xref: /aosp_15_r20/external/XNNPACK/src/qs8-gemm/gen/3x16c4-minmax-rndnu-neon-mlal-ld1r.c (revision 4bdc94577ba0e567308109d787f7fec7b531ce36)
1 // Auto-generated file. Do not edit!
2 //   Template: src/qs8-gemm/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_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_ld1r(size_t mr,size_t nc,size_t kc,const int8_t * restrict a,size_t a_stride,const void * restrict w,int8_t * restrict c,size_t cm_stride,size_t cn_stride,const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS (1)])18 void xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_ld1r(
19     size_t mr,
20     size_t nc,
21     size_t kc,
22     const int8_t* restrict a,
23     size_t a_stride,
24     const void* restrict w,
25     int8_t* restrict c,
26     size_t cm_stride,
27     size_t cn_stride,
28     const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
29 {
30   assert(mr != 0);
31   assert(mr <= 3);
32   assert(nc != 0);
33   assert(kc != 0);
34   assert(kc % sizeof(int8_t) == 0);
35   assert(a != NULL);
36   assert(w != NULL);
37   assert(c != NULL);
38 
39   kc = round_up_po2(kc, 4 * sizeof(int8_t));
40   const int8_t* a0 = a;
41   int8_t* c0 = c;
42   const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
43   int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
44   if XNN_UNPREDICTABLE(mr < 2) {
45     a1 = a0;
46     c1 = c0;
47   }
48   const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
49   int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
50   if XNN_UNPREDICTABLE(mr <= 2) {
51     a2 = a1;
52     c2 = c1;
53   }
54 
55   do {
56     int32x4_t vacc0x01 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t));
57     int32x4_t vacc0x23 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t));
58     int32x4_t vacc0x45 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t));
59     int32x4_t vacc0x67 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t));
60     int32x4_t vacc0x89 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t));
61     int32x4_t vacc0xAB = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t));
62     int32x4_t vacc0xCD = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t));
63     int32x4_t vacc0xEF = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t));
64     int32x4_t vacc1x01 = vacc0x01;
65     int32x4_t vacc1x23 = vacc0x23;
66     int32x4_t vacc1x45 = vacc0x45;
67     int32x4_t vacc1x67 = vacc0x67;
68     int32x4_t vacc1x89 = vacc0x89;
69     int32x4_t vacc1xAB = vacc0xAB;
70     int32x4_t vacc1xCD = vacc0xCD;
71     int32x4_t vacc1xEF = vacc0xEF;
72     int32x4_t vacc2x01 = vacc0x01;
73     int32x4_t vacc2x23 = vacc0x23;
74     int32x4_t vacc2x45 = vacc0x45;
75     int32x4_t vacc2x67 = vacc0x67;
76     int32x4_t vacc2x89 = vacc0x89;
77     int32x4_t vacc2xAB = vacc0xAB;
78     int32x4_t vacc2xCD = vacc0xCD;
79     int32x4_t vacc2xEF = vacc0xEF;
80 
81     size_t k = kc;
82 
83     while (k >= 16 * sizeof(int8_t)) {
84       const int32x2_t va00x0 = vld1_dup_s32((const void*)a0);
85       const int32x2_t va01x0 = vld1_dup_s32((const void*)(a0 + 4)); a0 += 8;
86       const int32x2_t va00x1 = vld1_dup_s32((const void*)a0);
87       const int32x2_t va01x1 = vld1_dup_s32((const void*)(a0 + 4)); a0 += 8;
88       const int32x2_t va10x0 = vld1_dup_s32((const void*)a1);
89       const int32x2_t va11x0 = vld1_dup_s32((const void*)(a1 + 4)); a1 += 8;
90       const int32x2_t va10x1 = vld1_dup_s32((const void*)a1);
91       const int32x2_t va11x1 = vld1_dup_s32((const void*)(a1 + 4)); a1 += 8;
92       const int32x2_t va20x0 = vld1_dup_s32((const void*)a2);
93       const int32x2_t va21x0 = vld1_dup_s32((const void*)(a2 + 4)); a2 += 8;
94       const int32x2_t va20x1 = vld1_dup_s32((const void*)a2);
95       const int32x2_t va21x1 = vld1_dup_s32((const void*)(a2 + 4)); a2 += 8;
96 
97       const int8x8_t vb01c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
98       const int8x8_t vb23c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
99       const int8x8_t vb45c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
100       const int8x8_t vb67c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
101       const int8x8_t vb89c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
102       const int8x8_t vbABc0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
103       const int8x8_t vbCDc0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
104       const int8x8_t vbEFc0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
105       const int8x8_t vb01c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
106       const int8x8_t vb23c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
107       const int8x8_t vb45c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
108       const int8x8_t vb67c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
109       const int8x8_t vb89c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
110       const int8x8_t vbABc1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
111       const int8x8_t vbCDc1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
112       const int8x8_t vbEFc1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
113 
114       const int8x8_t va0c0x0 = vreinterpret_s8_s32(va00x0);
115       const int8x8_t va0c0x1 = vreinterpret_s8_s32(va00x1);
116       const int8x8_t va1c0x0 = vreinterpret_s8_s32(va10x0);
117       const int8x8_t va1c0x1 = vreinterpret_s8_s32(va10x1);
118       const int8x8_t va2c0x0 = vreinterpret_s8_s32(va20x0);
119       const int8x8_t va2c0x1 = vreinterpret_s8_s32(va20x1);
120 
121       int16x8_t vprod0x01c0 = vmull_s8(vb01c0x0, va0c0x0);
122       int16x8_t vprod1x01c0 = vmull_s8(vb01c0x0, va1c0x0);
123       int16x8_t vprod2x01c0 = vmull_s8(vb01c0x0, va2c0x0);
124       const int8x8_t vb01c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
125       vprod0x01c0 = vmlal_s8(vprod0x01c0, vb01c0x1, va0c0x1);
126       vprod1x01c0 = vmlal_s8(vprod1x01c0, vb01c0x1, va1c0x1);
127       vprod2x01c0 = vmlal_s8(vprod2x01c0, vb01c0x1, va2c0x1);
128       vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c0);
129       vacc1x01 = vpadalq_s16(vacc1x01, vprod1x01c0);
130       vacc2x01 = vpadalq_s16(vacc2x01, vprod2x01c0);
131       int16x8_t vprod0x23c0 = vmull_s8(vb23c0x0, va0c0x0);
132       int16x8_t vprod1x23c0 = vmull_s8(vb23c0x0, va1c0x0);
133       int16x8_t vprod2x23c0 = vmull_s8(vb23c0x0, va2c0x0);
134       const int8x8_t vb23c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
135       vprod0x23c0 = vmlal_s8(vprod0x23c0, vb23c0x1, va0c0x1);
136       vprod1x23c0 = vmlal_s8(vprod1x23c0, vb23c0x1, va1c0x1);
137       vprod2x23c0 = vmlal_s8(vprod2x23c0, vb23c0x1, va2c0x1);
138       vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c0);
139       vacc1x23 = vpadalq_s16(vacc1x23, vprod1x23c0);
140       vacc2x23 = vpadalq_s16(vacc2x23, vprod2x23c0);
141       int16x8_t vprod0x45c0 = vmull_s8(vb45c0x0, va0c0x0);
142       int16x8_t vprod1x45c0 = vmull_s8(vb45c0x0, va1c0x0);
143       int16x8_t vprod2x45c0 = vmull_s8(vb45c0x0, va2c0x0);
144       const int8x8_t vb45c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
145       vprod0x45c0 = vmlal_s8(vprod0x45c0, vb45c0x1, va0c0x1);
146       vprod1x45c0 = vmlal_s8(vprod1x45c0, vb45c0x1, va1c0x1);
147       vprod2x45c0 = vmlal_s8(vprod2x45c0, vb45c0x1, va2c0x1);
148       vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c0);
149       vacc1x45 = vpadalq_s16(vacc1x45, vprod1x45c0);
150       vacc2x45 = vpadalq_s16(vacc2x45, vprod2x45c0);
151       int16x8_t vprod0x67c0 = vmull_s8(vb67c0x0, va0c0x0);
152       int16x8_t vprod1x67c0 = vmull_s8(vb67c0x0, va1c0x0);
153       int16x8_t vprod2x67c0 = vmull_s8(vb67c0x0, va2c0x0);
154       const int8x8_t vb67c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
155       vprod0x67c0 = vmlal_s8(vprod0x67c0, vb67c0x1, va0c0x1);
156       vprod1x67c0 = vmlal_s8(vprod1x67c0, vb67c0x1, va1c0x1);
157       vprod2x67c0 = vmlal_s8(vprod2x67c0, vb67c0x1, va2c0x1);
158       vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c0);
159       vacc1x67 = vpadalq_s16(vacc1x67, vprod1x67c0);
160       vacc2x67 = vpadalq_s16(vacc2x67, vprod2x67c0);
161       int16x8_t vprod0x89c0 = vmull_s8(vb89c0x0, va0c0x0);
162       int16x8_t vprod1x89c0 = vmull_s8(vb89c0x0, va1c0x0);
163       int16x8_t vprod2x89c0 = vmull_s8(vb89c0x0, va2c0x0);
164       const int8x8_t vb89c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
165       vprod0x89c0 = vmlal_s8(vprod0x89c0, vb89c0x1, va0c0x1);
166       vprod1x89c0 = vmlal_s8(vprod1x89c0, vb89c0x1, va1c0x1);
167       vprod2x89c0 = vmlal_s8(vprod2x89c0, vb89c0x1, va2c0x1);
168       vacc0x89 = vpadalq_s16(vacc0x89, vprod0x89c0);
169       vacc1x89 = vpadalq_s16(vacc1x89, vprod1x89c0);
170       vacc2x89 = vpadalq_s16(vacc2x89, vprod2x89c0);
171       int16x8_t vprod0xABc0 = vmull_s8(vbABc0x0, va0c0x0);
172       int16x8_t vprod1xABc0 = vmull_s8(vbABc0x0, va1c0x0);
173       int16x8_t vprod2xABc0 = vmull_s8(vbABc0x0, va2c0x0);
174       const int8x8_t vbABc0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
175       vprod0xABc0 = vmlal_s8(vprod0xABc0, vbABc0x1, va0c0x1);
176       vprod1xABc0 = vmlal_s8(vprod1xABc0, vbABc0x1, va1c0x1);
177       vprod2xABc0 = vmlal_s8(vprod2xABc0, vbABc0x1, va2c0x1);
178       vacc0xAB = vpadalq_s16(vacc0xAB, vprod0xABc0);
179       vacc1xAB = vpadalq_s16(vacc1xAB, vprod1xABc0);
180       vacc2xAB = vpadalq_s16(vacc2xAB, vprod2xABc0);
181       int16x8_t vprod0xCDc0 = vmull_s8(vbCDc0x0, va0c0x0);
182       int16x8_t vprod1xCDc0 = vmull_s8(vbCDc0x0, va1c0x0);
183       int16x8_t vprod2xCDc0 = vmull_s8(vbCDc0x0, va2c0x0);
184       const int8x8_t vbCDc0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
185       vprod0xCDc0 = vmlal_s8(vprod0xCDc0, vbCDc0x1, va0c0x1);
186       vprod1xCDc0 = vmlal_s8(vprod1xCDc0, vbCDc0x1, va1c0x1);
187       vprod2xCDc0 = vmlal_s8(vprod2xCDc0, vbCDc0x1, va2c0x1);
188       vacc0xCD = vpadalq_s16(vacc0xCD, vprod0xCDc0);
189       vacc1xCD = vpadalq_s16(vacc1xCD, vprod1xCDc0);
190       vacc2xCD = vpadalq_s16(vacc2xCD, vprod2xCDc0);
191       int16x8_t vprod0xEFc0 = vmull_s8(vbEFc0x0, va0c0x0);
192       int16x8_t vprod1xEFc0 = vmull_s8(vbEFc0x0, va1c0x0);
193       int16x8_t vprod2xEFc0 = vmull_s8(vbEFc0x0, va2c0x0);
194       const int8x8_t vbEFc0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
195       vprod0xEFc0 = vmlal_s8(vprod0xEFc0, vbEFc0x1, va0c0x1);
196       vprod1xEFc0 = vmlal_s8(vprod1xEFc0, vbEFc0x1, va1c0x1);
197       vprod2xEFc0 = vmlal_s8(vprod2xEFc0, vbEFc0x1, va2c0x1);
198       vacc0xEF = vpadalq_s16(vacc0xEF, vprod0xEFc0);
199       vacc1xEF = vpadalq_s16(vacc1xEF, vprod1xEFc0);
200       vacc2xEF = vpadalq_s16(vacc2xEF, vprod2xEFc0);
201       const int8x8_t va0c1x0 = vreinterpret_s8_s32(va01x0);
202       const int8x8_t va0c1x1 = vreinterpret_s8_s32(va01x1);
203       const int8x8_t va1c1x0 = vreinterpret_s8_s32(va11x0);
204       const int8x8_t va1c1x1 = vreinterpret_s8_s32(va11x1);
205       const int8x8_t va2c1x0 = vreinterpret_s8_s32(va21x0);
206       const int8x8_t va2c1x1 = vreinterpret_s8_s32(va21x1);
207 
208       int16x8_t vprod0x01c1 = vmull_s8(vb01c1x0, va0c1x0);
209       int16x8_t vprod1x01c1 = vmull_s8(vb01c1x0, va1c1x0);
210       int16x8_t vprod2x01c1 = vmull_s8(vb01c1x0, va2c1x0);
211       const int8x8_t vb01c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
212       vprod0x01c1 = vmlal_s8(vprod0x01c1, vb01c1x1, va0c1x1);
213       vprod1x01c1 = vmlal_s8(vprod1x01c1, vb01c1x1, va1c1x1);
214       vprod2x01c1 = vmlal_s8(vprod2x01c1, vb01c1x1, va2c1x1);
215       vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c1);
216       vacc1x01 = vpadalq_s16(vacc1x01, vprod1x01c1);
217       vacc2x01 = vpadalq_s16(vacc2x01, vprod2x01c1);
218       int16x8_t vprod0x23c1 = vmull_s8(vb23c1x0, va0c1x0);
219       int16x8_t vprod1x23c1 = vmull_s8(vb23c1x0, va1c1x0);
220       int16x8_t vprod2x23c1 = vmull_s8(vb23c1x0, va2c1x0);
221       const int8x8_t vb23c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
222       vprod0x23c1 = vmlal_s8(vprod0x23c1, vb23c1x1, va0c1x1);
223       vprod1x23c1 = vmlal_s8(vprod1x23c1, vb23c1x1, va1c1x1);
224       vprod2x23c1 = vmlal_s8(vprod2x23c1, vb23c1x1, va2c1x1);
225       vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c1);
226       vacc1x23 = vpadalq_s16(vacc1x23, vprod1x23c1);
227       vacc2x23 = vpadalq_s16(vacc2x23, vprod2x23c1);
228       int16x8_t vprod0x45c1 = vmull_s8(vb45c1x0, va0c1x0);
229       int16x8_t vprod1x45c1 = vmull_s8(vb45c1x0, va1c1x0);
230       int16x8_t vprod2x45c1 = vmull_s8(vb45c1x0, va2c1x0);
231       const int8x8_t vb45c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
232       vprod0x45c1 = vmlal_s8(vprod0x45c1, vb45c1x1, va0c1x1);
233       vprod1x45c1 = vmlal_s8(vprod1x45c1, vb45c1x1, va1c1x1);
234       vprod2x45c1 = vmlal_s8(vprod2x45c1, vb45c1x1, va2c1x1);
235       vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c1);
236       vacc1x45 = vpadalq_s16(vacc1x45, vprod1x45c1);
237       vacc2x45 = vpadalq_s16(vacc2x45, vprod2x45c1);
238       int16x8_t vprod0x67c1 = vmull_s8(vb67c1x0, va0c1x0);
239       int16x8_t vprod1x67c1 = vmull_s8(vb67c1x0, va1c1x0);
240       int16x8_t vprod2x67c1 = vmull_s8(vb67c1x0, va2c1x0);
241       const int8x8_t vb67c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
242       vprod0x67c1 = vmlal_s8(vprod0x67c1, vb67c1x1, va0c1x1);
243       vprod1x67c1 = vmlal_s8(vprod1x67c1, vb67c1x1, va1c1x1);
244       vprod2x67c1 = vmlal_s8(vprod2x67c1, vb67c1x1, va2c1x1);
245       vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c1);
246       vacc1x67 = vpadalq_s16(vacc1x67, vprod1x67c1);
247       vacc2x67 = vpadalq_s16(vacc2x67, vprod2x67c1);
248       int16x8_t vprod0x89c1 = vmull_s8(vb89c1x0, va0c1x0);
249       int16x8_t vprod1x89c1 = vmull_s8(vb89c1x0, va1c1x0);
250       int16x8_t vprod2x89c1 = vmull_s8(vb89c1x0, va2c1x0);
251       const int8x8_t vb89c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
252       vprod0x89c1 = vmlal_s8(vprod0x89c1, vb89c1x1, va0c1x1);
253       vprod1x89c1 = vmlal_s8(vprod1x89c1, vb89c1x1, va1c1x1);
254       vprod2x89c1 = vmlal_s8(vprod2x89c1, vb89c1x1, va2c1x1);
255       vacc0x89 = vpadalq_s16(vacc0x89, vprod0x89c1);
256       vacc1x89 = vpadalq_s16(vacc1x89, vprod1x89c1);
257       vacc2x89 = vpadalq_s16(vacc2x89, vprod2x89c1);
258       int16x8_t vprod0xABc1 = vmull_s8(vbABc1x0, va0c1x0);
259       int16x8_t vprod1xABc1 = vmull_s8(vbABc1x0, va1c1x0);
260       int16x8_t vprod2xABc1 = vmull_s8(vbABc1x0, va2c1x0);
261       const int8x8_t vbABc1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
262       vprod0xABc1 = vmlal_s8(vprod0xABc1, vbABc1x1, va0c1x1);
263       vprod1xABc1 = vmlal_s8(vprod1xABc1, vbABc1x1, va1c1x1);
264       vprod2xABc1 = vmlal_s8(vprod2xABc1, vbABc1x1, va2c1x1);
265       vacc0xAB = vpadalq_s16(vacc0xAB, vprod0xABc1);
266       vacc1xAB = vpadalq_s16(vacc1xAB, vprod1xABc1);
267       vacc2xAB = vpadalq_s16(vacc2xAB, vprod2xABc1);
268       int16x8_t vprod0xCDc1 = vmull_s8(vbCDc1x0, va0c1x0);
269       int16x8_t vprod1xCDc1 = vmull_s8(vbCDc1x0, va1c1x0);
270       int16x8_t vprod2xCDc1 = vmull_s8(vbCDc1x0, va2c1x0);
271       const int8x8_t vbCDc1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
272       vprod0xCDc1 = vmlal_s8(vprod0xCDc1, vbCDc1x1, va0c1x1);
273       vprod1xCDc1 = vmlal_s8(vprod1xCDc1, vbCDc1x1, va1c1x1);
274       vprod2xCDc1 = vmlal_s8(vprod2xCDc1, vbCDc1x1, va2c1x1);
275       vacc0xCD = vpadalq_s16(vacc0xCD, vprod0xCDc1);
276       vacc1xCD = vpadalq_s16(vacc1xCD, vprod1xCDc1);
277       vacc2xCD = vpadalq_s16(vacc2xCD, vprod2xCDc1);
278       int16x8_t vprod0xEFc1 = vmull_s8(vbEFc1x0, va0c1x0);
279       int16x8_t vprod1xEFc1 = vmull_s8(vbEFc1x0, va1c1x0);
280       int16x8_t vprod2xEFc1 = vmull_s8(vbEFc1x0, va2c1x0);
281       const int8x8_t vbEFc1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
282       vprod0xEFc1 = vmlal_s8(vprod0xEFc1, vbEFc1x1, va0c1x1);
283       vprod1xEFc1 = vmlal_s8(vprod1xEFc1, vbEFc1x1, va1c1x1);
284       vprod2xEFc1 = vmlal_s8(vprod2xEFc1, vbEFc1x1, va2c1x1);
285       vacc0xEF = vpadalq_s16(vacc0xEF, vprod0xEFc1);
286       vacc1xEF = vpadalq_s16(vacc1xEF, vprod1xEFc1);
287       vacc2xEF = vpadalq_s16(vacc2xEF, vprod2xEFc1);
288 
289       k -= 16 * sizeof(int8_t);
290     }
291 
292     if (k >= 8 * sizeof(int8_t)) {
293       const int32x2_t va00 = vld1_dup_s32((const void*)a0);
294       const int32x2_t va01 = vld1_dup_s32((const void*)(a0 + 4)); a0 += 8;
295       const int32x2_t va10 = vld1_dup_s32((const void*)a1);
296       const int32x2_t va11 = vld1_dup_s32((const void*)(a1 + 4)); a1 += 8;
297       const int32x2_t va20 = vld1_dup_s32((const void*)a2);
298       const int32x2_t va21 = vld1_dup_s32((const void*)(a2 + 4)); a2 += 8;
299 
300       const int8x8_t vb01c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
301       const int8x8_t vb23c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
302       const int8x8_t vb45c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
303       const int8x8_t vb67c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
304       const int8x8_t vb89c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
305       const int8x8_t vbABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
306       const int8x8_t vbCDc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
307       const int8x8_t vbEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
308       const int8x8_t vb01c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
309       const int8x8_t vb23c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
310       const int8x8_t vb45c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
311       const int8x8_t vb67c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
312       const int8x8_t vb89c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
313       const int8x8_t vbABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
314       const int8x8_t vbCDc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
315       const int8x8_t vbEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
316 
317       const int8x8_t va0c0 = vreinterpret_s8_s32(va00);
318       const int8x8_t va1c0 = vreinterpret_s8_s32(va10);
319       const int8x8_t va2c0 = vreinterpret_s8_s32(va20);
320 
321       const int16x8_t vprod0x01c0 = vmull_s8(vb01c0, va0c0);
322       const int16x8_t vprod1x01c0 = vmull_s8(vb01c0, va1c0);
323       const int16x8_t vprod2x01c0 = vmull_s8(vb01c0, va2c0);
324       vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c0);
325       vacc1x01 = vpadalq_s16(vacc1x01, vprod1x01c0);
326       vacc2x01 = vpadalq_s16(vacc2x01, vprod2x01c0);
327       const int16x8_t vprod0x23c0 = vmull_s8(vb23c0, va0c0);
328       const int16x8_t vprod1x23c0 = vmull_s8(vb23c0, va1c0);
329       const int16x8_t vprod2x23c0 = vmull_s8(vb23c0, va2c0);
330       vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c0);
331       vacc1x23 = vpadalq_s16(vacc1x23, vprod1x23c0);
332       vacc2x23 = vpadalq_s16(vacc2x23, vprod2x23c0);
333       const int16x8_t vprod0x45c0 = vmull_s8(vb45c0, va0c0);
334       const int16x8_t vprod1x45c0 = vmull_s8(vb45c0, va1c0);
335       const int16x8_t vprod2x45c0 = vmull_s8(vb45c0, va2c0);
336       vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c0);
337       vacc1x45 = vpadalq_s16(vacc1x45, vprod1x45c0);
338       vacc2x45 = vpadalq_s16(vacc2x45, vprod2x45c0);
339       const int16x8_t vprod0x67c0 = vmull_s8(vb67c0, va0c0);
340       const int16x8_t vprod1x67c0 = vmull_s8(vb67c0, va1c0);
341       const int16x8_t vprod2x67c0 = vmull_s8(vb67c0, va2c0);
342       vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c0);
343       vacc1x67 = vpadalq_s16(vacc1x67, vprod1x67c0);
344       vacc2x67 = vpadalq_s16(vacc2x67, vprod2x67c0);
345       const int16x8_t vprod0x89c0 = vmull_s8(vb89c0, va0c0);
346       const int16x8_t vprod1x89c0 = vmull_s8(vb89c0, va1c0);
347       const int16x8_t vprod2x89c0 = vmull_s8(vb89c0, va2c0);
348       vacc0x89 = vpadalq_s16(vacc0x89, vprod0x89c0);
349       vacc1x89 = vpadalq_s16(vacc1x89, vprod1x89c0);
350       vacc2x89 = vpadalq_s16(vacc2x89, vprod2x89c0);
351       const int16x8_t vprod0xABc0 = vmull_s8(vbABc0, va0c0);
352       const int16x8_t vprod1xABc0 = vmull_s8(vbABc0, va1c0);
353       const int16x8_t vprod2xABc0 = vmull_s8(vbABc0, va2c0);
354       vacc0xAB = vpadalq_s16(vacc0xAB, vprod0xABc0);
355       vacc1xAB = vpadalq_s16(vacc1xAB, vprod1xABc0);
356       vacc2xAB = vpadalq_s16(vacc2xAB, vprod2xABc0);
357       const int16x8_t vprod0xCDc0 = vmull_s8(vbCDc0, va0c0);
358       const int16x8_t vprod1xCDc0 = vmull_s8(vbCDc0, va1c0);
359       const int16x8_t vprod2xCDc0 = vmull_s8(vbCDc0, va2c0);
360       vacc0xCD = vpadalq_s16(vacc0xCD, vprod0xCDc0);
361       vacc1xCD = vpadalq_s16(vacc1xCD, vprod1xCDc0);
362       vacc2xCD = vpadalq_s16(vacc2xCD, vprod2xCDc0);
363       const int16x8_t vprod0xEFc0 = vmull_s8(vbEFc0, va0c0);
364       const int16x8_t vprod1xEFc0 = vmull_s8(vbEFc0, va1c0);
365       const int16x8_t vprod2xEFc0 = vmull_s8(vbEFc0, va2c0);
366       vacc0xEF = vpadalq_s16(vacc0xEF, vprod0xEFc0);
367       vacc1xEF = vpadalq_s16(vacc1xEF, vprod1xEFc0);
368       vacc2xEF = vpadalq_s16(vacc2xEF, vprod2xEFc0);
369       const int8x8_t va0c1 = vreinterpret_s8_s32(va01);
370       const int8x8_t va1c1 = vreinterpret_s8_s32(va11);
371       const int8x8_t va2c1 = vreinterpret_s8_s32(va21);
372 
373       const int16x8_t vprod0x01c1 = vmull_s8(vb01c1, va0c1);
374       const int16x8_t vprod1x01c1 = vmull_s8(vb01c1, va1c1);
375       const int16x8_t vprod2x01c1 = vmull_s8(vb01c1, va2c1);
376       vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c1);
377       vacc1x01 = vpadalq_s16(vacc1x01, vprod1x01c1);
378       vacc2x01 = vpadalq_s16(vacc2x01, vprod2x01c1);
379       const int16x8_t vprod0x23c1 = vmull_s8(vb23c1, va0c1);
380       const int16x8_t vprod1x23c1 = vmull_s8(vb23c1, va1c1);
381       const int16x8_t vprod2x23c1 = vmull_s8(vb23c1, va2c1);
382       vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c1);
383       vacc1x23 = vpadalq_s16(vacc1x23, vprod1x23c1);
384       vacc2x23 = vpadalq_s16(vacc2x23, vprod2x23c1);
385       const int16x8_t vprod0x45c1 = vmull_s8(vb45c1, va0c1);
386       const int16x8_t vprod1x45c1 = vmull_s8(vb45c1, va1c1);
387       const int16x8_t vprod2x45c1 = vmull_s8(vb45c1, va2c1);
388       vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c1);
389       vacc1x45 = vpadalq_s16(vacc1x45, vprod1x45c1);
390       vacc2x45 = vpadalq_s16(vacc2x45, vprod2x45c1);
391       const int16x8_t vprod0x67c1 = vmull_s8(vb67c1, va0c1);
392       const int16x8_t vprod1x67c1 = vmull_s8(vb67c1, va1c1);
393       const int16x8_t vprod2x67c1 = vmull_s8(vb67c1, va2c1);
394       vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c1);
395       vacc1x67 = vpadalq_s16(vacc1x67, vprod1x67c1);
396       vacc2x67 = vpadalq_s16(vacc2x67, vprod2x67c1);
397       const int16x8_t vprod0x89c1 = vmull_s8(vb89c1, va0c1);
398       const int16x8_t vprod1x89c1 = vmull_s8(vb89c1, va1c1);
399       const int16x8_t vprod2x89c1 = vmull_s8(vb89c1, va2c1);
400       vacc0x89 = vpadalq_s16(vacc0x89, vprod0x89c1);
401       vacc1x89 = vpadalq_s16(vacc1x89, vprod1x89c1);
402       vacc2x89 = vpadalq_s16(vacc2x89, vprod2x89c1);
403       const int16x8_t vprod0xABc1 = vmull_s8(vbABc1, va0c1);
404       const int16x8_t vprod1xABc1 = vmull_s8(vbABc1, va1c1);
405       const int16x8_t vprod2xABc1 = vmull_s8(vbABc1, va2c1);
406       vacc0xAB = vpadalq_s16(vacc0xAB, vprod0xABc1);
407       vacc1xAB = vpadalq_s16(vacc1xAB, vprod1xABc1);
408       vacc2xAB = vpadalq_s16(vacc2xAB, vprod2xABc1);
409       const int16x8_t vprod0xCDc1 = vmull_s8(vbCDc1, va0c1);
410       const int16x8_t vprod1xCDc1 = vmull_s8(vbCDc1, va1c1);
411       const int16x8_t vprod2xCDc1 = vmull_s8(vbCDc1, va2c1);
412       vacc0xCD = vpadalq_s16(vacc0xCD, vprod0xCDc1);
413       vacc1xCD = vpadalq_s16(vacc1xCD, vprod1xCDc1);
414       vacc2xCD = vpadalq_s16(vacc2xCD, vprod2xCDc1);
415       const int16x8_t vprod0xEFc1 = vmull_s8(vbEFc1, va0c1);
416       const int16x8_t vprod1xEFc1 = vmull_s8(vbEFc1, va1c1);
417       const int16x8_t vprod2xEFc1 = vmull_s8(vbEFc1, va2c1);
418       vacc0xEF = vpadalq_s16(vacc0xEF, vprod0xEFc1);
419       vacc1xEF = vpadalq_s16(vacc1xEF, vprod1xEFc1);
420       vacc2xEF = vpadalq_s16(vacc2xEF, vprod2xEFc1);
421 
422       k -= 8 * sizeof(int8_t);
423     }
424 
425     if XNN_UNLIKELY(k != 0) {
426       const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
427       const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
428       const int8x8_t va2 = vld1_s8(a2); a2 = (const int8_t*) ((uintptr_t) a2 + k);
429 
430       const int8x8_t vb01c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
431       const int8x8_t vb23c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
432       const int8x8_t vb45c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
433       const int8x8_t vb67c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
434       const int8x8_t vb89c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
435       const int8x8_t vbABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
436       const int8x8_t vbCDc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
437       const int8x8_t vbEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
438 
439       const int8x8_t va0c0 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va0), 0));
440       const int16x8_t vprod0x01c0 = vmull_s8(vb01c0, va0c0);
441       vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c0);
442       const int16x8_t vprod0x23c0 = vmull_s8(vb23c0, va0c0);
443       vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c0);
444       const int16x8_t vprod0x45c0 = vmull_s8(vb45c0, va0c0);
445       vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c0);
446       const int16x8_t vprod0x67c0 = vmull_s8(vb67c0, va0c0);
447       vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c0);
448       const int16x8_t vprod0x89c0 = vmull_s8(vb89c0, va0c0);
449       vacc0x89 = vpadalq_s16(vacc0x89, vprod0x89c0);
450       const int16x8_t vprod0xABc0 = vmull_s8(vbABc0, va0c0);
451       vacc0xAB = vpadalq_s16(vacc0xAB, vprod0xABc0);
452       const int16x8_t vprod0xCDc0 = vmull_s8(vbCDc0, va0c0);
453       vacc0xCD = vpadalq_s16(vacc0xCD, vprod0xCDc0);
454       const int16x8_t vprod0xEFc0 = vmull_s8(vbEFc0, va0c0);
455       vacc0xEF = vpadalq_s16(vacc0xEF, vprod0xEFc0);
456       const int8x8_t va1c0 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va1), 0));
457       const int16x8_t vprod1x01c0 = vmull_s8(vb01c0, va1c0);
458       vacc1x01 = vpadalq_s16(vacc1x01, vprod1x01c0);
459       const int16x8_t vprod1x23c0 = vmull_s8(vb23c0, va1c0);
460       vacc1x23 = vpadalq_s16(vacc1x23, vprod1x23c0);
461       const int16x8_t vprod1x45c0 = vmull_s8(vb45c0, va1c0);
462       vacc1x45 = vpadalq_s16(vacc1x45, vprod1x45c0);
463       const int16x8_t vprod1x67c0 = vmull_s8(vb67c0, va1c0);
464       vacc1x67 = vpadalq_s16(vacc1x67, vprod1x67c0);
465       const int16x8_t vprod1x89c0 = vmull_s8(vb89c0, va1c0);
466       vacc1x89 = vpadalq_s16(vacc1x89, vprod1x89c0);
467       const int16x8_t vprod1xABc0 = vmull_s8(vbABc0, va1c0);
468       vacc1xAB = vpadalq_s16(vacc1xAB, vprod1xABc0);
469       const int16x8_t vprod1xCDc0 = vmull_s8(vbCDc0, va1c0);
470       vacc1xCD = vpadalq_s16(vacc1xCD, vprod1xCDc0);
471       const int16x8_t vprod1xEFc0 = vmull_s8(vbEFc0, va1c0);
472       vacc1xEF = vpadalq_s16(vacc1xEF, vprod1xEFc0);
473       const int8x8_t va2c0 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va2), 0));
474       const int16x8_t vprod2x01c0 = vmull_s8(vb01c0, va2c0);
475       vacc2x01 = vpadalq_s16(vacc2x01, vprod2x01c0);
476       const int16x8_t vprod2x23c0 = vmull_s8(vb23c0, va2c0);
477       vacc2x23 = vpadalq_s16(vacc2x23, vprod2x23c0);
478       const int16x8_t vprod2x45c0 = vmull_s8(vb45c0, va2c0);
479       vacc2x45 = vpadalq_s16(vacc2x45, vprod2x45c0);
480       const int16x8_t vprod2x67c0 = vmull_s8(vb67c0, va2c0);
481       vacc2x67 = vpadalq_s16(vacc2x67, vprod2x67c0);
482       const int16x8_t vprod2x89c0 = vmull_s8(vb89c0, va2c0);
483       vacc2x89 = vpadalq_s16(vacc2x89, vprod2x89c0);
484       const int16x8_t vprod2xABc0 = vmull_s8(vbABc0, va2c0);
485       vacc2xAB = vpadalq_s16(vacc2xAB, vprod2xABc0);
486       const int16x8_t vprod2xCDc0 = vmull_s8(vbCDc0, va2c0);
487       vacc2xCD = vpadalq_s16(vacc2xCD, vprod2xCDc0);
488       const int16x8_t vprod2xEFc0 = vmull_s8(vbEFc0, va2c0);
489       vacc2xEF = vpadalq_s16(vacc2xEF, vprod2xEFc0);
490     }
491 
492 #if XNN_ARCH_ARM64
493     int32x4_t vacc0x0123 = vpaddq_s32(vacc0x01, vacc0x23);
494     int32x4_t vacc0x4567 = vpaddq_s32(vacc0x45, vacc0x67);
495     int32x4_t vacc0x89AB = vpaddq_s32(vacc0x89, vacc0xAB);
496     int32x4_t vacc0xCDEF = vpaddq_s32(vacc0xCD, vacc0xEF);
497     int32x4_t vacc1x0123 = vpaddq_s32(vacc1x01, vacc1x23);
498     int32x4_t vacc1x4567 = vpaddq_s32(vacc1x45, vacc1x67);
499     int32x4_t vacc1x89AB = vpaddq_s32(vacc1x89, vacc1xAB);
500     int32x4_t vacc1xCDEF = vpaddq_s32(vacc1xCD, vacc1xEF);
501     int32x4_t vacc2x0123 = vpaddq_s32(vacc2x01, vacc2x23);
502     int32x4_t vacc2x4567 = vpaddq_s32(vacc2x45, vacc2x67);
503     int32x4_t vacc2x89AB = vpaddq_s32(vacc2x89, vacc2xAB);
504     int32x4_t vacc2xCDEF = vpaddq_s32(vacc2xCD, vacc2xEF);
505 #else
506     const int32x2_t vsum0x01 = vpadd_s32(vget_low_s32(vacc0x01), vget_high_s32(vacc0x01));
507     const int32x2_t vsum0x23 = vpadd_s32(vget_low_s32(vacc0x23), vget_high_s32(vacc0x23));
508     int32x4_t vacc0x0123 = vcombine_s32(vsum0x01, vsum0x23);
509     const int32x2_t vsum0x45 = vpadd_s32(vget_low_s32(vacc0x45), vget_high_s32(vacc0x45));
510     const int32x2_t vsum0x67 = vpadd_s32(vget_low_s32(vacc0x67), vget_high_s32(vacc0x67));
511     int32x4_t vacc0x4567 = vcombine_s32(vsum0x45, vsum0x67);
512     const int32x2_t vsum0x89 = vpadd_s32(vget_low_s32(vacc0x89), vget_high_s32(vacc0x89));
513     const int32x2_t vsum0xAB = vpadd_s32(vget_low_s32(vacc0xAB), vget_high_s32(vacc0xAB));
514     int32x4_t vacc0x89AB = vcombine_s32(vsum0x89, vsum0xAB);
515     const int32x2_t vsum0xCD = vpadd_s32(vget_low_s32(vacc0xCD), vget_high_s32(vacc0xCD));
516     const int32x2_t vsum0xEF = vpadd_s32(vget_low_s32(vacc0xEF), vget_high_s32(vacc0xEF));
517     int32x4_t vacc0xCDEF = vcombine_s32(vsum0xCD, vsum0xEF);
518     const int32x2_t vsum1x01 = vpadd_s32(vget_low_s32(vacc1x01), vget_high_s32(vacc1x01));
519     const int32x2_t vsum1x23 = vpadd_s32(vget_low_s32(vacc1x23), vget_high_s32(vacc1x23));
520     int32x4_t vacc1x0123 = vcombine_s32(vsum1x01, vsum1x23);
521     const int32x2_t vsum1x45 = vpadd_s32(vget_low_s32(vacc1x45), vget_high_s32(vacc1x45));
522     const int32x2_t vsum1x67 = vpadd_s32(vget_low_s32(vacc1x67), vget_high_s32(vacc1x67));
523     int32x4_t vacc1x4567 = vcombine_s32(vsum1x45, vsum1x67);
524     const int32x2_t vsum1x89 = vpadd_s32(vget_low_s32(vacc1x89), vget_high_s32(vacc1x89));
525     const int32x2_t vsum1xAB = vpadd_s32(vget_low_s32(vacc1xAB), vget_high_s32(vacc1xAB));
526     int32x4_t vacc1x89AB = vcombine_s32(vsum1x89, vsum1xAB);
527     const int32x2_t vsum1xCD = vpadd_s32(vget_low_s32(vacc1xCD), vget_high_s32(vacc1xCD));
528     const int32x2_t vsum1xEF = vpadd_s32(vget_low_s32(vacc1xEF), vget_high_s32(vacc1xEF));
529     int32x4_t vacc1xCDEF = vcombine_s32(vsum1xCD, vsum1xEF);
530     const int32x2_t vsum2x01 = vpadd_s32(vget_low_s32(vacc2x01), vget_high_s32(vacc2x01));
531     const int32x2_t vsum2x23 = vpadd_s32(vget_low_s32(vacc2x23), vget_high_s32(vacc2x23));
532     int32x4_t vacc2x0123 = vcombine_s32(vsum2x01, vsum2x23);
533     const int32x2_t vsum2x45 = vpadd_s32(vget_low_s32(vacc2x45), vget_high_s32(vacc2x45));
534     const int32x2_t vsum2x67 = vpadd_s32(vget_low_s32(vacc2x67), vget_high_s32(vacc2x67));
535     int32x4_t vacc2x4567 = vcombine_s32(vsum2x45, vsum2x67);
536     const int32x2_t vsum2x89 = vpadd_s32(vget_low_s32(vacc2x89), vget_high_s32(vacc2x89));
537     const int32x2_t vsum2xAB = vpadd_s32(vget_low_s32(vacc2xAB), vget_high_s32(vacc2xAB));
538     int32x4_t vacc2x89AB = vcombine_s32(vsum2x89, vsum2xAB);
539     const int32x2_t vsum2xCD = vpadd_s32(vget_low_s32(vacc2xCD), vget_high_s32(vacc2xCD));
540     const int32x2_t vsum2xEF = vpadd_s32(vget_low_s32(vacc2xEF), vget_high_s32(vacc2xEF));
541     int32x4_t vacc2xCDEF = vcombine_s32(vsum2xCD, vsum2xEF);
542 #endif
543 
544     const int32x4_t vright_pre_shift = vld1q_dup_s32(&params->rndnu_neon.right_pre_shift);
545     const int32x4_t vmultiplier = vld1q_dup_s32(&params->rndnu_neon.multiplier);
546     const int32x4_t vright_post_shift = vld1q_dup_s32(&params->rndnu_neon.right_post_shift);
547 
548     vacc0x0123 = vqshlq_s32(vacc0x0123, vright_pre_shift);
549     vacc0x4567 = vqshlq_s32(vacc0x4567, vright_pre_shift);
550     vacc0x89AB = vqshlq_s32(vacc0x89AB, vright_pre_shift);
551     vacc0xCDEF = vqshlq_s32(vacc0xCDEF, vright_pre_shift);
552     vacc1x0123 = vqshlq_s32(vacc1x0123, vright_pre_shift);
553     vacc1x4567 = vqshlq_s32(vacc1x4567, vright_pre_shift);
554     vacc1x89AB = vqshlq_s32(vacc1x89AB, vright_pre_shift);
555     vacc1xCDEF = vqshlq_s32(vacc1xCDEF, vright_pre_shift);
556     vacc2x0123 = vqshlq_s32(vacc2x0123, vright_pre_shift);
557     vacc2x4567 = vqshlq_s32(vacc2x4567, vright_pre_shift);
558     vacc2x89AB = vqshlq_s32(vacc2x89AB, vright_pre_shift);
559     vacc2xCDEF = vqshlq_s32(vacc2xCDEF, vright_pre_shift);
560 
561     vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
562     vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
563     vacc0x89AB = vqdmulhq_s32(vacc0x89AB, vmultiplier);
564     vacc0xCDEF = vqdmulhq_s32(vacc0xCDEF, vmultiplier);
565     vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
566     vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
567     vacc1x89AB = vqdmulhq_s32(vacc1x89AB, vmultiplier);
568     vacc1xCDEF = vqdmulhq_s32(vacc1xCDEF, vmultiplier);
569     vacc2x0123 = vqdmulhq_s32(vacc2x0123, vmultiplier);
570     vacc2x4567 = vqdmulhq_s32(vacc2x4567, vmultiplier);
571     vacc2x89AB = vqdmulhq_s32(vacc2x89AB, vmultiplier);
572     vacc2xCDEF = vqdmulhq_s32(vacc2xCDEF, vmultiplier);
573 
574     vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
575     vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
576     vacc0x89AB = vrshlq_s32(vacc0x89AB, vright_post_shift);
577     vacc0xCDEF = vrshlq_s32(vacc0xCDEF, vright_post_shift);
578     vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
579     vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
580     vacc1x89AB = vrshlq_s32(vacc1x89AB, vright_post_shift);
581     vacc1xCDEF = vrshlq_s32(vacc1xCDEF, vright_post_shift);
582     vacc2x0123 = vrshlq_s32(vacc2x0123, vright_post_shift);
583     vacc2x4567 = vrshlq_s32(vacc2x4567, vright_post_shift);
584     vacc2x89AB = vrshlq_s32(vacc2x89AB, vright_post_shift);
585     vacc2xCDEF = vrshlq_s32(vacc2xCDEF, vright_post_shift);
586 
587     const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->rndnu_neon.output_zero_point);
588 #if XNN_ARCH_ARM64
589     int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567);
590     int16x8_t vacc0x89ABCDEF = vqmovn_high_s32(vqmovn_s32(vacc0x89AB), vacc0xCDEF);
591     int16x8_t vacc1x01234567 = vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567);
592     int16x8_t vacc1x89ABCDEF = vqmovn_high_s32(vqmovn_s32(vacc1x89AB), vacc1xCDEF);
593     int16x8_t vacc2x01234567 = vqmovn_high_s32(vqmovn_s32(vacc2x0123), vacc2x4567);
594     int16x8_t vacc2x89ABCDEF = vqmovn_high_s32(vqmovn_s32(vacc2x89AB), vacc2xCDEF);
595 
596     vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point);
597     vacc0x89ABCDEF = vqaddq_s16(vacc0x89ABCDEF, voutput_zero_point);
598     vacc1x01234567 = vqaddq_s16(vacc1x01234567, voutput_zero_point);
599     vacc1x89ABCDEF = vqaddq_s16(vacc1x89ABCDEF, voutput_zero_point);
600     vacc2x01234567 = vqaddq_s16(vacc2x01234567, voutput_zero_point);
601     vacc2x89ABCDEF = vqaddq_s16(vacc2x89ABCDEF, voutput_zero_point);
602 
603     int8x16_t vout0x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc0x89ABCDEF);
604     int8x16_t vout1x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc1x01234567), vacc1x89ABCDEF);
605     int8x16_t vout2x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc2x01234567), vacc2x89ABCDEF);
606 #else
607     int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567));
608     int16x8_t vacc0x89ABCDEF = vcombine_s16(vqmovn_s32(vacc0x89AB), vqmovn_s32(vacc0xCDEF));
609     int16x8_t vacc1x01234567 = vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567));
610     int16x8_t vacc1x89ABCDEF = vcombine_s16(vqmovn_s32(vacc1x89AB), vqmovn_s32(vacc1xCDEF));
611     int16x8_t vacc2x01234567 = vcombine_s16(vqmovn_s32(vacc2x0123), vqmovn_s32(vacc2x4567));
612     int16x8_t vacc2x89ABCDEF = vcombine_s16(vqmovn_s32(vacc2x89AB), vqmovn_s32(vacc2xCDEF));
613 
614     vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point);
615     vacc0x89ABCDEF = vqaddq_s16(vacc0x89ABCDEF, voutput_zero_point);
616     vacc1x01234567 = vqaddq_s16(vacc1x01234567, voutput_zero_point);
617     vacc1x89ABCDEF = vqaddq_s16(vacc1x89ABCDEF, voutput_zero_point);
618     vacc2x01234567 = vqaddq_s16(vacc2x01234567, voutput_zero_point);
619     vacc2x89ABCDEF = vqaddq_s16(vacc2x89ABCDEF, voutput_zero_point);
620 
621     int8x16_t vout0x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc0x89ABCDEF));
622     int8x16_t vout1x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc1x01234567), vqmovn_s16(vacc1x89ABCDEF));
623     int8x16_t vout2x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc2x01234567), vqmovn_s16(vacc2x89ABCDEF));
624 #endif
625 
626     const int8x16_t voutput_min = vld1q_dup_s8(&params->rndnu_neon.output_min);
627     vout0x0123456789ABCDEF = vmaxq_s8(vout0x0123456789ABCDEF, voutput_min);
628     vout1x0123456789ABCDEF = vmaxq_s8(vout1x0123456789ABCDEF, voutput_min);
629     vout2x0123456789ABCDEF = vmaxq_s8(vout2x0123456789ABCDEF, voutput_min);
630 
631     const int8x16_t voutput_max = vld1q_dup_s8(&params->rndnu_neon.output_max);
632     vout0x0123456789ABCDEF = vminq_s8(vout0x0123456789ABCDEF, voutput_max);
633     vout1x0123456789ABCDEF = vminq_s8(vout1x0123456789ABCDEF, voutput_max);
634     vout2x0123456789ABCDEF = vminq_s8(vout2x0123456789ABCDEF, voutput_max);
635 
636     if (nc >= 16) {
637       vst1q_s8(c0 + 0, vout0x0123456789ABCDEF);
638       vst1q_s8(c1 + 0, vout1x0123456789ABCDEF);
639       vst1q_s8(c2 + 0, vout2x0123456789ABCDEF);
640 
641       c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
642       c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
643       c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
644 
645       a0 = (const int8_t*) ((uintptr_t) a0 - kc);
646       a1 = (const int8_t*) ((uintptr_t) a1 - kc);
647       a2 = (const int8_t*) ((uintptr_t) a2 - kc);
648 
649       nc -= 16;
650     } else {
651       // Final case where not all of the 16 columns fit in the destination.
652       int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vget_low_s8(vout0x0123456789ABCDEF), vget_low_s8(vout1x0123456789ABCDEF));
653       int8x8_t vout2x01234567 = vget_low_s8(vout2x0123456789ABCDEF);
654       if (nc & 8) {
655         vst1_s8(c0, vget_low_s8(vout0x01234567_1x01234567)); c0 += 8;
656         vst1_s8(c1, vget_high_s8(vout0x01234567_1x01234567)); c1 += 8;
657         vst1_s8(c2, vout2x01234567); c2 += 8;
658         vout0x01234567_1x01234567 = vcombine_s8(vget_high_s8(vout0x0123456789ABCDEF), vget_high_s8(vout1x0123456789ABCDEF));
659         vout2x01234567 = vget_high_s8(vout2x0123456789ABCDEF);
660       }
661       if (nc & 4) {
662         vst1q_lane_u32((void*) c0, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
663         vst1q_lane_u32((void*) c1, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
664         vst1_lane_u32((void*) c2, vreinterpret_u32_s8(vout2x01234567), 0); c2 += 4;
665         vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
666         vout2x01234567 = vext_s8(vout2x01234567, vout2x01234567, 4);
667       }
668       if (nc & 2) {
669         vst1q_lane_u16((void*) c0, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
670         vst1q_lane_u16((void*) c1, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
671         vst1_lane_u16((void*) c2, vreinterpret_u16_s8(vout2x01234567), 0); c2 += 2;
672         vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
673         vout2x01234567 = vext_s8(vout2x01234567, vout2x01234567, 2);
674       }
675       if (nc & 1) {
676         vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
677         vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
678         vst1_lane_s8(c2, vout2x01234567, 0);
679       }
680 
681       nc = 0;
682     }
683   } while (nc != 0);
684 }
685