xref: /aosp_15_r20/external/XNNPACK/src/qc8-dwconv/gen/up16x25-minmax-fp32-neonv8-mla8-ld64.c (revision 4bdc94577ba0e567308109d787f7fec7b531ce36)
1 // Auto-generated file. Do not edit!
2 //   Template: src/qs8-dwconv/unipass-neon-mul8.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/dwconv.h>
15 #include <xnnpack/intrinsics-polyfill.h>
16 
17 
xnn_qc8_dwconv_minmax_fp32_ukernel_up16x25__neonv8_mla8_ld64(size_t channels,size_t output_width,const int8_t ** input,const void * weights,int8_t * output,size_t input_stride,size_t output_increment,size_t input_offset,const int8_t * zero,const union xnn_qc8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS (1)])18 void xnn_qc8_dwconv_minmax_fp32_ukernel_up16x25__neonv8_mla8_ld64(
19     size_t channels,
20     size_t output_width,
21     const int8_t** input,
22     const void* weights,
23     int8_t* output,
24     size_t input_stride,
25     size_t output_increment,
26     size_t input_offset,
27     const int8_t* zero,
28     const union xnn_qc8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
29 {
30   assert(channels != 0);
31   assert(output_width != 0);
32 
33   const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->fp32_neonv8.output_zero_point);
34   const int8x16_t voutput_min = vld1q_dup_s8(&params->fp32_neonv8.output_min);
35   const int8x16_t voutput_max = vld1q_dup_s8(&params->fp32_neonv8.output_max);
36   do {
37     const int8_t* i0 = input[0];
38     assert(i0 != NULL);
39     if XNN_UNPREDICTABLE(i0 != zero) {
40       i0 = (const int8_t*) ((uintptr_t) i0 + input_offset);
41     }
42     const int8_t* i1 = input[1];
43     assert(i1 != NULL);
44     if XNN_UNPREDICTABLE(i1 != zero) {
45       i1 = (const int8_t*) ((uintptr_t) i1 + input_offset);
46     }
47     const int8_t* i2 = input[2];
48     assert(i2 != NULL);
49     if XNN_UNPREDICTABLE(i2 != zero) {
50       i2 = (const int8_t*) ((uintptr_t) i2 + input_offset);
51     }
52     const int8_t* i3 = input[3];
53     assert(i3 != NULL);
54     if XNN_UNPREDICTABLE(i3 != zero) {
55       i3 = (const int8_t*) ((uintptr_t) i3 + input_offset);
56     }
57     const int8_t* i4 = input[4];
58     assert(i4 != NULL);
59     if XNN_UNPREDICTABLE(i4 != zero) {
60       i4 = (const int8_t*) ((uintptr_t) i4 + input_offset);
61     }
62     const int8_t* i5 = input[5];
63     assert(i5 != NULL);
64     if XNN_UNPREDICTABLE(i5 != zero) {
65       i5 = (const int8_t*) ((uintptr_t) i5 + input_offset);
66     }
67     const int8_t* i6 = input[6];
68     assert(i6 != NULL);
69     if XNN_UNPREDICTABLE(i6 != zero) {
70       i6 = (const int8_t*) ((uintptr_t) i6 + input_offset);
71     }
72     const int8_t* i7 = input[7];
73     assert(i7 != NULL);
74     if XNN_UNPREDICTABLE(i7 != zero) {
75       i7 = (const int8_t*) ((uintptr_t) i7 + input_offset);
76     }
77     const int8_t* i8 = input[8];
78     assert(i8 != NULL);
79     if XNN_UNPREDICTABLE(i8 != zero) {
80       i8 = (const int8_t*) ((uintptr_t) i8 + input_offset);
81     }
82     const int8_t* i9 = input[9];
83     assert(i9 != NULL);
84     if XNN_UNPREDICTABLE(i9 != zero) {
85       i9 = (const int8_t*) ((uintptr_t) i9 + input_offset);
86     }
87     const int8_t* i10 = input[10];
88     assert(i10 != NULL);
89     if XNN_UNPREDICTABLE(i10 != zero) {
90       i10 = (const int8_t*) ((uintptr_t) i10 + input_offset);
91     }
92     const int8_t* i11 = input[11];
93     assert(i11 != NULL);
94     if XNN_UNPREDICTABLE(i11 != zero) {
95       i11 = (const int8_t*) ((uintptr_t) i11 + input_offset);
96     }
97     const int8_t* i12 = input[12];
98     assert(i12 != NULL);
99     if XNN_UNPREDICTABLE(i12 != zero) {
100       i12 = (const int8_t*) ((uintptr_t) i12 + input_offset);
101     }
102     const int8_t* i13 = input[13];
103     assert(i13 != NULL);
104     if XNN_UNPREDICTABLE(i13 != zero) {
105       i13 = (const int8_t*) ((uintptr_t) i13 + input_offset);
106     }
107     const int8_t* i14 = input[14];
108     assert(i14 != NULL);
109     if XNN_UNPREDICTABLE(i14 != zero) {
110       i14 = (const int8_t*) ((uintptr_t) i14 + input_offset);
111     }
112     const int8_t* i15 = input[15];
113     assert(i15 != NULL);
114     if XNN_UNPREDICTABLE(i15 != zero) {
115       i15 = (const int8_t*) ((uintptr_t) i15 + input_offset);
116     }
117     const int8_t* i16 = input[16];
118     assert(i16 != NULL);
119     if XNN_UNPREDICTABLE(i16 != zero) {
120       i16 = (const int8_t*) ((uintptr_t) i16 + input_offset);
121     }
122     const int8_t* i17 = input[17];
123     assert(i17 != NULL);
124     if XNN_UNPREDICTABLE(i17 != zero) {
125       i17 = (const int8_t*) ((uintptr_t) i17 + input_offset);
126     }
127     const int8_t* i18 = input[18];
128     assert(i18 != NULL);
129     if XNN_UNPREDICTABLE(i18 != zero) {
130       i18 = (const int8_t*) ((uintptr_t) i18 + input_offset);
131     }
132     const int8_t* i19 = input[19];
133     assert(i19 != NULL);
134     if XNN_UNPREDICTABLE(i19 != zero) {
135       i19 = (const int8_t*) ((uintptr_t) i19 + input_offset);
136     }
137     const int8_t* i20 = input[20];
138     assert(i20 != NULL);
139     if XNN_UNPREDICTABLE(i20 != zero) {
140       i20 = (const int8_t*) ((uintptr_t) i20 + input_offset);
141     }
142     const int8_t* i21 = input[21];
143     assert(i21 != NULL);
144     if XNN_UNPREDICTABLE(i21 != zero) {
145       i21 = (const int8_t*) ((uintptr_t) i21 + input_offset);
146     }
147     const int8_t* i22 = input[22];
148     assert(i22 != NULL);
149     if XNN_UNPREDICTABLE(i22 != zero) {
150       i22 = (const int8_t*) ((uintptr_t) i22 + input_offset);
151     }
152     const int8_t* i23 = input[23];
153     assert(i23 != NULL);
154     if XNN_UNPREDICTABLE(i23 != zero) {
155       i23 = (const int8_t*) ((uintptr_t) i23 + input_offset);
156     }
157     const int8_t* i24 = input[24];
158     assert(i24 != NULL);
159     if XNN_UNPREDICTABLE(i24 != zero) {
160       i24 = (const int8_t*) ((uintptr_t) i24 + input_offset);
161     }
162     input = (const int8_t**) ((uintptr_t) input + input_stride);
163 
164     size_t c = channels;
165     const void* w = weights;
166     for (; c >= 16; c -= 16) {
167       int32x4_t vacc0123 = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
168       int32x4_t vacc4567 = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
169       int32x4_t vacc89AB = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
170       int32x4_t vaccCDEF = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
171 
172       const int8x8_t vi0x01234567 = vld1_s8(i0); i0 += 8;
173       const int8x8_t vk0x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
174       const int8x8_t vi0x89ABCDEF = vld1_s8(i0); i0 += 8;
175       const int8x8_t vk0x89ABCDEF = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
176 
177       int16x8_t vprod01234567 = vmull_s8(vi0x01234567, vk0x01234567);
178       int16x8_t vprod89ABCDEF = vmull_s8(vi0x89ABCDEF, vk0x89ABCDEF);
179 
180       const int8x8_t vi1x01234567 = vld1_s8(i1); i1 += 8;
181       const int8x8_t vk1x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
182       const int8x8_t vi1x89ABCDEF = vld1_s8(i1); i1 += 8;
183       const int8x8_t vk1x89ABCDEF = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
184 
185       vprod01234567 = vmlal_s8(vprod01234567, vi1x01234567, vk1x01234567);
186       vprod89ABCDEF = vmlal_s8(vprod89ABCDEF, vi1x89ABCDEF, vk1x89ABCDEF);
187 
188       vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
189       vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
190       vacc89AB = vaddw_s16(vacc89AB, vget_low_s16(vprod89ABCDEF));
191       vaccCDEF = vaddw_s16(vaccCDEF, vget_high_s16(vprod89ABCDEF));
192       const int8x8_t vi2x01234567 = vld1_s8(i2); i2 += 8;
193       const int8x8_t vk2x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
194       const int8x8_t vi2x89ABCDEF = vld1_s8(i2); i2 += 8;
195       const int8x8_t vk2x89ABCDEF = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
196 
197       vprod01234567 = vmull_s8(vi2x01234567, vk2x01234567);
198       vprod89ABCDEF = vmull_s8(vi2x89ABCDEF, vk2x89ABCDEF);
199 
200       const int8x8_t vi3x01234567 = vld1_s8(i3); i3 += 8;
201       const int8x8_t vk3x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
202       const int8x8_t vi3x89ABCDEF = vld1_s8(i3); i3 += 8;
203       const int8x8_t vk3x89ABCDEF = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
204 
205       vprod01234567 = vmlal_s8(vprod01234567, vi3x01234567, vk3x01234567);
206       vprod89ABCDEF = vmlal_s8(vprod89ABCDEF, vi3x89ABCDEF, vk3x89ABCDEF);
207 
208       vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
209       vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
210       vacc89AB = vaddw_s16(vacc89AB, vget_low_s16(vprod89ABCDEF));
211       vaccCDEF = vaddw_s16(vaccCDEF, vget_high_s16(vprod89ABCDEF));
212       const int8x8_t vi4x01234567 = vld1_s8(i4); i4 += 8;
213       const int8x8_t vk4x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
214       const int8x8_t vi4x89ABCDEF = vld1_s8(i4); i4 += 8;
215       const int8x8_t vk4x89ABCDEF = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
216 
217       vprod01234567 = vmull_s8(vi4x01234567, vk4x01234567);
218       vprod89ABCDEF = vmull_s8(vi4x89ABCDEF, vk4x89ABCDEF);
219 
220       const int8x8_t vi5x01234567 = vld1_s8(i5); i5 += 8;
221       const int8x8_t vk5x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
222       const int8x8_t vi5x89ABCDEF = vld1_s8(i5); i5 += 8;
223       const int8x8_t vk5x89ABCDEF = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
224 
225       vprod01234567 = vmlal_s8(vprod01234567, vi5x01234567, vk5x01234567);
226       vprod89ABCDEF = vmlal_s8(vprod89ABCDEF, vi5x89ABCDEF, vk5x89ABCDEF);
227 
228       vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
229       vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
230       vacc89AB = vaddw_s16(vacc89AB, vget_low_s16(vprod89ABCDEF));
231       vaccCDEF = vaddw_s16(vaccCDEF, vget_high_s16(vprod89ABCDEF));
232       const int8x8_t vi6x01234567 = vld1_s8(i6); i6 += 8;
233       const int8x8_t vk6x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
234       const int8x8_t vi6x89ABCDEF = vld1_s8(i6); i6 += 8;
235       const int8x8_t vk6x89ABCDEF = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
236 
237       vprod01234567 = vmull_s8(vi6x01234567, vk6x01234567);
238       vprod89ABCDEF = vmull_s8(vi6x89ABCDEF, vk6x89ABCDEF);
239 
240       const int8x8_t vi7x01234567 = vld1_s8(i7); i7 += 8;
241       const int8x8_t vk7x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
242       const int8x8_t vi7x89ABCDEF = vld1_s8(i7); i7 += 8;
243       const int8x8_t vk7x89ABCDEF = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
244 
245       vprod01234567 = vmlal_s8(vprod01234567, vi7x01234567, vk7x01234567);
246       vprod89ABCDEF = vmlal_s8(vprod89ABCDEF, vi7x89ABCDEF, vk7x89ABCDEF);
247 
248       vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
249       vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
250       vacc89AB = vaddw_s16(vacc89AB, vget_low_s16(vprod89ABCDEF));
251       vaccCDEF = vaddw_s16(vaccCDEF, vget_high_s16(vprod89ABCDEF));
252       const int8x8_t vi8x01234567 = vld1_s8(i8); i8 += 8;
253       const int8x8_t vk8x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
254       const int8x8_t vi8x89ABCDEF = vld1_s8(i8); i8 += 8;
255       const int8x8_t vk8x89ABCDEF = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
256 
257       vprod01234567 = vmull_s8(vi8x01234567, vk8x01234567);
258       vprod89ABCDEF = vmull_s8(vi8x89ABCDEF, vk8x89ABCDEF);
259 
260       const int8x8_t vi9x01234567 = vld1_s8(i9); i9 += 8;
261       const int8x8_t vk9x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
262       const int8x8_t vi9x89ABCDEF = vld1_s8(i9); i9 += 8;
263       const int8x8_t vk9x89ABCDEF = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
264 
265       vprod01234567 = vmlal_s8(vprod01234567, vi9x01234567, vk9x01234567);
266       vprod89ABCDEF = vmlal_s8(vprod89ABCDEF, vi9x89ABCDEF, vk9x89ABCDEF);
267 
268       vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
269       vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
270       vacc89AB = vaddw_s16(vacc89AB, vget_low_s16(vprod89ABCDEF));
271       vaccCDEF = vaddw_s16(vaccCDEF, vget_high_s16(vprod89ABCDEF));
272       const int8x8_t vi10x01234567 = vld1_s8(i10); i10 += 8;
273       const int8x8_t vk10x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
274       const int8x8_t vi10x89ABCDEF = vld1_s8(i10); i10 += 8;
275       const int8x8_t vk10x89ABCDEF = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
276 
277       vprod01234567 = vmull_s8(vi10x01234567, vk10x01234567);
278       vprod89ABCDEF = vmull_s8(vi10x89ABCDEF, vk10x89ABCDEF);
279 
280       const int8x8_t vi11x01234567 = vld1_s8(i11); i11 += 8;
281       const int8x8_t vk11x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
282       const int8x8_t vi11x89ABCDEF = vld1_s8(i11); i11 += 8;
283       const int8x8_t vk11x89ABCDEF = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
284 
285       vprod01234567 = vmlal_s8(vprod01234567, vi11x01234567, vk11x01234567);
286       vprod89ABCDEF = vmlal_s8(vprod89ABCDEF, vi11x89ABCDEF, vk11x89ABCDEF);
287 
288       vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
289       vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
290       vacc89AB = vaddw_s16(vacc89AB, vget_low_s16(vprod89ABCDEF));
291       vaccCDEF = vaddw_s16(vaccCDEF, vget_high_s16(vprod89ABCDEF));
292       const int8x8_t vi12x01234567 = vld1_s8(i12); i12 += 8;
293       const int8x8_t vk12x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
294       const int8x8_t vi12x89ABCDEF = vld1_s8(i12); i12 += 8;
295       const int8x8_t vk12x89ABCDEF = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
296 
297       vprod01234567 = vmull_s8(vi12x01234567, vk12x01234567);
298       vprod89ABCDEF = vmull_s8(vi12x89ABCDEF, vk12x89ABCDEF);
299 
300       const int8x8_t vi13x01234567 = vld1_s8(i13); i13 += 8;
301       const int8x8_t vk13x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
302       const int8x8_t vi13x89ABCDEF = vld1_s8(i13); i13 += 8;
303       const int8x8_t vk13x89ABCDEF = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
304 
305       vprod01234567 = vmlal_s8(vprod01234567, vi13x01234567, vk13x01234567);
306       vprod89ABCDEF = vmlal_s8(vprod89ABCDEF, vi13x89ABCDEF, vk13x89ABCDEF);
307 
308       vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
309       vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
310       vacc89AB = vaddw_s16(vacc89AB, vget_low_s16(vprod89ABCDEF));
311       vaccCDEF = vaddw_s16(vaccCDEF, vget_high_s16(vprod89ABCDEF));
312       const int8x8_t vi14x01234567 = vld1_s8(i14); i14 += 8;
313       const int8x8_t vk14x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
314       const int8x8_t vi14x89ABCDEF = vld1_s8(i14); i14 += 8;
315       const int8x8_t vk14x89ABCDEF = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
316 
317       vprod01234567 = vmull_s8(vi14x01234567, vk14x01234567);
318       vprod89ABCDEF = vmull_s8(vi14x89ABCDEF, vk14x89ABCDEF);
319 
320       const int8x8_t vi15x01234567 = vld1_s8(i15); i15 += 8;
321       const int8x8_t vk15x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
322       const int8x8_t vi15x89ABCDEF = vld1_s8(i15); i15 += 8;
323       const int8x8_t vk15x89ABCDEF = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
324 
325       vprod01234567 = vmlal_s8(vprod01234567, vi15x01234567, vk15x01234567);
326       vprod89ABCDEF = vmlal_s8(vprod89ABCDEF, vi15x89ABCDEF, vk15x89ABCDEF);
327 
328       vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
329       vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
330       vacc89AB = vaddw_s16(vacc89AB, vget_low_s16(vprod89ABCDEF));
331       vaccCDEF = vaddw_s16(vaccCDEF, vget_high_s16(vprod89ABCDEF));
332       const int8x8_t vi16x01234567 = vld1_s8(i16); i16 += 8;
333       const int8x8_t vk16x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
334       const int8x8_t vi16x89ABCDEF = vld1_s8(i16); i16 += 8;
335       const int8x8_t vk16x89ABCDEF = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
336 
337       vprod01234567 = vmull_s8(vi16x01234567, vk16x01234567);
338       vprod89ABCDEF = vmull_s8(vi16x89ABCDEF, vk16x89ABCDEF);
339 
340       const int8x8_t vi17x01234567 = vld1_s8(i17); i17 += 8;
341       const int8x8_t vk17x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
342       const int8x8_t vi17x89ABCDEF = vld1_s8(i17); i17 += 8;
343       const int8x8_t vk17x89ABCDEF = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
344 
345       vprod01234567 = vmlal_s8(vprod01234567, vi17x01234567, vk17x01234567);
346       vprod89ABCDEF = vmlal_s8(vprod89ABCDEF, vi17x89ABCDEF, vk17x89ABCDEF);
347 
348       vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
349       vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
350       vacc89AB = vaddw_s16(vacc89AB, vget_low_s16(vprod89ABCDEF));
351       vaccCDEF = vaddw_s16(vaccCDEF, vget_high_s16(vprod89ABCDEF));
352       const int8x8_t vi18x01234567 = vld1_s8(i18); i18 += 8;
353       const int8x8_t vk18x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
354       const int8x8_t vi18x89ABCDEF = vld1_s8(i18); i18 += 8;
355       const int8x8_t vk18x89ABCDEF = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
356 
357       vprod01234567 = vmull_s8(vi18x01234567, vk18x01234567);
358       vprod89ABCDEF = vmull_s8(vi18x89ABCDEF, vk18x89ABCDEF);
359 
360       const int8x8_t vi19x01234567 = vld1_s8(i19); i19 += 8;
361       const int8x8_t vk19x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
362       const int8x8_t vi19x89ABCDEF = vld1_s8(i19); i19 += 8;
363       const int8x8_t vk19x89ABCDEF = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
364 
365       vprod01234567 = vmlal_s8(vprod01234567, vi19x01234567, vk19x01234567);
366       vprod89ABCDEF = vmlal_s8(vprod89ABCDEF, vi19x89ABCDEF, vk19x89ABCDEF);
367 
368       vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
369       vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
370       vacc89AB = vaddw_s16(vacc89AB, vget_low_s16(vprod89ABCDEF));
371       vaccCDEF = vaddw_s16(vaccCDEF, vget_high_s16(vprod89ABCDEF));
372       const int8x8_t vi20x01234567 = vld1_s8(i20); i20 += 8;
373       const int8x8_t vk20x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
374       const int8x8_t vi20x89ABCDEF = vld1_s8(i20); i20 += 8;
375       const int8x8_t vk20x89ABCDEF = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
376 
377       vprod01234567 = vmull_s8(vi20x01234567, vk20x01234567);
378       vprod89ABCDEF = vmull_s8(vi20x89ABCDEF, vk20x89ABCDEF);
379 
380       const int8x8_t vi21x01234567 = vld1_s8(i21); i21 += 8;
381       const int8x8_t vk21x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
382       const int8x8_t vi21x89ABCDEF = vld1_s8(i21); i21 += 8;
383       const int8x8_t vk21x89ABCDEF = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
384 
385       vprod01234567 = vmlal_s8(vprod01234567, vi21x01234567, vk21x01234567);
386       vprod89ABCDEF = vmlal_s8(vprod89ABCDEF, vi21x89ABCDEF, vk21x89ABCDEF);
387 
388       vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
389       vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
390       vacc89AB = vaddw_s16(vacc89AB, vget_low_s16(vprod89ABCDEF));
391       vaccCDEF = vaddw_s16(vaccCDEF, vget_high_s16(vprod89ABCDEF));
392       const int8x8_t vi22x01234567 = vld1_s8(i22); i22 += 8;
393       const int8x8_t vk22x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
394       const int8x8_t vi22x89ABCDEF = vld1_s8(i22); i22 += 8;
395       const int8x8_t vk22x89ABCDEF = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
396 
397       vprod01234567 = vmull_s8(vi22x01234567, vk22x01234567);
398       vprod89ABCDEF = vmull_s8(vi22x89ABCDEF, vk22x89ABCDEF);
399 
400       const int8x8_t vi23x01234567 = vld1_s8(i23); i23 += 8;
401       const int8x8_t vk23x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
402       const int8x8_t vi23x89ABCDEF = vld1_s8(i23); i23 += 8;
403       const int8x8_t vk23x89ABCDEF = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
404 
405       vprod01234567 = vmlal_s8(vprod01234567, vi23x01234567, vk23x01234567);
406       vprod89ABCDEF = vmlal_s8(vprod89ABCDEF, vi23x89ABCDEF, vk23x89ABCDEF);
407 
408       vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
409       vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
410       vacc89AB = vaddw_s16(vacc89AB, vget_low_s16(vprod89ABCDEF));
411       vaccCDEF = vaddw_s16(vaccCDEF, vget_high_s16(vprod89ABCDEF));
412       const int8x8_t vi24x01234567 = vld1_s8(i24); i24 += 8;
413       const int8x8_t vk24x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
414       const int8x8_t vi24x89ABCDEF = vld1_s8(i24); i24 += 8;
415       const int8x8_t vk24x89ABCDEF = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
416 
417       vprod01234567 = vmull_s8(vi24x01234567, vk24x01234567);
418       vprod89ABCDEF = vmull_s8(vi24x89ABCDEF, vk24x89ABCDEF);
419 
420       vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
421       vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
422       vacc89AB = vaddw_s16(vacc89AB, vget_low_s16(vprod89ABCDEF));
423       vaccCDEF = vaddw_s16(vaccCDEF, vget_high_s16(vprod89ABCDEF));
424 
425       float32x4_t vfpacc0123 = vcvtq_f32_s32(vacc0123);
426       float32x4_t vfpacc4567 = vcvtq_f32_s32(vacc4567);
427       float32x4_t vfpacc89AB = vcvtq_f32_s32(vacc89AB);
428       float32x4_t vfpaccCDEF = vcvtq_f32_s32(vaccCDEF);
429 
430       const float32x4_t vscale0123 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
431       const float32x4_t vscale4567 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
432       const float32x4_t vscale89AB = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
433       const float32x4_t vscaleCDEF = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
434 
435       vfpacc0123 = vmulq_f32(vfpacc0123, vscale0123);
436       vfpacc4567 = vmulq_f32(vfpacc4567, vscale4567);
437       vfpacc89AB = vmulq_f32(vfpacc89AB, vscale89AB);
438       vfpaccCDEF = vmulq_f32(vfpaccCDEF, vscaleCDEF);
439 
440       vacc0123 = vcvtnq_s32_f32(vfpacc0123);
441       vacc4567 = vcvtnq_s32_f32(vfpacc4567);
442       vacc89AB = vcvtnq_s32_f32(vfpacc89AB);
443       vaccCDEF = vcvtnq_s32_f32(vfpaccCDEF);
444 
445 #if XNN_ARCH_ARM64
446       int16x8_t vacc01234567 = vqmovn_high_s32(vqmovn_s32(vacc0123), vacc4567);
447       int16x8_t vacc89ABCDEF = vqmovn_high_s32(vqmovn_s32(vacc89AB), vaccCDEF);
448 
449       vacc01234567 = vqaddq_s16(vacc01234567, voutput_zero_point);
450       vacc89ABCDEF = vqaddq_s16(vacc89ABCDEF, voutput_zero_point);
451 
452       int8x16_t vout0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc01234567), vacc89ABCDEF);
453 #else  // !XNN_ARCH_ARM64
454       int16x8_t vacc01234567 = vcombine_s16(vqmovn_s32(vacc0123), vqmovn_s32(vacc4567));
455       int16x8_t vacc89ABCDEF = vcombine_s16(vqmovn_s32(vacc89AB), vqmovn_s32(vaccCDEF));
456 
457       vacc01234567 = vqaddq_s16(vacc01234567, voutput_zero_point);
458       vacc89ABCDEF = vqaddq_s16(vacc89ABCDEF, voutput_zero_point);
459 
460       int8x16_t vout0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc01234567), vqmovn_s16(vacc89ABCDEF));
461 #endif  // !XNN_ARCH_ARM64
462 
463       vout0123456789ABCDEF = vmaxq_s8(vout0123456789ABCDEF, voutput_min);
464 
465       vout0123456789ABCDEF = vminq_s8(vout0123456789ABCDEF, voutput_max);
466 
467       vst1q_s8(output, vout0123456789ABCDEF); output += 16;
468     }
469     if XNN_UNLIKELY(c != 0) {
470       const int8_t* k = (const int8_t*) ((const int32_t*) w + 16);
471       do {
472         int32x4_t vacc0123 = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
473         int32x4_t vacc4567 = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
474 
475         const int8x8_t vi0x01234567 = vld1_s8(i0); i0 += 8;
476         const int8x8_t vk0x01234567 = vld1_s8(k); k += 8;
477 
478         int16x8_t vprod01234567 = vmull_s8(vi0x01234567, vk0x01234567);
479 
480         const int8x8_t vi1x01234567 = vld1_s8(i1); i1 += 8;
481         const int8x8_t vk1x01234567 = vld1_s8((const void*) (k + 8));
482 
483         vprod01234567 = vmlal_s8(vprod01234567, vi1x01234567, vk1x01234567);
484 
485         vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
486         vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
487         const int8x8_t vi2x01234567 = vld1_s8(i2); i2 += 8;
488         const int8x8_t vk2x01234567 = vld1_s8((const void*) (k + 24));
489 
490         vprod01234567 = vmull_s8(vi2x01234567, vk2x01234567);
491 
492         const int8x8_t vi3x01234567 = vld1_s8(i3); i3 += 8;
493         const int8x8_t vk3x01234567 = vld1_s8((const void*) (k + 40));
494 
495         vprod01234567 = vmlal_s8(vprod01234567, vi3x01234567, vk3x01234567);
496 
497         vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
498         vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
499         const int8x8_t vi4x01234567 = vld1_s8(i4); i4 += 8;
500         const int8x8_t vk4x01234567 = vld1_s8((const void*) (k + 56));
501 
502         vprod01234567 = vmull_s8(vi4x01234567, vk4x01234567);
503 
504         const int8x8_t vi5x01234567 = vld1_s8(i5); i5 += 8;
505         const int8x8_t vk5x01234567 = vld1_s8((const void*) (k + 72));
506 
507         vprod01234567 = vmlal_s8(vprod01234567, vi5x01234567, vk5x01234567);
508 
509         vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
510         vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
511         const int8x8_t vi6x01234567 = vld1_s8(i6); i6 += 8;
512         const int8x8_t vk6x01234567 = vld1_s8((const void*) (k + 88));
513 
514         vprod01234567 = vmull_s8(vi6x01234567, vk6x01234567);
515 
516         const int8x8_t vi7x01234567 = vld1_s8(i7); i7 += 8;
517         const int8x8_t vk7x01234567 = vld1_s8((const void*) (k + 104));
518 
519         vprod01234567 = vmlal_s8(vprod01234567, vi7x01234567, vk7x01234567);
520 
521         vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
522         vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
523         const int8x8_t vi8x01234567 = vld1_s8(i8); i8 += 8;
524         const int8x8_t vk8x01234567 = vld1_s8((const void*) (k + 120));
525 
526         vprod01234567 = vmull_s8(vi8x01234567, vk8x01234567);
527 
528         const int8x8_t vi9x01234567 = vld1_s8(i9); i9 += 8;
529         const int8x8_t vk9x01234567 = vld1_s8((const void*) (k + 136));
530 
531         vprod01234567 = vmlal_s8(vprod01234567, vi9x01234567, vk9x01234567);
532 
533         vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
534         vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
535         const int8x8_t vi10x01234567 = vld1_s8(i10); i10 += 8;
536         const int8x8_t vk10x01234567 = vld1_s8((const void*) (k + 152));
537 
538         vprod01234567 = vmull_s8(vi10x01234567, vk10x01234567);
539 
540         const int8x8_t vi11x01234567 = vld1_s8(i11); i11 += 8;
541         const int8x8_t vk11x01234567 = vld1_s8((const void*) (k + 168));
542 
543         vprod01234567 = vmlal_s8(vprod01234567, vi11x01234567, vk11x01234567);
544 
545         vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
546         vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
547         const int8x8_t vi12x01234567 = vld1_s8(i12); i12 += 8;
548         const int8x8_t vk12x01234567 = vld1_s8((const void*) (k + 184));
549 
550         vprod01234567 = vmull_s8(vi12x01234567, vk12x01234567);
551 
552         const int8x8_t vi13x01234567 = vld1_s8(i13); i13 += 8;
553         const int8x8_t vk13x01234567 = vld1_s8((const void*) (k + 200));
554 
555         vprod01234567 = vmlal_s8(vprod01234567, vi13x01234567, vk13x01234567);
556 
557         vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
558         vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
559         const int8x8_t vi14x01234567 = vld1_s8(i14); i14 += 8;
560         const int8x8_t vk14x01234567 = vld1_s8((const void*) (k + 216));
561 
562         vprod01234567 = vmull_s8(vi14x01234567, vk14x01234567);
563 
564         const int8x8_t vi15x01234567 = vld1_s8(i15); i15 += 8;
565         const int8x8_t vk15x01234567 = vld1_s8((const void*) (k + 232));
566 
567         vprod01234567 = vmlal_s8(vprod01234567, vi15x01234567, vk15x01234567);
568 
569         vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
570         vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
571         const int8x8_t vi16x01234567 = vld1_s8(i16); i16 += 8;
572         const int8x8_t vk16x01234567 = vld1_s8((const void*) (k + 248));
573 
574         vprod01234567 = vmull_s8(vi16x01234567, vk16x01234567);
575 
576         const int8x8_t vi17x01234567 = vld1_s8(i17); i17 += 8;
577         const int8x8_t vk17x01234567 = vld1_s8((const void*) (k + 264));
578 
579         vprod01234567 = vmlal_s8(vprod01234567, vi17x01234567, vk17x01234567);
580 
581         vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
582         vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
583         const int8x8_t vi18x01234567 = vld1_s8(i18); i18 += 8;
584         const int8x8_t vk18x01234567 = vld1_s8((const void*) (k + 280));
585 
586         vprod01234567 = vmull_s8(vi18x01234567, vk18x01234567);
587 
588         const int8x8_t vi19x01234567 = vld1_s8(i19); i19 += 8;
589         const int8x8_t vk19x01234567 = vld1_s8((const void*) (k + 296));
590 
591         vprod01234567 = vmlal_s8(vprod01234567, vi19x01234567, vk19x01234567);
592 
593         vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
594         vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
595         const int8x8_t vi20x01234567 = vld1_s8(i20); i20 += 8;
596         const int8x8_t vk20x01234567 = vld1_s8((const void*) (k + 312));
597 
598         vprod01234567 = vmull_s8(vi20x01234567, vk20x01234567);
599 
600         const int8x8_t vi21x01234567 = vld1_s8(i21); i21 += 8;
601         const int8x8_t vk21x01234567 = vld1_s8((const void*) (k + 328));
602 
603         vprod01234567 = vmlal_s8(vprod01234567, vi21x01234567, vk21x01234567);
604 
605         vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
606         vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
607         const int8x8_t vi22x01234567 = vld1_s8(i22); i22 += 8;
608         const int8x8_t vk22x01234567 = vld1_s8((const void*) (k + 344));
609 
610         vprod01234567 = vmull_s8(vi22x01234567, vk22x01234567);
611 
612         const int8x8_t vi23x01234567 = vld1_s8(i23); i23 += 8;
613         const int8x8_t vk23x01234567 = vld1_s8((const void*) (k + 360));
614 
615         vprod01234567 = vmlal_s8(vprod01234567, vi23x01234567, vk23x01234567);
616 
617         vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
618         vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
619         const int8x8_t vi24x01234567 = vld1_s8(i24); i24 += 8;
620         const int8x8_t vk24x01234567 = vld1_s8((const void*) (k + 376));
621 
622         vprod01234567 = vmull_s8(vi24x01234567, vk24x01234567);
623 
624         vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
625         vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
626 
627         float32x4_t vfpacc0123 = vcvtq_f32_s32(vacc0123);
628         float32x4_t vfpacc4567 = vcvtq_f32_s32(vacc4567);
629 
630         const float32x4_t vscale0123 = vld1q_f32((const float*) ((uintptr_t) w + 8 * sizeof(int32_t) + 400 * sizeof(int8_t)));
631         const float32x4_t vscale4567 = vld1q_f32((const float*) ((uintptr_t) w + 8 * sizeof(int32_t) + 400 * sizeof(int8_t) + 4 * sizeof(float)));
632         vfpacc0123 = vmulq_f32(vfpacc0123, vscale0123);
633         vfpacc4567 = vmulq_f32(vfpacc4567, vscale4567);
634 
635         vacc0123 = vcvtnq_s32_f32(vfpacc0123);
636         vacc4567 = vcvtnq_s32_f32(vfpacc4567);
637 
638 #if XNN_ARCH_ARM64
639         int16x8_t vacc01234567 = vqmovn_high_s32(vqmovn_s32(vacc0123), vacc4567);
640 #else
641         int16x8_t vacc01234567 = vcombine_s16(vqmovn_s32(vacc0123), vqmovn_s32(vacc4567));
642 #endif
643         vacc01234567 = vqaddq_s16(vacc01234567, voutput_zero_point);
644 
645         int8x8_t vout01234567 = vqmovn_s16(vacc01234567);
646         vout01234567 = vmax_s8(vout01234567, vget_low_s8(voutput_min));
647         vout01234567 = vmin_s8(vout01234567, vget_low_s8(voutput_max));
648 
649         if XNN_LIKELY(c >= 8) {
650           vst1_s8(output, vout01234567); output += 8;
651           c -= 8;
652         } else {
653           if (c & 4) {
654             vst1_lane_u32((void*) output, vreinterpret_u32_s8(vout01234567), 0); output += 4;
655             vout01234567 = vext_s8(vout01234567, vout01234567, 4);
656           }
657           if (c & 2) {
658             vst1_lane_u16((void*) output, vreinterpret_u16_s8(vout01234567), 0); output += 2;
659             vout01234567 = vext_s8(vout01234567, vout01234567, 2);
660           }
661           if (c & 1) {
662             vst1_lane_s8(output, vout01234567, 0); output += 1;
663           }
664           c = 0;
665         }
666       } while (c != 0);
667     }
668 
669     output = (int8_t*) ((uintptr_t) output + output_increment);
670   } while (--output_width != 0);
671 }
672