xref: /aosp_15_r20/external/XNNPACK/src/qc8-dwconv/gen/up8x25-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_up8x25__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_up8x25__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 int8x8_t voutput_min = vld1_dup_s8(&params->fp32_neonv8.output_min);
35   const int8x8_t voutput_max = vld1_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 >= 8; c -= 8) {
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 
170       const int8x8_t vi0x01234567 = vld1_s8(i0); i0 += 8;
171       const int8x8_t vk0x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
172 
173       int16x8_t vprod01234567 = vmull_s8(vi0x01234567, vk0x01234567);
174 
175       const int8x8_t vi1x01234567 = vld1_s8(i1); i1 += 8;
176       const int8x8_t vk1x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
177 
178       vprod01234567 = vmlal_s8(vprod01234567, vi1x01234567, vk1x01234567);
179 
180       vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
181       vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
182       const int8x8_t vi2x01234567 = vld1_s8(i2); i2 += 8;
183       const int8x8_t vk2x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
184 
185       vprod01234567 = vmull_s8(vi2x01234567, vk2x01234567);
186 
187       const int8x8_t vi3x01234567 = vld1_s8(i3); i3 += 8;
188       const int8x8_t vk3x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
189 
190       vprod01234567 = vmlal_s8(vprod01234567, vi3x01234567, vk3x01234567);
191 
192       vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
193       vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
194       const int8x8_t vi4x01234567 = vld1_s8(i4); i4 += 8;
195       const int8x8_t vk4x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
196 
197       vprod01234567 = vmull_s8(vi4x01234567, vk4x01234567);
198 
199       const int8x8_t vi5x01234567 = vld1_s8(i5); i5 += 8;
200       const int8x8_t vk5x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
201 
202       vprod01234567 = vmlal_s8(vprod01234567, vi5x01234567, vk5x01234567);
203 
204       vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
205       vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
206       const int8x8_t vi6x01234567 = vld1_s8(i6); i6 += 8;
207       const int8x8_t vk6x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
208 
209       vprod01234567 = vmull_s8(vi6x01234567, vk6x01234567);
210 
211       const int8x8_t vi7x01234567 = vld1_s8(i7); i7 += 8;
212       const int8x8_t vk7x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
213 
214       vprod01234567 = vmlal_s8(vprod01234567, vi7x01234567, vk7x01234567);
215 
216       vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
217       vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
218       const int8x8_t vi8x01234567 = vld1_s8(i8); i8 += 8;
219       const int8x8_t vk8x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
220 
221       vprod01234567 = vmull_s8(vi8x01234567, vk8x01234567);
222 
223       const int8x8_t vi9x01234567 = vld1_s8(i9); i9 += 8;
224       const int8x8_t vk9x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
225 
226       vprod01234567 = vmlal_s8(vprod01234567, vi9x01234567, vk9x01234567);
227 
228       vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
229       vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
230       const int8x8_t vi10x01234567 = vld1_s8(i10); i10 += 8;
231       const int8x8_t vk10x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
232 
233       vprod01234567 = vmull_s8(vi10x01234567, vk10x01234567);
234 
235       const int8x8_t vi11x01234567 = vld1_s8(i11); i11 += 8;
236       const int8x8_t vk11x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
237 
238       vprod01234567 = vmlal_s8(vprod01234567, vi11x01234567, vk11x01234567);
239 
240       vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
241       vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
242       const int8x8_t vi12x01234567 = vld1_s8(i12); i12 += 8;
243       const int8x8_t vk12x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
244 
245       vprod01234567 = vmull_s8(vi12x01234567, vk12x01234567);
246 
247       const int8x8_t vi13x01234567 = vld1_s8(i13); i13 += 8;
248       const int8x8_t vk13x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
249 
250       vprod01234567 = vmlal_s8(vprod01234567, vi13x01234567, vk13x01234567);
251 
252       vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
253       vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
254       const int8x8_t vi14x01234567 = vld1_s8(i14); i14 += 8;
255       const int8x8_t vk14x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
256 
257       vprod01234567 = vmull_s8(vi14x01234567, vk14x01234567);
258 
259       const int8x8_t vi15x01234567 = vld1_s8(i15); i15 += 8;
260       const int8x8_t vk15x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
261 
262       vprod01234567 = vmlal_s8(vprod01234567, vi15x01234567, vk15x01234567);
263 
264       vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
265       vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
266       const int8x8_t vi16x01234567 = vld1_s8(i16); i16 += 8;
267       const int8x8_t vk16x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
268 
269       vprod01234567 = vmull_s8(vi16x01234567, vk16x01234567);
270 
271       const int8x8_t vi17x01234567 = vld1_s8(i17); i17 += 8;
272       const int8x8_t vk17x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
273 
274       vprod01234567 = vmlal_s8(vprod01234567, vi17x01234567, vk17x01234567);
275 
276       vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
277       vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
278       const int8x8_t vi18x01234567 = vld1_s8(i18); i18 += 8;
279       const int8x8_t vk18x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
280 
281       vprod01234567 = vmull_s8(vi18x01234567, vk18x01234567);
282 
283       const int8x8_t vi19x01234567 = vld1_s8(i19); i19 += 8;
284       const int8x8_t vk19x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
285 
286       vprod01234567 = vmlal_s8(vprod01234567, vi19x01234567, vk19x01234567);
287 
288       vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
289       vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
290       const int8x8_t vi20x01234567 = vld1_s8(i20); i20 += 8;
291       const int8x8_t vk20x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
292 
293       vprod01234567 = vmull_s8(vi20x01234567, vk20x01234567);
294 
295       const int8x8_t vi21x01234567 = vld1_s8(i21); i21 += 8;
296       const int8x8_t vk21x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
297 
298       vprod01234567 = vmlal_s8(vprod01234567, vi21x01234567, vk21x01234567);
299 
300       vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
301       vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
302       const int8x8_t vi22x01234567 = vld1_s8(i22); i22 += 8;
303       const int8x8_t vk22x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
304 
305       vprod01234567 = vmull_s8(vi22x01234567, vk22x01234567);
306 
307       const int8x8_t vi23x01234567 = vld1_s8(i23); i23 += 8;
308       const int8x8_t vk23x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
309 
310       vprod01234567 = vmlal_s8(vprod01234567, vi23x01234567, vk23x01234567);
311 
312       vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
313       vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
314       const int8x8_t vi24x01234567 = vld1_s8(i24); i24 += 8;
315       const int8x8_t vk24x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
316 
317       vprod01234567 = vmull_s8(vi24x01234567, vk24x01234567);
318 
319       vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
320       vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
321 
322       float32x4_t vfpacc0123 = vcvtq_f32_s32(vacc0123);
323       float32x4_t vfpacc4567 = vcvtq_f32_s32(vacc4567);
324 
325       const float32x4_t vscale0123 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
326       const float32x4_t vscale4567 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
327 
328       vfpacc0123 = vmulq_f32(vfpacc0123, vscale0123);
329       vfpacc4567 = vmulq_f32(vfpacc4567, vscale4567);
330 
331       vacc0123 = vcvtnq_s32_f32(vfpacc0123);
332       vacc4567 = vcvtnq_s32_f32(vfpacc4567);
333 
334 #if XNN_ARCH_ARM64
335       int16x8_t vacc01234567 = vqmovn_high_s32(vqmovn_s32(vacc0123), vacc4567);
336 
337       vacc01234567 = vqaddq_s16(vacc01234567, voutput_zero_point);
338 
339       int8x8_t vout01234567 = vqmovn_s16(vacc01234567);
340 #else  // !XNN_ARCH_ARM64
341       int16x8_t vacc01234567 = vcombine_s16(vqmovn_s32(vacc0123), vqmovn_s32(vacc4567));
342 
343       vacc01234567 = vqaddq_s16(vacc01234567, voutput_zero_point);
344 
345       int8x8_t vout01234567 = vqmovn_s16(vacc01234567);
346 #endif  // !XNN_ARCH_ARM64
347 
348       vout01234567 = vmax_s8(vout01234567, voutput_min);
349 
350       vout01234567 = vmin_s8(vout01234567, voutput_max);
351 
352       vst1_s8(output, vout01234567); output += 8;
353     }
354     if XNN_UNLIKELY(c != 0) {
355       {
356         int32x4_t vacc0123 = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
357         int32x4_t vacc4567 = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
358 
359         const int8x8_t vi0x01234567 = vld1_s8(i0);
360         const int8x8_t vk0x01234567 = vld1_s8(w);
361 
362         int16x8_t vprod01234567 = vmull_s8(vi0x01234567, vk0x01234567);
363 
364         const int8x8_t vi1x01234567 = vld1_s8(i1);
365         const int8x8_t vk1x01234567 = vld1_s8((const void*) ((const int8_t*) w + 8));
366 
367         vprod01234567 = vmlal_s8(vprod01234567, vi1x01234567, vk1x01234567);
368 
369         vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
370         vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
371         const int8x8_t vi2x01234567 = vld1_s8(i2);
372         const int8x8_t vk2x01234567 = vld1_s8((const void*) ((const int8_t*) w + 16));
373 
374         vprod01234567 = vmull_s8(vi2x01234567, vk2x01234567);
375 
376         const int8x8_t vi3x01234567 = vld1_s8(i3);
377         const int8x8_t vk3x01234567 = vld1_s8((const void*) ((const int8_t*) w + 24));
378 
379         vprod01234567 = vmlal_s8(vprod01234567, vi3x01234567, vk3x01234567);
380 
381         vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
382         vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
383         const int8x8_t vi4x01234567 = vld1_s8(i4);
384         const int8x8_t vk4x01234567 = vld1_s8((const void*) ((const int8_t*) w + 32));
385 
386         vprod01234567 = vmull_s8(vi4x01234567, vk4x01234567);
387 
388         const int8x8_t vi5x01234567 = vld1_s8(i5);
389         const int8x8_t vk5x01234567 = vld1_s8((const void*) ((const int8_t*) w + 40));
390 
391         vprod01234567 = vmlal_s8(vprod01234567, vi5x01234567, vk5x01234567);
392 
393         vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
394         vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
395         const int8x8_t vi6x01234567 = vld1_s8(i6);
396         const int8x8_t vk6x01234567 = vld1_s8((const void*) ((const int8_t*) w + 48));
397 
398         vprod01234567 = vmull_s8(vi6x01234567, vk6x01234567);
399 
400         const int8x8_t vi7x01234567 = vld1_s8(i7);
401         const int8x8_t vk7x01234567 = vld1_s8((const void*) ((const int8_t*) w + 56));
402 
403         vprod01234567 = vmlal_s8(vprod01234567, vi7x01234567, vk7x01234567);
404 
405         vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
406         vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
407         const int8x8_t vi8x01234567 = vld1_s8(i8);
408         const int8x8_t vk8x01234567 = vld1_s8((const void*) ((const int8_t*) w + 64));
409 
410         vprod01234567 = vmull_s8(vi8x01234567, vk8x01234567);
411 
412         const int8x8_t vi9x01234567 = vld1_s8(i9);
413         const int8x8_t vk9x01234567 = vld1_s8((const void*) ((const int8_t*) w + 72));
414 
415         vprod01234567 = vmlal_s8(vprod01234567, vi9x01234567, vk9x01234567);
416 
417         vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
418         vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
419         const int8x8_t vi10x01234567 = vld1_s8(i10);
420         const int8x8_t vk10x01234567 = vld1_s8((const void*) ((const int8_t*) w + 80));
421 
422         vprod01234567 = vmull_s8(vi10x01234567, vk10x01234567);
423 
424         const int8x8_t vi11x01234567 = vld1_s8(i11);
425         const int8x8_t vk11x01234567 = vld1_s8((const void*) ((const int8_t*) w + 88));
426 
427         vprod01234567 = vmlal_s8(vprod01234567, vi11x01234567, vk11x01234567);
428 
429         vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
430         vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
431         const int8x8_t vi12x01234567 = vld1_s8(i12);
432         const int8x8_t vk12x01234567 = vld1_s8((const void*) ((const int8_t*) w + 96));
433 
434         vprod01234567 = vmull_s8(vi12x01234567, vk12x01234567);
435 
436         const int8x8_t vi13x01234567 = vld1_s8(i13);
437         const int8x8_t vk13x01234567 = vld1_s8((const void*) ((const int8_t*) w + 104));
438 
439         vprod01234567 = vmlal_s8(vprod01234567, vi13x01234567, vk13x01234567);
440 
441         vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
442         vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
443         const int8x8_t vi14x01234567 = vld1_s8(i14);
444         const int8x8_t vk14x01234567 = vld1_s8((const void*) ((const int8_t*) w + 112));
445 
446         vprod01234567 = vmull_s8(vi14x01234567, vk14x01234567);
447 
448         const int8x8_t vi15x01234567 = vld1_s8(i15);
449         const int8x8_t vk15x01234567 = vld1_s8((const void*) ((const int8_t*) w + 120));
450 
451         vprod01234567 = vmlal_s8(vprod01234567, vi15x01234567, vk15x01234567);
452 
453         vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
454         vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
455         const int8x8_t vi16x01234567 = vld1_s8(i16);
456         const int8x8_t vk16x01234567 = vld1_s8((const void*) ((const int8_t*) w + 128));
457 
458         vprod01234567 = vmull_s8(vi16x01234567, vk16x01234567);
459 
460         const int8x8_t vi17x01234567 = vld1_s8(i17);
461         const int8x8_t vk17x01234567 = vld1_s8((const void*) ((const int8_t*) w + 136));
462 
463         vprod01234567 = vmlal_s8(vprod01234567, vi17x01234567, vk17x01234567);
464 
465         vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
466         vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
467         const int8x8_t vi18x01234567 = vld1_s8(i18);
468         const int8x8_t vk18x01234567 = vld1_s8((const void*) ((const int8_t*) w + 144));
469 
470         vprod01234567 = vmull_s8(vi18x01234567, vk18x01234567);
471 
472         const int8x8_t vi19x01234567 = vld1_s8(i19);
473         const int8x8_t vk19x01234567 = vld1_s8((const void*) ((const int8_t*) w + 152));
474 
475         vprod01234567 = vmlal_s8(vprod01234567, vi19x01234567, vk19x01234567);
476 
477         vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
478         vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
479         const int8x8_t vi20x01234567 = vld1_s8(i20);
480         const int8x8_t vk20x01234567 = vld1_s8((const void*) ((const int8_t*) w + 160));
481 
482         vprod01234567 = vmull_s8(vi20x01234567, vk20x01234567);
483 
484         const int8x8_t vi21x01234567 = vld1_s8(i21);
485         const int8x8_t vk21x01234567 = vld1_s8((const void*) ((const int8_t*) w + 168));
486 
487         vprod01234567 = vmlal_s8(vprod01234567, vi21x01234567, vk21x01234567);
488 
489         vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
490         vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
491         const int8x8_t vi22x01234567 = vld1_s8(i22);
492         const int8x8_t vk22x01234567 = vld1_s8((const void*) ((const int8_t*) w + 176));
493 
494         vprod01234567 = vmull_s8(vi22x01234567, vk22x01234567);
495 
496         const int8x8_t vi23x01234567 = vld1_s8(i23);
497         const int8x8_t vk23x01234567 = vld1_s8((const void*) ((const int8_t*) w + 184));
498 
499         vprod01234567 = vmlal_s8(vprod01234567, vi23x01234567, vk23x01234567);
500 
501         vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
502         vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
503         const int8x8_t vi24x01234567 = vld1_s8(i24);
504         const int8x8_t vk24x01234567 = vld1_s8((const void*) ((const int8_t*) w + 192));
505 
506         vprod01234567 = vmull_s8(vi24x01234567, vk24x01234567);
507 
508         vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
509         vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
510 
511         float32x4_t vfpacc0123 = vcvtq_f32_s32(vacc0123);
512         float32x4_t vfpacc4567 = vcvtq_f32_s32(vacc4567);
513 
514         const float32x4_t vscale0123 = vld1q_f32((const float*) ((uintptr_t) w + 0 * sizeof(int32_t) + 200 * sizeof(int8_t)));
515         const float32x4_t vscale4567 = vld1q_f32((const float*) ((uintptr_t) w + 0 * sizeof(int32_t) + 200 * sizeof(int8_t) + 4 * sizeof(float)));
516         vfpacc0123 = vmulq_f32(vfpacc0123, vscale0123);
517         vfpacc4567 = vmulq_f32(vfpacc4567, vscale4567);
518 
519         vacc0123 = vcvtnq_s32_f32(vfpacc0123);
520         vacc4567 = vcvtnq_s32_f32(vfpacc4567);
521 
522 #if XNN_ARCH_ARM64
523         int16x8_t vacc01234567 = vqmovn_high_s32(vqmovn_s32(vacc0123), vacc4567);
524 #else
525         int16x8_t vacc01234567 = vcombine_s16(vqmovn_s32(vacc0123), vqmovn_s32(vacc4567));
526 #endif
527         vacc01234567 = vqaddq_s16(vacc01234567, voutput_zero_point);
528 
529         int8x8_t vout01234567 = vqmovn_s16(vacc01234567);
530         vout01234567 = vmax_s8(vout01234567, voutput_min);
531         vout01234567 = vmin_s8(vout01234567, voutput_max);
532 
533         if (c & 4) {
534           vst1_lane_u32((void*) output, vreinterpret_u32_s8(vout01234567), 0); output += 4;
535           vout01234567 = vext_s8(vout01234567, vout01234567, 4);
536         }
537         if (c & 2) {
538           vst1_lane_u16((void*) output, vreinterpret_u16_s8(vout01234567), 0); output += 2;
539           vout01234567 = vext_s8(vout01234567, vout01234567, 2);
540         }
541         if (c & 1) {
542           vst1_lane_s8(output, vout01234567, 0); output += 1;
543         }
544       }
545     }
546 
547     output = (int8_t*) ((uintptr_t) output + output_increment);
548   } while (--output_width != 0);
549 }
550