xref: /aosp_15_r20/external/XNNPACK/src/qu8-gemm/gen/4x16c4-minmax-fp32-neondot.c (revision 4bdc94577ba0e567308109d787f7fec7b531ce36)
1 // Auto-generated file. Do not edit!
2 //   Template: src/qu8-gemm/c4-neondot.c.in
3 //   Generator: tools/xngen
4 //
5 // Copyright 2020 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/intrinsics-polyfill.h>
16 #include <xnnpack/math.h>
17 
18 
xnn_qu8_gemm_minmax_fp32_ukernel_4x16c4__neondot(size_t mr,size_t nc,size_t kc,const uint8_t * restrict a,size_t a_stride,const void * restrict w,uint8_t * restrict c,size_t cm_stride,size_t cn_stride,const union xnn_qu8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS (1)])19 void xnn_qu8_gemm_minmax_fp32_ukernel_4x16c4__neondot(
20     size_t mr,
21     size_t nc,
22     size_t kc,
23     const uint8_t* restrict a,
24     size_t a_stride,
25     const void* restrict w,
26     uint8_t* restrict c,
27     size_t cm_stride,
28     size_t cn_stride,
29     const union xnn_qu8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
30 {
31   assert(mr != 0);
32   assert(mr <= 4);
33   assert(nc != 0);
34   assert(kc != 0);
35   assert(kc % sizeof(uint8_t) == 0);
36   assert(a != NULL);
37   assert(w != NULL);
38   assert(c != NULL);
39 
40   kc = round_up_po2(kc, 4 * sizeof(uint8_t));
41   const uint8_t* a0 = a;
42   uint8_t* c0 = c;
43   const uint8_t* a1 = (const uint8_t*) ((uintptr_t) a0 + a_stride);
44   uint8_t* c1 = (uint8_t*) ((uintptr_t) c0 + cm_stride);
45   if XNN_UNPREDICTABLE(mr < 2) {
46     a1 = a0;
47     c1 = c0;
48   }
49   const uint8_t* a2 = (const uint8_t*) ((uintptr_t) a1 + a_stride);
50   uint8_t* c2 = (uint8_t*) ((uintptr_t) c1 + cm_stride);
51   if XNN_UNPREDICTABLE(mr <= 2) {
52     a2 = a1;
53     c2 = c1;
54   }
55   const uint8_t* a3 = (const uint8_t*) ((uintptr_t) a2 + a_stride);
56   uint8_t* c3 = (uint8_t*) ((uintptr_t) c2 + cm_stride);
57   if XNN_UNPREDICTABLE(mr != 4) {
58     a3 = a2;
59     c3 = c2;
60   }
61 
62   const uint8x8_t va_zero_point = vld1_dup_u8(&params->fp32_neonv8.kernel_zero_point[0]);
63 
64   // Loop over groups of 16 columns.
65   do {
66     // Initialize accumulators with bias. 16 bias values are loaded from the
67     // weight matrix, at the start of the group of 16 columns.
68     uint32x4_t vpacc0x0123 = vld1q_u32(w); w = (const void*) ((const uint32_t*) w + 4);
69     uint32x4_t vpacc0x4567 = vld1q_u32(w); w = (const void*) ((const uint32_t*) w + 4);
70     uint32x4_t vpacc0x89AB = vld1q_u32(w); w = (const void*) ((const uint32_t*) w + 4);
71     uint32x4_t vpacc0xCDEF = vld1q_u32(w); w = (const void*) ((const uint32_t*) w + 4);
72     uint32x4_t vpacc1x0123 = vpacc0x0123;
73     uint32x4_t vpacc1x4567 = vpacc0x4567;
74     uint32x4_t vpacc1x89AB = vpacc0x89AB;
75     uint32x4_t vpacc1xCDEF = vpacc0xCDEF;
76     uint32x4_t vpacc2x0123 = vpacc0x0123;
77     uint32x4_t vpacc2x4567 = vpacc0x4567;
78     uint32x4_t vpacc2x89AB = vpacc0x89AB;
79     uint32x4_t vpacc2xCDEF = vpacc0xCDEF;
80     uint32x4_t vpacc3x0123 = vpacc0x0123;
81     uint32x4_t vpacc3x4567 = vpacc0x4567;
82     uint32x4_t vpacc3x89AB = vpacc0x89AB;
83     uint32x4_t vpacc3xCDEF = vpacc0xCDEF;
84     uint32x2_t vnacc0 = vmov_n_u32(0);
85     uint32x2_t vnacc1 = vmov_n_u32(0);
86     uint32x2_t vnacc2 = vmov_n_u32(0);
87     uint32x2_t vnacc3 = vmov_n_u32(0);
88 
89     // Inner accumulation loop along the 16 columns.
90     size_t k = kc;
91     // 2x partial unrolled loop to load 8 bytes at a time.
92     while (k >= 8 * sizeof(uint8_t)) {
93       // Load a 4x8 block of activations.
94       const uint8x8_t va0x01234567 = vld1_u8(a0); a0 += 8;
95       const uint8x8_t va1x01234567 = vld1_u8(a1); a1 += 8;
96       const uint8x8_t va2x01234567 = vld1_u8(a2); a2 += 8;
97       const uint8x8_t va3x01234567 = vld1_u8(a3); a3 += 8;
98 
99       // Load a 8x16 block of weights.
100       const uint8x16_t vb0123x0123 = vld1q_u8(w); w = (const void*) ((const uint8_t*) w + 16);
101       const uint8x16_t vb0123x4567 = vld1q_u8(w); w = (const void*) ((const uint8_t*) w + 16);
102       const uint8x16_t vb0123x89AB = vld1q_u8(w); w = (const void*) ((const uint8_t*) w + 16);
103       const uint8x16_t vb0123xCDEF = vld1q_u8(w); w = (const void*) ((const uint8_t*) w + 16);
104       const uint8x16_t vb4567x0123 = vld1q_u8(w); w = (const void*) ((const uint8_t*) w + 16);
105       const uint8x16_t vb4567x4567 = vld1q_u8(w); w = (const void*) ((const uint8_t*) w + 16);
106       const uint8x16_t vb4567x89AB = vld1q_u8(w); w = (const void*) ((const uint8_t*) w + 16);
107       const uint8x16_t vb4567xCDEF = vld1q_u8(w); w = (const void*) ((const uint8_t*) w + 16);
108 
109       // Multiply-accumulate: 4x8 * 8x16 --> 4x16.
110       vnacc0 = vdot_u32(vnacc0, va_zero_point, va0x01234567);
111       vpacc0x0123 = vdotq_lane_u32(vpacc0x0123, vb0123x0123, va0x01234567, 0);
112       vpacc0x4567 = vdotq_lane_u32(vpacc0x4567, vb0123x4567, va0x01234567, 0);
113       vpacc0x89AB = vdotq_lane_u32(vpacc0x89AB, vb0123x89AB, va0x01234567, 0);
114       vpacc0xCDEF = vdotq_lane_u32(vpacc0xCDEF, vb0123xCDEF, va0x01234567, 0);
115       vpacc0x0123 = vdotq_lane_u32(vpacc0x0123, vb4567x0123, va0x01234567, 1);
116       vpacc0x4567 = vdotq_lane_u32(vpacc0x4567, vb4567x4567, va0x01234567, 1);
117       vpacc0x89AB = vdotq_lane_u32(vpacc0x89AB, vb4567x89AB, va0x01234567, 1);
118       vpacc0xCDEF = vdotq_lane_u32(vpacc0xCDEF, vb4567xCDEF, va0x01234567, 1);
119       vnacc1 = vdot_u32(vnacc1, va_zero_point, va1x01234567);
120       vpacc1x0123 = vdotq_lane_u32(vpacc1x0123, vb0123x0123, va1x01234567, 0);
121       vpacc1x4567 = vdotq_lane_u32(vpacc1x4567, vb0123x4567, va1x01234567, 0);
122       vpacc1x89AB = vdotq_lane_u32(vpacc1x89AB, vb0123x89AB, va1x01234567, 0);
123       vpacc1xCDEF = vdotq_lane_u32(vpacc1xCDEF, vb0123xCDEF, va1x01234567, 0);
124       vpacc1x0123 = vdotq_lane_u32(vpacc1x0123, vb4567x0123, va1x01234567, 1);
125       vpacc1x4567 = vdotq_lane_u32(vpacc1x4567, vb4567x4567, va1x01234567, 1);
126       vpacc1x89AB = vdotq_lane_u32(vpacc1x89AB, vb4567x89AB, va1x01234567, 1);
127       vpacc1xCDEF = vdotq_lane_u32(vpacc1xCDEF, vb4567xCDEF, va1x01234567, 1);
128       vnacc2 = vdot_u32(vnacc2, va_zero_point, va2x01234567);
129       vpacc2x0123 = vdotq_lane_u32(vpacc2x0123, vb0123x0123, va2x01234567, 0);
130       vpacc2x4567 = vdotq_lane_u32(vpacc2x4567, vb0123x4567, va2x01234567, 0);
131       vpacc2x89AB = vdotq_lane_u32(vpacc2x89AB, vb0123x89AB, va2x01234567, 0);
132       vpacc2xCDEF = vdotq_lane_u32(vpacc2xCDEF, vb0123xCDEF, va2x01234567, 0);
133       vpacc2x0123 = vdotq_lane_u32(vpacc2x0123, vb4567x0123, va2x01234567, 1);
134       vpacc2x4567 = vdotq_lane_u32(vpacc2x4567, vb4567x4567, va2x01234567, 1);
135       vpacc2x89AB = vdotq_lane_u32(vpacc2x89AB, vb4567x89AB, va2x01234567, 1);
136       vpacc2xCDEF = vdotq_lane_u32(vpacc2xCDEF, vb4567xCDEF, va2x01234567, 1);
137       vnacc3 = vdot_u32(vnacc3, va_zero_point, va3x01234567);
138       vpacc3x0123 = vdotq_lane_u32(vpacc3x0123, vb0123x0123, va3x01234567, 0);
139       vpacc3x4567 = vdotq_lane_u32(vpacc3x4567, vb0123x4567, va3x01234567, 0);
140       vpacc3x89AB = vdotq_lane_u32(vpacc3x89AB, vb0123x89AB, va3x01234567, 0);
141       vpacc3xCDEF = vdotq_lane_u32(vpacc3xCDEF, vb0123xCDEF, va3x01234567, 0);
142       vpacc3x0123 = vdotq_lane_u32(vpacc3x0123, vb4567x0123, va3x01234567, 1);
143       vpacc3x4567 = vdotq_lane_u32(vpacc3x4567, vb4567x4567, va3x01234567, 1);
144       vpacc3x89AB = vdotq_lane_u32(vpacc3x89AB, vb4567x89AB, va3x01234567, 1);
145       vpacc3xCDEF = vdotq_lane_u32(vpacc3xCDEF, vb4567xCDEF, va3x01234567, 1);
146 
147       k -= 8 * sizeof(uint8_t);
148     }
149     // Handle up to 4 final positions of `k`
150     if XNN_UNLIKELY(k != 0) {
151       // Load a 4x4 block of activations.
152       const uint8x8_t va0x01234567 = vreinterpret_u8_u32(vld1_lane_u32((const void*) a0, vmov_n_u32(0), 0)); a0 += 4;
153       const uint8x8_t va1x01234567 = vreinterpret_u8_u32(vld1_lane_u32((const void*) a1, vmov_n_u32(0), 0)); a1 += 4;
154       const uint8x8_t va2x01234567 = vreinterpret_u8_u32(vld1_lane_u32((const void*) a2, vmov_n_u32(0), 0)); a2 += 4;
155       const uint8x8_t va3x01234567 = vreinterpret_u8_u32(vld1_lane_u32((const void*) a3, vmov_n_u32(0), 0)); a3 += 4;
156 
157       // Load a 4x16 block of weights.
158       const uint8x16_t vb0123x0123 = vld1q_u8(w); w = (const void*) ((const uint8_t*) w + 16);
159       const uint8x16_t vb0123x4567 = vld1q_u8(w); w = (const void*) ((const uint8_t*) w + 16);
160       const uint8x16_t vb0123x89AB = vld1q_u8(w); w = (const void*) ((const uint8_t*) w + 16);
161       const uint8x16_t vb0123xCDEF = vld1q_u8(w); w = (const void*) ((const uint8_t*) w + 16);
162 
163       // Multiply-accumulate: 4x4 * 4x16 --> 4x16.
164       vnacc0 = vdot_u32(vnacc0, va_zero_point, va0x01234567);
165       vpacc0x0123 = vdotq_lane_u32(vpacc0x0123, vb0123x0123, va0x01234567, 0);
166       vpacc0x4567 = vdotq_lane_u32(vpacc0x4567, vb0123x4567, va0x01234567, 0);
167       vpacc0x89AB = vdotq_lane_u32(vpacc0x89AB, vb0123x89AB, va0x01234567, 0);
168       vpacc0xCDEF = vdotq_lane_u32(vpacc0xCDEF, vb0123xCDEF, va0x01234567, 0);
169       vnacc1 = vdot_u32(vnacc1, va_zero_point, va1x01234567);
170       vpacc1x0123 = vdotq_lane_u32(vpacc1x0123, vb0123x0123, va1x01234567, 0);
171       vpacc1x4567 = vdotq_lane_u32(vpacc1x4567, vb0123x4567, va1x01234567, 0);
172       vpacc1x89AB = vdotq_lane_u32(vpacc1x89AB, vb0123x89AB, va1x01234567, 0);
173       vpacc1xCDEF = vdotq_lane_u32(vpacc1xCDEF, vb0123xCDEF, va1x01234567, 0);
174       vnacc2 = vdot_u32(vnacc2, va_zero_point, va2x01234567);
175       vpacc2x0123 = vdotq_lane_u32(vpacc2x0123, vb0123x0123, va2x01234567, 0);
176       vpacc2x4567 = vdotq_lane_u32(vpacc2x4567, vb0123x4567, va2x01234567, 0);
177       vpacc2x89AB = vdotq_lane_u32(vpacc2x89AB, vb0123x89AB, va2x01234567, 0);
178       vpacc2xCDEF = vdotq_lane_u32(vpacc2xCDEF, vb0123xCDEF, va2x01234567, 0);
179       vnacc3 = vdot_u32(vnacc3, va_zero_point, va3x01234567);
180       vpacc3x0123 = vdotq_lane_u32(vpacc3x0123, vb0123x0123, va3x01234567, 0);
181       vpacc3x4567 = vdotq_lane_u32(vpacc3x4567, vb0123x4567, va3x01234567, 0);
182       vpacc3x89AB = vdotq_lane_u32(vpacc3x89AB, vb0123x89AB, va3x01234567, 0);
183       vpacc3xCDEF = vdotq_lane_u32(vpacc3xCDEF, vb0123xCDEF, va3x01234567, 0);
184     }
185 
186     // Subtract zero point from accumulators.
187     vnacc0 = vpadd_u32(vnacc0, vnacc0);
188     const uint32x4_t vnacc0x0123 = vcombine_u32(vnacc0, vnacc0);
189     int32x4_t vacc0x0123 = vreinterpretq_s32_u32(vsubq_u32(vpacc0x0123, vnacc0x0123));
190     int32x4_t vacc0x4567 = vreinterpretq_s32_u32(vsubq_u32(vpacc0x4567, vnacc0x0123));
191     int32x4_t vacc0x89AB = vreinterpretq_s32_u32(vsubq_u32(vpacc0x89AB, vnacc0x0123));
192     int32x4_t vacc0xCDEF = vreinterpretq_s32_u32(vsubq_u32(vpacc0xCDEF, vnacc0x0123));
193     vnacc1 = vpadd_u32(vnacc1, vnacc1);
194     const uint32x4_t vnacc1x0123 = vcombine_u32(vnacc1, vnacc1);
195     int32x4_t vacc1x0123 = vreinterpretq_s32_u32(vsubq_u32(vpacc1x0123, vnacc1x0123));
196     int32x4_t vacc1x4567 = vreinterpretq_s32_u32(vsubq_u32(vpacc1x4567, vnacc1x0123));
197     int32x4_t vacc1x89AB = vreinterpretq_s32_u32(vsubq_u32(vpacc1x89AB, vnacc1x0123));
198     int32x4_t vacc1xCDEF = vreinterpretq_s32_u32(vsubq_u32(vpacc1xCDEF, vnacc1x0123));
199     vnacc2 = vpadd_u32(vnacc2, vnacc2);
200     const uint32x4_t vnacc2x0123 = vcombine_u32(vnacc2, vnacc2);
201     int32x4_t vacc2x0123 = vreinterpretq_s32_u32(vsubq_u32(vpacc2x0123, vnacc2x0123));
202     int32x4_t vacc2x4567 = vreinterpretq_s32_u32(vsubq_u32(vpacc2x4567, vnacc2x0123));
203     int32x4_t vacc2x89AB = vreinterpretq_s32_u32(vsubq_u32(vpacc2x89AB, vnacc2x0123));
204     int32x4_t vacc2xCDEF = vreinterpretq_s32_u32(vsubq_u32(vpacc2xCDEF, vnacc2x0123));
205     vnacc3 = vpadd_u32(vnacc3, vnacc3);
206     const uint32x4_t vnacc3x0123 = vcombine_u32(vnacc3, vnacc3);
207     int32x4_t vacc3x0123 = vreinterpretq_s32_u32(vsubq_u32(vpacc3x0123, vnacc3x0123));
208     int32x4_t vacc3x4567 = vreinterpretq_s32_u32(vsubq_u32(vpacc3x4567, vnacc3x0123));
209     int32x4_t vacc3x89AB = vreinterpretq_s32_u32(vsubq_u32(vpacc3x89AB, vnacc3x0123));
210     int32x4_t vacc3xCDEF = vreinterpretq_s32_u32(vsubq_u32(vpacc3xCDEF, vnacc3x0123));
211 
212     float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
213     float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
214     float32x4_t vfpacc0x89AB = vcvtq_f32_s32(vacc0x89AB);
215     float32x4_t vfpacc0xCDEF = vcvtq_f32_s32(vacc0xCDEF);
216     float32x4_t vfpacc1x0123 = vcvtq_f32_s32(vacc1x0123);
217     float32x4_t vfpacc1x4567 = vcvtq_f32_s32(vacc1x4567);
218     float32x4_t vfpacc1x89AB = vcvtq_f32_s32(vacc1x89AB);
219     float32x4_t vfpacc1xCDEF = vcvtq_f32_s32(vacc1xCDEF);
220     float32x4_t vfpacc2x0123 = vcvtq_f32_s32(vacc2x0123);
221     float32x4_t vfpacc2x4567 = vcvtq_f32_s32(vacc2x4567);
222     float32x4_t vfpacc2x89AB = vcvtq_f32_s32(vacc2x89AB);
223     float32x4_t vfpacc2xCDEF = vcvtq_f32_s32(vacc2xCDEF);
224     float32x4_t vfpacc3x0123 = vcvtq_f32_s32(vacc3x0123);
225     float32x4_t vfpacc3x4567 = vcvtq_f32_s32(vacc3x4567);
226     float32x4_t vfpacc3x89AB = vcvtq_f32_s32(vacc3x89AB);
227     float32x4_t vfpacc3xCDEF = vcvtq_f32_s32(vacc3xCDEF);
228 
229     const float32x4_t vscale = vld1q_dup_f32(&params->fp32_neonv8.scale);
230     vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale);
231     vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale);
232     vfpacc0x89AB = vmulq_f32(vfpacc0x89AB, vscale);
233     vfpacc0xCDEF = vmulq_f32(vfpacc0xCDEF, vscale);
234     vfpacc1x0123 = vmulq_f32(vfpacc1x0123, vscale);
235     vfpacc1x4567 = vmulq_f32(vfpacc1x4567, vscale);
236     vfpacc1x89AB = vmulq_f32(vfpacc1x89AB, vscale);
237     vfpacc1xCDEF = vmulq_f32(vfpacc1xCDEF, vscale);
238     vfpacc2x0123 = vmulq_f32(vfpacc2x0123, vscale);
239     vfpacc2x4567 = vmulq_f32(vfpacc2x4567, vscale);
240     vfpacc2x89AB = vmulq_f32(vfpacc2x89AB, vscale);
241     vfpacc2xCDEF = vmulq_f32(vfpacc2xCDEF, vscale);
242     vfpacc3x0123 = vmulq_f32(vfpacc3x0123, vscale);
243     vfpacc3x4567 = vmulq_f32(vfpacc3x4567, vscale);
244     vfpacc3x89AB = vmulq_f32(vfpacc3x89AB, vscale);
245     vfpacc3xCDEF = vmulq_f32(vfpacc3xCDEF, vscale);
246 
247     vacc0x0123 = vcvtnq_s32_f32(vfpacc0x0123);
248     vacc0x4567 = vcvtnq_s32_f32(vfpacc0x4567);
249     vacc0x89AB = vcvtnq_s32_f32(vfpacc0x89AB);
250     vacc0xCDEF = vcvtnq_s32_f32(vfpacc0xCDEF);
251     vacc1x0123 = vcvtnq_s32_f32(vfpacc1x0123);
252     vacc1x4567 = vcvtnq_s32_f32(vfpacc1x4567);
253     vacc1x89AB = vcvtnq_s32_f32(vfpacc1x89AB);
254     vacc1xCDEF = vcvtnq_s32_f32(vfpacc1xCDEF);
255     vacc2x0123 = vcvtnq_s32_f32(vfpacc2x0123);
256     vacc2x4567 = vcvtnq_s32_f32(vfpacc2x4567);
257     vacc2x89AB = vcvtnq_s32_f32(vfpacc2x89AB);
258     vacc2xCDEF = vcvtnq_s32_f32(vfpacc2xCDEF);
259     vacc3x0123 = vcvtnq_s32_f32(vfpacc3x0123);
260     vacc3x4567 = vcvtnq_s32_f32(vfpacc3x4567);
261     vacc3x89AB = vcvtnq_s32_f32(vfpacc3x89AB);
262     vacc3xCDEF = vcvtnq_s32_f32(vfpacc3xCDEF);
263 
264     const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->fp32_neonv8.output_zero_point);
265 #if XNN_ARCH_ARM64
266     const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
267     const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x89AB), vacc0xCDEF), voutput_zero_point);
268     const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
269     const int16x8_t vacc1x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x89AB), vacc1xCDEF), voutput_zero_point);
270     const int16x8_t vacc2x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc2x0123), vacc2x4567), voutput_zero_point);
271     const int16x8_t vacc2x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc2x89AB), vacc2xCDEF), voutput_zero_point);
272     const int16x8_t vacc3x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc3x0123), vacc3x4567), voutput_zero_point);
273     const int16x8_t vacc3x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc3x89AB), vacc3xCDEF), voutput_zero_point);
274 
275     uint8x16_t vout0x0123456789ABCDEF = vqmovun_high_s16(vqmovun_s16(vacc0x01234567), vacc0x89ABCDEF);
276     uint8x16_t vout1x0123456789ABCDEF = vqmovun_high_s16(vqmovun_s16(vacc1x01234567), vacc1x89ABCDEF);
277     uint8x16_t vout2x0123456789ABCDEF = vqmovun_high_s16(vqmovun_s16(vacc2x01234567), vacc2x89ABCDEF);
278     uint8x16_t vout3x0123456789ABCDEF = vqmovun_high_s16(vqmovun_s16(vacc3x01234567), vacc3x89ABCDEF);
279 #else
280     const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
281     const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x89AB), vqmovn_s32(vacc0xCDEF)), voutput_zero_point);
282     const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
283     const int16x8_t vacc1x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x89AB), vqmovn_s32(vacc1xCDEF)), voutput_zero_point);
284     const int16x8_t vacc2x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc2x0123), vqmovn_s32(vacc2x4567)), voutput_zero_point);
285     const int16x8_t vacc2x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc2x89AB), vqmovn_s32(vacc2xCDEF)), voutput_zero_point);
286     const int16x8_t vacc3x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc3x0123), vqmovn_s32(vacc3x4567)), voutput_zero_point);
287     const int16x8_t vacc3x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc3x89AB), vqmovn_s32(vacc3xCDEF)), voutput_zero_point);
288 
289     uint8x16_t vout0x0123456789ABCDEF = vcombine_u8(vqmovun_s16(vacc0x01234567), vqmovun_s16(vacc0x89ABCDEF));
290     uint8x16_t vout1x0123456789ABCDEF = vcombine_u8(vqmovun_s16(vacc1x01234567), vqmovun_s16(vacc1x89ABCDEF));
291     uint8x16_t vout2x0123456789ABCDEF = vcombine_u8(vqmovun_s16(vacc2x01234567), vqmovun_s16(vacc2x89ABCDEF));
292     uint8x16_t vout3x0123456789ABCDEF = vcombine_u8(vqmovun_s16(vacc3x01234567), vqmovun_s16(vacc3x89ABCDEF));
293 #endif
294     const uint8x16_t voutput_min = vld1q_dup_u8(&params->fp32_neonv8.output_min);
295     const uint8x16_t voutput_max = vld1q_dup_u8(&params->fp32_neonv8.output_max);
296 
297     vout0x0123456789ABCDEF = vmaxq_u8(vout0x0123456789ABCDEF, voutput_min);
298     vout1x0123456789ABCDEF = vmaxq_u8(vout1x0123456789ABCDEF, voutput_min);
299     vout2x0123456789ABCDEF = vmaxq_u8(vout2x0123456789ABCDEF, voutput_min);
300     vout3x0123456789ABCDEF = vmaxq_u8(vout3x0123456789ABCDEF, voutput_min);
301 
302     vout0x0123456789ABCDEF = vminq_u8(vout0x0123456789ABCDEF, voutput_max);
303     vout1x0123456789ABCDEF = vminq_u8(vout1x0123456789ABCDEF, voutput_max);
304     vout2x0123456789ABCDEF = vminq_u8(vout2x0123456789ABCDEF, voutput_max);
305     vout3x0123456789ABCDEF = vminq_u8(vout3x0123456789ABCDEF, voutput_max);
306 
307     if (nc >= 16) {
308       vst1q_u8(c0 + 0, vout0x0123456789ABCDEF);
309       vst1q_u8(c1 + 0, vout1x0123456789ABCDEF);
310       vst1q_u8(c2 + 0, vout2x0123456789ABCDEF);
311       vst1q_u8(c3 + 0, vout3x0123456789ABCDEF);
312 
313       c0 = (uint8_t*) ((uintptr_t) c0 + cn_stride);
314       c1 = (uint8_t*) ((uintptr_t) c1 + cn_stride);
315       c2 = (uint8_t*) ((uintptr_t) c2 + cn_stride);
316       c3 = (uint8_t*) ((uintptr_t) c3 + cn_stride);
317 
318       a0 = (const uint8_t*) ((uintptr_t) a0 - kc);
319       a1 = (const uint8_t*) ((uintptr_t) a1 - kc);
320       a2 = (const uint8_t*) ((uintptr_t) a2 - kc);
321       a3 = (const uint8_t*) ((uintptr_t) a3 - kc);
322 
323       nc -= 16;
324     } else {
325       uint8x16_t vout0x01234567_1x01234567 = vcombine_u8(vget_low_u8(vout0x0123456789ABCDEF), vget_low_u8(vout1x0123456789ABCDEF));
326       uint8x16_t vout2x01234567_3x01234567 = vcombine_u8(vget_low_u8(vout2x0123456789ABCDEF), vget_low_u8(vout3x0123456789ABCDEF));
327       if (nc & 8) {
328         vst1_u8(c0, vget_low_u8(vout0x01234567_1x01234567)); c0 += 8;
329         vst1_u8(c1, vget_high_u8(vout0x01234567_1x01234567)); c1 += 8;
330         vst1_u8(c2, vget_low_u8(vout2x01234567_3x01234567)); c2 += 8;
331         vst1_u8(c3, vget_high_u8(vout2x01234567_3x01234567)); c3 += 8;
332         vout0x01234567_1x01234567 = vcombine_u8(vget_high_u8(vout0x0123456789ABCDEF), vget_high_u8(vout1x0123456789ABCDEF));
333         vout2x01234567_3x01234567 = vcombine_u8(vget_high_u8(vout2x0123456789ABCDEF), vget_high_u8(vout3x0123456789ABCDEF));
334       }
335       if (nc & 4) {
336         vst1q_lane_u32((void*) c0, vreinterpretq_u32_u8(vout0x01234567_1x01234567), 0); c0 += 4;
337         vst1q_lane_u32((void*) c1, vreinterpretq_u32_u8(vout0x01234567_1x01234567), 2); c1 += 4;
338         vst1q_lane_u32((void*) c2, vreinterpretq_u32_u8(vout2x01234567_3x01234567), 0); c2 += 4;
339         vst1q_lane_u32((void*) c3, vreinterpretq_u32_u8(vout2x01234567_3x01234567), 2); c3 += 4;
340         vout0x01234567_1x01234567 = vextq_u8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
341         vout2x01234567_3x01234567 = vextq_u8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 4);
342       }
343       if (nc & 2) {
344         vst1q_lane_u16((void*) c0, vreinterpretq_u16_u8(vout0x01234567_1x01234567), 0); c0 += 2;
345         vst1q_lane_u16((void*) c1, vreinterpretq_u16_u8(vout0x01234567_1x01234567), 4); c1 += 2;
346         vst1q_lane_u16((void*) c2, vreinterpretq_u16_u8(vout2x01234567_3x01234567), 0); c2 += 2;
347         vst1q_lane_u16((void*) c3, vreinterpretq_u16_u8(vout2x01234567_3x01234567), 4); c3 += 2;
348         vout0x01234567_1x01234567 = vextq_u8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
349         vout2x01234567_3x01234567 = vextq_u8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 2);
350       }
351       if (nc & 1) {
352         vst1q_lane_u8(c0, vout0x01234567_1x01234567, 0);
353         vst1q_lane_u8(c1, vout0x01234567_1x01234567, 8);
354         vst1q_lane_u8(c2, vout2x01234567_3x01234567, 0);
355         vst1q_lane_u8(c3, vout2x01234567_3x01234567, 8);
356       }
357 
358       nc = 0;
359     }
360   } while (nc != 0);
361 }
362