xref: /aosp_15_r20/external/XNNPACK/src/qu8-dwconv/gen/up8x9-minmax-fp32-sse2-mul16.c (revision 4bdc94577ba0e567308109d787f7fec7b531ce36)
1 // Auto-generated file. Do not edit!
2 //   Template: src/qs8-dwconv/unipass-sse-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 <emmintrin.h>
13 
14 #include <xnnpack/dwconv.h>
15 #include <xnnpack/unaligned.h>
16 
17 
xnn_qu8_dwconv_minmax_fp32_ukernel_up8x9__sse2_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)])18 void xnn_qu8_dwconv_minmax_fp32_ukernel_up8x9__sse2_mul16(
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)]) XNN_OOB_READS
29 {
30   assert(channels != 0);
31   assert(output_width != 0);
32 
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     input = (const uint8_t**) ((uintptr_t) input + input_stride);
80 
81     size_t c = channels;
82     const void* w = weights;
83     const __m128i vk_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse2.kernel_zero_point);
84     for (; c >= 8; c -= 8) {
85       __m128i vacc0123 = _mm_loadu_si128((const __m128i*) w);
86       __m128i vacc4567 = _mm_loadu_si128((const __m128i*) ((const int32_t*) w + 4));
87 
88 
89       const __m128i vi0x01234567 = _mm_loadl_epi64((const __m128i*) i0);
90       const __m128i vk0x01234567 = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 8 * sizeof(int32_t) + 0 * sizeof(uint8_t)));
91       i0 += 8;
92 
93       const __m128i vzero = _mm_setzero_si128();
94       const __m128i vxi0x01234567 = _mm_unpacklo_epi8(vi0x01234567, vzero);
95       const __m128i vxk0x01234567 = _mm_sub_epi16(_mm_unpacklo_epi8(vk0x01234567, vzero), vk_zero_point);
96 
97       const __m128i vprod0x01234567lo = _mm_mullo_epi16(vxi0x01234567, vxk0x01234567);
98       const __m128i vprod0x01234567hi = _mm_mulhi_epi16(vxi0x01234567, vxk0x01234567);
99 
100       vacc0123 = _mm_add_epi32(vacc0123, _mm_unpacklo_epi16(vprod0x01234567lo, vprod0x01234567hi));
101       vacc4567 = _mm_add_epi32(vacc4567, _mm_unpackhi_epi16(vprod0x01234567lo, vprod0x01234567hi));
102 
103       const __m128i vi1x01234567 = _mm_loadl_epi64((const __m128i*) i1);
104       const __m128i vk1x01234567 = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 8 * sizeof(int32_t) + 8 * sizeof(uint8_t)));
105       i1 += 8;
106 
107       const __m128i vxi1x01234567 = _mm_unpacklo_epi8(vi1x01234567, vzero);
108       const __m128i vxk1x01234567 = _mm_sub_epi16(_mm_unpacklo_epi8(vk1x01234567, vzero), vk_zero_point);
109 
110       const __m128i vprod1x01234567lo = _mm_mullo_epi16(vxi1x01234567, vxk1x01234567);
111       const __m128i vprod1x01234567hi = _mm_mulhi_epi16(vxi1x01234567, vxk1x01234567);
112 
113       vacc0123 = _mm_add_epi32(vacc0123, _mm_unpacklo_epi16(vprod1x01234567lo, vprod1x01234567hi));
114       vacc4567 = _mm_add_epi32(vacc4567, _mm_unpackhi_epi16(vprod1x01234567lo, vprod1x01234567hi));
115 
116       const __m128i vi2x01234567 = _mm_loadl_epi64((const __m128i*) i2);
117       const __m128i vk2x01234567 = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 8 * sizeof(int32_t) + 16 * sizeof(uint8_t)));
118       i2 += 8;
119 
120       const __m128i vxi2x01234567 = _mm_unpacklo_epi8(vi2x01234567, vzero);
121       const __m128i vxk2x01234567 = _mm_sub_epi16(_mm_unpacklo_epi8(vk2x01234567, vzero), vk_zero_point);
122 
123       const __m128i vprod2x01234567lo = _mm_mullo_epi16(vxi2x01234567, vxk2x01234567);
124       const __m128i vprod2x01234567hi = _mm_mulhi_epi16(vxi2x01234567, vxk2x01234567);
125 
126       vacc0123 = _mm_add_epi32(vacc0123, _mm_unpacklo_epi16(vprod2x01234567lo, vprod2x01234567hi));
127       vacc4567 = _mm_add_epi32(vacc4567, _mm_unpackhi_epi16(vprod2x01234567lo, vprod2x01234567hi));
128 
129       const __m128i vi3x01234567 = _mm_loadl_epi64((const __m128i*) i3);
130       const __m128i vk3x01234567 = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 8 * sizeof(int32_t) + 24 * sizeof(uint8_t)));
131       i3 += 8;
132 
133       const __m128i vxi3x01234567 = _mm_unpacklo_epi8(vi3x01234567, vzero);
134       const __m128i vxk3x01234567 = _mm_sub_epi16(_mm_unpacklo_epi8(vk3x01234567, vzero), vk_zero_point);
135 
136       const __m128i vprod3x01234567lo = _mm_mullo_epi16(vxi3x01234567, vxk3x01234567);
137       const __m128i vprod3x01234567hi = _mm_mulhi_epi16(vxi3x01234567, vxk3x01234567);
138 
139       vacc0123 = _mm_add_epi32(vacc0123, _mm_unpacklo_epi16(vprod3x01234567lo, vprod3x01234567hi));
140       vacc4567 = _mm_add_epi32(vacc4567, _mm_unpackhi_epi16(vprod3x01234567lo, vprod3x01234567hi));
141 
142       const __m128i vi4x01234567 = _mm_loadl_epi64((const __m128i*) i4);
143       const __m128i vk4x01234567 = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 8 * sizeof(int32_t) + 32 * sizeof(uint8_t)));
144       i4 += 8;
145 
146       const __m128i vxi4x01234567 = _mm_unpacklo_epi8(vi4x01234567, vzero);
147       const __m128i vxk4x01234567 = _mm_sub_epi16(_mm_unpacklo_epi8(vk4x01234567, vzero), vk_zero_point);
148 
149       const __m128i vprod4x01234567lo = _mm_mullo_epi16(vxi4x01234567, vxk4x01234567);
150       const __m128i vprod4x01234567hi = _mm_mulhi_epi16(vxi4x01234567, vxk4x01234567);
151 
152       vacc0123 = _mm_add_epi32(vacc0123, _mm_unpacklo_epi16(vprod4x01234567lo, vprod4x01234567hi));
153       vacc4567 = _mm_add_epi32(vacc4567, _mm_unpackhi_epi16(vprod4x01234567lo, vprod4x01234567hi));
154 
155       const __m128i vi5x01234567 = _mm_loadl_epi64((const __m128i*) i5);
156       const __m128i vk5x01234567 = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 8 * sizeof(int32_t) + 40 * sizeof(uint8_t)));
157       i5 += 8;
158 
159       const __m128i vxi5x01234567 = _mm_unpacklo_epi8(vi5x01234567, vzero);
160       const __m128i vxk5x01234567 = _mm_sub_epi16(_mm_unpacklo_epi8(vk5x01234567, vzero), vk_zero_point);
161 
162       const __m128i vprod5x01234567lo = _mm_mullo_epi16(vxi5x01234567, vxk5x01234567);
163       const __m128i vprod5x01234567hi = _mm_mulhi_epi16(vxi5x01234567, vxk5x01234567);
164 
165       vacc0123 = _mm_add_epi32(vacc0123, _mm_unpacklo_epi16(vprod5x01234567lo, vprod5x01234567hi));
166       vacc4567 = _mm_add_epi32(vacc4567, _mm_unpackhi_epi16(vprod5x01234567lo, vprod5x01234567hi));
167 
168       const __m128i vi6x01234567 = _mm_loadl_epi64((const __m128i*) i6);
169       const __m128i vk6x01234567 = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 8 * sizeof(int32_t) + 48 * sizeof(uint8_t)));
170       i6 += 8;
171 
172       const __m128i vxi6x01234567 = _mm_unpacklo_epi8(vi6x01234567, vzero);
173       const __m128i vxk6x01234567 = _mm_sub_epi16(_mm_unpacklo_epi8(vk6x01234567, vzero), vk_zero_point);
174 
175       const __m128i vprod6x01234567lo = _mm_mullo_epi16(vxi6x01234567, vxk6x01234567);
176       const __m128i vprod6x01234567hi = _mm_mulhi_epi16(vxi6x01234567, vxk6x01234567);
177 
178       vacc0123 = _mm_add_epi32(vacc0123, _mm_unpacklo_epi16(vprod6x01234567lo, vprod6x01234567hi));
179       vacc4567 = _mm_add_epi32(vacc4567, _mm_unpackhi_epi16(vprod6x01234567lo, vprod6x01234567hi));
180 
181       const __m128i vi7x01234567 = _mm_loadl_epi64((const __m128i*) i7);
182       const __m128i vk7x01234567 = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 8 * sizeof(int32_t) + 56 * sizeof(uint8_t)));
183       i7 += 8;
184 
185       const __m128i vxi7x01234567 = _mm_unpacklo_epi8(vi7x01234567, vzero);
186       const __m128i vxk7x01234567 = _mm_sub_epi16(_mm_unpacklo_epi8(vk7x01234567, vzero), vk_zero_point);
187 
188       const __m128i vprod7x01234567lo = _mm_mullo_epi16(vxi7x01234567, vxk7x01234567);
189       const __m128i vprod7x01234567hi = _mm_mulhi_epi16(vxi7x01234567, vxk7x01234567);
190 
191       vacc0123 = _mm_add_epi32(vacc0123, _mm_unpacklo_epi16(vprod7x01234567lo, vprod7x01234567hi));
192       vacc4567 = _mm_add_epi32(vacc4567, _mm_unpackhi_epi16(vprod7x01234567lo, vprod7x01234567hi));
193 
194       const __m128i vi8x01234567 = _mm_loadl_epi64((const __m128i*) i8);
195       const __m128i vk8x01234567 = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 8 * sizeof(int32_t) + 64 * sizeof(uint8_t)));
196       i8 += 8;
197 
198       const __m128i vxi8x01234567 = _mm_unpacklo_epi8(vi8x01234567, vzero);
199       const __m128i vxk8x01234567 = _mm_sub_epi16(_mm_unpacklo_epi8(vk8x01234567, vzero), vk_zero_point);
200 
201       const __m128i vprod8x01234567lo = _mm_mullo_epi16(vxi8x01234567, vxk8x01234567);
202       const __m128i vprod8x01234567hi = _mm_mulhi_epi16(vxi8x01234567, vxk8x01234567);
203 
204       vacc0123 = _mm_add_epi32(vacc0123, _mm_unpacklo_epi16(vprod8x01234567lo, vprod8x01234567hi));
205       vacc4567 = _mm_add_epi32(vacc4567, _mm_unpackhi_epi16(vprod8x01234567lo, vprod8x01234567hi));
206 
207       w = (const void*) ((uintptr_t) w + 8 * sizeof(int32_t) + 72 * sizeof(uint8_t));
208 
209       __m128 vscaled0123 = _mm_cvtepi32_ps(vacc0123);
210       __m128 vscaled4567 = _mm_cvtepi32_ps(vacc4567);
211 
212       const __m128 vscale = _mm_load_ps(params->fp32_sse2.scale);
213       vscaled0123 = _mm_mul_ps(vscaled0123, vscale);
214       vscaled4567 = _mm_mul_ps(vscaled4567, vscale);
215 
216       const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse2.output_max_less_zero_point);
217       vscaled0123 = _mm_min_ps(vscaled0123, voutput_max_less_zero_point);
218       vscaled4567 = _mm_min_ps(vscaled4567, voutput_max_less_zero_point);
219 
220       vacc0123 = _mm_cvtps_epi32(vscaled0123);
221       vacc4567 = _mm_cvtps_epi32(vscaled4567);
222 
223       const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse2.output_zero_point);
224       __m128i vout01234567 = _mm_adds_epi16(_mm_packs_epi32(vacc0123, vacc4567), voutput_zero_point);
225 
226       __m128i vout0123456701234567 = _mm_packus_epi16(vout01234567, vout01234567);
227 
228       const __m128i voutput_min = _mm_load_si128((const __m128i*) params->fp32_sse2.output_min);
229       vout0123456701234567 = _mm_max_epu8(vout0123456701234567, voutput_min);
230 
231       _mm_storel_epi64((__m128i*) output, vout0123456701234567);
232       output += 8;
233     }
234     if XNN_UNLIKELY(c != 0) {
235       {
236         __m128i vacc0123 = _mm_loadu_si128((const __m128i*) w);
237         __m128i vacc4567 = _mm_loadu_si128((const __m128i*) ((const int32_t*) w + 4));
238 
239 
240         const __m128i vi0x01234567 = _mm_loadl_epi64((const __m128i*) i0);
241         const __m128i vk0x01234567 = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 8 * sizeof(int32_t) + 0 * sizeof(uint8_t)));
242 
243         const __m128i vzero = _mm_setzero_si128();
244         const __m128i vxi0x01234567 = _mm_unpacklo_epi8(vi0x01234567, vzero);
245         const __m128i vxk0x01234567 = _mm_sub_epi16(_mm_unpacklo_epi8(vk0x01234567, vzero), vk_zero_point);
246 
247         const __m128i vprod0x01234567lo = _mm_mullo_epi16(vxi0x01234567, vxk0x01234567);
248         const __m128i vprod0x01234567hi = _mm_mulhi_epi16(vxi0x01234567, vxk0x01234567);
249 
250         vacc0123 = _mm_add_epi32(vacc0123, _mm_unpacklo_epi16(vprod0x01234567lo, vprod0x01234567hi));
251         vacc4567 = _mm_add_epi32(vacc4567, _mm_unpackhi_epi16(vprod0x01234567lo, vprod0x01234567hi));
252 
253         const __m128i vi1x01234567 = _mm_loadl_epi64((const __m128i*) i1);
254         const __m128i vk1x01234567 = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 8 * sizeof(int32_t) + 8 * sizeof(uint8_t)));
255 
256         const __m128i vxi1x01234567 = _mm_unpacklo_epi8(vi1x01234567, vzero);
257         const __m128i vxk1x01234567 = _mm_sub_epi16(_mm_unpacklo_epi8(vk1x01234567, vzero), vk_zero_point);
258 
259         const __m128i vprod1x01234567lo = _mm_mullo_epi16(vxi1x01234567, vxk1x01234567);
260         const __m128i vprod1x01234567hi = _mm_mulhi_epi16(vxi1x01234567, vxk1x01234567);
261 
262         vacc0123 = _mm_add_epi32(vacc0123, _mm_unpacklo_epi16(vprod1x01234567lo, vprod1x01234567hi));
263         vacc4567 = _mm_add_epi32(vacc4567, _mm_unpackhi_epi16(vprod1x01234567lo, vprod1x01234567hi));
264 
265         const __m128i vi2x01234567 = _mm_loadl_epi64((const __m128i*) i2);
266         const __m128i vk2x01234567 = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 8 * sizeof(int32_t) + 16 * sizeof(uint8_t)));
267 
268         const __m128i vxi2x01234567 = _mm_unpacklo_epi8(vi2x01234567, vzero);
269         const __m128i vxk2x01234567 = _mm_sub_epi16(_mm_unpacklo_epi8(vk2x01234567, vzero), vk_zero_point);
270 
271         const __m128i vprod2x01234567lo = _mm_mullo_epi16(vxi2x01234567, vxk2x01234567);
272         const __m128i vprod2x01234567hi = _mm_mulhi_epi16(vxi2x01234567, vxk2x01234567);
273 
274         vacc0123 = _mm_add_epi32(vacc0123, _mm_unpacklo_epi16(vprod2x01234567lo, vprod2x01234567hi));
275         vacc4567 = _mm_add_epi32(vacc4567, _mm_unpackhi_epi16(vprod2x01234567lo, vprod2x01234567hi));
276 
277         const __m128i vi3x01234567 = _mm_loadl_epi64((const __m128i*) i3);
278         const __m128i vk3x01234567 = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 8 * sizeof(int32_t) + 24 * sizeof(uint8_t)));
279 
280         const __m128i vxi3x01234567 = _mm_unpacklo_epi8(vi3x01234567, vzero);
281         const __m128i vxk3x01234567 = _mm_sub_epi16(_mm_unpacklo_epi8(vk3x01234567, vzero), vk_zero_point);
282 
283         const __m128i vprod3x01234567lo = _mm_mullo_epi16(vxi3x01234567, vxk3x01234567);
284         const __m128i vprod3x01234567hi = _mm_mulhi_epi16(vxi3x01234567, vxk3x01234567);
285 
286         vacc0123 = _mm_add_epi32(vacc0123, _mm_unpacklo_epi16(vprod3x01234567lo, vprod3x01234567hi));
287         vacc4567 = _mm_add_epi32(vacc4567, _mm_unpackhi_epi16(vprod3x01234567lo, vprod3x01234567hi));
288 
289         const __m128i vi4x01234567 = _mm_loadl_epi64((const __m128i*) i4);
290         const __m128i vk4x01234567 = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 8 * sizeof(int32_t) + 32 * sizeof(uint8_t)));
291 
292         const __m128i vxi4x01234567 = _mm_unpacklo_epi8(vi4x01234567, vzero);
293         const __m128i vxk4x01234567 = _mm_sub_epi16(_mm_unpacklo_epi8(vk4x01234567, vzero), vk_zero_point);
294 
295         const __m128i vprod4x01234567lo = _mm_mullo_epi16(vxi4x01234567, vxk4x01234567);
296         const __m128i vprod4x01234567hi = _mm_mulhi_epi16(vxi4x01234567, vxk4x01234567);
297 
298         vacc0123 = _mm_add_epi32(vacc0123, _mm_unpacklo_epi16(vprod4x01234567lo, vprod4x01234567hi));
299         vacc4567 = _mm_add_epi32(vacc4567, _mm_unpackhi_epi16(vprod4x01234567lo, vprod4x01234567hi));
300 
301         const __m128i vi5x01234567 = _mm_loadl_epi64((const __m128i*) i5);
302         const __m128i vk5x01234567 = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 8 * sizeof(int32_t) + 40 * sizeof(uint8_t)));
303 
304         const __m128i vxi5x01234567 = _mm_unpacklo_epi8(vi5x01234567, vzero);
305         const __m128i vxk5x01234567 = _mm_sub_epi16(_mm_unpacklo_epi8(vk5x01234567, vzero), vk_zero_point);
306 
307         const __m128i vprod5x01234567lo = _mm_mullo_epi16(vxi5x01234567, vxk5x01234567);
308         const __m128i vprod5x01234567hi = _mm_mulhi_epi16(vxi5x01234567, vxk5x01234567);
309 
310         vacc0123 = _mm_add_epi32(vacc0123, _mm_unpacklo_epi16(vprod5x01234567lo, vprod5x01234567hi));
311         vacc4567 = _mm_add_epi32(vacc4567, _mm_unpackhi_epi16(vprod5x01234567lo, vprod5x01234567hi));
312 
313         const __m128i vi6x01234567 = _mm_loadl_epi64((const __m128i*) i6);
314         const __m128i vk6x01234567 = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 8 * sizeof(int32_t) + 48 * sizeof(uint8_t)));
315 
316         const __m128i vxi6x01234567 = _mm_unpacklo_epi8(vi6x01234567, vzero);
317         const __m128i vxk6x01234567 = _mm_sub_epi16(_mm_unpacklo_epi8(vk6x01234567, vzero), vk_zero_point);
318 
319         const __m128i vprod6x01234567lo = _mm_mullo_epi16(vxi6x01234567, vxk6x01234567);
320         const __m128i vprod6x01234567hi = _mm_mulhi_epi16(vxi6x01234567, vxk6x01234567);
321 
322         vacc0123 = _mm_add_epi32(vacc0123, _mm_unpacklo_epi16(vprod6x01234567lo, vprod6x01234567hi));
323         vacc4567 = _mm_add_epi32(vacc4567, _mm_unpackhi_epi16(vprod6x01234567lo, vprod6x01234567hi));
324 
325         const __m128i vi7x01234567 = _mm_loadl_epi64((const __m128i*) i7);
326         const __m128i vk7x01234567 = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 8 * sizeof(int32_t) + 56 * sizeof(uint8_t)));
327 
328         const __m128i vxi7x01234567 = _mm_unpacklo_epi8(vi7x01234567, vzero);
329         const __m128i vxk7x01234567 = _mm_sub_epi16(_mm_unpacklo_epi8(vk7x01234567, vzero), vk_zero_point);
330 
331         const __m128i vprod7x01234567lo = _mm_mullo_epi16(vxi7x01234567, vxk7x01234567);
332         const __m128i vprod7x01234567hi = _mm_mulhi_epi16(vxi7x01234567, vxk7x01234567);
333 
334         vacc0123 = _mm_add_epi32(vacc0123, _mm_unpacklo_epi16(vprod7x01234567lo, vprod7x01234567hi));
335         vacc4567 = _mm_add_epi32(vacc4567, _mm_unpackhi_epi16(vprod7x01234567lo, vprod7x01234567hi));
336 
337         const __m128i vi8x01234567 = _mm_loadl_epi64((const __m128i*) i8);
338         const __m128i vk8x01234567 = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 8 * sizeof(int32_t) + 64 * sizeof(uint8_t)));
339 
340         const __m128i vxi8x01234567 = _mm_unpacklo_epi8(vi8x01234567, vzero);
341         const __m128i vxk8x01234567 = _mm_sub_epi16(_mm_unpacklo_epi8(vk8x01234567, vzero), vk_zero_point);
342 
343         const __m128i vprod8x01234567lo = _mm_mullo_epi16(vxi8x01234567, vxk8x01234567);
344         const __m128i vprod8x01234567hi = _mm_mulhi_epi16(vxi8x01234567, vxk8x01234567);
345 
346         vacc0123 = _mm_add_epi32(vacc0123, _mm_unpacklo_epi16(vprod8x01234567lo, vprod8x01234567hi));
347         vacc4567 = _mm_add_epi32(vacc4567, _mm_unpackhi_epi16(vprod8x01234567lo, vprod8x01234567hi));
348 
349 
350         __m128 vscaled0123 = _mm_cvtepi32_ps(vacc0123);
351         __m128 vscaled4567 = _mm_cvtepi32_ps(vacc4567);
352 
353         const __m128 vscale = _mm_load_ps(params->fp32_sse2.scale);
354         vscaled0123 = _mm_mul_ps(vscaled0123, vscale);
355         vscaled4567 = _mm_mul_ps(vscaled4567, vscale);
356 
357         const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse2.output_max_less_zero_point);
358         vscaled0123 = _mm_min_ps(vscaled0123, voutput_max_less_zero_point);
359         vscaled4567 = _mm_min_ps(vscaled4567, voutput_max_less_zero_point);
360 
361         vacc0123 = _mm_cvtps_epi32(vscaled0123);
362         vacc4567 = _mm_cvtps_epi32(vscaled4567);
363 
364 
365         const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse2.output_zero_point);
366         __m128i vout01234567 = _mm_adds_epi16(_mm_packs_epi32(vacc0123, vacc4567), voutput_zero_point);
367 
368         __m128i vout0123456701234567 = _mm_packus_epi16(vout01234567, vout01234567);
369 
370         vout0123456701234567 = _mm_max_epu8(vout0123456701234567, _mm_load_si128((const __m128i*) params->fp32_sse2.output_min));
371 
372         if (c & 4) {
373           unaligned_store_u32(output, (uint32_t) _mm_cvtsi128_si32(vout0123456701234567));
374           vout0123456701234567 = _mm_srli_epi64(vout0123456701234567, 32);
375           output += 4;
376         }
377         if (c & 2) {
378           unaligned_store_u16(output, (uint16_t) _mm_extract_epi16(vout0123456701234567, 0));
379           vout0123456701234567 = _mm_srli_epi32(vout0123456701234567, 16);
380           output += 2;
381         }
382         if (c & 1) {
383           *output = (uint8_t) _mm_cvtsi128_si32(vout0123456701234567);
384           output += 1;
385         }
386       }
387     }
388 
389     output = (uint8_t*) ((uintptr_t) output + output_increment);
390   } while (--output_width != 0);
391 }
392