xref: /aosp_15_r20/external/XNNPACK/src/qs8-gemm/gen/1x16c2-minmax-rndnu-neon-mlal-ld1r.c (revision 4bdc94577ba0e567308109d787f7fec7b531ce36)
1 // Auto-generated file. Do not edit!
2 //   Template: src/qs8-gemm/c2-neon-mull-dup.c.in
3 //   Generator: tools/xngen
4 //
5 // Copyright 2021 Google LLC
6 //
7 // This source code is licensed under the BSD-style license found in the
8 // LICENSE file in the root directory of this source tree.
9 
10 #include <assert.h>
11 
12 #include <arm_neon.h>
13 
14 #include <xnnpack/gemm.h>
15 #include <xnnpack/math.h>
16 
xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__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)])17 void xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r(
18     size_t mr,
19     size_t nc,
20     size_t kc,
21     const int8_t* restrict a,
22     size_t a_stride,
23     const void* restrict w,
24     int8_t* restrict c,
25     size_t cm_stride,
26     size_t cn_stride,
27     const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
28 {
29   assert(mr != 0);
30   assert(mr <= 1);
31   assert(nc != 0);
32   assert(kc != 0);
33   assert(kc % sizeof(int8_t) == 0);
34   assert(a != NULL);
35   assert(w != NULL);
36   assert(c != NULL);
37 
38   kc = round_up_po2(kc, 2 * sizeof(int8_t));
39   const int8_t* a0 = a;
40   int8_t* c0 = c;
41 
42   do {
43     int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
44     int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
45     int32x4_t vacc0x89AB = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
46     int32x4_t vacc0xCDEF = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
47 
48     size_t k = kc;
49 
50     while (k >= 16 * sizeof(int8_t)) {
51       const int16x4_t va00x0 = vld1_dup_s16((const void*)a0);
52       const int16x4_t va01x0 = vld1_dup_s16((const void*)(a0 + 2));
53       const int16x4_t va02x0 = vld1_dup_s16((const void*)(a0 + 4));
54       const int16x4_t va03x0 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
55       const int16x4_t va00x1 = vld1_dup_s16((const void*)a0);
56       const int16x4_t va01x1 = vld1_dup_s16((const void*)(a0 + 2));
57       const int16x4_t va02x1 = vld1_dup_s16((const void*)(a0 + 4));
58       const int16x4_t va03x1 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
59       const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
60       const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
61       const int8x8_t vb89ABc0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
62       const int8x8_t vbCDEFc0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
63       const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
64       const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
65       const int8x8_t vb89ABc1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
66       const int8x8_t vbCDEFc1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
67       const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
68       const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
69       const int8x8_t vb89ABc2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
70       const int8x8_t vbCDEFc2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
71       const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
72       const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
73       const int8x8_t vb89ABc3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
74       const int8x8_t vbCDEFc3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
75 
76       const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0);
77       const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1);
78 
79       int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
80       const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
81       vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
82       vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
83       int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
84       const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
85       vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
86       vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
87       int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0x0, va0c0x0);
88       const int8x8_t vb89ABc0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
89       vprod0x89ABc0 = vmlal_s8(vprod0x89ABc0, vb89ABc0x1, va0c0x1);
90       vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
91       int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0x0, va0c0x0);
92       const int8x8_t vbCDEFc0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
93       vprod0xCDEFc0 = vmlal_s8(vprod0xCDEFc0, vbCDEFc0x1, va0c0x1);
94       vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
95       const int8x8_t va0c1x0 = vreinterpret_s8_s16(va01x0);
96       const int8x8_t va0c1x1 = vreinterpret_s8_s16(va01x1);
97 
98       int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
99       const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
100       vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
101       vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
102       int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
103       const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
104       vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
105       vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
106       int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1x0, va0c1x0);
107       const int8x8_t vb89ABc1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
108       vprod0x89ABc1 = vmlal_s8(vprod0x89ABc1, vb89ABc1x1, va0c1x1);
109       vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
110       int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1x0, va0c1x0);
111       const int8x8_t vbCDEFc1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
112       vprod0xCDEFc1 = vmlal_s8(vprod0xCDEFc1, vbCDEFc1x1, va0c1x1);
113       vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
114       const int8x8_t va0c2x0 = vreinterpret_s8_s16(va02x0);
115       const int8x8_t va0c2x1 = vreinterpret_s8_s16(va02x1);
116 
117       int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
118       const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
119       vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
120       vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
121       int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
122       const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
123       vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
124       vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
125       int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2x0, va0c2x0);
126       const int8x8_t vb89ABc2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
127       vprod0x89ABc2 = vmlal_s8(vprod0x89ABc2, vb89ABc2x1, va0c2x1);
128       vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
129       int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2x0, va0c2x0);
130       const int8x8_t vbCDEFc2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
131       vprod0xCDEFc2 = vmlal_s8(vprod0xCDEFc2, vbCDEFc2x1, va0c2x1);
132       vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
133       const int8x8_t va0c3x0 = vreinterpret_s8_s16(va03x0);
134       const int8x8_t va0c3x1 = vreinterpret_s8_s16(va03x1);
135 
136       int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
137       const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
138       vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
139       vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
140       int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
141       const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
142       vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
143       vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
144       int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3x0, va0c3x0);
145       const int8x8_t vb89ABc3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
146       vprod0x89ABc3 = vmlal_s8(vprod0x89ABc3, vb89ABc3x1, va0c3x1);
147       vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
148       int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3x0, va0c3x0);
149       const int8x8_t vbCDEFc3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
150       vprod0xCDEFc3 = vmlal_s8(vprod0xCDEFc3, vbCDEFc3x1, va0c3x1);
151       vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
152 
153       k -= 16 * sizeof(int8_t);
154     }
155 
156     if (k >= 8 * sizeof(int8_t)) {
157       const int16x4_t va00 = vld1_dup_s16((const void*)a0);
158       const int16x4_t va01 = vld1_dup_s16((const void*)(a0 + 2));
159       const int16x4_t va02 = vld1_dup_s16((const void*)(a0 + 4));
160       const int16x4_t va03 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
161 
162       const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
163       const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
164       const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
165       const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
166       const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
167       const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
168       const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
169       const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
170       const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
171       const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
172       const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
173       const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
174       const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
175       const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
176       const int8x8_t vb89ABc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
177       const int8x8_t vbCDEFc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
178 
179       const int8x8_t va0c0 = vreinterpret_s8_s16(va00);
180 
181       const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
182       vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
183       const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
184       vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
185       const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
186       vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
187       const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
188       vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
189       const int8x8_t va0c1 = vreinterpret_s8_s16(va01);
190 
191       const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
192       vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
193       const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
194       vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
195       const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
196       vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
197       const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
198       vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
199       const int8x8_t va0c2 = vreinterpret_s8_s16(va02);
200 
201       const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
202       vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
203       const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
204       vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
205       const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
206       vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
207       const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
208       vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
209       const int8x8_t va0c3 = vreinterpret_s8_s16(va03);
210 
211       const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
212       vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
213       const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
214       vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
215       const int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3, va0c3);
216       vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
217       const int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3, va0c3);
218       vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
219 
220       k -= 8 * sizeof(int8_t);
221     }
222 
223     if XNN_UNLIKELY(k != 0) {
224       const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
225 
226       const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
227       const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
228       const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
229       const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
230 
231       const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
232       const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
233       vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
234       const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
235       vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
236       const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
237       vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
238       const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
239       vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
240 
241       if (k > 2 * sizeof(int8_t)) {
242         const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
243         const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
244         const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
245         const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
246 
247         const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
248         const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
249         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
250         const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
251         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
252         const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
253         vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
254         const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
255         vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
256 
257         if (k > 4 * sizeof(int8_t)) {
258           const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
259           const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
260           const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
261           const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
262 
263           const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
264           const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
265           vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
266           const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
267           vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
268           const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
269           vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
270           const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
271           vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
272         }
273       }
274     }
275 
276     const int32x4_t vright_pre_shift = vld1q_dup_s32(&params->rndnu_neon.right_pre_shift);
277     const int32x4_t vmultiplier = vld1q_dup_s32(&params->rndnu_neon.multiplier);
278     const int32x4_t vright_post_shift = vld1q_dup_s32(&params->rndnu_neon.right_post_shift);
279 
280     vacc0x0123 = vqshlq_s32(vacc0x0123, vright_pre_shift);
281     vacc0x4567 = vqshlq_s32(vacc0x4567, vright_pre_shift);
282     vacc0x89AB = vqshlq_s32(vacc0x89AB, vright_pre_shift);
283     vacc0xCDEF = vqshlq_s32(vacc0xCDEF, vright_pre_shift);
284 
285     vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
286     vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
287     vacc0x89AB = vqdmulhq_s32(vacc0x89AB, vmultiplier);
288     vacc0xCDEF = vqdmulhq_s32(vacc0xCDEF, vmultiplier);
289 
290     vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
291     vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
292     vacc0x89AB = vrshlq_s32(vacc0x89AB, vright_post_shift);
293     vacc0xCDEF = vrshlq_s32(vacc0xCDEF, vright_post_shift);
294 
295     const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->rndnu_neon.output_zero_point);
296 #if XNN_ARCH_ARM64
297     int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567);
298     int16x8_t vacc0x89ABCDEF = vqmovn_high_s32(vqmovn_s32(vacc0x89AB), vacc0xCDEF);
299 
300     vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point);
301     vacc0x89ABCDEF = vqaddq_s16(vacc0x89ABCDEF, voutput_zero_point);
302 
303     int8x16_t vout0x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc0x89ABCDEF);
304 #else
305     int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567));
306     int16x8_t vacc0x89ABCDEF = vcombine_s16(vqmovn_s32(vacc0x89AB), vqmovn_s32(vacc0xCDEF));
307 
308     vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point);
309     vacc0x89ABCDEF = vqaddq_s16(vacc0x89ABCDEF, voutput_zero_point);
310 
311     int8x16_t vout0x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc0x89ABCDEF));
312 #endif
313 
314     const int8x16_t voutput_min = vld1q_dup_s8(&params->rndnu_neon.output_min);
315     vout0x0123456789ABCDEF = vmaxq_s8(vout0x0123456789ABCDEF, voutput_min);
316 
317     const int8x16_t voutput_max = vld1q_dup_s8(&params->rndnu_neon.output_max);
318     vout0x0123456789ABCDEF = vminq_s8(vout0x0123456789ABCDEF, voutput_max);
319 
320     if (nc >= 16) {
321       vst1q_s8(c0 + 0, vout0x0123456789ABCDEF);
322 
323       c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
324 
325       a0 = (const int8_t*) ((uintptr_t) a0 - kc);
326 
327       nc -= 16;
328     } else {
329       // Final case where not all of the 16 columns fit in the destination.
330       int8x8_t vout0x01234567 = vget_low_s8(vout0x0123456789ABCDEF);
331       if (nc & 8) {
332         vst1_s8(c0, vout0x01234567); c0 += 8;
333         vout0x01234567 = vget_high_s8(vout0x0123456789ABCDEF);
334       }
335       if (nc & 4) {
336         vst1_lane_u32((void*) c0, vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4;
337         vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4);
338       }
339       if (nc & 2) {
340         vst1_lane_u16((void*) c0, vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2;
341         vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2);
342       }
343       if (nc & 1) {
344         vst1_lane_s8(c0, vout0x01234567, 0);
345       }
346 
347       nc = 0;
348     }
349   } while (nc != 0);
350 }
351