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1 // Auto-generated file. Do not edit!
2 //   Template: src/qs8-gavgpool/multipass-neon.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/gavgpool.h>
15 #include <xnnpack/math.h>
16 
17 
xnn_qu8_gavgpool_minmax_fp32_ukernel_7p7x__neon_c32(size_t rows,size_t channels,const uint8_t * input,size_t input_stride,const uint8_t * zero,int32_t * buffer,uint8_t * output,const union xnn_qu8_avgpool_minmax_params params[restrict XNN_MIN_ELEMENTS (1)])18 void xnn_qu8_gavgpool_minmax_fp32_ukernel_7p7x__neon_c32(
19     size_t rows,
20     size_t channels,
21     const uint8_t* input,
22     size_t input_stride,
23     const uint8_t* zero,
24     int32_t* buffer,
25     uint8_t* output,
26     const union xnn_qu8_avgpool_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
27 {
28   assert(rows > 7);
29   assert(channels != 0);
30 
31   const uint8_t* i0 = input;
32   const uint8_t* i1 = (const uint8_t*) ((uintptr_t) i0 + input_stride);
33   const uint8_t* i2 = (const uint8_t*) ((uintptr_t) i1 + input_stride);
34   const uint8_t* i3 = (const uint8_t*) ((uintptr_t) i2 + input_stride);
35   const uint8_t* i4 = (const uint8_t*) ((uintptr_t) i3 + input_stride);
36   const uint8_t* i5 = (const uint8_t*) ((uintptr_t) i4 + input_stride);
37   const uint8_t* i6 = (const uint8_t*) ((uintptr_t) i5 + input_stride);
38   const size_t input_increment = 7 * input_stride - round_up_po2(channels, 8) * sizeof(uint8_t);
39 
40   const int32x4_t vinit_bias = vld1q_dup_s32(&params->fp32_neon.init_bias);
41   int32_t* b = buffer;
42   size_t c = channels;
43   for (; c >= 32; c -= 32) {
44     const uint8x8_t vi0x01234567 = vld1_u8(i0); i0 += 8;
45     const uint8x8_t vi0x89ABCDEF = vld1_u8(i0); i0 += 8;
46     const uint8x8_t vi0xGHIJKLMN = vld1_u8(i0); i0 += 8;
47     const uint8x8_t vi0xOPQRSTUV = vld1_u8(i0); i0 += 8;
48     const uint8x8_t vi1x01234567 = vld1_u8(i1); i1 += 8;
49     const uint8x8_t vi1x89ABCDEF = vld1_u8(i1); i1 += 8;
50     const uint8x8_t vi1xGHIJKLMN = vld1_u8(i1); i1 += 8;
51     const uint8x8_t vi1xOPQRSTUV = vld1_u8(i1); i1 += 8;
52 
53     const uint8x8_t vi2x01234567 = vld1_u8(i2); i2 += 8;
54     uint16x8_t vsum01234567 = vaddl_u8(vi0x01234567, vi1x01234567);
55     const uint8x8_t vi2x89ABCDEF = vld1_u8(i2); i2 += 8;
56     uint16x8_t vsum89ABCDEF = vaddl_u8(vi0x89ABCDEF, vi1x89ABCDEF);
57     const uint8x8_t vi2xGHIJKLMN = vld1_u8(i2); i2 += 8;
58     uint16x8_t vsumGHIJKLMN = vaddl_u8(vi0xGHIJKLMN, vi1xGHIJKLMN);
59     const uint8x8_t vi2xOPQRSTUV = vld1_u8(i2); i2 += 8;
60     uint16x8_t vsumOPQRSTUV = vaddl_u8(vi0xOPQRSTUV, vi1xOPQRSTUV);
61 
62     const uint8x8_t vi3x01234567 = vld1_u8(i3); i3 += 8;
63     vsum01234567 = vaddw_u8(vsum01234567, vi2x01234567);
64     const uint8x8_t vi3x89ABCDEF = vld1_u8(i3); i3 += 8;
65     vsum89ABCDEF = vaddw_u8(vsum89ABCDEF, vi2x89ABCDEF);
66     const uint8x8_t vi3xGHIJKLMN = vld1_u8(i3); i3 += 8;
67     vsumGHIJKLMN = vaddw_u8(vsumGHIJKLMN, vi2xGHIJKLMN);
68     const uint8x8_t vi3xOPQRSTUV = vld1_u8(i3); i3 += 8;
69     vsumOPQRSTUV = vaddw_u8(vsumOPQRSTUV, vi2xOPQRSTUV);
70     const uint8x8_t vi4x01234567 = vld1_u8(i4); i4 += 8;
71     vsum01234567 = vaddw_u8(vsum01234567, vi3x01234567);
72     const uint8x8_t vi4x89ABCDEF = vld1_u8(i4); i4 += 8;
73     vsum89ABCDEF = vaddw_u8(vsum89ABCDEF, vi3x89ABCDEF);
74     const uint8x8_t vi4xGHIJKLMN = vld1_u8(i4); i4 += 8;
75     vsumGHIJKLMN = vaddw_u8(vsumGHIJKLMN, vi3xGHIJKLMN);
76     const uint8x8_t vi4xOPQRSTUV = vld1_u8(i4); i4 += 8;
77     vsumOPQRSTUV = vaddw_u8(vsumOPQRSTUV, vi3xOPQRSTUV);
78     const uint8x8_t vi5x01234567 = vld1_u8(i5); i5 += 8;
79     vsum01234567 = vaddw_u8(vsum01234567, vi4x01234567);
80     const uint8x8_t vi5x89ABCDEF = vld1_u8(i5); i5 += 8;
81     vsum89ABCDEF = vaddw_u8(vsum89ABCDEF, vi4x89ABCDEF);
82     const uint8x8_t vi5xGHIJKLMN = vld1_u8(i5); i5 += 8;
83     vsumGHIJKLMN = vaddw_u8(vsumGHIJKLMN, vi4xGHIJKLMN);
84     const uint8x8_t vi5xOPQRSTUV = vld1_u8(i5); i5 += 8;
85     vsumOPQRSTUV = vaddw_u8(vsumOPQRSTUV, vi4xOPQRSTUV);
86     const uint8x8_t vi6x01234567 = vld1_u8(i6); i6 += 8;
87     vsum01234567 = vaddw_u8(vsum01234567, vi5x01234567);
88     const uint8x8_t vi6x89ABCDEF = vld1_u8(i6); i6 += 8;
89     vsum89ABCDEF = vaddw_u8(vsum89ABCDEF, vi5x89ABCDEF);
90     const uint8x8_t vi6xGHIJKLMN = vld1_u8(i6); i6 += 8;
91     vsumGHIJKLMN = vaddw_u8(vsumGHIJKLMN, vi5xGHIJKLMN);
92     const uint8x8_t vi6xOPQRSTUV = vld1_u8(i6); i6 += 8;
93     vsumOPQRSTUV = vaddw_u8(vsumOPQRSTUV, vi5xOPQRSTUV);
94     vsum01234567 = vaddw_u8(vsum01234567, vi6x01234567);
95     vsum89ABCDEF = vaddw_u8(vsum89ABCDEF, vi6x89ABCDEF);
96     vsumGHIJKLMN = vaddw_u8(vsumGHIJKLMN, vi6xGHIJKLMN);
97     vsumOPQRSTUV = vaddw_u8(vsumOPQRSTUV, vi6xOPQRSTUV);
98 
99     const int32x4_t vacc0123 = vreinterpretq_s32_u32(vaddw_u16(vreinterpretq_u32_s32(vinit_bias), vget_low_u16(vsum01234567)));
100     const int32x4_t vacc4567 = vreinterpretq_s32_u32(vaddw_u16(vreinterpretq_u32_s32(vinit_bias), vget_high_u16(vsum01234567)));
101     const int32x4_t vacc89AB = vreinterpretq_s32_u32(vaddw_u16(vreinterpretq_u32_s32(vinit_bias), vget_low_u16(vsum89ABCDEF)));
102     const int32x4_t vaccCDEF = vreinterpretq_s32_u32(vaddw_u16(vreinterpretq_u32_s32(vinit_bias), vget_high_u16(vsum89ABCDEF)));
103     const int32x4_t vaccGHIJ = vreinterpretq_s32_u32(vaddw_u16(vreinterpretq_u32_s32(vinit_bias), vget_low_u16(vsumGHIJKLMN)));
104     const int32x4_t vaccKLMN = vreinterpretq_s32_u32(vaddw_u16(vreinterpretq_u32_s32(vinit_bias), vget_high_u16(vsumGHIJKLMN)));
105     const int32x4_t vaccOPQR = vreinterpretq_s32_u32(vaddw_u16(vreinterpretq_u32_s32(vinit_bias), vget_low_u16(vsumOPQRSTUV)));
106     const int32x4_t vaccSTUV = vreinterpretq_s32_u32(vaddw_u16(vreinterpretq_u32_s32(vinit_bias), vget_high_u16(vsumOPQRSTUV)));
107 
108     vst1q_s32(b, vacc0123); b += 4;
109     vst1q_s32(b, vacc4567); b += 4;
110     vst1q_s32(b, vacc89AB); b += 4;
111     vst1q_s32(b, vaccCDEF); b += 4;
112     vst1q_s32(b, vaccGHIJ); b += 4;
113     vst1q_s32(b, vaccKLMN); b += 4;
114     vst1q_s32(b, vaccOPQR); b += 4;
115     vst1q_s32(b, vaccSTUV); b += 4;
116   }
117   if XNN_UNLIKELY(c != 0) {
118     do {
119       const uint8x8_t vi0x01234567 = vld1_u8(i0); i0 += 8;
120       const uint8x8_t vi1x01234567 = vld1_u8(i1); i1 += 8;
121       const uint8x8_t vi2x01234567 = vld1_u8(i2); i2 += 8;
122       uint16x8_t vsum01234567 = vaddl_u8(vi0x01234567, vi1x01234567);
123 
124       const uint8x8_t vi3x01234567 = vld1_u8(i3); i3 += 8;
125       vsum01234567 = vaddw_u8(vsum01234567, vi2x01234567);
126       const uint8x8_t vi4x01234567 = vld1_u8(i4); i4 += 8;
127       vsum01234567 = vaddw_u8(vsum01234567, vi3x01234567);
128       const uint8x8_t vi5x01234567 = vld1_u8(i5); i5 += 8;
129       vsum01234567 = vaddw_u8(vsum01234567, vi4x01234567);
130       const uint8x8_t vi6x01234567 = vld1_u8(i6); i6 += 8;
131       vsum01234567 = vaddw_u8(vsum01234567, vi5x01234567);
132       vsum01234567 = vaddw_u8(vsum01234567, vi6x01234567);
133 
134       const int32x4_t vacc0123 = vreinterpretq_s32_u32(vaddw_u16(vreinterpretq_u32_s32(vinit_bias), vget_low_u16(vsum01234567)));
135       const int32x4_t vacc4567 = vreinterpretq_s32_u32(vaddw_u16(vreinterpretq_u32_s32(vinit_bias), vget_high_u16(vsum01234567)));
136 
137       vst1q_s32(b, vacc0123); b += 4;
138       vst1q_s32(b, vacc4567); b += 4;
139 
140       c = doz(c, 8);
141     } while (c != 0);
142   }
143 
144   for (rows -= 7; rows > 7; rows -= 7) {
145     i0 = (const uint8_t*) ((uintptr_t) i0 + input_increment);
146     i1 = (const uint8_t*) ((uintptr_t) i1 + input_increment);
147     i2 = (const uint8_t*) ((uintptr_t) i2 + input_increment);
148     i3 = (const uint8_t*) ((uintptr_t) i3 + input_increment);
149     i4 = (const uint8_t*) ((uintptr_t) i4 + input_increment);
150     i5 = (const uint8_t*) ((uintptr_t) i5 + input_increment);
151     i6 = (const uint8_t*) ((uintptr_t) i6 + input_increment);
152 
153     int32_t* b = buffer;
154     size_t c = channels;
155     for (; c >= 32; c -= 32) {
156       const uint8x8_t vi0x01234567 = vld1_u8(i0); i0 += 8;
157       const uint8x8_t vi0x89ABCDEF = vld1_u8(i0); i0 += 8;
158       const uint8x8_t vi0xGHIJKLMN = vld1_u8(i0); i0 += 8;
159       const uint8x8_t vi0xOPQRSTUV = vld1_u8(i0); i0 += 8;
160       const uint8x8_t vi1x01234567 = vld1_u8(i1); i1 += 8;
161       const uint8x8_t vi1x89ABCDEF = vld1_u8(i1); i1 += 8;
162       const uint8x8_t vi1xGHIJKLMN = vld1_u8(i1); i1 += 8;
163       const uint8x8_t vi1xOPQRSTUV = vld1_u8(i1); i1 += 8;
164 
165       const uint8x8_t vi2x01234567 = vld1_u8(i2); i2 += 8;
166       uint16x8_t vsum01234567 = vaddl_u8(vi0x01234567, vi1x01234567);
167       const uint8x8_t vi2x89ABCDEF = vld1_u8(i2); i2 += 8;
168       uint16x8_t vsum89ABCDEF = vaddl_u8(vi0x89ABCDEF, vi1x89ABCDEF);
169       const uint8x8_t vi2xGHIJKLMN = vld1_u8(i2); i2 += 8;
170       uint16x8_t vsumGHIJKLMN = vaddl_u8(vi0xGHIJKLMN, vi1xGHIJKLMN);
171       const uint8x8_t vi2xOPQRSTUV = vld1_u8(i2); i2 += 8;
172       uint16x8_t vsumOPQRSTUV = vaddl_u8(vi0xOPQRSTUV, vi1xOPQRSTUV);
173 
174       const uint8x8_t vi3x01234567 = vld1_u8(i3); i3 += 8;
175       vsum01234567 = vaddw_u8(vsum01234567, vi2x01234567);
176       const uint8x8_t vi3x89ABCDEF = vld1_u8(i3); i3 += 8;
177       vsum89ABCDEF = vaddw_u8(vsum89ABCDEF, vi2x89ABCDEF);
178       const uint8x8_t vi3xGHIJKLMN = vld1_u8(i3); i3 += 8;
179       vsumGHIJKLMN = vaddw_u8(vsumGHIJKLMN, vi2xGHIJKLMN);
180       const uint8x8_t vi3xOPQRSTUV = vld1_u8(i3); i3 += 8;
181       vsumOPQRSTUV = vaddw_u8(vsumOPQRSTUV, vi2xOPQRSTUV);
182       const uint8x8_t vi4x01234567 = vld1_u8(i4); i4 += 8;
183       vsum01234567 = vaddw_u8(vsum01234567, vi3x01234567);
184       const uint8x8_t vi4x89ABCDEF = vld1_u8(i4); i4 += 8;
185       vsum89ABCDEF = vaddw_u8(vsum89ABCDEF, vi3x89ABCDEF);
186       const uint8x8_t vi4xGHIJKLMN = vld1_u8(i4); i4 += 8;
187       vsumGHIJKLMN = vaddw_u8(vsumGHIJKLMN, vi3xGHIJKLMN);
188       const uint8x8_t vi4xOPQRSTUV = vld1_u8(i4); i4 += 8;
189       vsumOPQRSTUV = vaddw_u8(vsumOPQRSTUV, vi3xOPQRSTUV);
190       const uint8x8_t vi5x01234567 = vld1_u8(i5); i5 += 8;
191       vsum01234567 = vaddw_u8(vsum01234567, vi4x01234567);
192       const uint8x8_t vi5x89ABCDEF = vld1_u8(i5); i5 += 8;
193       vsum89ABCDEF = vaddw_u8(vsum89ABCDEF, vi4x89ABCDEF);
194       const uint8x8_t vi5xGHIJKLMN = vld1_u8(i5); i5 += 8;
195       vsumGHIJKLMN = vaddw_u8(vsumGHIJKLMN, vi4xGHIJKLMN);
196       const uint8x8_t vi5xOPQRSTUV = vld1_u8(i5); i5 += 8;
197       vsumOPQRSTUV = vaddw_u8(vsumOPQRSTUV, vi4xOPQRSTUV);
198       const uint8x8_t vi6x01234567 = vld1_u8(i6); i6 += 8;
199       vsum01234567 = vaddw_u8(vsum01234567, vi5x01234567);
200       const uint8x8_t vi6x89ABCDEF = vld1_u8(i6); i6 += 8;
201       vsum89ABCDEF = vaddw_u8(vsum89ABCDEF, vi5x89ABCDEF);
202       const uint8x8_t vi6xGHIJKLMN = vld1_u8(i6); i6 += 8;
203       vsumGHIJKLMN = vaddw_u8(vsumGHIJKLMN, vi5xGHIJKLMN);
204       const uint8x8_t vi6xOPQRSTUV = vld1_u8(i6); i6 += 8;
205       vsumOPQRSTUV = vaddw_u8(vsumOPQRSTUV, vi5xOPQRSTUV);
206       int32x4_t vacc0123 = vld1q_s32(b);
207       int32x4_t vacc4567 = vld1q_s32(b + 4);
208       vsum01234567 = vaddw_u8(vsum01234567, vi6x01234567);
209       int32x4_t vacc89AB = vld1q_s32(b + 8);
210       int32x4_t vaccCDEF = vld1q_s32(b + 12);
211       vsum89ABCDEF = vaddw_u8(vsum89ABCDEF, vi6x89ABCDEF);
212       int32x4_t vaccGHIJ = vld1q_s32(b + 16);
213       int32x4_t vaccKLMN = vld1q_s32(b + 20);
214       vsumGHIJKLMN = vaddw_u8(vsumGHIJKLMN, vi6xGHIJKLMN);
215       int32x4_t vaccOPQR = vld1q_s32(b + 24);
216       int32x4_t vaccSTUV = vld1q_s32(b + 28);
217       vsumOPQRSTUV = vaddw_u8(vsumOPQRSTUV, vi6xOPQRSTUV);
218 
219       vacc0123 = vreinterpretq_s32_u32(vaddw_u16(vreinterpretq_u32_s32(vacc0123), vget_low_u16(vsum01234567)));
220       vacc4567 = vreinterpretq_s32_u32(vaddw_u16(vreinterpretq_u32_s32(vacc4567), vget_high_u16(vsum01234567)));
221       vacc89AB = vreinterpretq_s32_u32(vaddw_u16(vreinterpretq_u32_s32(vacc89AB), vget_low_u16(vsum89ABCDEF)));
222       vaccCDEF = vreinterpretq_s32_u32(vaddw_u16(vreinterpretq_u32_s32(vaccCDEF), vget_high_u16(vsum89ABCDEF)));
223       vaccGHIJ = vreinterpretq_s32_u32(vaddw_u16(vreinterpretq_u32_s32(vaccGHIJ), vget_low_u16(vsumGHIJKLMN)));
224       vaccKLMN = vreinterpretq_s32_u32(vaddw_u16(vreinterpretq_u32_s32(vaccKLMN), vget_high_u16(vsumGHIJKLMN)));
225       vaccOPQR = vreinterpretq_s32_u32(vaddw_u16(vreinterpretq_u32_s32(vaccOPQR), vget_low_u16(vsumOPQRSTUV)));
226       vaccSTUV = vreinterpretq_s32_u32(vaddw_u16(vreinterpretq_u32_s32(vaccSTUV), vget_high_u16(vsumOPQRSTUV)));
227 
228       vst1q_s32(b, vacc0123); b += 4;
229       vst1q_s32(b, vacc4567); b += 4;
230       vst1q_s32(b, vacc89AB); b += 4;
231       vst1q_s32(b, vaccCDEF); b += 4;
232       vst1q_s32(b, vaccGHIJ); b += 4;
233       vst1q_s32(b, vaccKLMN); b += 4;
234       vst1q_s32(b, vaccOPQR); b += 4;
235       vst1q_s32(b, vaccSTUV); b += 4;
236     }
237     if XNN_UNLIKELY(c != 0) {
238       do {
239         const uint8x8_t vi0x01234567 = vld1_u8(i0); i0 += 8;
240         const uint8x8_t vi1x01234567 = vld1_u8(i1); i1 += 8;
241         const uint8x8_t vi2x01234567 = vld1_u8(i2); i2 += 8;
242         uint16x8_t vsum01234567 = vaddl_u8(vi0x01234567, vi1x01234567);
243 
244         const uint8x8_t vi3x01234567 = vld1_u8(i3); i3 += 8;
245         vsum01234567 = vaddw_u8(vsum01234567, vi2x01234567);
246         const uint8x8_t vi4x01234567 = vld1_u8(i4); i4 += 8;
247         vsum01234567 = vaddw_u8(vsum01234567, vi3x01234567);
248         const uint8x8_t vi5x01234567 = vld1_u8(i5); i5 += 8;
249         vsum01234567 = vaddw_u8(vsum01234567, vi4x01234567);
250         const uint8x8_t vi6x01234567 = vld1_u8(i6); i6 += 8;
251         vsum01234567 = vaddw_u8(vsum01234567, vi5x01234567);
252         int32x4_t vacc0123 = vld1q_s32(b);
253         int32x4_t vacc4567 = vld1q_s32(b + 4);
254         vsum01234567 = vaddw_u8(vsum01234567, vi6x01234567);
255 
256         vacc0123 = vreinterpretq_s32_u32(vaddw_u16(vreinterpretq_u32_s32(vacc0123), vget_low_u16(vsum01234567)));
257         vacc4567 = vreinterpretq_s32_u32(vaddw_u16(vreinterpretq_u32_s32(vacc4567), vget_high_u16(vsum01234567)));
258 
259         vst1q_s32(b, vacc0123); b += 4;
260         vst1q_s32(b, vacc4567); b += 4;
261 
262         c = doz(c, 8);
263       } while (c != 0);
264     }
265   }
266 
267   i0 = (const uint8_t*) ((uintptr_t) i0 + input_increment);
268   i1 = (const uint8_t*) ((uintptr_t) i1 + input_increment);
269   if XNN_UNPREDICTABLE(rows < 2) {
270     i1 = zero;
271   }
272   i2 = (const uint8_t*) ((uintptr_t) i2 + input_increment);
273   if XNN_UNPREDICTABLE(rows <= 2) {
274     i2 = zero;
275   }
276   i3 = (const uint8_t*) ((uintptr_t) i3 + input_increment);
277   if XNN_UNPREDICTABLE(rows < 4) {
278     i3 = zero;
279   }
280   i4 = (const uint8_t*) ((uintptr_t) i4 + input_increment);
281   if XNN_UNPREDICTABLE(rows <= 4) {
282     i4 = zero;
283   }
284   i5 = (const uint8_t*) ((uintptr_t) i5 + input_increment);
285   if XNN_UNPREDICTABLE(rows < 6) {
286     i5 = zero;
287   }
288   i6 = (const uint8_t*) ((uintptr_t) i6 + input_increment);
289   if XNN_UNPREDICTABLE(rows <= 6) {
290     i6 = zero;
291   }
292 
293   const float32x4_t vscale = vld1q_dup_f32(&params->fp32_neon.scale);
294   const float32x4_t vmagic_bias = vld1q_dup_f32(&params->fp32_neon.magic_bias);
295   const int32x4_t vmagic_bias_less_output_zero_point = vld1q_dup_s32(&params->fp32_neon.magic_bias_less_output_zero_point);
296   const uint8x16_t voutput_min = vld1q_dup_u8(&params->fp32_neon.output_min);
297   const uint8x16_t voutput_max = vld1q_dup_u8(&params->fp32_neon.output_max);
298   for (; channels >= 32; channels -= 32) {
299     const uint8x8_t vi0x01234567 = vld1_u8(i0); i0 += 8;
300     const uint8x8_t vi0x89ABCDEF = vld1_u8(i0); i0 += 8;
301     const uint8x8_t vi0xGHIJKLMN = vld1_u8(i0); i0 += 8;
302     const uint8x8_t vi0xOPQRSTUV = vld1_u8(i0); i0 += 8;
303     const uint8x8_t vi1x01234567 = vld1_u8(i1); i1 += 8;
304     const uint8x8_t vi1x89ABCDEF = vld1_u8(i1); i1 += 8;
305     const uint8x8_t vi1xGHIJKLMN = vld1_u8(i1); i1 += 8;
306     const uint8x8_t vi1xOPQRSTUV = vld1_u8(i1); i1 += 8;
307 
308     const uint8x8_t vi2x01234567 = vld1_u8(i2); i2 += 8;
309     uint16x8_t vsum01234567 = vaddl_u8(vi0x01234567, vi1x01234567);
310     const uint8x8_t vi2x89ABCDEF = vld1_u8(i2); i2 += 8;
311     uint16x8_t vsum89ABCDEF = vaddl_u8(vi0x89ABCDEF, vi1x89ABCDEF);
312     const uint8x8_t vi2xGHIJKLMN = vld1_u8(i2); i2 += 8;
313     uint16x8_t vsumGHIJKLMN = vaddl_u8(vi0xGHIJKLMN, vi1xGHIJKLMN);
314     const uint8x8_t vi2xOPQRSTUV = vld1_u8(i2); i2 += 8;
315     uint16x8_t vsumOPQRSTUV = vaddl_u8(vi0xOPQRSTUV, vi1xOPQRSTUV);
316 
317     const uint8x8_t vi3x01234567 = vld1_u8(i3); i3 += 8;
318     vsum01234567 = vaddw_u8(vsum01234567, vi2x01234567);
319     const uint8x8_t vi3x89ABCDEF = vld1_u8(i3); i3 += 8;
320     vsum89ABCDEF = vaddw_u8(vsum89ABCDEF, vi2x89ABCDEF);
321     const uint8x8_t vi3xGHIJKLMN = vld1_u8(i3); i3 += 8;
322     vsumGHIJKLMN = vaddw_u8(vsumGHIJKLMN, vi2xGHIJKLMN);
323     const uint8x8_t vi3xOPQRSTUV = vld1_u8(i3); i3 += 8;
324     vsumOPQRSTUV = vaddw_u8(vsumOPQRSTUV, vi2xOPQRSTUV);
325     const uint8x8_t vi4x01234567 = vld1_u8(i4); i4 += 8;
326     vsum01234567 = vaddw_u8(vsum01234567, vi3x01234567);
327     const uint8x8_t vi4x89ABCDEF = vld1_u8(i4); i4 += 8;
328     vsum89ABCDEF = vaddw_u8(vsum89ABCDEF, vi3x89ABCDEF);
329     const uint8x8_t vi4xGHIJKLMN = vld1_u8(i4); i4 += 8;
330     vsumGHIJKLMN = vaddw_u8(vsumGHIJKLMN, vi3xGHIJKLMN);
331     const uint8x8_t vi4xOPQRSTUV = vld1_u8(i4); i4 += 8;
332     vsumOPQRSTUV = vaddw_u8(vsumOPQRSTUV, vi3xOPQRSTUV);
333     const uint8x8_t vi5x01234567 = vld1_u8(i5); i5 += 8;
334     vsum01234567 = vaddw_u8(vsum01234567, vi4x01234567);
335     const uint8x8_t vi5x89ABCDEF = vld1_u8(i5); i5 += 8;
336     vsum89ABCDEF = vaddw_u8(vsum89ABCDEF, vi4x89ABCDEF);
337     const uint8x8_t vi5xGHIJKLMN = vld1_u8(i5); i5 += 8;
338     vsumGHIJKLMN = vaddw_u8(vsumGHIJKLMN, vi4xGHIJKLMN);
339     const uint8x8_t vi5xOPQRSTUV = vld1_u8(i5); i5 += 8;
340     vsumOPQRSTUV = vaddw_u8(vsumOPQRSTUV, vi4xOPQRSTUV);
341     const uint8x8_t vi6x01234567 = vld1_u8(i6); i6 += 8;
342     vsum01234567 = vaddw_u8(vsum01234567, vi5x01234567);
343     const uint8x8_t vi6x89ABCDEF = vld1_u8(i6); i6 += 8;
344     vsum89ABCDEF = vaddw_u8(vsum89ABCDEF, vi5x89ABCDEF);
345     const uint8x8_t vi6xGHIJKLMN = vld1_u8(i6); i6 += 8;
346     vsumGHIJKLMN = vaddw_u8(vsumGHIJKLMN, vi5xGHIJKLMN);
347     const uint8x8_t vi6xOPQRSTUV = vld1_u8(i6); i6 += 8;
348     vsumOPQRSTUV = vaddw_u8(vsumOPQRSTUV, vi5xOPQRSTUV);
349     int32x4_t vacc0123 = vld1q_s32(buffer); buffer += 4;
350     int32x4_t vacc4567 = vld1q_s32(buffer); buffer += 4;
351     vsum01234567 = vaddw_u8(vsum01234567, vi6x01234567);
352     int32x4_t vacc89AB = vld1q_s32(buffer); buffer += 4;
353     int32x4_t vaccCDEF = vld1q_s32(buffer); buffer += 4;
354     vsum89ABCDEF = vaddw_u8(vsum89ABCDEF, vi6x89ABCDEF);
355     int32x4_t vaccGHIJ = vld1q_s32(buffer); buffer += 4;
356     int32x4_t vaccKLMN = vld1q_s32(buffer); buffer += 4;
357     vsumGHIJKLMN = vaddw_u8(vsumGHIJKLMN, vi6xGHIJKLMN);
358     int32x4_t vaccOPQR = vld1q_s32(buffer); buffer += 4;
359     int32x4_t vaccSTUV = vld1q_s32(buffer); buffer += 4;
360     vsumOPQRSTUV = vaddw_u8(vsumOPQRSTUV, vi6xOPQRSTUV);
361 
362     vacc0123 = vreinterpretq_s32_u32(vaddw_u16(vreinterpretq_u32_s32(vacc0123), vget_low_u16(vsum01234567)));
363     vacc4567 = vreinterpretq_s32_u32(vaddw_u16(vreinterpretq_u32_s32(vacc4567), vget_high_u16(vsum01234567)));
364     vacc89AB = vreinterpretq_s32_u32(vaddw_u16(vreinterpretq_u32_s32(vacc89AB), vget_low_u16(vsum89ABCDEF)));
365     vaccCDEF = vreinterpretq_s32_u32(vaddw_u16(vreinterpretq_u32_s32(vaccCDEF), vget_high_u16(vsum89ABCDEF)));
366     vaccGHIJ = vreinterpretq_s32_u32(vaddw_u16(vreinterpretq_u32_s32(vaccGHIJ), vget_low_u16(vsumGHIJKLMN)));
367     vaccKLMN = vreinterpretq_s32_u32(vaddw_u16(vreinterpretq_u32_s32(vaccKLMN), vget_high_u16(vsumGHIJKLMN)));
368     vaccOPQR = vreinterpretq_s32_u32(vaddw_u16(vreinterpretq_u32_s32(vaccOPQR), vget_low_u16(vsumOPQRSTUV)));
369     vaccSTUV = vreinterpretq_s32_u32(vaddw_u16(vreinterpretq_u32_s32(vaccSTUV), vget_high_u16(vsumOPQRSTUV)));
370 
371     float32x4_t vfpacc0123 = vcvtq_f32_s32(vacc0123);
372     float32x4_t vfpacc4567 = vcvtq_f32_s32(vacc4567);
373     float32x4_t vfpacc89AB = vcvtq_f32_s32(vacc89AB);
374     float32x4_t vfpaccCDEF = vcvtq_f32_s32(vaccCDEF);
375     float32x4_t vfpaccGHIJ = vcvtq_f32_s32(vaccGHIJ);
376     float32x4_t vfpaccKLMN = vcvtq_f32_s32(vaccKLMN);
377     float32x4_t vfpaccOPQR = vcvtq_f32_s32(vaccOPQR);
378     float32x4_t vfpaccSTUV = vcvtq_f32_s32(vaccSTUV);
379 
380     vfpacc0123 = vmulq_f32(vfpacc0123, vscale);
381     vfpacc4567 = vmulq_f32(vfpacc4567, vscale);
382     vfpacc89AB = vmulq_f32(vfpacc89AB, vscale);
383     vfpaccCDEF = vmulq_f32(vfpaccCDEF, vscale);
384     vfpaccGHIJ = vmulq_f32(vfpaccGHIJ, vscale);
385     vfpaccKLMN = vmulq_f32(vfpaccKLMN, vscale);
386     vfpaccOPQR = vmulq_f32(vfpaccOPQR, vscale);
387     vfpaccSTUV = vmulq_f32(vfpaccSTUV, vscale);
388 
389     vacc0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0123, vmagic_bias));
390     vacc4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc4567, vmagic_bias));
391     vacc89AB = vreinterpretq_s32_f32(vaddq_f32(vfpacc89AB, vmagic_bias));
392     vaccCDEF = vreinterpretq_s32_f32(vaddq_f32(vfpaccCDEF, vmagic_bias));
393     vaccGHIJ = vreinterpretq_s32_f32(vaddq_f32(vfpaccGHIJ, vmagic_bias));
394     vaccKLMN = vreinterpretq_s32_f32(vaddq_f32(vfpaccKLMN, vmagic_bias));
395     vaccOPQR = vreinterpretq_s32_f32(vaddq_f32(vfpaccOPQR, vmagic_bias));
396     vaccSTUV = vreinterpretq_s32_f32(vaddq_f32(vfpaccSTUV, vmagic_bias));
397 
398     vacc0123 = vqsubq_s32(vacc0123, vmagic_bias_less_output_zero_point);
399     vacc4567 = vqsubq_s32(vacc4567, vmagic_bias_less_output_zero_point);
400     vacc89AB = vqsubq_s32(vacc89AB, vmagic_bias_less_output_zero_point);
401     vaccCDEF = vqsubq_s32(vaccCDEF, vmagic_bias_less_output_zero_point);
402     vaccGHIJ = vqsubq_s32(vaccGHIJ, vmagic_bias_less_output_zero_point);
403     vaccKLMN = vqsubq_s32(vaccKLMN, vmagic_bias_less_output_zero_point);
404     vaccOPQR = vqsubq_s32(vaccOPQR, vmagic_bias_less_output_zero_point);
405     vaccSTUV = vqsubq_s32(vaccSTUV, vmagic_bias_less_output_zero_point);
406 
407     #if XNN_ARCH_ARM64
408       int16x8_t vacc01234567 = vqmovn_high_s32(vqmovn_s32(vacc0123), vacc4567);
409       int16x8_t vacc89ABCDEF = vqmovn_high_s32(vqmovn_s32(vacc89AB), vaccCDEF);
410       int16x8_t vaccGHIJKLMN = vqmovn_high_s32(vqmovn_s32(vaccGHIJ), vaccKLMN);
411       int16x8_t vaccOPQRSTUV = vqmovn_high_s32(vqmovn_s32(vaccOPQR), vaccSTUV);
412     #else  // !XNN_ARCH_ARM64
413       int16x8_t vacc01234567 = vcombine_s16(vqmovn_s32(vacc0123), vqmovn_s32(vacc4567));
414       int16x8_t vacc89ABCDEF = vcombine_s16(vqmovn_s32(vacc89AB), vqmovn_s32(vaccCDEF));
415       int16x8_t vaccGHIJKLMN = vcombine_s16(vqmovn_s32(vaccGHIJ), vqmovn_s32(vaccKLMN));
416       int16x8_t vaccOPQRSTUV = vcombine_s16(vqmovn_s32(vaccOPQR), vqmovn_s32(vaccSTUV));
417     #endif  // !XNN_ARCH_ARM64
418 
419 
420     #if XNN_ARCH_ARM64
421       uint8x16_t vout0123456789ABCDEF = vqmovun_high_s16(vqmovun_s16(vacc01234567), vacc89ABCDEF);
422       uint8x16_t voutGHIJKLMNOPQRSTUV = vqmovun_high_s16(vqmovun_s16(vaccGHIJKLMN), vaccOPQRSTUV);
423     #else  // !XNN_ARCH_ARM64
424       uint8x16_t vout0123456789ABCDEF = vcombine_u8(vqmovun_s16(vacc01234567), vqmovun_s16(vacc89ABCDEF));
425       uint8x16_t voutGHIJKLMNOPQRSTUV = vcombine_u8(vqmovun_s16(vaccGHIJKLMN), vqmovun_s16(vaccOPQRSTUV));
426     #endif  // !XNN_ARCH_ARM64
427 
428     vout0123456789ABCDEF = vmaxq_u8(vout0123456789ABCDEF, voutput_min);
429     voutGHIJKLMNOPQRSTUV = vmaxq_u8(voutGHIJKLMNOPQRSTUV, voutput_min);
430 
431     vout0123456789ABCDEF = vminq_u8(vout0123456789ABCDEF, voutput_max);
432     voutGHIJKLMNOPQRSTUV = vminq_u8(voutGHIJKLMNOPQRSTUV, voutput_max);
433 
434     vst1q_u8(output, vout0123456789ABCDEF); output += 16;
435     vst1q_u8(output, voutGHIJKLMNOPQRSTUV); output += 16;
436   }
437   if XNN_UNLIKELY(channels != 0) {
438     do {
439       const uint8x8_t vi0x01234567 = vld1_u8(i0); i0 += 8;
440       const uint8x8_t vi1x01234567 = vld1_u8(i1); i1 += 8;
441       const uint8x8_t vi2x01234567 = vld1_u8(i2); i2 += 8;
442       uint16x8_t vsum01234567 = vaddl_u8(vi0x01234567, vi1x01234567);
443 
444       const uint8x8_t vi3x01234567 = vld1_u8(i3); i3 += 8;
445       vsum01234567 = vaddw_u8(vsum01234567, vi2x01234567);
446       const uint8x8_t vi4x01234567 = vld1_u8(i4); i4 += 8;
447       vsum01234567 = vaddw_u8(vsum01234567, vi3x01234567);
448       const uint8x8_t vi5x01234567 = vld1_u8(i5); i5 += 8;
449       vsum01234567 = vaddw_u8(vsum01234567, vi4x01234567);
450       const uint8x8_t vi6x01234567 = vld1_u8(i6); i6 += 8;
451       vsum01234567 = vaddw_u8(vsum01234567, vi5x01234567);
452       int32x4_t vacc0123 = vld1q_s32(buffer); buffer += 4;
453       int32x4_t vacc4567 = vld1q_s32(buffer); buffer += 4;
454       vsum01234567 = vaddw_u8(vsum01234567, vi6x01234567);
455 
456       vacc0123 = vreinterpretq_s32_u32(vaddw_u16(vreinterpretq_u32_s32(vacc0123), vget_low_u16(vsum01234567)));
457       vacc4567 = vreinterpretq_s32_u32(vaddw_u16(vreinterpretq_u32_s32(vacc4567), vget_high_u16(vsum01234567)));
458 
459       float32x4_t vfpacc0123 = vcvtq_f32_s32(vacc0123);
460       float32x4_t vfpacc4567 = vcvtq_f32_s32(vacc4567);
461 
462       vfpacc0123 = vmulq_f32(vfpacc0123, vscale);
463       vfpacc4567 = vmulq_f32(vfpacc4567, vscale);
464 
465       vacc0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0123, vmagic_bias));
466       vacc4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc4567, vmagic_bias));
467 
468       vacc0123 = vqsubq_s32(vacc0123, vmagic_bias_less_output_zero_point);
469       vacc4567 = vqsubq_s32(vacc4567, vmagic_bias_less_output_zero_point);
470 
471       #if XNN_ARCH_ARM64
472         int16x8_t vacc01234567 = vqmovn_high_s32(vqmovn_s32(vacc0123), vacc4567);
473       #else
474         int16x8_t vacc01234567 = vcombine_s16(vqmovn_s32(vacc0123), vqmovn_s32(vacc4567));
475       #endif
476 
477       uint8x8_t vout01234567 = vqmovun_s16(vacc01234567);
478       vout01234567 = vmax_u8(vout01234567, vget_low_u8(voutput_min));
479       vout01234567 = vmin_u8(vout01234567, vget_low_u8(voutput_max));
480 
481       if XNN_LIKELY(channels >= 8) {
482         vst1_u8(output, vout01234567); output += 8;
483         channels -= 8;
484       } else {
485         if (channels & 4) {
486           vst1_lane_u32((void*) output, vreinterpret_u32_u8(vout01234567), 0); output += 4;
487           vout01234567 = vext_u8(vout01234567, vout01234567, 4);
488         }
489         if (channels & 2) {
490           vst1_lane_u16((void*) output, vreinterpret_u16_u8(vout01234567), 0); output += 2;
491           vout01234567 = vext_u8(vout01234567, vout01234567, 2);
492         }
493         if (channels & 1) {
494           vst1_lane_u8(output, vout01234567, 0); output += 1;
495         }
496         channels = 0;
497       }
498     } while (channels != 0);
499   }
500 }
501