xref: /aosp_15_r20/external/XNNPACK/src/qs8-gemm/gen/1x16c8-minmax-rndnu-neon-mlal.c (revision 4bdc94577ba0e567308109d787f7fec7b531ce36)
1 // Auto-generated file. Do not edit!
2 //   Template: src/qs8-gemm/c8-neon-mull.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_1x16c8__neon_mlal(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_1x16c8__neon_mlal(
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 <= 1);
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, 8 * sizeof(int8_t));
40   const int8_t* a0 = a;
41   int8_t* c0 = c;
42 
43   do {
44     int32x4_t vacc0x0 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
45     int32x4_t vacc0x1 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
46     int32x4_t vacc0x2 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
47     int32x4_t vacc0x3 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
48     int32x4_t vacc0x4 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
49     int32x4_t vacc0x5 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
50     int32x4_t vacc0x6 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
51     int32x4_t vacc0x7 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
52     int32x4_t vacc0x8 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
53     int32x4_t vacc0x9 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
54     int32x4_t vacc0x10 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
55     int32x4_t vacc0x11 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
56     int32x4_t vacc0x12 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
57     int32x4_t vacc0x13 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
58     int32x4_t vacc0x14 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
59     int32x4_t vacc0x15 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
60 
61     size_t k = kc;
62     // 2x partial unrolled loop to load 16 bytes at a time using MLA.
63     while (k >= 16 * sizeof(int8_t)) {
64       const int8x8_t va0x0 = vld1_s8(a0); a0 += 8;
65       const int8x8_t va0x1 = vld1_s8(a0); a0 += 8;
66 
67       const int8x8_t vb0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(  int8_t));
68       const int8x8_t vb1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(  int8_t));
69       const int8x8_t vb2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(  int8_t));
70       const int8x8_t vb3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(  int8_t));
71       const int8x8_t vb4x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(  int8_t));
72       const int8x8_t vb5x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(  int8_t));
73       const int8x8_t vb6x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(  int8_t));
74       const int8x8_t vb7x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(  int8_t));
75       const int8x8_t vb8x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(  int8_t));
76       const int8x8_t vb9x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(  int8_t));
77       const int8x8_t vb10x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(  int8_t));
78       const int8x8_t vb11x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(  int8_t));
79       const int8x8_t vb12x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(  int8_t));
80       const int8x8_t vb13x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(  int8_t));
81       const int8x8_t vb14x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(  int8_t));
82       const int8x8_t vb15x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(  int8_t));
83 
84       const int8x8_t vb0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(  int8_t));
85       int16x8_t vprod0x0 = vmull_s8(vb0x0, va0x0);
86       vprod0x0 = vmlal_s8(vprod0x0, vb0x1, va0x1);
87       vacc0x0 = vpadalq_s16(vacc0x0, vprod0x0);
88       const int8x8_t vb1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(  int8_t));
89       int16x8_t vprod0x1 = vmull_s8(vb1x0, va0x0);
90       vprod0x1 = vmlal_s8(vprod0x1, vb1x1, va0x1);
91       vacc0x1 = vpadalq_s16(vacc0x1, vprod0x1);
92       const int8x8_t vb2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(  int8_t));
93       int16x8_t vprod0x2 = vmull_s8(vb2x0, va0x0);
94       vprod0x2 = vmlal_s8(vprod0x2, vb2x1, va0x1);
95       vacc0x2 = vpadalq_s16(vacc0x2, vprod0x2);
96       const int8x8_t vb3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(  int8_t));
97       int16x8_t vprod0x3 = vmull_s8(vb3x0, va0x0);
98       vprod0x3 = vmlal_s8(vprod0x3, vb3x1, va0x1);
99       vacc0x3 = vpadalq_s16(vacc0x3, vprod0x3);
100       const int8x8_t vb4x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(  int8_t));
101       int16x8_t vprod0x4 = vmull_s8(vb4x0, va0x0);
102       vprod0x4 = vmlal_s8(vprod0x4, vb4x1, va0x1);
103       vacc0x4 = vpadalq_s16(vacc0x4, vprod0x4);
104       const int8x8_t vb5x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(  int8_t));
105       int16x8_t vprod0x5 = vmull_s8(vb5x0, va0x0);
106       vprod0x5 = vmlal_s8(vprod0x5, vb5x1, va0x1);
107       vacc0x5 = vpadalq_s16(vacc0x5, vprod0x5);
108       const int8x8_t vb6x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(  int8_t));
109       int16x8_t vprod0x6 = vmull_s8(vb6x0, va0x0);
110       vprod0x6 = vmlal_s8(vprod0x6, vb6x1, va0x1);
111       vacc0x6 = vpadalq_s16(vacc0x6, vprod0x6);
112       const int8x8_t vb7x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(  int8_t));
113       int16x8_t vprod0x7 = vmull_s8(vb7x0, va0x0);
114       vprod0x7 = vmlal_s8(vprod0x7, vb7x1, va0x1);
115       vacc0x7 = vpadalq_s16(vacc0x7, vprod0x7);
116       const int8x8_t vb8x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(  int8_t));
117       int16x8_t vprod0x8 = vmull_s8(vb8x0, va0x0);
118       vprod0x8 = vmlal_s8(vprod0x8, vb8x1, va0x1);
119       vacc0x8 = vpadalq_s16(vacc0x8, vprod0x8);
120       const int8x8_t vb9x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(  int8_t));
121       int16x8_t vprod0x9 = vmull_s8(vb9x0, va0x0);
122       vprod0x9 = vmlal_s8(vprod0x9, vb9x1, va0x1);
123       vacc0x9 = vpadalq_s16(vacc0x9, vprod0x9);
124       const int8x8_t vb10x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(  int8_t));
125       int16x8_t vprod0x10 = vmull_s8(vb10x0, va0x0);
126       vprod0x10 = vmlal_s8(vprod0x10, vb10x1, va0x1);
127       vacc0x10 = vpadalq_s16(vacc0x10, vprod0x10);
128       const int8x8_t vb11x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(  int8_t));
129       int16x8_t vprod0x11 = vmull_s8(vb11x0, va0x0);
130       vprod0x11 = vmlal_s8(vprod0x11, vb11x1, va0x1);
131       vacc0x11 = vpadalq_s16(vacc0x11, vprod0x11);
132       const int8x8_t vb12x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(  int8_t));
133       int16x8_t vprod0x12 = vmull_s8(vb12x0, va0x0);
134       vprod0x12 = vmlal_s8(vprod0x12, vb12x1, va0x1);
135       vacc0x12 = vpadalq_s16(vacc0x12, vprod0x12);
136       const int8x8_t vb13x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(  int8_t));
137       int16x8_t vprod0x13 = vmull_s8(vb13x0, va0x0);
138       vprod0x13 = vmlal_s8(vprod0x13, vb13x1, va0x1);
139       vacc0x13 = vpadalq_s16(vacc0x13, vprod0x13);
140       const int8x8_t vb14x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(  int8_t));
141       int16x8_t vprod0x14 = vmull_s8(vb14x0, va0x0);
142       vprod0x14 = vmlal_s8(vprod0x14, vb14x1, va0x1);
143       vacc0x14 = vpadalq_s16(vacc0x14, vprod0x14);
144       const int8x8_t vb15x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(  int8_t));
145       int16x8_t vprod0x15 = vmull_s8(vb15x0, va0x0);
146       vprod0x15 = vmlal_s8(vprod0x15, vb15x1, va0x1);
147       vacc0x15 = vpadalq_s16(vacc0x15, vprod0x15);
148 
149       k -= 16 * sizeof(int8_t);
150     }
151 
152     // Handle 8 bytes at a time using MUL.
153     if (k != 0) {
154       const int8x8_t va0 = vld1_s8(a0); a0 += 8;
155 
156       const int8x8_t vb0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
157       const int16x8_t vprod0x0 = vmull_s8(vb0, va0);
158       vacc0x0 = vpadalq_s16(vacc0x0, vprod0x0);
159       const int8x8_t vb1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
160       const int16x8_t vprod0x1 = vmull_s8(vb1, va0);
161       vacc0x1 = vpadalq_s16(vacc0x1, vprod0x1);
162       const int8x8_t vb2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
163       const int16x8_t vprod0x2 = vmull_s8(vb2, va0);
164       vacc0x2 = vpadalq_s16(vacc0x2, vprod0x2);
165       const int8x8_t vb3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
166       const int16x8_t vprod0x3 = vmull_s8(vb3, va0);
167       vacc0x3 = vpadalq_s16(vacc0x3, vprod0x3);
168       const int8x8_t vb4 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
169       const int16x8_t vprod0x4 = vmull_s8(vb4, va0);
170       vacc0x4 = vpadalq_s16(vacc0x4, vprod0x4);
171       const int8x8_t vb5 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
172       const int16x8_t vprod0x5 = vmull_s8(vb5, va0);
173       vacc0x5 = vpadalq_s16(vacc0x5, vprod0x5);
174       const int8x8_t vb6 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
175       const int16x8_t vprod0x6 = vmull_s8(vb6, va0);
176       vacc0x6 = vpadalq_s16(vacc0x6, vprod0x6);
177       const int8x8_t vb7 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
178       const int16x8_t vprod0x7 = vmull_s8(vb7, va0);
179       vacc0x7 = vpadalq_s16(vacc0x7, vprod0x7);
180       const int8x8_t vb8 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
181       const int16x8_t vprod0x8 = vmull_s8(vb8, va0);
182       vacc0x8 = vpadalq_s16(vacc0x8, vprod0x8);
183       const int8x8_t vb9 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
184       const int16x8_t vprod0x9 = vmull_s8(vb9, va0);
185       vacc0x9 = vpadalq_s16(vacc0x9, vprod0x9);
186       const int8x8_t vb10 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
187       const int16x8_t vprod0x10 = vmull_s8(vb10, va0);
188       vacc0x10 = vpadalq_s16(vacc0x10, vprod0x10);
189       const int8x8_t vb11 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
190       const int16x8_t vprod0x11 = vmull_s8(vb11, va0);
191       vacc0x11 = vpadalq_s16(vacc0x11, vprod0x11);
192       const int8x8_t vb12 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
193       const int16x8_t vprod0x12 = vmull_s8(vb12, va0);
194       vacc0x12 = vpadalq_s16(vacc0x12, vprod0x12);
195       const int8x8_t vb13 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
196       const int16x8_t vprod0x13 = vmull_s8(vb13, va0);
197       vacc0x13 = vpadalq_s16(vacc0x13, vprod0x13);
198       const int8x8_t vb14 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
199       const int16x8_t vprod0x14 = vmull_s8(vb14, va0);
200       vacc0x14 = vpadalq_s16(vacc0x14, vprod0x14);
201       const int8x8_t vb15 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
202       const int16x8_t vprod0x15 = vmull_s8(vb15, va0);
203       vacc0x15 = vpadalq_s16(vacc0x15, vprod0x15);
204 
205       k -= 8 * sizeof(int8_t);
206     }
207 
208 #if XNN_ARCH_ARM64
209     const int32x4_t vsum0x01 = vpaddq_s32(vacc0x0, vacc0x1);
210     const int32x4_t vsum0x23 = vpaddq_s32(vacc0x2, vacc0x3);
211     const int32x4_t vsum0x45 = vpaddq_s32(vacc0x4, vacc0x5);
212     const int32x4_t vsum0x67 = vpaddq_s32(vacc0x6, vacc0x7);
213     const int32x4_t vsum0x89 = vpaddq_s32(vacc0x8, vacc0x9);
214     const int32x4_t vsum0xAB = vpaddq_s32(vacc0x10, vacc0x11);
215     const int32x4_t vsum0xCD = vpaddq_s32(vacc0x12, vacc0x13);
216     const int32x4_t vsum0xEF = vpaddq_s32(vacc0x14, vacc0x15);
217 
218     int32x4_t vacc0x0123 = vpaddq_s32(vsum0x01, vsum0x23);
219     int32x4_t vacc0x4567 = vpaddq_s32(vsum0x45, vsum0x67);
220     int32x4_t vacc0x89AB = vpaddq_s32(vsum0x89, vsum0xAB);
221     int32x4_t vacc0xCDEF = vpaddq_s32(vsum0xCD, vsum0xEF);
222 #else
223     const int32x2_t vpsum0x0 = vadd_s32(vget_low_s32(vacc0x0), vget_high_s32(vacc0x0));
224     const int32x2_t vpsum0x1 = vadd_s32(vget_low_s32(vacc0x1), vget_high_s32(vacc0x1));
225     const int32x2_t vpsum0x2 = vadd_s32(vget_low_s32(vacc0x2), vget_high_s32(vacc0x2));
226     const int32x2_t vpsum0x3 = vadd_s32(vget_low_s32(vacc0x3), vget_high_s32(vacc0x3));
227     const int32x2_t vsum0x01 = vpadd_s32(vpsum0x0, vpsum0x1);
228     const int32x2_t vsum0x23 = vpadd_s32(vpsum0x2, vpsum0x3);
229     int32x4_t vacc0x0123 = vcombine_s32(vsum0x01, vsum0x23 );
230     const int32x2_t vpsum0x4 = vadd_s32(vget_low_s32(vacc0x4), vget_high_s32(vacc0x4));
231     const int32x2_t vpsum0x5 = vadd_s32(vget_low_s32(vacc0x5), vget_high_s32(vacc0x5));
232     const int32x2_t vpsum0x6 = vadd_s32(vget_low_s32(vacc0x6), vget_high_s32(vacc0x6));
233     const int32x2_t vpsum0x7 = vadd_s32(vget_low_s32(vacc0x7), vget_high_s32(vacc0x7));
234     const int32x2_t vsum0x45 = vpadd_s32(vpsum0x4, vpsum0x5);
235     const int32x2_t vsum0x67 = vpadd_s32(vpsum0x6, vpsum0x7);
236     int32x4_t vacc0x4567 = vcombine_s32(vsum0x45, vsum0x67 );
237     const int32x2_t vpsum0x8 = vadd_s32(vget_low_s32(vacc0x8), vget_high_s32(vacc0x8));
238     const int32x2_t vpsum0x9 = vadd_s32(vget_low_s32(vacc0x9), vget_high_s32(vacc0x9));
239     const int32x2_t vpsum0xA = vadd_s32(vget_low_s32(vacc0x10), vget_high_s32(vacc0x10));
240     const int32x2_t vpsum0xB = vadd_s32(vget_low_s32(vacc0x11), vget_high_s32(vacc0x11));
241     const int32x2_t vsum0x89 = vpadd_s32(vpsum0x8, vpsum0x9);
242     const int32x2_t vsum0xAB = vpadd_s32(vpsum0xA, vpsum0xB);
243     int32x4_t vacc0x89AB = vcombine_s32(vsum0x89, vsum0xAB );
244     const int32x2_t vpsum0xC = vadd_s32(vget_low_s32(vacc0x12), vget_high_s32(vacc0x12));
245     const int32x2_t vpsum0xD = vadd_s32(vget_low_s32(vacc0x13), vget_high_s32(vacc0x13));
246     const int32x2_t vpsum0xE = vadd_s32(vget_low_s32(vacc0x14), vget_high_s32(vacc0x14));
247     const int32x2_t vpsum0xF = vadd_s32(vget_low_s32(vacc0x15), vget_high_s32(vacc0x15));
248     const int32x2_t vsum0xCD = vpadd_s32(vpsum0xC, vpsum0xD);
249     const int32x2_t vsum0xEF = vpadd_s32(vpsum0xE, vpsum0xF);
250     int32x4_t vacc0xCDEF = vcombine_s32(vsum0xCD, vsum0xEF );
251 #endif
252 
253     const int32x4_t vright_pre_shift = vld1q_dup_s32(&params->rndnu_neon.right_pre_shift);
254     const int32x4_t vmultiplier = vld1q_dup_s32(&params->rndnu_neon.multiplier);
255     const int32x4_t vright_post_shift = vld1q_dup_s32(&params->rndnu_neon.right_post_shift);
256 
257     vacc0x0123 = vqshlq_s32(vacc0x0123, vright_pre_shift);
258     vacc0x4567 = vqshlq_s32(vacc0x4567, vright_pre_shift);
259     vacc0x89AB = vqshlq_s32(vacc0x89AB, vright_pre_shift);
260     vacc0xCDEF = vqshlq_s32(vacc0xCDEF, vright_pre_shift);
261 
262     vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
263     vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
264     vacc0x89AB = vqdmulhq_s32(vacc0x89AB, vmultiplier);
265     vacc0xCDEF = vqdmulhq_s32(vacc0xCDEF, vmultiplier);
266 
267     vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
268     vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
269     vacc0x89AB = vrshlq_s32(vacc0x89AB, vright_post_shift);
270     vacc0xCDEF = vrshlq_s32(vacc0xCDEF, vright_post_shift);
271 
272     const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->rndnu_neon.output_zero_point);
273 #if XNN_ARCH_ARM64
274     int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567);
275     int16x8_t vacc0x89ABCDEF = vqmovn_high_s32(vqmovn_s32(vacc0x89AB), vacc0xCDEF);
276 
277     vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point);
278     vacc0x89ABCDEF = vqaddq_s16(vacc0x89ABCDEF, voutput_zero_point);
279 
280     int8x16_t vout0x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc0x89ABCDEF);
281 #else
282     int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567));
283     int16x8_t vacc0x89ABCDEF = vcombine_s16(vqmovn_s32(vacc0x89AB), vqmovn_s32(vacc0xCDEF));
284 
285     vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point);
286     vacc0x89ABCDEF = vqaddq_s16(vacc0x89ABCDEF, voutput_zero_point);
287 
288     int8x16_t vout0x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc0x89ABCDEF));
289 #endif
290 
291     const int8x16_t voutput_min = vld1q_dup_s8(&params->rndnu_neon.output_min);
292     vout0x0123456789ABCDEF = vmaxq_s8(vout0x0123456789ABCDEF, voutput_min);
293 
294     const int8x16_t voutput_max = vld1q_dup_s8(&params->rndnu_neon.output_max);
295     vout0x0123456789ABCDEF = vminq_s8(vout0x0123456789ABCDEF, voutput_max);
296 
297     if (nc >= 16) {
298       vst1q_s8(c0 + 0, vout0x0123456789ABCDEF);
299 
300       c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
301 
302       a0 = (const int8_t*) ((uintptr_t) a0 - kc);
303 
304       nc -= 16;
305     } else {
306       // Final case where not all of the 16 columns fit in the destination.
307       int8x8_t vout0x01234567 = vget_low_s8(vout0x0123456789ABCDEF);
308       if (nc & 8) {
309         vst1_s8(c0, vout0x01234567); c0 += 8;
310         vout0x01234567 = vget_high_s8(vout0x0123456789ABCDEF);
311       }
312       if (nc & 4) {
313         vst1_lane_u32((void*) c0, vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4;
314         vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4);
315       }
316       if (nc & 2) {
317         vst1_lane_u16((void*) c0, vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2;
318         vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2);
319       }
320       if (nc & 1) {
321         vst1_lane_s8(c0, vout0x01234567, 0);
322       }
323 
324       nc = 0;
325     }
326   } while (nc != 0);
327 }
328