xref: /aosp_15_r20/external/XNNPACK/src/qu8-dwconv/gen/up16x25-minmax-fp32-wasmsimd-mul16.c (revision 4bdc94577ba0e567308109d787f7fec7b531ce36)
1 // Auto-generated file. Do not edit!
2 //   Template: src/qs8-dwconv/unipass-wasmsimd-mul16.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 <wasm_simd128.h>
13 
14 #include <xnnpack/dwconv.h>
15 
16 
xnn_qu8_dwconv_minmax_fp32_ukernel_up16x25__wasmsimd_mul16(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)])17 void xnn_qu8_dwconv_minmax_fp32_ukernel_up16x25__wasmsimd_mul16(
18     size_t channels,
19     size_t output_width,
20     const uint8_t** input,
21     const void* weights,
22     uint8_t* output,
23     size_t input_stride,
24     size_t output_increment,
25     size_t input_offset,
26     const uint8_t* zero,
27     const union xnn_qu8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
28 {
29   assert(channels != 0);
30   assert(output_width != 0);
31 
32   const v128_t vkernel_zero_point = wasm_u32x4_load16x4(params->fp32_wasmsimd.kernel_zero_point);
33   do {
34     const uint8_t* i0 = input[0];
35     assert(i0 != NULL);
36     if XNN_UNPREDICTABLE(i0 != zero) {
37       i0 = (const uint8_t*) ((uintptr_t) i0 + input_offset);
38     }
39     const uint8_t* i1 = input[1];
40     assert(i1 != NULL);
41     if XNN_UNPREDICTABLE(i1 != zero) {
42       i1 = (const uint8_t*) ((uintptr_t) i1 + input_offset);
43     }
44     const uint8_t* i2 = input[2];
45     assert(i2 != NULL);
46     if XNN_UNPREDICTABLE(i2 != zero) {
47       i2 = (const uint8_t*) ((uintptr_t) i2 + input_offset);
48     }
49     const uint8_t* i3 = input[3];
50     assert(i3 != NULL);
51     if XNN_UNPREDICTABLE(i3 != zero) {
52       i3 = (const uint8_t*) ((uintptr_t) i3 + input_offset);
53     }
54     const uint8_t* i4 = input[4];
55     assert(i4 != NULL);
56     if XNN_UNPREDICTABLE(i4 != zero) {
57       i4 = (const uint8_t*) ((uintptr_t) i4 + input_offset);
58     }
59     const uint8_t* i5 = input[5];
60     assert(i5 != NULL);
61     if XNN_UNPREDICTABLE(i5 != zero) {
62       i5 = (const uint8_t*) ((uintptr_t) i5 + input_offset);
63     }
64     const uint8_t* i6 = input[6];
65     assert(i6 != NULL);
66     if XNN_UNPREDICTABLE(i6 != zero) {
67       i6 = (const uint8_t*) ((uintptr_t) i6 + input_offset);
68     }
69     const uint8_t* i7 = input[7];
70     assert(i7 != NULL);
71     if XNN_UNPREDICTABLE(i7 != zero) {
72       i7 = (const uint8_t*) ((uintptr_t) i7 + input_offset);
73     }
74     const uint8_t* i8 = input[8];
75     assert(i8 != NULL);
76     if XNN_UNPREDICTABLE(i8 != zero) {
77       i8 = (const uint8_t*) ((uintptr_t) i8 + input_offset);
78     }
79     const uint8_t* i9 = input[9];
80     assert(i9 != NULL);
81     if XNN_UNPREDICTABLE(i9 != zero) {
82       i9 = (const uint8_t*) ((uintptr_t) i9 + input_offset);
83     }
84     const uint8_t* i10 = input[10];
85     assert(i10 != NULL);
86     if XNN_UNPREDICTABLE(i10 != zero) {
87       i10 = (const uint8_t*) ((uintptr_t) i10 + input_offset);
88     }
89     const uint8_t* i11 = input[11];
90     assert(i11 != NULL);
91     if XNN_UNPREDICTABLE(i11 != zero) {
92       i11 = (const uint8_t*) ((uintptr_t) i11 + input_offset);
93     }
94     const uint8_t* i12 = input[12];
95     assert(i12 != NULL);
96     if XNN_UNPREDICTABLE(i12 != zero) {
97       i12 = (const uint8_t*) ((uintptr_t) i12 + input_offset);
98     }
99     const uint8_t* i13 = input[13];
100     assert(i13 != NULL);
101     if XNN_UNPREDICTABLE(i13 != zero) {
102       i13 = (const uint8_t*) ((uintptr_t) i13 + input_offset);
103     }
104     const uint8_t* i14 = input[14];
105     assert(i14 != NULL);
106     if XNN_UNPREDICTABLE(i14 != zero) {
107       i14 = (const uint8_t*) ((uintptr_t) i14 + input_offset);
108     }
109     const uint8_t* i15 = input[15];
110     assert(i15 != NULL);
111     if XNN_UNPREDICTABLE(i15 != zero) {
112       i15 = (const uint8_t*) ((uintptr_t) i15 + input_offset);
113     }
114     const uint8_t* i16 = input[16];
115     assert(i16 != NULL);
116     if XNN_UNPREDICTABLE(i16 != zero) {
117       i16 = (const uint8_t*) ((uintptr_t) i16 + input_offset);
118     }
119     const uint8_t* i17 = input[17];
120     assert(i17 != NULL);
121     if XNN_UNPREDICTABLE(i17 != zero) {
122       i17 = (const uint8_t*) ((uintptr_t) i17 + input_offset);
123     }
124     const uint8_t* i18 = input[18];
125     assert(i18 != NULL);
126     if XNN_UNPREDICTABLE(i18 != zero) {
127       i18 = (const uint8_t*) ((uintptr_t) i18 + input_offset);
128     }
129     const uint8_t* i19 = input[19];
130     assert(i19 != NULL);
131     if XNN_UNPREDICTABLE(i19 != zero) {
132       i19 = (const uint8_t*) ((uintptr_t) i19 + input_offset);
133     }
134     const uint8_t* i20 = input[20];
135     assert(i20 != NULL);
136     if XNN_UNPREDICTABLE(i20 != zero) {
137       i20 = (const uint8_t*) ((uintptr_t) i20 + input_offset);
138     }
139     const uint8_t* i21 = input[21];
140     assert(i21 != NULL);
141     if XNN_UNPREDICTABLE(i21 != zero) {
142       i21 = (const uint8_t*) ((uintptr_t) i21 + input_offset);
143     }
144     const uint8_t* i22 = input[22];
145     assert(i22 != NULL);
146     if XNN_UNPREDICTABLE(i22 != zero) {
147       i22 = (const uint8_t*) ((uintptr_t) i22 + input_offset);
148     }
149     const uint8_t* i23 = input[23];
150     assert(i23 != NULL);
151     if XNN_UNPREDICTABLE(i23 != zero) {
152       i23 = (const uint8_t*) ((uintptr_t) i23 + input_offset);
153     }
154     const uint8_t* i24 = input[24];
155     assert(i24 != NULL);
156     if XNN_UNPREDICTABLE(i24 != zero) {
157       i24 = (const uint8_t*) ((uintptr_t) i24 + input_offset);
158     }
159     input = (const uint8_t**) ((uintptr_t) input + input_stride);
160 
161     size_t c = channels;
162     const void* w = weights;
163     for (; c >= 16; c -= 16) {
164       v128_t vacc0123 = wasm_v128_load(w);
165       v128_t vacc4567 = wasm_v128_load((const void*) ((uintptr_t) w + 4 * sizeof(int32_t)));
166       v128_t vacc89AB = wasm_v128_load((const void*) ((uintptr_t) w + 8 * sizeof(int32_t)));
167       v128_t vaccCDEF = wasm_v128_load((const void*) ((uintptr_t) w + 12 * sizeof(int32_t)));
168 
169 
170       const v128_t vi0x01234567 = wasm_u16x8_load8x8(i0);
171       const v128_t vk0x01234567 = wasm_u16x8_load8x8((const void*) ((uintptr_t) w + 16 * sizeof(int32_t) + 0 * sizeof(uint8_t)));
172       const v128_t vi0x89ABCDEF = wasm_u16x8_load8x8(i0 + 8);
173       const v128_t vk0x89ABCDEF = wasm_u16x8_load8x8((const void*) ((uintptr_t) w + 16 * sizeof(int32_t) + 8 * sizeof(uint8_t)));
174       i0 += 16;
175 
176       v128_t vprod01234567 = wasm_i16x8_mul(vi0x01234567, vk0x01234567);
177       v128_t vprod89ABCDEF = wasm_i16x8_mul(vi0x89ABCDEF, vk0x89ABCDEF);
178 
179       vacc0123 = wasm_i32x4_add(vacc0123, wasm_u32x4_extend_low_u16x8(vprod01234567));
180       vacc4567 = wasm_i32x4_add(vacc4567, wasm_u32x4_extend_high_u16x8(vprod01234567));
181       vacc89AB = wasm_i32x4_add(vacc89AB, wasm_u32x4_extend_low_u16x8(vprod89ABCDEF));
182       vaccCDEF = wasm_i32x4_add(vaccCDEF, wasm_u32x4_extend_high_u16x8(vprod89ABCDEF));
183 
184       const v128_t vi1x01234567 = wasm_u16x8_load8x8(i1);
185       const v128_t vk1x01234567 = wasm_u16x8_load8x8((const void*) ((uintptr_t) w + 16 * sizeof(int32_t) + 16 * sizeof(uint8_t)));
186       const v128_t vi1x89ABCDEF = wasm_u16x8_load8x8(i1 + 8);
187       const v128_t vk1x89ABCDEF = wasm_u16x8_load8x8((const void*) ((uintptr_t) w + 16 * sizeof(int32_t) + 24 * sizeof(uint8_t)));
188       v128_t vsumx01234567 = wasm_i16x8_add(vi0x01234567, vi1x01234567);
189       v128_t vsumx89ABCDEF = wasm_i16x8_add(vi0x89ABCDEF, vi1x89ABCDEF);
190       i1 += 16;
191 
192       vprod01234567 = wasm_i16x8_mul(vi1x01234567, vk1x01234567);
193       vprod89ABCDEF = wasm_i16x8_mul(vi1x89ABCDEF, vk1x89ABCDEF);
194 
195       vacc0123 = wasm_i32x4_add(vacc0123, wasm_u32x4_extend_low_u16x8(vprod01234567));
196       vacc4567 = wasm_i32x4_add(vacc4567, wasm_u32x4_extend_high_u16x8(vprod01234567));
197       vacc89AB = wasm_i32x4_add(vacc89AB, wasm_u32x4_extend_low_u16x8(vprod89ABCDEF));
198       vaccCDEF = wasm_i32x4_add(vaccCDEF, wasm_u32x4_extend_high_u16x8(vprod89ABCDEF));
199 
200       const v128_t vi2x01234567 = wasm_u16x8_load8x8(i2);
201       const v128_t vk2x01234567 = wasm_u16x8_load8x8((const void*) ((uintptr_t) w + 16 * sizeof(int32_t) + 32 * sizeof(uint8_t)));
202       const v128_t vi2x89ABCDEF = wasm_u16x8_load8x8(i2 + 8);
203       const v128_t vk2x89ABCDEF = wasm_u16x8_load8x8((const void*) ((uintptr_t) w + 16 * sizeof(int32_t) + 40 * sizeof(uint8_t)));
204       vsumx01234567 = wasm_i16x8_add(vsumx01234567, vi2x01234567);
205       vsumx89ABCDEF = wasm_i16x8_add(vsumx89ABCDEF, vi2x89ABCDEF);
206       i2 += 16;
207 
208       vprod01234567 = wasm_i16x8_mul(vi2x01234567, vk2x01234567);
209       vprod89ABCDEF = wasm_i16x8_mul(vi2x89ABCDEF, vk2x89ABCDEF);
210 
211       vacc0123 = wasm_i32x4_add(vacc0123, wasm_u32x4_extend_low_u16x8(vprod01234567));
212       vacc4567 = wasm_i32x4_add(vacc4567, wasm_u32x4_extend_high_u16x8(vprod01234567));
213       vacc89AB = wasm_i32x4_add(vacc89AB, wasm_u32x4_extend_low_u16x8(vprod89ABCDEF));
214       vaccCDEF = wasm_i32x4_add(vaccCDEF, wasm_u32x4_extend_high_u16x8(vprod89ABCDEF));
215 
216       const v128_t vi3x01234567 = wasm_u16x8_load8x8(i3);
217       const v128_t vk3x01234567 = wasm_u16x8_load8x8((const void*) ((uintptr_t) w + 16 * sizeof(int32_t) + 48 * sizeof(uint8_t)));
218       const v128_t vi3x89ABCDEF = wasm_u16x8_load8x8(i3 + 8);
219       const v128_t vk3x89ABCDEF = wasm_u16x8_load8x8((const void*) ((uintptr_t) w + 16 * sizeof(int32_t) + 56 * sizeof(uint8_t)));
220       vsumx01234567 = wasm_i16x8_add(vsumx01234567, vi3x01234567);
221       vsumx89ABCDEF = wasm_i16x8_add(vsumx89ABCDEF, vi3x89ABCDEF);
222       i3 += 16;
223 
224       vprod01234567 = wasm_i16x8_mul(vi3x01234567, vk3x01234567);
225       vprod89ABCDEF = wasm_i16x8_mul(vi3x89ABCDEF, vk3x89ABCDEF);
226 
227       vacc0123 = wasm_i32x4_add(vacc0123, wasm_u32x4_extend_low_u16x8(vprod01234567));
228       vacc4567 = wasm_i32x4_add(vacc4567, wasm_u32x4_extend_high_u16x8(vprod01234567));
229       vacc89AB = wasm_i32x4_add(vacc89AB, wasm_u32x4_extend_low_u16x8(vprod89ABCDEF));
230       vaccCDEF = wasm_i32x4_add(vaccCDEF, wasm_u32x4_extend_high_u16x8(vprod89ABCDEF));
231 
232       const v128_t vi4x01234567 = wasm_u16x8_load8x8(i4);
233       const v128_t vk4x01234567 = wasm_u16x8_load8x8((const void*) ((uintptr_t) w + 16 * sizeof(int32_t) + 64 * sizeof(uint8_t)));
234       const v128_t vi4x89ABCDEF = wasm_u16x8_load8x8(i4 + 8);
235       const v128_t vk4x89ABCDEF = wasm_u16x8_load8x8((const void*) ((uintptr_t) w + 16 * sizeof(int32_t) + 72 * sizeof(uint8_t)));
236       vsumx01234567 = wasm_i16x8_add(vsumx01234567, vi4x01234567);
237       vsumx89ABCDEF = wasm_i16x8_add(vsumx89ABCDEF, vi4x89ABCDEF);
238       i4 += 16;
239 
240       vprod01234567 = wasm_i16x8_mul(vi4x01234567, vk4x01234567);
241       vprod89ABCDEF = wasm_i16x8_mul(vi4x89ABCDEF, vk4x89ABCDEF);
242 
243       vacc0123 = wasm_i32x4_add(vacc0123, wasm_u32x4_extend_low_u16x8(vprod01234567));
244       vacc4567 = wasm_i32x4_add(vacc4567, wasm_u32x4_extend_high_u16x8(vprod01234567));
245       vacc89AB = wasm_i32x4_add(vacc89AB, wasm_u32x4_extend_low_u16x8(vprod89ABCDEF));
246       vaccCDEF = wasm_i32x4_add(vaccCDEF, wasm_u32x4_extend_high_u16x8(vprod89ABCDEF));
247 
248       const v128_t vi5x01234567 = wasm_u16x8_load8x8(i5);
249       const v128_t vk5x01234567 = wasm_u16x8_load8x8((const void*) ((uintptr_t) w + 16 * sizeof(int32_t) + 80 * sizeof(uint8_t)));
250       const v128_t vi5x89ABCDEF = wasm_u16x8_load8x8(i5 + 8);
251       const v128_t vk5x89ABCDEF = wasm_u16x8_load8x8((const void*) ((uintptr_t) w + 16 * sizeof(int32_t) + 88 * sizeof(uint8_t)));
252       vsumx01234567 = wasm_i16x8_add(vsumx01234567, vi5x01234567);
253       vsumx89ABCDEF = wasm_i16x8_add(vsumx89ABCDEF, vi5x89ABCDEF);
254       i5 += 16;
255 
256       vprod01234567 = wasm_i16x8_mul(vi5x01234567, vk5x01234567);
257       vprod89ABCDEF = wasm_i16x8_mul(vi5x89ABCDEF, vk5x89ABCDEF);
258 
259       vacc0123 = wasm_i32x4_add(vacc0123, wasm_u32x4_extend_low_u16x8(vprod01234567));
260       vacc4567 = wasm_i32x4_add(vacc4567, wasm_u32x4_extend_high_u16x8(vprod01234567));
261       vacc89AB = wasm_i32x4_add(vacc89AB, wasm_u32x4_extend_low_u16x8(vprod89ABCDEF));
262       vaccCDEF = wasm_i32x4_add(vaccCDEF, wasm_u32x4_extend_high_u16x8(vprod89ABCDEF));
263 
264       const v128_t vi6x01234567 = wasm_u16x8_load8x8(i6);
265       const v128_t vk6x01234567 = wasm_u16x8_load8x8((const void*) ((uintptr_t) w + 16 * sizeof(int32_t) + 96 * sizeof(uint8_t)));
266       const v128_t vi6x89ABCDEF = wasm_u16x8_load8x8(i6 + 8);
267       const v128_t vk6x89ABCDEF = wasm_u16x8_load8x8((const void*) ((uintptr_t) w + 16 * sizeof(int32_t) + 104 * sizeof(uint8_t)));
268       vsumx01234567 = wasm_i16x8_add(vsumx01234567, vi6x01234567);
269       vsumx89ABCDEF = wasm_i16x8_add(vsumx89ABCDEF, vi6x89ABCDEF);
270       i6 += 16;
271 
272       vprod01234567 = wasm_i16x8_mul(vi6x01234567, vk6x01234567);
273       vprod89ABCDEF = wasm_i16x8_mul(vi6x89ABCDEF, vk6x89ABCDEF);
274 
275       vacc0123 = wasm_i32x4_add(vacc0123, wasm_u32x4_extend_low_u16x8(vprod01234567));
276       vacc4567 = wasm_i32x4_add(vacc4567, wasm_u32x4_extend_high_u16x8(vprod01234567));
277       vacc89AB = wasm_i32x4_add(vacc89AB, wasm_u32x4_extend_low_u16x8(vprod89ABCDEF));
278       vaccCDEF = wasm_i32x4_add(vaccCDEF, wasm_u32x4_extend_high_u16x8(vprod89ABCDEF));
279 
280       const v128_t vi7x01234567 = wasm_u16x8_load8x8(i7);
281       const v128_t vk7x01234567 = wasm_u16x8_load8x8((const void*) ((uintptr_t) w + 16 * sizeof(int32_t) + 112 * sizeof(uint8_t)));
282       const v128_t vi7x89ABCDEF = wasm_u16x8_load8x8(i7 + 8);
283       const v128_t vk7x89ABCDEF = wasm_u16x8_load8x8((const void*) ((uintptr_t) w + 16 * sizeof(int32_t) + 120 * sizeof(uint8_t)));
284       vsumx01234567 = wasm_i16x8_add(vsumx01234567, vi7x01234567);
285       vsumx89ABCDEF = wasm_i16x8_add(vsumx89ABCDEF, vi7x89ABCDEF);
286       i7 += 16;
287 
288       vprod01234567 = wasm_i16x8_mul(vi7x01234567, vk7x01234567);
289       vprod89ABCDEF = wasm_i16x8_mul(vi7x89ABCDEF, vk7x89ABCDEF);
290 
291       vacc0123 = wasm_i32x4_add(vacc0123, wasm_u32x4_extend_low_u16x8(vprod01234567));
292       vacc4567 = wasm_i32x4_add(vacc4567, wasm_u32x4_extend_high_u16x8(vprod01234567));
293       vacc89AB = wasm_i32x4_add(vacc89AB, wasm_u32x4_extend_low_u16x8(vprod89ABCDEF));
294       vaccCDEF = wasm_i32x4_add(vaccCDEF, wasm_u32x4_extend_high_u16x8(vprod89ABCDEF));
295 
296       const v128_t vi8x01234567 = wasm_u16x8_load8x8(i8);
297       const v128_t vk8x01234567 = wasm_u16x8_load8x8((const void*) ((uintptr_t) w + 16 * sizeof(int32_t) + 128 * sizeof(uint8_t)));
298       const v128_t vi8x89ABCDEF = wasm_u16x8_load8x8(i8 + 8);
299       const v128_t vk8x89ABCDEF = wasm_u16x8_load8x8((const void*) ((uintptr_t) w + 16 * sizeof(int32_t) + 136 * sizeof(uint8_t)));
300       vsumx01234567 = wasm_i16x8_add(vsumx01234567, vi8x01234567);
301       vsumx89ABCDEF = wasm_i16x8_add(vsumx89ABCDEF, vi8x89ABCDEF);
302       i8 += 16;
303 
304       vprod01234567 = wasm_i16x8_mul(vi8x01234567, vk8x01234567);
305       vprod89ABCDEF = wasm_i16x8_mul(vi8x89ABCDEF, vk8x89ABCDEF);
306 
307       vacc0123 = wasm_i32x4_add(vacc0123, wasm_u32x4_extend_low_u16x8(vprod01234567));
308       vacc4567 = wasm_i32x4_add(vacc4567, wasm_u32x4_extend_high_u16x8(vprod01234567));
309       vacc89AB = wasm_i32x4_add(vacc89AB, wasm_u32x4_extend_low_u16x8(vprod89ABCDEF));
310       vaccCDEF = wasm_i32x4_add(vaccCDEF, wasm_u32x4_extend_high_u16x8(vprod89ABCDEF));
311 
312       const v128_t vi9x01234567 = wasm_u16x8_load8x8(i9);
313       const v128_t vk9x01234567 = wasm_u16x8_load8x8((const void*) ((uintptr_t) w + 16 * sizeof(int32_t) + 144 * sizeof(uint8_t)));
314       const v128_t vi9x89ABCDEF = wasm_u16x8_load8x8(i9 + 8);
315       const v128_t vk9x89ABCDEF = wasm_u16x8_load8x8((const void*) ((uintptr_t) w + 16 * sizeof(int32_t) + 152 * sizeof(uint8_t)));
316       vsumx01234567 = wasm_i16x8_add(vsumx01234567, vi9x01234567);
317       vsumx89ABCDEF = wasm_i16x8_add(vsumx89ABCDEF, vi9x89ABCDEF);
318       i9 += 16;
319 
320       vprod01234567 = wasm_i16x8_mul(vi9x01234567, vk9x01234567);
321       vprod89ABCDEF = wasm_i16x8_mul(vi9x89ABCDEF, vk9x89ABCDEF);
322 
323       vacc0123 = wasm_i32x4_add(vacc0123, wasm_u32x4_extend_low_u16x8(vprod01234567));
324       vacc4567 = wasm_i32x4_add(vacc4567, wasm_u32x4_extend_high_u16x8(vprod01234567));
325       vacc89AB = wasm_i32x4_add(vacc89AB, wasm_u32x4_extend_low_u16x8(vprod89ABCDEF));
326       vaccCDEF = wasm_i32x4_add(vaccCDEF, wasm_u32x4_extend_high_u16x8(vprod89ABCDEF));
327 
328       const v128_t vi10x01234567 = wasm_u16x8_load8x8(i10);
329       const v128_t vk10x01234567 = wasm_u16x8_load8x8((const void*) ((uintptr_t) w + 16 * sizeof(int32_t) + 160 * sizeof(uint8_t)));
330       const v128_t vi10x89ABCDEF = wasm_u16x8_load8x8(i10 + 8);
331       const v128_t vk10x89ABCDEF = wasm_u16x8_load8x8((const void*) ((uintptr_t) w + 16 * sizeof(int32_t) + 168 * sizeof(uint8_t)));
332       vsumx01234567 = wasm_i16x8_add(vsumx01234567, vi10x01234567);
333       vsumx89ABCDEF = wasm_i16x8_add(vsumx89ABCDEF, vi10x89ABCDEF);
334       i10 += 16;
335 
336       vprod01234567 = wasm_i16x8_mul(vi10x01234567, vk10x01234567);
337       vprod89ABCDEF = wasm_i16x8_mul(vi10x89ABCDEF, vk10x89ABCDEF);
338 
339       vacc0123 = wasm_i32x4_add(vacc0123, wasm_u32x4_extend_low_u16x8(vprod01234567));
340       vacc4567 = wasm_i32x4_add(vacc4567, wasm_u32x4_extend_high_u16x8(vprod01234567));
341       vacc89AB = wasm_i32x4_add(vacc89AB, wasm_u32x4_extend_low_u16x8(vprod89ABCDEF));
342       vaccCDEF = wasm_i32x4_add(vaccCDEF, wasm_u32x4_extend_high_u16x8(vprod89ABCDEF));
343 
344       const v128_t vi11x01234567 = wasm_u16x8_load8x8(i11);
345       const v128_t vk11x01234567 = wasm_u16x8_load8x8((const void*) ((uintptr_t) w + 16 * sizeof(int32_t) + 176 * sizeof(uint8_t)));
346       const v128_t vi11x89ABCDEF = wasm_u16x8_load8x8(i11 + 8);
347       const v128_t vk11x89ABCDEF = wasm_u16x8_load8x8((const void*) ((uintptr_t) w + 16 * sizeof(int32_t) + 184 * sizeof(uint8_t)));
348       vsumx01234567 = wasm_i16x8_add(vsumx01234567, vi11x01234567);
349       vsumx89ABCDEF = wasm_i16x8_add(vsumx89ABCDEF, vi11x89ABCDEF);
350       i11 += 16;
351 
352       vprod01234567 = wasm_i16x8_mul(vi11x01234567, vk11x01234567);
353       vprod89ABCDEF = wasm_i16x8_mul(vi11x89ABCDEF, vk11x89ABCDEF);
354 
355       vacc0123 = wasm_i32x4_add(vacc0123, wasm_u32x4_extend_low_u16x8(vprod01234567));
356       vacc4567 = wasm_i32x4_add(vacc4567, wasm_u32x4_extend_high_u16x8(vprod01234567));
357       vacc89AB = wasm_i32x4_add(vacc89AB, wasm_u32x4_extend_low_u16x8(vprod89ABCDEF));
358       vaccCDEF = wasm_i32x4_add(vaccCDEF, wasm_u32x4_extend_high_u16x8(vprod89ABCDEF));
359 
360       const v128_t vi12x01234567 = wasm_u16x8_load8x8(i12);
361       const v128_t vk12x01234567 = wasm_u16x8_load8x8((const void*) ((uintptr_t) w + 16 * sizeof(int32_t) + 192 * sizeof(uint8_t)));
362       const v128_t vi12x89ABCDEF = wasm_u16x8_load8x8(i12 + 8);
363       const v128_t vk12x89ABCDEF = wasm_u16x8_load8x8((const void*) ((uintptr_t) w + 16 * sizeof(int32_t) + 200 * sizeof(uint8_t)));
364       vsumx01234567 = wasm_i16x8_add(vsumx01234567, vi12x01234567);
365       vsumx89ABCDEF = wasm_i16x8_add(vsumx89ABCDEF, vi12x89ABCDEF);
366       i12 += 16;
367 
368       vprod01234567 = wasm_i16x8_mul(vi12x01234567, vk12x01234567);
369       vprod89ABCDEF = wasm_i16x8_mul(vi12x89ABCDEF, vk12x89ABCDEF);
370 
371       vacc0123 = wasm_i32x4_add(vacc0123, wasm_u32x4_extend_low_u16x8(vprod01234567));
372       vacc4567 = wasm_i32x4_add(vacc4567, wasm_u32x4_extend_high_u16x8(vprod01234567));
373       vacc89AB = wasm_i32x4_add(vacc89AB, wasm_u32x4_extend_low_u16x8(vprod89ABCDEF));
374       vaccCDEF = wasm_i32x4_add(vaccCDEF, wasm_u32x4_extend_high_u16x8(vprod89ABCDEF));
375 
376       const v128_t vi13x01234567 = wasm_u16x8_load8x8(i13);
377       const v128_t vk13x01234567 = wasm_u16x8_load8x8((const void*) ((uintptr_t) w + 16 * sizeof(int32_t) + 208 * sizeof(uint8_t)));
378       const v128_t vi13x89ABCDEF = wasm_u16x8_load8x8(i13 + 8);
379       const v128_t vk13x89ABCDEF = wasm_u16x8_load8x8((const void*) ((uintptr_t) w + 16 * sizeof(int32_t) + 216 * sizeof(uint8_t)));
380       vsumx01234567 = wasm_i16x8_add(vsumx01234567, vi13x01234567);
381       vsumx89ABCDEF = wasm_i16x8_add(vsumx89ABCDEF, vi13x89ABCDEF);
382       i13 += 16;
383 
384       vprod01234567 = wasm_i16x8_mul(vi13x01234567, vk13x01234567);
385       vprod89ABCDEF = wasm_i16x8_mul(vi13x89ABCDEF, vk13x89ABCDEF);
386 
387       vacc0123 = wasm_i32x4_add(vacc0123, wasm_u32x4_extend_low_u16x8(vprod01234567));
388       vacc4567 = wasm_i32x4_add(vacc4567, wasm_u32x4_extend_high_u16x8(vprod01234567));
389       vacc89AB = wasm_i32x4_add(vacc89AB, wasm_u32x4_extend_low_u16x8(vprod89ABCDEF));
390       vaccCDEF = wasm_i32x4_add(vaccCDEF, wasm_u32x4_extend_high_u16x8(vprod89ABCDEF));
391 
392       const v128_t vi14x01234567 = wasm_u16x8_load8x8(i14);
393       const v128_t vk14x01234567 = wasm_u16x8_load8x8((const void*) ((uintptr_t) w + 16 * sizeof(int32_t) + 224 * sizeof(uint8_t)));
394       const v128_t vi14x89ABCDEF = wasm_u16x8_load8x8(i14 + 8);
395       const v128_t vk14x89ABCDEF = wasm_u16x8_load8x8((const void*) ((uintptr_t) w + 16 * sizeof(int32_t) + 232 * sizeof(uint8_t)));
396       vsumx01234567 = wasm_i16x8_add(vsumx01234567, vi14x01234567);
397       vsumx89ABCDEF = wasm_i16x8_add(vsumx89ABCDEF, vi14x89ABCDEF);
398       i14 += 16;
399 
400       vprod01234567 = wasm_i16x8_mul(vi14x01234567, vk14x01234567);
401       vprod89ABCDEF = wasm_i16x8_mul(vi14x89ABCDEF, vk14x89ABCDEF);
402 
403       vacc0123 = wasm_i32x4_add(vacc0123, wasm_u32x4_extend_low_u16x8(vprod01234567));
404       vacc4567 = wasm_i32x4_add(vacc4567, wasm_u32x4_extend_high_u16x8(vprod01234567));
405       vacc89AB = wasm_i32x4_add(vacc89AB, wasm_u32x4_extend_low_u16x8(vprod89ABCDEF));
406       vaccCDEF = wasm_i32x4_add(vaccCDEF, wasm_u32x4_extend_high_u16x8(vprod89ABCDEF));
407 
408       const v128_t vi15x01234567 = wasm_u16x8_load8x8(i15);
409       const v128_t vk15x01234567 = wasm_u16x8_load8x8((const void*) ((uintptr_t) w + 16 * sizeof(int32_t) + 240 * sizeof(uint8_t)));
410       const v128_t vi15x89ABCDEF = wasm_u16x8_load8x8(i15 + 8);
411       const v128_t vk15x89ABCDEF = wasm_u16x8_load8x8((const void*) ((uintptr_t) w + 16 * sizeof(int32_t) + 248 * sizeof(uint8_t)));
412       vsumx01234567 = wasm_i16x8_add(vsumx01234567, vi15x01234567);
413       vsumx89ABCDEF = wasm_i16x8_add(vsumx89ABCDEF, vi15x89ABCDEF);
414       i15 += 16;
415 
416       vprod01234567 = wasm_i16x8_mul(vi15x01234567, vk15x01234567);
417       vprod89ABCDEF = wasm_i16x8_mul(vi15x89ABCDEF, vk15x89ABCDEF);
418 
419       vacc0123 = wasm_i32x4_add(vacc0123, wasm_u32x4_extend_low_u16x8(vprod01234567));
420       vacc4567 = wasm_i32x4_add(vacc4567, wasm_u32x4_extend_high_u16x8(vprod01234567));
421       vacc89AB = wasm_i32x4_add(vacc89AB, wasm_u32x4_extend_low_u16x8(vprod89ABCDEF));
422       vaccCDEF = wasm_i32x4_add(vaccCDEF, wasm_u32x4_extend_high_u16x8(vprod89ABCDEF));
423 
424       const v128_t vi16x01234567 = wasm_u16x8_load8x8(i16);
425       const v128_t vk16x01234567 = wasm_u16x8_load8x8((const void*) ((uintptr_t) w + 16 * sizeof(int32_t) + 256 * sizeof(uint8_t)));
426       const v128_t vi16x89ABCDEF = wasm_u16x8_load8x8(i16 + 8);
427       const v128_t vk16x89ABCDEF = wasm_u16x8_load8x8((const void*) ((uintptr_t) w + 16 * sizeof(int32_t) + 264 * sizeof(uint8_t)));
428       vsumx01234567 = wasm_i16x8_add(vsumx01234567, vi16x01234567);
429       vsumx89ABCDEF = wasm_i16x8_add(vsumx89ABCDEF, vi16x89ABCDEF);
430       i16 += 16;
431 
432       vprod01234567 = wasm_i16x8_mul(vi16x01234567, vk16x01234567);
433       vprod89ABCDEF = wasm_i16x8_mul(vi16x89ABCDEF, vk16x89ABCDEF);
434 
435       vacc0123 = wasm_i32x4_add(vacc0123, wasm_u32x4_extend_low_u16x8(vprod01234567));
436       vacc4567 = wasm_i32x4_add(vacc4567, wasm_u32x4_extend_high_u16x8(vprod01234567));
437       vacc89AB = wasm_i32x4_add(vacc89AB, wasm_u32x4_extend_low_u16x8(vprod89ABCDEF));
438       vaccCDEF = wasm_i32x4_add(vaccCDEF, wasm_u32x4_extend_high_u16x8(vprod89ABCDEF));
439 
440       const v128_t vi17x01234567 = wasm_u16x8_load8x8(i17);
441       const v128_t vk17x01234567 = wasm_u16x8_load8x8((const void*) ((uintptr_t) w + 16 * sizeof(int32_t) + 272 * sizeof(uint8_t)));
442       const v128_t vi17x89ABCDEF = wasm_u16x8_load8x8(i17 + 8);
443       const v128_t vk17x89ABCDEF = wasm_u16x8_load8x8((const void*) ((uintptr_t) w + 16 * sizeof(int32_t) + 280 * sizeof(uint8_t)));
444       vsumx01234567 = wasm_i16x8_add(vsumx01234567, vi17x01234567);
445       vsumx89ABCDEF = wasm_i16x8_add(vsumx89ABCDEF, vi17x89ABCDEF);
446       i17 += 16;
447 
448       vprod01234567 = wasm_i16x8_mul(vi17x01234567, vk17x01234567);
449       vprod89ABCDEF = wasm_i16x8_mul(vi17x89ABCDEF, vk17x89ABCDEF);
450 
451       vacc0123 = wasm_i32x4_add(vacc0123, wasm_u32x4_extend_low_u16x8(vprod01234567));
452       vacc4567 = wasm_i32x4_add(vacc4567, wasm_u32x4_extend_high_u16x8(vprod01234567));
453       vacc89AB = wasm_i32x4_add(vacc89AB, wasm_u32x4_extend_low_u16x8(vprod89ABCDEF));
454       vaccCDEF = wasm_i32x4_add(vaccCDEF, wasm_u32x4_extend_high_u16x8(vprod89ABCDEF));
455 
456       const v128_t vi18x01234567 = wasm_u16x8_load8x8(i18);
457       const v128_t vk18x01234567 = wasm_u16x8_load8x8((const void*) ((uintptr_t) w + 16 * sizeof(int32_t) + 288 * sizeof(uint8_t)));
458       const v128_t vi18x89ABCDEF = wasm_u16x8_load8x8(i18 + 8);
459       const v128_t vk18x89ABCDEF = wasm_u16x8_load8x8((const void*) ((uintptr_t) w + 16 * sizeof(int32_t) + 296 * sizeof(uint8_t)));
460       vsumx01234567 = wasm_i16x8_add(vsumx01234567, vi18x01234567);
461       vsumx89ABCDEF = wasm_i16x8_add(vsumx89ABCDEF, vi18x89ABCDEF);
462       i18 += 16;
463 
464       vprod01234567 = wasm_i16x8_mul(vi18x01234567, vk18x01234567);
465       vprod89ABCDEF = wasm_i16x8_mul(vi18x89ABCDEF, vk18x89ABCDEF);
466 
467       vacc0123 = wasm_i32x4_add(vacc0123, wasm_u32x4_extend_low_u16x8(vprod01234567));
468       vacc4567 = wasm_i32x4_add(vacc4567, wasm_u32x4_extend_high_u16x8(vprod01234567));
469       vacc89AB = wasm_i32x4_add(vacc89AB, wasm_u32x4_extend_low_u16x8(vprod89ABCDEF));
470       vaccCDEF = wasm_i32x4_add(vaccCDEF, wasm_u32x4_extend_high_u16x8(vprod89ABCDEF));
471 
472       const v128_t vi19x01234567 = wasm_u16x8_load8x8(i19);
473       const v128_t vk19x01234567 = wasm_u16x8_load8x8((const void*) ((uintptr_t) w + 16 * sizeof(int32_t) + 304 * sizeof(uint8_t)));
474       const v128_t vi19x89ABCDEF = wasm_u16x8_load8x8(i19 + 8);
475       const v128_t vk19x89ABCDEF = wasm_u16x8_load8x8((const void*) ((uintptr_t) w + 16 * sizeof(int32_t) + 312 * sizeof(uint8_t)));
476       vsumx01234567 = wasm_i16x8_add(vsumx01234567, vi19x01234567);
477       vsumx89ABCDEF = wasm_i16x8_add(vsumx89ABCDEF, vi19x89ABCDEF);
478       i19 += 16;
479 
480       vprod01234567 = wasm_i16x8_mul(vi19x01234567, vk19x01234567);
481       vprod89ABCDEF = wasm_i16x8_mul(vi19x89ABCDEF, vk19x89ABCDEF);
482 
483       vacc0123 = wasm_i32x4_add(vacc0123, wasm_u32x4_extend_low_u16x8(vprod01234567));
484       vacc4567 = wasm_i32x4_add(vacc4567, wasm_u32x4_extend_high_u16x8(vprod01234567));
485       vacc89AB = wasm_i32x4_add(vacc89AB, wasm_u32x4_extend_low_u16x8(vprod89ABCDEF));
486       vaccCDEF = wasm_i32x4_add(vaccCDEF, wasm_u32x4_extend_high_u16x8(vprod89ABCDEF));
487 
488       const v128_t vi20x01234567 = wasm_u16x8_load8x8(i20);
489       const v128_t vk20x01234567 = wasm_u16x8_load8x8((const void*) ((uintptr_t) w + 16 * sizeof(int32_t) + 320 * sizeof(uint8_t)));
490       const v128_t vi20x89ABCDEF = wasm_u16x8_load8x8(i20 + 8);
491       const v128_t vk20x89ABCDEF = wasm_u16x8_load8x8((const void*) ((uintptr_t) w + 16 * sizeof(int32_t) + 328 * sizeof(uint8_t)));
492       vsumx01234567 = wasm_i16x8_add(vsumx01234567, vi20x01234567);
493       vsumx89ABCDEF = wasm_i16x8_add(vsumx89ABCDEF, vi20x89ABCDEF);
494       i20 += 16;
495 
496       vprod01234567 = wasm_i16x8_mul(vi20x01234567, vk20x01234567);
497       vprod89ABCDEF = wasm_i16x8_mul(vi20x89ABCDEF, vk20x89ABCDEF);
498 
499       vacc0123 = wasm_i32x4_add(vacc0123, wasm_u32x4_extend_low_u16x8(vprod01234567));
500       vacc4567 = wasm_i32x4_add(vacc4567, wasm_u32x4_extend_high_u16x8(vprod01234567));
501       vacc89AB = wasm_i32x4_add(vacc89AB, wasm_u32x4_extend_low_u16x8(vprod89ABCDEF));
502       vaccCDEF = wasm_i32x4_add(vaccCDEF, wasm_u32x4_extend_high_u16x8(vprod89ABCDEF));
503 
504       const v128_t vi21x01234567 = wasm_u16x8_load8x8(i21);
505       const v128_t vk21x01234567 = wasm_u16x8_load8x8((const void*) ((uintptr_t) w + 16 * sizeof(int32_t) + 336 * sizeof(uint8_t)));
506       const v128_t vi21x89ABCDEF = wasm_u16x8_load8x8(i21 + 8);
507       const v128_t vk21x89ABCDEF = wasm_u16x8_load8x8((const void*) ((uintptr_t) w + 16 * sizeof(int32_t) + 344 * sizeof(uint8_t)));
508       vsumx01234567 = wasm_i16x8_add(vsumx01234567, vi21x01234567);
509       vsumx89ABCDEF = wasm_i16x8_add(vsumx89ABCDEF, vi21x89ABCDEF);
510       i21 += 16;
511 
512       vprod01234567 = wasm_i16x8_mul(vi21x01234567, vk21x01234567);
513       vprod89ABCDEF = wasm_i16x8_mul(vi21x89ABCDEF, vk21x89ABCDEF);
514 
515       vacc0123 = wasm_i32x4_add(vacc0123, wasm_u32x4_extend_low_u16x8(vprod01234567));
516       vacc4567 = wasm_i32x4_add(vacc4567, wasm_u32x4_extend_high_u16x8(vprod01234567));
517       vacc89AB = wasm_i32x4_add(vacc89AB, wasm_u32x4_extend_low_u16x8(vprod89ABCDEF));
518       vaccCDEF = wasm_i32x4_add(vaccCDEF, wasm_u32x4_extend_high_u16x8(vprod89ABCDEF));
519 
520       const v128_t vi22x01234567 = wasm_u16x8_load8x8(i22);
521       const v128_t vk22x01234567 = wasm_u16x8_load8x8((const void*) ((uintptr_t) w + 16 * sizeof(int32_t) + 352 * sizeof(uint8_t)));
522       const v128_t vi22x89ABCDEF = wasm_u16x8_load8x8(i22 + 8);
523       const v128_t vk22x89ABCDEF = wasm_u16x8_load8x8((const void*) ((uintptr_t) w + 16 * sizeof(int32_t) + 360 * sizeof(uint8_t)));
524       vsumx01234567 = wasm_i16x8_add(vsumx01234567, vi22x01234567);
525       vsumx89ABCDEF = wasm_i16x8_add(vsumx89ABCDEF, vi22x89ABCDEF);
526       i22 += 16;
527 
528       vprod01234567 = wasm_i16x8_mul(vi22x01234567, vk22x01234567);
529       vprod89ABCDEF = wasm_i16x8_mul(vi22x89ABCDEF, vk22x89ABCDEF);
530 
531       vacc0123 = wasm_i32x4_add(vacc0123, wasm_u32x4_extend_low_u16x8(vprod01234567));
532       vacc4567 = wasm_i32x4_add(vacc4567, wasm_u32x4_extend_high_u16x8(vprod01234567));
533       vacc89AB = wasm_i32x4_add(vacc89AB, wasm_u32x4_extend_low_u16x8(vprod89ABCDEF));
534       vaccCDEF = wasm_i32x4_add(vaccCDEF, wasm_u32x4_extend_high_u16x8(vprod89ABCDEF));
535 
536       const v128_t vi23x01234567 = wasm_u16x8_load8x8(i23);
537       const v128_t vk23x01234567 = wasm_u16x8_load8x8((const void*) ((uintptr_t) w + 16 * sizeof(int32_t) + 368 * sizeof(uint8_t)));
538       const v128_t vi23x89ABCDEF = wasm_u16x8_load8x8(i23 + 8);
539       const v128_t vk23x89ABCDEF = wasm_u16x8_load8x8((const void*) ((uintptr_t) w + 16 * sizeof(int32_t) + 376 * sizeof(uint8_t)));
540       vsumx01234567 = wasm_i16x8_add(vsumx01234567, vi23x01234567);
541       vsumx89ABCDEF = wasm_i16x8_add(vsumx89ABCDEF, vi23x89ABCDEF);
542       i23 += 16;
543 
544       vprod01234567 = wasm_i16x8_mul(vi23x01234567, vk23x01234567);
545       vprod89ABCDEF = wasm_i16x8_mul(vi23x89ABCDEF, vk23x89ABCDEF);
546 
547       vacc0123 = wasm_i32x4_add(vacc0123, wasm_u32x4_extend_low_u16x8(vprod01234567));
548       vacc4567 = wasm_i32x4_add(vacc4567, wasm_u32x4_extend_high_u16x8(vprod01234567));
549       vacc89AB = wasm_i32x4_add(vacc89AB, wasm_u32x4_extend_low_u16x8(vprod89ABCDEF));
550       vaccCDEF = wasm_i32x4_add(vaccCDEF, wasm_u32x4_extend_high_u16x8(vprod89ABCDEF));
551 
552       const v128_t vi24x01234567 = wasm_u16x8_load8x8(i24);
553       const v128_t vk24x01234567 = wasm_u16x8_load8x8((const void*) ((uintptr_t) w + 16 * sizeof(int32_t) + 384 * sizeof(uint8_t)));
554       const v128_t vi24x89ABCDEF = wasm_u16x8_load8x8(i24 + 8);
555       const v128_t vk24x89ABCDEF = wasm_u16x8_load8x8((const void*) ((uintptr_t) w + 16 * sizeof(int32_t) + 392 * sizeof(uint8_t)));
556       vsumx01234567 = wasm_i16x8_add(vsumx01234567, vi24x01234567);
557       vsumx89ABCDEF = wasm_i16x8_add(vsumx89ABCDEF, vi24x89ABCDEF);
558       i24 += 16;
559 
560       vprod01234567 = wasm_i16x8_mul(vi24x01234567, vk24x01234567);
561       vprod89ABCDEF = wasm_i16x8_mul(vi24x89ABCDEF, vk24x89ABCDEF);
562 
563       vacc0123 = wasm_i32x4_add(vacc0123, wasm_u32x4_extend_low_u16x8(vprod01234567));
564       vacc4567 = wasm_i32x4_add(vacc4567, wasm_u32x4_extend_high_u16x8(vprod01234567));
565       vacc89AB = wasm_i32x4_add(vacc89AB, wasm_u32x4_extend_low_u16x8(vprod89ABCDEF));
566       vaccCDEF = wasm_i32x4_add(vaccCDEF, wasm_u32x4_extend_high_u16x8(vprod89ABCDEF));
567 
568       vacc0123 = wasm_i32x4_sub(vacc0123, wasm_i32x4_mul(wasm_u32x4_extend_low_u16x8(vsumx01234567), vkernel_zero_point));
569       vacc4567 = wasm_i32x4_sub(vacc4567, wasm_i32x4_mul(wasm_u32x4_extend_high_u16x8(vsumx01234567), vkernel_zero_point));
570       vacc89AB = wasm_i32x4_sub(vacc89AB, wasm_i32x4_mul(wasm_u32x4_extend_low_u16x8(vsumx89ABCDEF), vkernel_zero_point));
571       vaccCDEF = wasm_i32x4_sub(vaccCDEF, wasm_i32x4_mul(wasm_u32x4_extend_high_u16x8(vsumx89ABCDEF), vkernel_zero_point));
572 
573       w = (const void*) ((uintptr_t) w + 16 * sizeof(int32_t) + 400 * sizeof(uint8_t));
574 
575       vacc0123 = wasm_f32x4_convert_i32x4(vacc0123);
576       vacc4567 = wasm_f32x4_convert_i32x4(vacc4567);
577       vacc89AB = wasm_f32x4_convert_i32x4(vacc89AB);
578       vaccCDEF = wasm_f32x4_convert_i32x4(vaccCDEF);
579 
580       const v128_t vscale = wasm_v128_load64_splat(params->fp32_wasmsimd.scale);
581       vacc0123 = wasm_f32x4_mul(vacc0123, vscale);
582       vacc4567 = wasm_f32x4_mul(vacc4567, vscale);
583       vacc89AB = wasm_f32x4_mul(vacc89AB, vscale);
584       vaccCDEF = wasm_f32x4_mul(vaccCDEF, vscale);
585 
586       const v128_t vmagic_bias = wasm_v128_load64_splat(params->fp32_wasmsimd.magic_bias);
587       vacc0123 = wasm_f32x4_add(vacc0123, vmagic_bias);
588       vacc4567 = wasm_f32x4_add(vacc4567, vmagic_bias);
589       vacc89AB = wasm_f32x4_add(vacc89AB, vmagic_bias);
590       vaccCDEF = wasm_f32x4_add(vaccCDEF, vmagic_bias);
591 
592       const v128_t vmagic_min = wasm_v128_load64_splat(params->fp32_wasmsimd.magic_min);
593       vacc0123 = wasm_i32x4_max(vacc0123, vmagic_min);
594       vacc4567 = wasm_i32x4_max(vacc4567, vmagic_min);
595       vacc89AB = wasm_i32x4_max(vacc89AB, vmagic_min);
596       vaccCDEF = wasm_i32x4_max(vaccCDEF, vmagic_min);
597 
598       const v128_t vmagic_bias_less_output_zero_point = wasm_v128_load64_splat(params->fp32_wasmsimd.magic_bias_less_output_zero_point);
599       vacc0123 = wasm_i32x4_sub(vacc0123, vmagic_bias_less_output_zero_point);
600       vacc4567 = wasm_i32x4_sub(vacc4567, vmagic_bias_less_output_zero_point);
601       vacc89AB = wasm_i32x4_sub(vacc89AB, vmagic_bias_less_output_zero_point);
602       vaccCDEF = wasm_i32x4_sub(vaccCDEF, vmagic_bias_less_output_zero_point);
603 
604       v128_t vout01234567 = wasm_i16x8_narrow_i32x4(vacc0123, vacc4567);
605       v128_t vout89ABCDEF = wasm_i16x8_narrow_i32x4(vacc89AB, vaccCDEF);
606 
607       v128_t vout0123456789ABCDEF = wasm_u8x16_narrow_i16x8(vout01234567, vout89ABCDEF);
608 
609       const v128_t voutput_max = wasm_v128_load64_splat(params->fp32_wasmsimd.output_max);
610       vout0123456789ABCDEF = wasm_u8x16_min(vout0123456789ABCDEF, voutput_max);
611 
612       wasm_v128_store(output, vout0123456789ABCDEF);
613       output += 16;
614     }
615     if XNN_UNLIKELY(c != 0) {
616       const uint8_t* k = (const uint8_t*) ((uintptr_t) w + 16 * sizeof(int32_t));
617       do {
618         v128_t vacc0123 = wasm_v128_load(w);
619         v128_t vacc4567 = wasm_v128_load((const void*) ((uintptr_t) w + 4 * sizeof(int32_t)));
620 
621 
622         const v128_t vi0x01234567 = wasm_u16x8_load8x8(i0);
623         const v128_t vk0x01234567 = wasm_u16x8_load8x8(k);
624         i0 += 8;
625 
626         v128_t vprod01234567 = wasm_i16x8_mul(vi0x01234567, vk0x01234567);
627 
628         vacc0123 = wasm_i32x4_add(vacc0123, wasm_u32x4_extend_low_u16x8(vprod01234567));
629         vacc4567 = wasm_i32x4_add(vacc4567, wasm_u32x4_extend_high_u16x8(vprod01234567));
630 
631         const v128_t vi1x01234567 = wasm_u16x8_load8x8(i1);
632         const v128_t vk1x01234567 = wasm_u16x8_load8x8((const void*) (k + 16));
633         v128_t vsumx01234567 = wasm_i16x8_add(vi0x01234567, vi1x01234567);
634         i1 += 8;
635 
636         vprod01234567 = wasm_i16x8_mul(vi1x01234567, vk1x01234567);
637 
638         vacc0123 = wasm_i32x4_add(vacc0123, wasm_u32x4_extend_low_u16x8(vprod01234567));
639         vacc4567 = wasm_i32x4_add(vacc4567, wasm_u32x4_extend_high_u16x8(vprod01234567));
640 
641         const v128_t vi2x01234567 = wasm_u16x8_load8x8(i2);
642         const v128_t vk2x01234567 = wasm_u16x8_load8x8((const void*) (k + 32));
643         vsumx01234567 = wasm_i16x8_add(vsumx01234567, vi2x01234567);
644         i2 += 8;
645 
646         vprod01234567 = wasm_i16x8_mul(vi2x01234567, vk2x01234567);
647 
648         vacc0123 = wasm_i32x4_add(vacc0123, wasm_u32x4_extend_low_u16x8(vprod01234567));
649         vacc4567 = wasm_i32x4_add(vacc4567, wasm_u32x4_extend_high_u16x8(vprod01234567));
650 
651         const v128_t vi3x01234567 = wasm_u16x8_load8x8(i3);
652         const v128_t vk3x01234567 = wasm_u16x8_load8x8((const void*) (k + 48));
653         vsumx01234567 = wasm_i16x8_add(vsumx01234567, vi3x01234567);
654         i3 += 8;
655 
656         vprod01234567 = wasm_i16x8_mul(vi3x01234567, vk3x01234567);
657 
658         vacc0123 = wasm_i32x4_add(vacc0123, wasm_u32x4_extend_low_u16x8(vprod01234567));
659         vacc4567 = wasm_i32x4_add(vacc4567, wasm_u32x4_extend_high_u16x8(vprod01234567));
660 
661         const v128_t vi4x01234567 = wasm_u16x8_load8x8(i4);
662         const v128_t vk4x01234567 = wasm_u16x8_load8x8((const void*) (k + 64));
663         vsumx01234567 = wasm_i16x8_add(vsumx01234567, vi4x01234567);
664         i4 += 8;
665 
666         vprod01234567 = wasm_i16x8_mul(vi4x01234567, vk4x01234567);
667 
668         vacc0123 = wasm_i32x4_add(vacc0123, wasm_u32x4_extend_low_u16x8(vprod01234567));
669         vacc4567 = wasm_i32x4_add(vacc4567, wasm_u32x4_extend_high_u16x8(vprod01234567));
670 
671         const v128_t vi5x01234567 = wasm_u16x8_load8x8(i5);
672         const v128_t vk5x01234567 = wasm_u16x8_load8x8((const void*) (k + 80));
673         vsumx01234567 = wasm_i16x8_add(vsumx01234567, vi5x01234567);
674         i5 += 8;
675 
676         vprod01234567 = wasm_i16x8_mul(vi5x01234567, vk5x01234567);
677 
678         vacc0123 = wasm_i32x4_add(vacc0123, wasm_u32x4_extend_low_u16x8(vprod01234567));
679         vacc4567 = wasm_i32x4_add(vacc4567, wasm_u32x4_extend_high_u16x8(vprod01234567));
680 
681         const v128_t vi6x01234567 = wasm_u16x8_load8x8(i6);
682         const v128_t vk6x01234567 = wasm_u16x8_load8x8((const void*) (k + 96));
683         vsumx01234567 = wasm_i16x8_add(vsumx01234567, vi6x01234567);
684         i6 += 8;
685 
686         vprod01234567 = wasm_i16x8_mul(vi6x01234567, vk6x01234567);
687 
688         vacc0123 = wasm_i32x4_add(vacc0123, wasm_u32x4_extend_low_u16x8(vprod01234567));
689         vacc4567 = wasm_i32x4_add(vacc4567, wasm_u32x4_extend_high_u16x8(vprod01234567));
690 
691         const v128_t vi7x01234567 = wasm_u16x8_load8x8(i7);
692         const v128_t vk7x01234567 = wasm_u16x8_load8x8((const void*) (k + 112));
693         vsumx01234567 = wasm_i16x8_add(vsumx01234567, vi7x01234567);
694         i7 += 8;
695 
696         vprod01234567 = wasm_i16x8_mul(vi7x01234567, vk7x01234567);
697 
698         vacc0123 = wasm_i32x4_add(vacc0123, wasm_u32x4_extend_low_u16x8(vprod01234567));
699         vacc4567 = wasm_i32x4_add(vacc4567, wasm_u32x4_extend_high_u16x8(vprod01234567));
700 
701         const v128_t vi8x01234567 = wasm_u16x8_load8x8(i8);
702         const v128_t vk8x01234567 = wasm_u16x8_load8x8((const void*) (k + 128));
703         vsumx01234567 = wasm_i16x8_add(vsumx01234567, vi8x01234567);
704         i8 += 8;
705 
706         vprod01234567 = wasm_i16x8_mul(vi8x01234567, vk8x01234567);
707 
708         vacc0123 = wasm_i32x4_add(vacc0123, wasm_u32x4_extend_low_u16x8(vprod01234567));
709         vacc4567 = wasm_i32x4_add(vacc4567, wasm_u32x4_extend_high_u16x8(vprod01234567));
710 
711         const v128_t vi9x01234567 = wasm_u16x8_load8x8(i9);
712         const v128_t vk9x01234567 = wasm_u16x8_load8x8((const void*) (k + 144));
713         vsumx01234567 = wasm_i16x8_add(vsumx01234567, vi9x01234567);
714         i9 += 8;
715 
716         vprod01234567 = wasm_i16x8_mul(vi9x01234567, vk9x01234567);
717 
718         vacc0123 = wasm_i32x4_add(vacc0123, wasm_u32x4_extend_low_u16x8(vprod01234567));
719         vacc4567 = wasm_i32x4_add(vacc4567, wasm_u32x4_extend_high_u16x8(vprod01234567));
720 
721         const v128_t vi10x01234567 = wasm_u16x8_load8x8(i10);
722         const v128_t vk10x01234567 = wasm_u16x8_load8x8((const void*) (k + 160));
723         vsumx01234567 = wasm_i16x8_add(vsumx01234567, vi10x01234567);
724         i10 += 8;
725 
726         vprod01234567 = wasm_i16x8_mul(vi10x01234567, vk10x01234567);
727 
728         vacc0123 = wasm_i32x4_add(vacc0123, wasm_u32x4_extend_low_u16x8(vprod01234567));
729         vacc4567 = wasm_i32x4_add(vacc4567, wasm_u32x4_extend_high_u16x8(vprod01234567));
730 
731         const v128_t vi11x01234567 = wasm_u16x8_load8x8(i11);
732         const v128_t vk11x01234567 = wasm_u16x8_load8x8((const void*) (k + 176));
733         vsumx01234567 = wasm_i16x8_add(vsumx01234567, vi11x01234567);
734         i11 += 8;
735 
736         vprod01234567 = wasm_i16x8_mul(vi11x01234567, vk11x01234567);
737 
738         vacc0123 = wasm_i32x4_add(vacc0123, wasm_u32x4_extend_low_u16x8(vprod01234567));
739         vacc4567 = wasm_i32x4_add(vacc4567, wasm_u32x4_extend_high_u16x8(vprod01234567));
740 
741         const v128_t vi12x01234567 = wasm_u16x8_load8x8(i12);
742         const v128_t vk12x01234567 = wasm_u16x8_load8x8((const void*) (k + 192));
743         vsumx01234567 = wasm_i16x8_add(vsumx01234567, vi12x01234567);
744         i12 += 8;
745 
746         vprod01234567 = wasm_i16x8_mul(vi12x01234567, vk12x01234567);
747 
748         vacc0123 = wasm_i32x4_add(vacc0123, wasm_u32x4_extend_low_u16x8(vprod01234567));
749         vacc4567 = wasm_i32x4_add(vacc4567, wasm_u32x4_extend_high_u16x8(vprod01234567));
750 
751         const v128_t vi13x01234567 = wasm_u16x8_load8x8(i13);
752         const v128_t vk13x01234567 = wasm_u16x8_load8x8((const void*) (k + 208));
753         vsumx01234567 = wasm_i16x8_add(vsumx01234567, vi13x01234567);
754         i13 += 8;
755 
756         vprod01234567 = wasm_i16x8_mul(vi13x01234567, vk13x01234567);
757 
758         vacc0123 = wasm_i32x4_add(vacc0123, wasm_u32x4_extend_low_u16x8(vprod01234567));
759         vacc4567 = wasm_i32x4_add(vacc4567, wasm_u32x4_extend_high_u16x8(vprod01234567));
760 
761         const v128_t vi14x01234567 = wasm_u16x8_load8x8(i14);
762         const v128_t vk14x01234567 = wasm_u16x8_load8x8((const void*) (k + 224));
763         vsumx01234567 = wasm_i16x8_add(vsumx01234567, vi14x01234567);
764         i14 += 8;
765 
766         vprod01234567 = wasm_i16x8_mul(vi14x01234567, vk14x01234567);
767 
768         vacc0123 = wasm_i32x4_add(vacc0123, wasm_u32x4_extend_low_u16x8(vprod01234567));
769         vacc4567 = wasm_i32x4_add(vacc4567, wasm_u32x4_extend_high_u16x8(vprod01234567));
770 
771         const v128_t vi15x01234567 = wasm_u16x8_load8x8(i15);
772         const v128_t vk15x01234567 = wasm_u16x8_load8x8((const void*) (k + 240));
773         vsumx01234567 = wasm_i16x8_add(vsumx01234567, vi15x01234567);
774         i15 += 8;
775 
776         vprod01234567 = wasm_i16x8_mul(vi15x01234567, vk15x01234567);
777 
778         vacc0123 = wasm_i32x4_add(vacc0123, wasm_u32x4_extend_low_u16x8(vprod01234567));
779         vacc4567 = wasm_i32x4_add(vacc4567, wasm_u32x4_extend_high_u16x8(vprod01234567));
780 
781         const v128_t vi16x01234567 = wasm_u16x8_load8x8(i16);
782         const v128_t vk16x01234567 = wasm_u16x8_load8x8((const void*) (k + 256));
783         vsumx01234567 = wasm_i16x8_add(vsumx01234567, vi16x01234567);
784         i16 += 8;
785 
786         vprod01234567 = wasm_i16x8_mul(vi16x01234567, vk16x01234567);
787 
788         vacc0123 = wasm_i32x4_add(vacc0123, wasm_u32x4_extend_low_u16x8(vprod01234567));
789         vacc4567 = wasm_i32x4_add(vacc4567, wasm_u32x4_extend_high_u16x8(vprod01234567));
790 
791         const v128_t vi17x01234567 = wasm_u16x8_load8x8(i17);
792         const v128_t vk17x01234567 = wasm_u16x8_load8x8((const void*) (k + 272));
793         vsumx01234567 = wasm_i16x8_add(vsumx01234567, vi17x01234567);
794         i17 += 8;
795 
796         vprod01234567 = wasm_i16x8_mul(vi17x01234567, vk17x01234567);
797 
798         vacc0123 = wasm_i32x4_add(vacc0123, wasm_u32x4_extend_low_u16x8(vprod01234567));
799         vacc4567 = wasm_i32x4_add(vacc4567, wasm_u32x4_extend_high_u16x8(vprod01234567));
800 
801         const v128_t vi18x01234567 = wasm_u16x8_load8x8(i18);
802         const v128_t vk18x01234567 = wasm_u16x8_load8x8((const void*) (k + 288));
803         vsumx01234567 = wasm_i16x8_add(vsumx01234567, vi18x01234567);
804         i18 += 8;
805 
806         vprod01234567 = wasm_i16x8_mul(vi18x01234567, vk18x01234567);
807 
808         vacc0123 = wasm_i32x4_add(vacc0123, wasm_u32x4_extend_low_u16x8(vprod01234567));
809         vacc4567 = wasm_i32x4_add(vacc4567, wasm_u32x4_extend_high_u16x8(vprod01234567));
810 
811         const v128_t vi19x01234567 = wasm_u16x8_load8x8(i19);
812         const v128_t vk19x01234567 = wasm_u16x8_load8x8((const void*) (k + 304));
813         vsumx01234567 = wasm_i16x8_add(vsumx01234567, vi19x01234567);
814         i19 += 8;
815 
816         vprod01234567 = wasm_i16x8_mul(vi19x01234567, vk19x01234567);
817 
818         vacc0123 = wasm_i32x4_add(vacc0123, wasm_u32x4_extend_low_u16x8(vprod01234567));
819         vacc4567 = wasm_i32x4_add(vacc4567, wasm_u32x4_extend_high_u16x8(vprod01234567));
820 
821         const v128_t vi20x01234567 = wasm_u16x8_load8x8(i20);
822         const v128_t vk20x01234567 = wasm_u16x8_load8x8((const void*) (k + 320));
823         vsumx01234567 = wasm_i16x8_add(vsumx01234567, vi20x01234567);
824         i20 += 8;
825 
826         vprod01234567 = wasm_i16x8_mul(vi20x01234567, vk20x01234567);
827 
828         vacc0123 = wasm_i32x4_add(vacc0123, wasm_u32x4_extend_low_u16x8(vprod01234567));
829         vacc4567 = wasm_i32x4_add(vacc4567, wasm_u32x4_extend_high_u16x8(vprod01234567));
830 
831         const v128_t vi21x01234567 = wasm_u16x8_load8x8(i21);
832         const v128_t vk21x01234567 = wasm_u16x8_load8x8((const void*) (k + 336));
833         vsumx01234567 = wasm_i16x8_add(vsumx01234567, vi21x01234567);
834         i21 += 8;
835 
836         vprod01234567 = wasm_i16x8_mul(vi21x01234567, vk21x01234567);
837 
838         vacc0123 = wasm_i32x4_add(vacc0123, wasm_u32x4_extend_low_u16x8(vprod01234567));
839         vacc4567 = wasm_i32x4_add(vacc4567, wasm_u32x4_extend_high_u16x8(vprod01234567));
840 
841         const v128_t vi22x01234567 = wasm_u16x8_load8x8(i22);
842         const v128_t vk22x01234567 = wasm_u16x8_load8x8((const void*) (k + 352));
843         vsumx01234567 = wasm_i16x8_add(vsumx01234567, vi22x01234567);
844         i22 += 8;
845 
846         vprod01234567 = wasm_i16x8_mul(vi22x01234567, vk22x01234567);
847 
848         vacc0123 = wasm_i32x4_add(vacc0123, wasm_u32x4_extend_low_u16x8(vprod01234567));
849         vacc4567 = wasm_i32x4_add(vacc4567, wasm_u32x4_extend_high_u16x8(vprod01234567));
850 
851         const v128_t vi23x01234567 = wasm_u16x8_load8x8(i23);
852         const v128_t vk23x01234567 = wasm_u16x8_load8x8((const void*) (k + 368));
853         vsumx01234567 = wasm_i16x8_add(vsumx01234567, vi23x01234567);
854         i23 += 8;
855 
856         vprod01234567 = wasm_i16x8_mul(vi23x01234567, vk23x01234567);
857 
858         vacc0123 = wasm_i32x4_add(vacc0123, wasm_u32x4_extend_low_u16x8(vprod01234567));
859         vacc4567 = wasm_i32x4_add(vacc4567, wasm_u32x4_extend_high_u16x8(vprod01234567));
860 
861         const v128_t vi24x01234567 = wasm_u16x8_load8x8(i24);
862         const v128_t vk24x01234567 = wasm_u16x8_load8x8((const void*) (k + 384));
863         vsumx01234567 = wasm_i16x8_add(vsumx01234567, vi24x01234567);
864         i24 += 8;
865 
866         vprod01234567 = wasm_i16x8_mul(vi24x01234567, vk24x01234567);
867 
868         vacc0123 = wasm_i32x4_add(vacc0123, wasm_u32x4_extend_low_u16x8(vprod01234567));
869         vacc4567 = wasm_i32x4_add(vacc4567, wasm_u32x4_extend_high_u16x8(vprod01234567));
870 
871         k += 8;
872 
873       vacc0123 = wasm_i32x4_sub(vacc0123, wasm_i32x4_mul(wasm_u32x4_extend_low_u16x8(vsumx01234567), vkernel_zero_point));
874       vacc4567 = wasm_i32x4_sub(vacc4567, wasm_i32x4_mul(wasm_u32x4_extend_high_u16x8(vsumx01234567), vkernel_zero_point));
875 
876       vacc0123 = wasm_f32x4_convert_i32x4(vacc0123);
877       vacc4567 = wasm_f32x4_convert_i32x4(vacc4567);
878 
879       const v128_t vscale = wasm_v128_load64_splat(params->fp32_wasmsimd.scale);
880       vacc0123 = wasm_f32x4_mul(vacc0123, vscale);
881       vacc4567 = wasm_f32x4_mul(vacc4567, vscale);
882 
883       const v128_t vmagic_bias = wasm_v128_load64_splat(params->fp32_wasmsimd.magic_bias);
884       vacc0123 = wasm_f32x4_add(vacc0123, vmagic_bias);
885       vacc4567 = wasm_f32x4_add(vacc4567, vmagic_bias);
886 
887       const v128_t vmagic_min = wasm_v128_load64_splat(params->fp32_wasmsimd.magic_min);
888       vacc0123 = wasm_i32x4_max(vacc0123, vmagic_min);
889       vacc4567 = wasm_i32x4_max(vacc4567, vmagic_min);
890 
891       const v128_t vmagic_bias_less_output_zero_point = wasm_v128_load64_splat(params->fp32_wasmsimd.magic_bias_less_output_zero_point);
892       vacc0123 = wasm_i32x4_sub(vacc0123, vmagic_bias_less_output_zero_point);
893       vacc4567 = wasm_i32x4_sub(vacc4567, vmagic_bias_less_output_zero_point);
894 
895       v128_t vout01234567 = wasm_i16x8_narrow_i32x4(vacc0123, vacc4567);
896       v128_t vout0123456701234567 = wasm_u8x16_narrow_i16x8(vout01234567, vout01234567);
897 
898       const v128_t voutput_max = wasm_v128_load64_splat(params->fp32_wasmsimd.output_max);
899       vout0123456701234567 = wasm_u8x16_min(vout0123456701234567, voutput_max);
900 
901       w = (const void*) ((uintptr_t) w + 8 * sizeof(int32_t));
902 
903       if XNN_LIKELY(c >= 8) {
904         *((double*) output) = wasm_f64x2_extract_lane(vout0123456701234567, 0);
905         output += 8;
906         c -= 8;
907       } else {
908         if (c & 4) {
909           *((float*) output) = wasm_f32x4_extract_lane(vout0123456701234567, 0);
910           vout0123456701234567 = wasm_u64x2_shr(vout0123456701234567, 32);
911           output += 4;
912         }
913         uint32_t vout0123 = wasm_i32x4_extract_lane(vout0123456701234567, 0);
914         if (c & 2) {
915           *((uint16_t*) output) = (uint16_t) vout0123;
916           vout0123 >>= 16;
917           output += 2;
918         }
919         if (c & 1) {
920           *output = (uint8_t) vout0123;
921           output += 1;
922         }
923         c = 0;
924       }
925       } while (c != 0);
926     }
927 
928     output = (uint8_t*) ((uintptr_t) output + output_increment);
929   } while (--output_width != 0);
930 }
931