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1 // Auto-generated file. Do not edit!
2 //   Template: src/qs8-dwconv/unipass-scalar.c.in
3 //   Generator: tools/xngen
4 //
5 // Copyright 2021 Google LLC
6 //
7 // This source code is licensed under the BSD-style license found in the
8 // LICENSE file in the root directory of this source tree.
9 
10 #include <assert.h>
11 #include <math.h>
12 
13 #include <xnnpack/dwconv.h>
14 #include <xnnpack/math.h>
15 #include <xnnpack/unaligned.h>
16 
17 
xnn_qu8_dwconv_minmax_fp32_ukernel_up2x25__scalar_lrintf(size_t channels,size_t output_width,const uint8_t ** input,const void * weights,uint8_t * output,size_t input_stride,size_t output_increment,size_t input_offset,const uint8_t * zero,const union xnn_qu8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS (1)])18 void xnn_qu8_dwconv_minmax_fp32_ukernel_up2x25__scalar_lrintf(
19     size_t channels,
20     size_t output_width,
21     const uint8_t** input,
22     const void* weights,
23     uint8_t* output,
24     size_t input_stride,
25     size_t output_increment,
26     size_t input_offset,
27     const uint8_t* zero,
28     const union xnn_qu8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)])
29 {
30   assert(channels != 0);
31   assert(output_width != 0);
32 
33   const float vscale = params->fp32_scalar_lrintf.scale;
34   const float voutput_min_less_zero_point = params->fp32_scalar_lrintf.output_min_less_zero_point;
35   const float voutput_max_less_zero_point = params->fp32_scalar_lrintf.output_max_less_zero_point;
36   const int32_t voutput_zero_point = params->fp32_scalar_lrintf.output_zero_point;
37   const int32_t vkernel_zero_point = params->fp32_scalar_lrintf.kernel_zero_point;
38   do {
39     const uint8_t* i0 = input[0];
40     assert(i0 != NULL);
41     if XNN_UNPREDICTABLE(i0 != zero) {
42       i0 = (const uint8_t*) ((uintptr_t) i0 + input_offset);
43     }
44     const uint8_t* i1 = input[1];
45     assert(i1 != NULL);
46     if XNN_UNPREDICTABLE(i1 != zero) {
47       i1 = (const uint8_t*) ((uintptr_t) i1 + input_offset);
48     }
49     const uint8_t* i2 = input[2];
50     assert(i2 != NULL);
51     if XNN_UNPREDICTABLE(i2 != zero) {
52       i2 = (const uint8_t*) ((uintptr_t) i2 + input_offset);
53     }
54     const uint8_t* i3 = input[3];
55     assert(i3 != NULL);
56     if XNN_UNPREDICTABLE(i3 != zero) {
57       i3 = (const uint8_t*) ((uintptr_t) i3 + input_offset);
58     }
59     const uint8_t* i4 = input[4];
60     assert(i4 != NULL);
61     if XNN_UNPREDICTABLE(i4 != zero) {
62       i4 = (const uint8_t*) ((uintptr_t) i4 + input_offset);
63     }
64     const uint8_t* i5 = input[5];
65     assert(i5 != NULL);
66     if XNN_UNPREDICTABLE(i5 != zero) {
67       i5 = (const uint8_t*) ((uintptr_t) i5 + input_offset);
68     }
69     const uint8_t* i6 = input[6];
70     assert(i6 != NULL);
71     if XNN_UNPREDICTABLE(i6 != zero) {
72       i6 = (const uint8_t*) ((uintptr_t) i6 + input_offset);
73     }
74     const uint8_t* i7 = input[7];
75     assert(i7 != NULL);
76     if XNN_UNPREDICTABLE(i7 != zero) {
77       i7 = (const uint8_t*) ((uintptr_t) i7 + input_offset);
78     }
79     const uint8_t* i8 = input[8];
80     assert(i8 != NULL);
81     if XNN_UNPREDICTABLE(i8 != zero) {
82       i8 = (const uint8_t*) ((uintptr_t) i8 + input_offset);
83     }
84     const uint8_t* i9 = input[9];
85     assert(i9 != NULL);
86     if XNN_UNPREDICTABLE(i9 != zero) {
87       i9 = (const uint8_t*) ((uintptr_t) i9 + input_offset);
88     }
89     const uint8_t* i10 = input[10];
90     assert(i10 != NULL);
91     if XNN_UNPREDICTABLE(i10 != zero) {
92       i10 = (const uint8_t*) ((uintptr_t) i10 + input_offset);
93     }
94     const uint8_t* i11 = input[11];
95     assert(i11 != NULL);
96     if XNN_UNPREDICTABLE(i11 != zero) {
97       i11 = (const uint8_t*) ((uintptr_t) i11 + input_offset);
98     }
99     const uint8_t* i12 = input[12];
100     assert(i12 != NULL);
101     if XNN_UNPREDICTABLE(i12 != zero) {
102       i12 = (const uint8_t*) ((uintptr_t) i12 + input_offset);
103     }
104     const uint8_t* i13 = input[13];
105     assert(i13 != NULL);
106     if XNN_UNPREDICTABLE(i13 != zero) {
107       i13 = (const uint8_t*) ((uintptr_t) i13 + input_offset);
108     }
109     const uint8_t* i14 = input[14];
110     assert(i14 != NULL);
111     if XNN_UNPREDICTABLE(i14 != zero) {
112       i14 = (const uint8_t*) ((uintptr_t) i14 + input_offset);
113     }
114     const uint8_t* i15 = input[15];
115     assert(i15 != NULL);
116     if XNN_UNPREDICTABLE(i15 != zero) {
117       i15 = (const uint8_t*) ((uintptr_t) i15 + input_offset);
118     }
119     const uint8_t* i16 = input[16];
120     assert(i16 != NULL);
121     if XNN_UNPREDICTABLE(i16 != zero) {
122       i16 = (const uint8_t*) ((uintptr_t) i16 + input_offset);
123     }
124     const uint8_t* i17 = input[17];
125     assert(i17 != NULL);
126     if XNN_UNPREDICTABLE(i17 != zero) {
127       i17 = (const uint8_t*) ((uintptr_t) i17 + input_offset);
128     }
129     const uint8_t* i18 = input[18];
130     assert(i18 != NULL);
131     if XNN_UNPREDICTABLE(i18 != zero) {
132       i18 = (const uint8_t*) ((uintptr_t) i18 + input_offset);
133     }
134     const uint8_t* i19 = input[19];
135     assert(i19 != NULL);
136     if XNN_UNPREDICTABLE(i19 != zero) {
137       i19 = (const uint8_t*) ((uintptr_t) i19 + input_offset);
138     }
139     const uint8_t* i20 = input[20];
140     assert(i20 != NULL);
141     if XNN_UNPREDICTABLE(i20 != zero) {
142       i20 = (const uint8_t*) ((uintptr_t) i20 + input_offset);
143     }
144     const uint8_t* i21 = input[21];
145     assert(i21 != NULL);
146     if XNN_UNPREDICTABLE(i21 != zero) {
147       i21 = (const uint8_t*) ((uintptr_t) i21 + input_offset);
148     }
149     const uint8_t* i22 = input[22];
150     assert(i22 != NULL);
151     if XNN_UNPREDICTABLE(i22 != zero) {
152       i22 = (const uint8_t*) ((uintptr_t) i22 + input_offset);
153     }
154     const uint8_t* i23 = input[23];
155     assert(i23 != NULL);
156     if XNN_UNPREDICTABLE(i23 != zero) {
157       i23 = (const uint8_t*) ((uintptr_t) i23 + input_offset);
158     }
159     const uint8_t* i24 = input[24];
160     assert(i24 != NULL);
161     if XNN_UNPREDICTABLE(i24 != zero) {
162       i24 = (const uint8_t*) ((uintptr_t) i24 + input_offset);
163     }
164     input = (const uint8_t**) ((uintptr_t) input + input_stride);
165 
166     size_t c = channels;
167     const void* w = weights;
168     for (; c >= 2; c -= 2) {
169       int32_t vacc0 = unaligned_indexed_load_s32(w, 0);
170       int32_t vacc1 = unaligned_indexed_load_s32(w, 1);
171 
172 
173       const int32_t vi0x0 = (int32_t) (uint32_t) i0[0];
174       const int32_t vi0x1 = (int32_t) (uint32_t) i0[1];
175       i0 += 2;
176 
177       const int32_t vk0x0 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[0] - vkernel_zero_point;
178       const int32_t vk0x1 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[1] - vkernel_zero_point;
179 
180       vacc0 += vi0x0 * vk0x0;
181       vacc1 += vi0x1 * vk0x1;
182 
183       const int32_t vi1x0 = (int32_t) (uint32_t) i1[0];
184       const int32_t vi1x1 = (int32_t) (uint32_t) i1[1];
185       i1 += 2;
186 
187       const int32_t vk1x0 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[2] - vkernel_zero_point;
188       const int32_t vk1x1 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[3] - vkernel_zero_point;
189 
190       vacc0 += vi1x0 * vk1x0;
191       vacc1 += vi1x1 * vk1x1;
192 
193       const int32_t vi2x0 = (int32_t) (uint32_t) i2[0];
194       const int32_t vi2x1 = (int32_t) (uint32_t) i2[1];
195       i2 += 2;
196 
197       const int32_t vk2x0 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[4] - vkernel_zero_point;
198       const int32_t vk2x1 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[5] - vkernel_zero_point;
199 
200       vacc0 += vi2x0 * vk2x0;
201       vacc1 += vi2x1 * vk2x1;
202 
203       const int32_t vi3x0 = (int32_t) (uint32_t) i3[0];
204       const int32_t vi3x1 = (int32_t) (uint32_t) i3[1];
205       i3 += 2;
206 
207       const int32_t vk3x0 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[6] - vkernel_zero_point;
208       const int32_t vk3x1 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[7] - vkernel_zero_point;
209 
210       vacc0 += vi3x0 * vk3x0;
211       vacc1 += vi3x1 * vk3x1;
212 
213       const int32_t vi4x0 = (int32_t) (uint32_t) i4[0];
214       const int32_t vi4x1 = (int32_t) (uint32_t) i4[1];
215       i4 += 2;
216 
217       const int32_t vk4x0 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[8] - vkernel_zero_point;
218       const int32_t vk4x1 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[9] - vkernel_zero_point;
219 
220       vacc0 += vi4x0 * vk4x0;
221       vacc1 += vi4x1 * vk4x1;
222 
223       const int32_t vi5x0 = (int32_t) (uint32_t) i5[0];
224       const int32_t vi5x1 = (int32_t) (uint32_t) i5[1];
225       i5 += 2;
226 
227       const int32_t vk5x0 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[10] - vkernel_zero_point;
228       const int32_t vk5x1 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[11] - vkernel_zero_point;
229 
230       vacc0 += vi5x0 * vk5x0;
231       vacc1 += vi5x1 * vk5x1;
232 
233       const int32_t vi6x0 = (int32_t) (uint32_t) i6[0];
234       const int32_t vi6x1 = (int32_t) (uint32_t) i6[1];
235       i6 += 2;
236 
237       const int32_t vk6x0 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[12] - vkernel_zero_point;
238       const int32_t vk6x1 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[13] - vkernel_zero_point;
239 
240       vacc0 += vi6x0 * vk6x0;
241       vacc1 += vi6x1 * vk6x1;
242 
243       const int32_t vi7x0 = (int32_t) (uint32_t) i7[0];
244       const int32_t vi7x1 = (int32_t) (uint32_t) i7[1];
245       i7 += 2;
246 
247       const int32_t vk7x0 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[14] - vkernel_zero_point;
248       const int32_t vk7x1 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[15] - vkernel_zero_point;
249 
250       vacc0 += vi7x0 * vk7x0;
251       vacc1 += vi7x1 * vk7x1;
252 
253       const int32_t vi8x0 = (int32_t) (uint32_t) i8[0];
254       const int32_t vi8x1 = (int32_t) (uint32_t) i8[1];
255       i8 += 2;
256 
257       const int32_t vk8x0 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[16] - vkernel_zero_point;
258       const int32_t vk8x1 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[17] - vkernel_zero_point;
259 
260       vacc0 += vi8x0 * vk8x0;
261       vacc1 += vi8x1 * vk8x1;
262 
263       const int32_t vi9x0 = (int32_t) (uint32_t) i9[0];
264       const int32_t vi9x1 = (int32_t) (uint32_t) i9[1];
265       i9 += 2;
266 
267       const int32_t vk9x0 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[18] - vkernel_zero_point;
268       const int32_t vk9x1 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[19] - vkernel_zero_point;
269 
270       vacc0 += vi9x0 * vk9x0;
271       vacc1 += vi9x1 * vk9x1;
272 
273       const int32_t vi10x0 = (int32_t) (uint32_t) i10[0];
274       const int32_t vi10x1 = (int32_t) (uint32_t) i10[1];
275       i10 += 2;
276 
277       const int32_t vk10x0 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[20] - vkernel_zero_point;
278       const int32_t vk10x1 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[21] - vkernel_zero_point;
279 
280       vacc0 += vi10x0 * vk10x0;
281       vacc1 += vi10x1 * vk10x1;
282 
283       const int32_t vi11x0 = (int32_t) (uint32_t) i11[0];
284       const int32_t vi11x1 = (int32_t) (uint32_t) i11[1];
285       i11 += 2;
286 
287       const int32_t vk11x0 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[22] - vkernel_zero_point;
288       const int32_t vk11x1 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[23] - vkernel_zero_point;
289 
290       vacc0 += vi11x0 * vk11x0;
291       vacc1 += vi11x1 * vk11x1;
292 
293       const int32_t vi12x0 = (int32_t) (uint32_t) i12[0];
294       const int32_t vi12x1 = (int32_t) (uint32_t) i12[1];
295       i12 += 2;
296 
297       const int32_t vk12x0 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[24] - vkernel_zero_point;
298       const int32_t vk12x1 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[25] - vkernel_zero_point;
299 
300       vacc0 += vi12x0 * vk12x0;
301       vacc1 += vi12x1 * vk12x1;
302 
303       const int32_t vi13x0 = (int32_t) (uint32_t) i13[0];
304       const int32_t vi13x1 = (int32_t) (uint32_t) i13[1];
305       i13 += 2;
306 
307       const int32_t vk13x0 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[26] - vkernel_zero_point;
308       const int32_t vk13x1 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[27] - vkernel_zero_point;
309 
310       vacc0 += vi13x0 * vk13x0;
311       vacc1 += vi13x1 * vk13x1;
312 
313       const int32_t vi14x0 = (int32_t) (uint32_t) i14[0];
314       const int32_t vi14x1 = (int32_t) (uint32_t) i14[1];
315       i14 += 2;
316 
317       const int32_t vk14x0 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[28] - vkernel_zero_point;
318       const int32_t vk14x1 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[29] - vkernel_zero_point;
319 
320       vacc0 += vi14x0 * vk14x0;
321       vacc1 += vi14x1 * vk14x1;
322 
323       const int32_t vi15x0 = (int32_t) (uint32_t) i15[0];
324       const int32_t vi15x1 = (int32_t) (uint32_t) i15[1];
325       i15 += 2;
326 
327       const int32_t vk15x0 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[30] - vkernel_zero_point;
328       const int32_t vk15x1 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[31] - vkernel_zero_point;
329 
330       vacc0 += vi15x0 * vk15x0;
331       vacc1 += vi15x1 * vk15x1;
332 
333       const int32_t vi16x0 = (int32_t) (uint32_t) i16[0];
334       const int32_t vi16x1 = (int32_t) (uint32_t) i16[1];
335       i16 += 2;
336 
337       const int32_t vk16x0 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[32] - vkernel_zero_point;
338       const int32_t vk16x1 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[33] - vkernel_zero_point;
339 
340       vacc0 += vi16x0 * vk16x0;
341       vacc1 += vi16x1 * vk16x1;
342 
343       const int32_t vi17x0 = (int32_t) (uint32_t) i17[0];
344       const int32_t vi17x1 = (int32_t) (uint32_t) i17[1];
345       i17 += 2;
346 
347       const int32_t vk17x0 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[34] - vkernel_zero_point;
348       const int32_t vk17x1 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[35] - vkernel_zero_point;
349 
350       vacc0 += vi17x0 * vk17x0;
351       vacc1 += vi17x1 * vk17x1;
352 
353       const int32_t vi18x0 = (int32_t) (uint32_t) i18[0];
354       const int32_t vi18x1 = (int32_t) (uint32_t) i18[1];
355       i18 += 2;
356 
357       const int32_t vk18x0 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[36] - vkernel_zero_point;
358       const int32_t vk18x1 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[37] - vkernel_zero_point;
359 
360       vacc0 += vi18x0 * vk18x0;
361       vacc1 += vi18x1 * vk18x1;
362 
363       const int32_t vi19x0 = (int32_t) (uint32_t) i19[0];
364       const int32_t vi19x1 = (int32_t) (uint32_t) i19[1];
365       i19 += 2;
366 
367       const int32_t vk19x0 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[38] - vkernel_zero_point;
368       const int32_t vk19x1 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[39] - vkernel_zero_point;
369 
370       vacc0 += vi19x0 * vk19x0;
371       vacc1 += vi19x1 * vk19x1;
372 
373       const int32_t vi20x0 = (int32_t) (uint32_t) i20[0];
374       const int32_t vi20x1 = (int32_t) (uint32_t) i20[1];
375       i20 += 2;
376 
377       const int32_t vk20x0 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[40] - vkernel_zero_point;
378       const int32_t vk20x1 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[41] - vkernel_zero_point;
379 
380       vacc0 += vi20x0 * vk20x0;
381       vacc1 += vi20x1 * vk20x1;
382 
383       const int32_t vi21x0 = (int32_t) (uint32_t) i21[0];
384       const int32_t vi21x1 = (int32_t) (uint32_t) i21[1];
385       i21 += 2;
386 
387       const int32_t vk21x0 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[42] - vkernel_zero_point;
388       const int32_t vk21x1 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[43] - vkernel_zero_point;
389 
390       vacc0 += vi21x0 * vk21x0;
391       vacc1 += vi21x1 * vk21x1;
392 
393       const int32_t vi22x0 = (int32_t) (uint32_t) i22[0];
394       const int32_t vi22x1 = (int32_t) (uint32_t) i22[1];
395       i22 += 2;
396 
397       const int32_t vk22x0 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[44] - vkernel_zero_point;
398       const int32_t vk22x1 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[45] - vkernel_zero_point;
399 
400       vacc0 += vi22x0 * vk22x0;
401       vacc1 += vi22x1 * vk22x1;
402 
403       const int32_t vi23x0 = (int32_t) (uint32_t) i23[0];
404       const int32_t vi23x1 = (int32_t) (uint32_t) i23[1];
405       i23 += 2;
406 
407       const int32_t vk23x0 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[46] - vkernel_zero_point;
408       const int32_t vk23x1 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[47] - vkernel_zero_point;
409 
410       vacc0 += vi23x0 * vk23x0;
411       vacc1 += vi23x1 * vk23x1;
412 
413       const int32_t vi24x0 = (int32_t) (uint32_t) i24[0];
414       const int32_t vi24x1 = (int32_t) (uint32_t) i24[1];
415       i24 += 2;
416 
417       const int32_t vk24x0 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[48] - vkernel_zero_point;
418       const int32_t vk24x1 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[49] - vkernel_zero_point;
419 
420       vacc0 += vi24x0 * vk24x0;
421       vacc1 += vi24x1 * vk24x1;
422 
423       w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t) + 50 * sizeof(uint8_t));
424 
425       float vfpacc0 = (float) vacc0;
426       float vfpacc1 = (float) vacc1;
427 
428       vfpacc0 *= vscale;
429       vfpacc1 *= vscale;
430 
431       vfpacc0 = math_max_f32(vfpacc0, voutput_min_less_zero_point);
432       vfpacc1 = math_max_f32(vfpacc1, voutput_min_less_zero_point);
433 
434       vfpacc0 = math_min_f32(vfpacc0, voutput_max_less_zero_point);
435       vfpacc1 = math_min_f32(vfpacc1, voutput_max_less_zero_point);
436 
437       const int32_t vrndacc0 = (int32_t) lrintf(vfpacc0);
438       const int32_t vrndacc1 = (int32_t) lrintf(vfpacc1);
439 
440       int32_t vout0 = (int32_t) vrndacc0 + voutput_zero_point;
441       int32_t vout1 = (int32_t) vrndacc1 + voutput_zero_point;
442 
443       output[0] = (uint8_t) vout0;
444       output[1] = (uint8_t) vout1;
445       output += 2;
446     }
447     if XNN_UNLIKELY(c != 0) {
448       int32_t vacc = unaligned_load_s32(w);
449 
450       const int32_t vi0 = (int32_t) (uint32_t) *i0;
451       const int32_t vk0 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[0] - vkernel_zero_point;
452       vacc += vi0 * vk0;
453       const int32_t vi1 = (int32_t) (uint32_t) *i1;
454       const int32_t vk1 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[2] - vkernel_zero_point;
455       vacc += vi1 * vk1;
456       const int32_t vi2 = (int32_t) (uint32_t) *i2;
457       const int32_t vk2 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[4] - vkernel_zero_point;
458       vacc += vi2 * vk2;
459       const int32_t vi3 = (int32_t) (uint32_t) *i3;
460       const int32_t vk3 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[6] - vkernel_zero_point;
461       vacc += vi3 * vk3;
462       const int32_t vi4 = (int32_t) (uint32_t) *i4;
463       const int32_t vk4 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[8] - vkernel_zero_point;
464       vacc += vi4 * vk4;
465       const int32_t vi5 = (int32_t) (uint32_t) *i5;
466       const int32_t vk5 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[10] - vkernel_zero_point;
467       vacc += vi5 * vk5;
468       const int32_t vi6 = (int32_t) (uint32_t) *i6;
469       const int32_t vk6 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[12] - vkernel_zero_point;
470       vacc += vi6 * vk6;
471       const int32_t vi7 = (int32_t) (uint32_t) *i7;
472       const int32_t vk7 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[14] - vkernel_zero_point;
473       vacc += vi7 * vk7;
474       const int32_t vi8 = (int32_t) (uint32_t) *i8;
475       const int32_t vk8 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[16] - vkernel_zero_point;
476       vacc += vi8 * vk8;
477       const int32_t vi9 = (int32_t) (uint32_t) *i9;
478       const int32_t vk9 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[18] - vkernel_zero_point;
479       vacc += vi9 * vk9;
480       const int32_t vi10 = (int32_t) (uint32_t) *i10;
481       const int32_t vk10 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[20] - vkernel_zero_point;
482       vacc += vi10 * vk10;
483       const int32_t vi11 = (int32_t) (uint32_t) *i11;
484       const int32_t vk11 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[22] - vkernel_zero_point;
485       vacc += vi11 * vk11;
486       const int32_t vi12 = (int32_t) (uint32_t) *i12;
487       const int32_t vk12 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[24] - vkernel_zero_point;
488       vacc += vi12 * vk12;
489       const int32_t vi13 = (int32_t) (uint32_t) *i13;
490       const int32_t vk13 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[26] - vkernel_zero_point;
491       vacc += vi13 * vk13;
492       const int32_t vi14 = (int32_t) (uint32_t) *i14;
493       const int32_t vk14 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[28] - vkernel_zero_point;
494       vacc += vi14 * vk14;
495       const int32_t vi15 = (int32_t) (uint32_t) *i15;
496       const int32_t vk15 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[30] - vkernel_zero_point;
497       vacc += vi15 * vk15;
498       const int32_t vi16 = (int32_t) (uint32_t) *i16;
499       const int32_t vk16 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[32] - vkernel_zero_point;
500       vacc += vi16 * vk16;
501       const int32_t vi17 = (int32_t) (uint32_t) *i17;
502       const int32_t vk17 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[34] - vkernel_zero_point;
503       vacc += vi17 * vk17;
504       const int32_t vi18 = (int32_t) (uint32_t) *i18;
505       const int32_t vk18 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[36] - vkernel_zero_point;
506       vacc += vi18 * vk18;
507       const int32_t vi19 = (int32_t) (uint32_t) *i19;
508       const int32_t vk19 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[38] - vkernel_zero_point;
509       vacc += vi19 * vk19;
510       const int32_t vi20 = (int32_t) (uint32_t) *i20;
511       const int32_t vk20 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[40] - vkernel_zero_point;
512       vacc += vi20 * vk20;
513       const int32_t vi21 = (int32_t) (uint32_t) *i21;
514       const int32_t vk21 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[42] - vkernel_zero_point;
515       vacc += vi21 * vk21;
516       const int32_t vi22 = (int32_t) (uint32_t) *i22;
517       const int32_t vk22 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[44] - vkernel_zero_point;
518       vacc += vi22 * vk22;
519       const int32_t vi23 = (int32_t) (uint32_t) *i23;
520       const int32_t vk23 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[46] - vkernel_zero_point;
521       vacc += vi23 * vk23;
522       const int32_t vi24 = (int32_t) (uint32_t) *i24;
523       const int32_t vk24 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[48] - vkernel_zero_point;
524       vacc += vi24 * vk24;
525 
526       float vfpacc = (float) vacc * vscale;
527 
528       vfpacc = math_max_f32(vfpacc, voutput_min_less_zero_point);
529       vfpacc = math_min_f32(vfpacc, voutput_max_less_zero_point);
530       const int32_t vrndacc = (int32_t) lrintf(vfpacc);
531       int32_t vout = vrndacc + voutput_zero_point;
532 
533       *output++ = (uint8_t) vout;
534     }
535 
536     output = (uint8_t*) ((uintptr_t) output + output_increment);
537   } while (--output_width != 0);
538 }
539