xref: /aosp_15_r20/external/XNNPACK/src/qs8-igemm/gen/2x16c8-minmax-rndnu-neon-mull.c (revision 4bdc94577ba0e567308109d787f7fec7b531ce36)
1 // Auto-generated file. Do not edit!
2 //   Template: src/qs8-igemm/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/igemm.h>
15 #include <xnnpack/math.h>
16 
17 
xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c8__neon_mull(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_2x16c8__neon_mull(
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 <= 2);
34   assert(nc != 0);
35   assert(kc != 0);
36   assert(ks != 0);
37   assert(ks % (2 * 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, 8 * 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 
50   do {
51     int32x4_t vacc0x0 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
52     int32x4_t vacc0x1 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
53     int32x4_t vacc0x2 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
54     int32x4_t vacc0x3 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
55     int32x4_t vacc0x4 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
56     int32x4_t vacc0x5 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
57     int32x4_t vacc0x6 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
58     int32x4_t vacc0x7 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
59     int32x4_t vacc0x8 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
60     int32x4_t vacc0x9 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
61     int32x4_t vacc0x10 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
62     int32x4_t vacc0x11 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
63     int32x4_t vacc0x12 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
64     int32x4_t vacc0x13 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
65     int32x4_t vacc0x14 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
66     int32x4_t vacc0x15 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
67     int32x4_t vacc1x0 = vacc0x0;
68     int32x4_t vacc1x1 = vacc0x1;
69     int32x4_t vacc1x2 = vacc0x2;
70     int32x4_t vacc1x3 = vacc0x3;
71     int32x4_t vacc1x4 = vacc0x4;
72     int32x4_t vacc1x5 = vacc0x5;
73     int32x4_t vacc1x6 = vacc0x6;
74     int32x4_t vacc1x7 = vacc0x7;
75     int32x4_t vacc1x8 = vacc0x8;
76     int32x4_t vacc1x9 = vacc0x9;
77     int32x4_t vacc1x10 = vacc0x10;
78     int32x4_t vacc1x11 = vacc0x11;
79     int32x4_t vacc1x12 = vacc0x12;
80     int32x4_t vacc1x13 = vacc0x13;
81     int32x4_t vacc1x14 = vacc0x14;
82     int32x4_t vacc1x15 = vacc0x15;
83 
84     size_t p = ks;
85     do {
86       const int8_t* restrict a0 = a[0];
87       if XNN_UNPREDICTABLE(a0 != zero) {
88         a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
89       }
90       const int8_t* restrict a1 = a[1];
91       if XNN_UNPREDICTABLE(a1 != zero) {
92         a1 = (const int8_t*) ((uintptr_t) a1 + a_offset);
93       }
94       a += 2;
95 
96       size_t k = kc;
97 
98       // Handle 8 bytes at a time using MUL.
99       while (k != 0) {
100         const int8x8_t va0 = vld1_s8(a0); a0 += 8;
101         const int8x8_t va1 = vld1_s8(a1); a1 += 8;
102 
103         const int8x8_t vb0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
104         const int16x8_t vprod0x0 = vmull_s8(vb0, va0);
105         const int16x8_t vprod1x0 = vmull_s8(vb0, va1);
106         vacc0x0 = vpadalq_s16(vacc0x0, vprod0x0);
107         vacc1x0 = vpadalq_s16(vacc1x0, vprod1x0);
108         const int8x8_t vb1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
109         const int16x8_t vprod0x1 = vmull_s8(vb1, va0);
110         const int16x8_t vprod1x1 = vmull_s8(vb1, va1);
111         vacc0x1 = vpadalq_s16(vacc0x1, vprod0x1);
112         vacc1x1 = vpadalq_s16(vacc1x1, vprod1x1);
113         const int8x8_t vb2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
114         const int16x8_t vprod0x2 = vmull_s8(vb2, va0);
115         const int16x8_t vprod1x2 = vmull_s8(vb2, va1);
116         vacc0x2 = vpadalq_s16(vacc0x2, vprod0x2);
117         vacc1x2 = vpadalq_s16(vacc1x2, vprod1x2);
118         const int8x8_t vb3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
119         const int16x8_t vprod0x3 = vmull_s8(vb3, va0);
120         const int16x8_t vprod1x3 = vmull_s8(vb3, va1);
121         vacc0x3 = vpadalq_s16(vacc0x3, vprod0x3);
122         vacc1x3 = vpadalq_s16(vacc1x3, vprod1x3);
123         const int8x8_t vb4 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
124         const int16x8_t vprod0x4 = vmull_s8(vb4, va0);
125         const int16x8_t vprod1x4 = vmull_s8(vb4, va1);
126         vacc0x4 = vpadalq_s16(vacc0x4, vprod0x4);
127         vacc1x4 = vpadalq_s16(vacc1x4, vprod1x4);
128         const int8x8_t vb5 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
129         const int16x8_t vprod0x5 = vmull_s8(vb5, va0);
130         const int16x8_t vprod1x5 = vmull_s8(vb5, va1);
131         vacc0x5 = vpadalq_s16(vacc0x5, vprod0x5);
132         vacc1x5 = vpadalq_s16(vacc1x5, vprod1x5);
133         const int8x8_t vb6 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
134         const int16x8_t vprod0x6 = vmull_s8(vb6, va0);
135         const int16x8_t vprod1x6 = vmull_s8(vb6, va1);
136         vacc0x6 = vpadalq_s16(vacc0x6, vprod0x6);
137         vacc1x6 = vpadalq_s16(vacc1x6, vprod1x6);
138         const int8x8_t vb7 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
139         const int16x8_t vprod0x7 = vmull_s8(vb7, va0);
140         const int16x8_t vprod1x7 = vmull_s8(vb7, va1);
141         vacc0x7 = vpadalq_s16(vacc0x7, vprod0x7);
142         vacc1x7 = vpadalq_s16(vacc1x7, vprod1x7);
143         const int8x8_t vb8 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
144         const int16x8_t vprod0x8 = vmull_s8(vb8, va0);
145         const int16x8_t vprod1x8 = vmull_s8(vb8, va1);
146         vacc0x8 = vpadalq_s16(vacc0x8, vprod0x8);
147         vacc1x8 = vpadalq_s16(vacc1x8, vprod1x8);
148         const int8x8_t vb9 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
149         const int16x8_t vprod0x9 = vmull_s8(vb9, va0);
150         const int16x8_t vprod1x9 = vmull_s8(vb9, va1);
151         vacc0x9 = vpadalq_s16(vacc0x9, vprod0x9);
152         vacc1x9 = vpadalq_s16(vacc1x9, vprod1x9);
153         const int8x8_t vb10 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
154         const int16x8_t vprod0x10 = vmull_s8(vb10, va0);
155         const int16x8_t vprod1x10 = vmull_s8(vb10, va1);
156         vacc0x10 = vpadalq_s16(vacc0x10, vprod0x10);
157         vacc1x10 = vpadalq_s16(vacc1x10, vprod1x10);
158         const int8x8_t vb11 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
159         const int16x8_t vprod0x11 = vmull_s8(vb11, va0);
160         const int16x8_t vprod1x11 = vmull_s8(vb11, va1);
161         vacc0x11 = vpadalq_s16(vacc0x11, vprod0x11);
162         vacc1x11 = vpadalq_s16(vacc1x11, vprod1x11);
163         const int8x8_t vb12 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
164         const int16x8_t vprod0x12 = vmull_s8(vb12, va0);
165         const int16x8_t vprod1x12 = vmull_s8(vb12, va1);
166         vacc0x12 = vpadalq_s16(vacc0x12, vprod0x12);
167         vacc1x12 = vpadalq_s16(vacc1x12, vprod1x12);
168         const int8x8_t vb13 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
169         const int16x8_t vprod0x13 = vmull_s8(vb13, va0);
170         const int16x8_t vprod1x13 = vmull_s8(vb13, va1);
171         vacc0x13 = vpadalq_s16(vacc0x13, vprod0x13);
172         vacc1x13 = vpadalq_s16(vacc1x13, vprod1x13);
173         const int8x8_t vb14 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
174         const int16x8_t vprod0x14 = vmull_s8(vb14, va0);
175         const int16x8_t vprod1x14 = vmull_s8(vb14, va1);
176         vacc0x14 = vpadalq_s16(vacc0x14, vprod0x14);
177         vacc1x14 = vpadalq_s16(vacc1x14, vprod1x14);
178         const int8x8_t vb15 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
179         const int16x8_t vprod0x15 = vmull_s8(vb15, va0);
180         const int16x8_t vprod1x15 = vmull_s8(vb15, va1);
181         vacc0x15 = vpadalq_s16(vacc0x15, vprod0x15);
182         vacc1x15 = vpadalq_s16(vacc1x15, vprod1x15);
183 
184         k -= 8 * sizeof(int8_t);
185       }
186 
187       p -= 2 * sizeof(void*);
188     } while (p != 0);
189 
190 #if XNN_ARCH_ARM64
191     const int32x4_t vsum0x01 = vpaddq_s32(vacc0x0, vacc0x1);
192     const int32x4_t vsum0x23 = vpaddq_s32(vacc0x2, vacc0x3);
193     const int32x4_t vsum0x45 = vpaddq_s32(vacc0x4, vacc0x5);
194     const int32x4_t vsum0x67 = vpaddq_s32(vacc0x6, vacc0x7);
195     const int32x4_t vsum0x89 = vpaddq_s32(vacc0x8, vacc0x9);
196     const int32x4_t vsum0xAB = vpaddq_s32(vacc0x10, vacc0x11);
197     const int32x4_t vsum0xCD = vpaddq_s32(vacc0x12, vacc0x13);
198     const int32x4_t vsum0xEF = vpaddq_s32(vacc0x14, vacc0x15);
199     const int32x4_t vsum1x01 = vpaddq_s32(vacc1x0, vacc1x1);
200     const int32x4_t vsum1x23 = vpaddq_s32(vacc1x2, vacc1x3);
201     const int32x4_t vsum1x45 = vpaddq_s32(vacc1x4, vacc1x5);
202     const int32x4_t vsum1x67 = vpaddq_s32(vacc1x6, vacc1x7);
203     const int32x4_t vsum1x89 = vpaddq_s32(vacc1x8, vacc1x9);
204     const int32x4_t vsum1xAB = vpaddq_s32(vacc1x10, vacc1x11);
205     const int32x4_t vsum1xCD = vpaddq_s32(vacc1x12, vacc1x13);
206     const int32x4_t vsum1xEF = vpaddq_s32(vacc1x14, vacc1x15);
207 
208     int32x4_t vacc0x0123 = vpaddq_s32(vsum0x01, vsum0x23);
209     int32x4_t vacc0x4567 = vpaddq_s32(vsum0x45, vsum0x67);
210     int32x4_t vacc0x89AB = vpaddq_s32(vsum0x89, vsum0xAB);
211     int32x4_t vacc0xCDEF = vpaddq_s32(vsum0xCD, vsum0xEF);
212     int32x4_t vacc1x0123 = vpaddq_s32(vsum1x01, vsum1x23);
213     int32x4_t vacc1x4567 = vpaddq_s32(vsum1x45, vsum1x67);
214     int32x4_t vacc1x89AB = vpaddq_s32(vsum1x89, vsum1xAB);
215     int32x4_t vacc1xCDEF = vpaddq_s32(vsum1xCD, vsum1xEF);
216 #else
217     const int32x2_t vpsum0x0 = vadd_s32(vget_low_s32(vacc0x0), vget_high_s32(vacc0x0));
218     const int32x2_t vpsum0x1 = vadd_s32(vget_low_s32(vacc0x1), vget_high_s32(vacc0x1));
219     const int32x2_t vpsum0x2 = vadd_s32(vget_low_s32(vacc0x2), vget_high_s32(vacc0x2));
220     const int32x2_t vpsum0x3 = vadd_s32(vget_low_s32(vacc0x3), vget_high_s32(vacc0x3));
221     const int32x2_t vsum0x01 = vpadd_s32(vpsum0x0, vpsum0x1);
222     const int32x2_t vsum0x23 = vpadd_s32(vpsum0x2, vpsum0x3);
223     int32x4_t vacc0x0123 = vcombine_s32(vsum0x01, vsum0x23 );
224     const int32x2_t vpsum0x4 = vadd_s32(vget_low_s32(vacc0x4), vget_high_s32(vacc0x4));
225     const int32x2_t vpsum0x5 = vadd_s32(vget_low_s32(vacc0x5), vget_high_s32(vacc0x5));
226     const int32x2_t vpsum0x6 = vadd_s32(vget_low_s32(vacc0x6), vget_high_s32(vacc0x6));
227     const int32x2_t vpsum0x7 = vadd_s32(vget_low_s32(vacc0x7), vget_high_s32(vacc0x7));
228     const int32x2_t vsum0x45 = vpadd_s32(vpsum0x4, vpsum0x5);
229     const int32x2_t vsum0x67 = vpadd_s32(vpsum0x6, vpsum0x7);
230     int32x4_t vacc0x4567 = vcombine_s32(vsum0x45, vsum0x67 );
231     const int32x2_t vpsum0x8 = vadd_s32(vget_low_s32(vacc0x8), vget_high_s32(vacc0x8));
232     const int32x2_t vpsum0x9 = vadd_s32(vget_low_s32(vacc0x9), vget_high_s32(vacc0x9));
233     const int32x2_t vpsum0xA = vadd_s32(vget_low_s32(vacc0x10), vget_high_s32(vacc0x10));
234     const int32x2_t vpsum0xB = vadd_s32(vget_low_s32(vacc0x11), vget_high_s32(vacc0x11));
235     const int32x2_t vsum0x89 = vpadd_s32(vpsum0x8, vpsum0x9);
236     const int32x2_t vsum0xAB = vpadd_s32(vpsum0xA, vpsum0xB);
237     int32x4_t vacc0x89AB = vcombine_s32(vsum0x89, vsum0xAB );
238     const int32x2_t vpsum0xC = vadd_s32(vget_low_s32(vacc0x12), vget_high_s32(vacc0x12));
239     const int32x2_t vpsum0xD = vadd_s32(vget_low_s32(vacc0x13), vget_high_s32(vacc0x13));
240     const int32x2_t vpsum0xE = vadd_s32(vget_low_s32(vacc0x14), vget_high_s32(vacc0x14));
241     const int32x2_t vpsum0xF = vadd_s32(vget_low_s32(vacc0x15), vget_high_s32(vacc0x15));
242     const int32x2_t vsum0xCD = vpadd_s32(vpsum0xC, vpsum0xD);
243     const int32x2_t vsum0xEF = vpadd_s32(vpsum0xE, vpsum0xF);
244     int32x4_t vacc0xCDEF = vcombine_s32(vsum0xCD, vsum0xEF );
245     const int32x2_t vpsum1x0 = vadd_s32(vget_low_s32(vacc1x0), vget_high_s32(vacc1x0));
246     const int32x2_t vpsum1x1 = vadd_s32(vget_low_s32(vacc1x1), vget_high_s32(vacc1x1));
247     const int32x2_t vpsum1x2 = vadd_s32(vget_low_s32(vacc1x2), vget_high_s32(vacc1x2));
248     const int32x2_t vpsum1x3 = vadd_s32(vget_low_s32(vacc1x3), vget_high_s32(vacc1x3));
249     const int32x2_t vsum1x01 = vpadd_s32(vpsum1x0, vpsum1x1);
250     const int32x2_t vsum1x23 = vpadd_s32(vpsum1x2, vpsum1x3);
251     int32x4_t vacc1x0123 = vcombine_s32(vsum1x01, vsum1x23 );
252     const int32x2_t vpsum1x4 = vadd_s32(vget_low_s32(vacc1x4), vget_high_s32(vacc1x4));
253     const int32x2_t vpsum1x5 = vadd_s32(vget_low_s32(vacc1x5), vget_high_s32(vacc1x5));
254     const int32x2_t vpsum1x6 = vadd_s32(vget_low_s32(vacc1x6), vget_high_s32(vacc1x6));
255     const int32x2_t vpsum1x7 = vadd_s32(vget_low_s32(vacc1x7), vget_high_s32(vacc1x7));
256     const int32x2_t vsum1x45 = vpadd_s32(vpsum1x4, vpsum1x5);
257     const int32x2_t vsum1x67 = vpadd_s32(vpsum1x6, vpsum1x7);
258     int32x4_t vacc1x4567 = vcombine_s32(vsum1x45, vsum1x67 );
259     const int32x2_t vpsum1x8 = vadd_s32(vget_low_s32(vacc1x8), vget_high_s32(vacc1x8));
260     const int32x2_t vpsum1x9 = vadd_s32(vget_low_s32(vacc1x9), vget_high_s32(vacc1x9));
261     const int32x2_t vpsum1xA = vadd_s32(vget_low_s32(vacc1x10), vget_high_s32(vacc1x10));
262     const int32x2_t vpsum1xB = vadd_s32(vget_low_s32(vacc1x11), vget_high_s32(vacc1x11));
263     const int32x2_t vsum1x89 = vpadd_s32(vpsum1x8, vpsum1x9);
264     const int32x2_t vsum1xAB = vpadd_s32(vpsum1xA, vpsum1xB);
265     int32x4_t vacc1x89AB = vcombine_s32(vsum1x89, vsum1xAB );
266     const int32x2_t vpsum1xC = vadd_s32(vget_low_s32(vacc1x12), vget_high_s32(vacc1x12));
267     const int32x2_t vpsum1xD = vadd_s32(vget_low_s32(vacc1x13), vget_high_s32(vacc1x13));
268     const int32x2_t vpsum1xE = vadd_s32(vget_low_s32(vacc1x14), vget_high_s32(vacc1x14));
269     const int32x2_t vpsum1xF = vadd_s32(vget_low_s32(vacc1x15), vget_high_s32(vacc1x15));
270     const int32x2_t vsum1xCD = vpadd_s32(vpsum1xC, vpsum1xD);
271     const int32x2_t vsum1xEF = vpadd_s32(vpsum1xE, vpsum1xF);
272     int32x4_t vacc1xCDEF = vcombine_s32(vsum1xCD, vsum1xEF );
273 #endif
274 
275     const int32x4_t vright_pre_shift = vld1q_dup_s32(&params->rndnu_neon.right_pre_shift);
276     const int32x4_t vmultiplier = vld1q_dup_s32(&params->rndnu_neon.multiplier);
277     const int32x4_t vright_post_shift = vld1q_dup_s32(&params->rndnu_neon.right_post_shift);
278 
279     vacc0x0123 = vqshlq_s32(vacc0x0123, vright_pre_shift);
280     vacc0x4567 = vqshlq_s32(vacc0x4567, vright_pre_shift);
281     vacc0x89AB = vqshlq_s32(vacc0x89AB, vright_pre_shift);
282     vacc0xCDEF = vqshlq_s32(vacc0xCDEF, vright_pre_shift);
283     vacc1x0123 = vqshlq_s32(vacc1x0123, vright_pre_shift);
284     vacc1x4567 = vqshlq_s32(vacc1x4567, vright_pre_shift);
285     vacc1x89AB = vqshlq_s32(vacc1x89AB, vright_pre_shift);
286     vacc1xCDEF = vqshlq_s32(vacc1xCDEF, vright_pre_shift);
287 
288     vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
289     vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
290     vacc0x89AB = vqdmulhq_s32(vacc0x89AB, vmultiplier);
291     vacc0xCDEF = vqdmulhq_s32(vacc0xCDEF, vmultiplier);
292     vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
293     vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
294     vacc1x89AB = vqdmulhq_s32(vacc1x89AB, vmultiplier);
295     vacc1xCDEF = vqdmulhq_s32(vacc1xCDEF, vmultiplier);
296 
297     vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
298     vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
299     vacc0x89AB = vrshlq_s32(vacc0x89AB, vright_post_shift);
300     vacc0xCDEF = vrshlq_s32(vacc0xCDEF, vright_post_shift);
301     vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
302     vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
303     vacc1x89AB = vrshlq_s32(vacc1x89AB, vright_post_shift);
304     vacc1xCDEF = vrshlq_s32(vacc1xCDEF, vright_post_shift);
305 
306     const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->rndnu_neon.output_zero_point);
307 #if XNN_ARCH_ARM64
308     int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567);
309     int16x8_t vacc0x89ABCDEF = vqmovn_high_s32(vqmovn_s32(vacc0x89AB), vacc0xCDEF);
310     int16x8_t vacc1x01234567 = vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567);
311     int16x8_t vacc1x89ABCDEF = vqmovn_high_s32(vqmovn_s32(vacc1x89AB), vacc1xCDEF);
312 
313     vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point);
314     vacc0x89ABCDEF = vqaddq_s16(vacc0x89ABCDEF, voutput_zero_point);
315     vacc1x01234567 = vqaddq_s16(vacc1x01234567, voutput_zero_point);
316     vacc1x89ABCDEF = vqaddq_s16(vacc1x89ABCDEF, voutput_zero_point);
317 
318     int8x16_t vout0x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc0x89ABCDEF);
319     int8x16_t vout1x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc1x01234567), vacc1x89ABCDEF);
320 #else
321     int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567));
322     int16x8_t vacc0x89ABCDEF = vcombine_s16(vqmovn_s32(vacc0x89AB), vqmovn_s32(vacc0xCDEF));
323     int16x8_t vacc1x01234567 = vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567));
324     int16x8_t vacc1x89ABCDEF = vcombine_s16(vqmovn_s32(vacc1x89AB), vqmovn_s32(vacc1xCDEF));
325 
326     vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point);
327     vacc0x89ABCDEF = vqaddq_s16(vacc0x89ABCDEF, voutput_zero_point);
328     vacc1x01234567 = vqaddq_s16(vacc1x01234567, voutput_zero_point);
329     vacc1x89ABCDEF = vqaddq_s16(vacc1x89ABCDEF, voutput_zero_point);
330 
331     int8x16_t vout0x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc0x89ABCDEF));
332     int8x16_t vout1x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc1x01234567), vqmovn_s16(vacc1x89ABCDEF));
333 #endif
334 
335     const int8x16_t voutput_min = vld1q_dup_s8(&params->rndnu_neon.output_min);
336     vout0x0123456789ABCDEF = vmaxq_s8(vout0x0123456789ABCDEF, voutput_min);
337     vout1x0123456789ABCDEF = vmaxq_s8(vout1x0123456789ABCDEF, voutput_min);
338 
339     const int8x16_t voutput_max = vld1q_dup_s8(&params->rndnu_neon.output_max);
340     vout0x0123456789ABCDEF = vminq_s8(vout0x0123456789ABCDEF, voutput_max);
341     vout1x0123456789ABCDEF = vminq_s8(vout1x0123456789ABCDEF, voutput_max);
342 
343     if (nc >= 16) {
344       vst1q_s8(c1 + 0, vout1x0123456789ABCDEF);
345       vst1q_s8(c0 + 0, vout0x0123456789ABCDEF);
346 
347       c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
348       c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
349 
350       a = (const int8_t**restrict) ((uintptr_t) a - ks);
351 
352       nc -= 16;
353     } else {
354       int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vget_low_s8(vout0x0123456789ABCDEF), vget_low_s8(vout1x0123456789ABCDEF));
355       if (nc & 8) {
356         vst1_s8(c1, vget_high_s8(vout0x01234567_1x01234567)); c1 += 8;
357         vst1_s8(c0, vget_low_s8(vout0x01234567_1x01234567)); c0 += 8;
358         vout0x01234567_1x01234567 = vcombine_s8(vget_high_s8(vout0x0123456789ABCDEF), vget_high_s8(vout1x0123456789ABCDEF));
359       }
360       if (nc & 4) {
361         vst1q_lane_u32((void*) c1, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
362         vst1q_lane_u32((void*) c0, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
363         vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
364       }
365       if (nc & 2) {
366         vst1q_lane_u16((void*) c1, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
367         vst1q_lane_u16((void*) c0, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
368         vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
369       }
370       if (nc & 1) {
371         vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
372         vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
373       }
374 
375       nc = 0;
376     }
377   } while (nc != 0);
378 }
379