vst1q_s8(c1 + 0, vout1x0123456789ABCDEF);
647       vst1q_s8(c0 + 0, vout0x0123456789ABCDEF);
648 
649       c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
650       c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
651       c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
652 
653       a = (const int8_t**restrict) ((uintptr_t) a - ks);
654 
655       nc -= 16;
656     } else {
657       int8x8_t vout2x01234567 = vget_low_s8(vout2x0123456789ABCDEF);
658       int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vget_low_s8(vout0x0123456789ABCDEF), vget_low_s8(vout1x0123456789ABCDEF));
659       if (nc & 8) {
660         vst1_s8(c2, vout2x01234567); c2 += 8;
661         vst1_s8(c1, vget_high_s8(vout0x01234567_1x01234567)); c1 += 8;
662         vst1_s8(c0, vget_low_s8(vout0x01234567_1x01234567)); c0 += 8;
663         vout2x01234567 = vget_high_s8(vout2x0123456789ABCDEF);
664         vout0x01234567_1x01234567 = vcombine_s8(vget_high_s8(vout0x0123456789ABCDEF), vget_high_s8(vout1x0123456789ABCDEF));
665       }
666       if (nc & 4) {
667         vst1_lane_u32((void*) c2, vreinterpret_u32_s8(vout2x01234567), 0); c2 += 4;
668         vst1q_lane_u32((void*) c1, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
669         vst1q_lane_u32((void*) c0, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
670         vout2x01234567 = vext_s8(vout2x01234567, vout2x01234567, 4);
671         vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
672       }
673       if (nc & 2) {
674         vst1_lane_u16((void*) c2, vreinterpret_u16_s8(vout2x01234567), 0); c2 += 2;
675         vst1q_lane_u16((void*) c1, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
676         vst1q_lane_u16((void*) c0, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
677         vout2x01234567 = vext_s8(vout2x01234567, vout2x01234567, 2);
678         vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
679       }
680       if (nc & 1) {
681         vst1_lane_s8(c2, vout2x01234567, 0);
682         vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
683         vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
684       }
685 
686       nc = 0;
687     }
688   } while (nc != 0);
689 }
690