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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 
16 
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)])17 void xnn_qu8_dwconv_minmax_fp32_ukernel_up8x9__sse2_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   do {
33     const uint8_t* i0 = input[0];
34     assert(i0 != NULL);
35     if XNN_UNPREDICTABLE(i0 != zero) {
36       i0 = (const uint8_t*) ((uintptr_t) i0 + input_offset);
37     }
38     const uint8_t* i1 = input[1];
39     assert(i1 != NULL);
40     if XNN_UNPREDICTABLE(i1 != zero) {
41       i1 = (const uint8_t*) ((uintptr_t) i1 + input_offset);
42     }
43     const uint8_t* i2 = input[2];
44     assert(i2 != NULL);
45     if XNN_UNPREDICTABLE(i2 != zero) {
46       i2 = (const uint8_t*) ((uintptr_t) i2 + input_offset);
47     }
48     const uint8_t* i3 = input[3];
49     assert(i3 != NULL);
50     if XNN_UNPREDICTABLE(i3 != zero) {
51       i3 = (const uint8_t*) ((uintptr_t) i3 + input_offset);
52     }
53     const uint8_t* i4 = input[4];
54     assert(i4 != NULL);
55     if XNN_UNPREDICTABLE(i4 != zero) {
56       i4 = (const uint8_t*) ((uintptr_t) i4 + input_offset);
57     }
58     const uint8_t* i5 = input[5];
59     assert(i5 != NULL);
60     if XNN_UNPREDICTABLE(i5 != zero) {
61       i5 = (const uint8_t*) ((uintptr_t) i5 + input_offset);
62     }
63     const uint8_t* i6 = input[6];
64     assert(i6 != NULL);
65     if XNN_UNPREDICTABLE(i6 != zero) {
66       i6 = (const uint8_t*) ((uintptr_t) i6 + input_offset);
67     }
68     const uint8_t* i7 = input[7];
69     assert(i7 != NULL);
70     if XNN_UNPREDICTABLE(i7 != zero) {
71       i7 = (const uint8_t*) ((uintptr_t) i7 + input_offset);
72     }
73     const uint8_t* i8 = input[8];
74     assert(i8 != NULL);
75     if XNN_UNPREDICTABLE(i8 != zero) {
76       i8 = (const uint8_t*) ((uintptr_t) i8 + input_offset);
77     }
78     input = (const uint8_t**) ((uintptr_t) input + input_stride);
79 
80     size_t c = channels;
81     const void* w = weights;
82     const __m128i vk_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse2.kernel_zero_point);
83     for (; c >= 8; c -= 8) {
84       __m128i vacc0123 = _mm_loadu_si128((const __m128i*) w);
85       __m128i vacc4567 = _mm_loadu_si128((const __m128i*) ((const int32_t*) w + 4));
86 
87 
88       const __m128i vi0x01234567 = _mm_loadl_epi64((const __m128i*) i0);
89       const __m128i vk0x01234567 = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 8 * sizeof(int32_t) + 0 * sizeof(uint8_t)));
90       i0 += 8;
91 
92       const __m128i vzero = _mm_setzero_si128();
93       const __m128i vxi0x01234567 = _mm_unpacklo_epi8(vi0x01234567, vzero);
94       const __m128i vxk0x01234567 = _mm_sub_epi16(_mm_unpacklo_epi8(vk0x01234567, vzero), vk_zero_point);
95 
96       const __m128i vprod0x01234567lo = _mm_mullo_epi16(vxi0x01234567, vxk0x01234567);
97       const __m128i vprod0x01234567hi = _mm_mulhi_epi16(vxi0x01234567, vxk0x01234567);
98 
99       vacc0123 = _mm_add_epi32(vacc0123, _mm_unpacklo_epi16(vprod0x01234567lo, vprod0x01234567hi));
100       vacc4567 = _mm_add_epi32(vacc4567, _mm_unpackhi_epi16(vprod0x01234567lo, vprod0x01234567hi));
101 
102       const __m128i vi1x01234567 = _mm_loadl_epi64((const __m128i*) i1);
103       const __m128i vk1x01234567 = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 8 * sizeof(int32_t) + 8 * sizeof(uint8_t)));
104       i1 += 8;
105 
106       const __m128i vxi1x01234567 = _mm_unpacklo_epi8(vi1x01234567, vzero);
107       const __m128i vxk1x01234567 = _mm_sub_epi16(_mm_unpacklo_epi8(vk1x01234567, vzero), vk_zero_point);
108 
109       const __m128i vprod1x01234567lo = _mm_mullo_epi16(vxi1x01234567, vxk1x01234567);
110       const __m128i vprod1x01234567hi = _mm_mulhi_epi16(vxi1x01234567, vxk1x01234567);
111 
112       vacc0123 = _mm_add_epi32(vacc0123, _mm_unpacklo_epi16(vprod1x01234567lo, vprod1x01234567hi));
113       vacc4567 = _mm_add_epi32(vacc4567, _mm_unpackhi_epi16(vprod1x01234567lo, vprod1x01234567hi));
114 
115       const __m128i vi2x01234567 = _mm_loadl_epi64((const __m128i*) i2);
116       const __m128i vk2x01234567 = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 8 * sizeof(int32_t) + 16 * sizeof(uint8_t)));
117       i2 += 8;
118 
119       const __m128i vxi2x01234567 = _mm_unpacklo_epi8(vi2x01234567, vzero);
120       const __m128i vxk2x01234567 = _mm_sub_epi16(_mm_unpacklo_epi8(vk2x01234567, vzero), vk_zero_point);
121 
122       const __m128i vprod2x01234567lo = _mm_mullo_epi16(vxi2x01234567, vxk2x01234567);
123       const __m128i vprod2x01234567hi = _mm_mulhi_epi16(vxi2x01234567, vxk2x01234567);
124 
125       vacc0123 = _mm_add_epi32(vacc0123, _mm_unpacklo_epi16(vprod2x01234567lo, vprod2x01234567hi));
126       vacc4567 = _mm_add_epi32(vacc4567, _mm_unpackhi_epi16(vprod2x01234567lo, vprod2x01234567hi));
127 
128       const __m128i vi3x01234567 = _mm_loadl_epi64((const __m128i*) i3);
129       const __m128i vk3x01234567 = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 8 * sizeof(int32_t) + 24 * sizeof(uint8_t)));
130       i3 += 8;
131 
132       const __m128i vxi3x01234567 = _mm_unpacklo_epi8(vi3x01234567, vzero);
133       const __m128i vxk3x01234567 = _mm_sub_epi16(_mm_unpacklo_epi8(vk3x01234567, vzero), vk_zero_point);
134 
135       const __m128i vprod3x01234567lo = _mm_mullo_epi16(vxi3x01234567, vxk3x01234567);
136       const __m128i vprod3x01234567hi = _mm_mulhi_epi16(vxi3x01234567, vxk3x01234567);
137 
138       vacc0123 = _mm_add_epi32(vacc0123, _mm_unpacklo_epi16(vprod3x01234567lo, vprod3x01234567hi));
139       vacc4567 = _mm_add_epi32(vacc4567, _mm_unpackhi_epi16(vprod3x01234567lo, vprod3x01234567hi));
140 
141       const __m128i vi4x01234567 = _mm_loadl_epi64((const __m128i*) i4);
142       const __m128i vk4x01234567 = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 8 * sizeof(int32_t) + 32 * sizeof(uint8_t)));
143       i4 += 8;
144 
145       const __m128i vxi4x01234567 = _mm_unpacklo_epi8(vi4x01234567, vzero);
146       const __m128i vxk4x01234567 = _mm_sub_epi16(_mm_unpacklo_epi8(vk4x01234567, vzero), vk_zero_point);
147 
148       const __m128i vprod4x01234567lo = _mm_mullo_epi16(vxi4x01234567, vxk4x01234567);
149       const __m128i vprod4x01234567hi = _mm_mulhi_epi16(vxi4x01234567, vxk4x01234567);
150 
151       vacc0123 = _mm_add_epi32(vacc0123, _mm_unpacklo_epi16(vprod4x01234567lo, vprod4x01234567hi));
152       vacc4567 = _mm_add_epi32(vacc4567, _mm_unpackhi_epi16(vprod4x01234567lo, vprod4x01234567hi));
153 
154       const __m128i vi5x01234567 = _mm_loadl_epi64((const __m128i*) i5);
155       const __m128i vk5x01234567 = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 8 * sizeof(int32_t) + 40 * sizeof(uint8_t)));
156       i5 += 8;
157 
158       const __m128i vxi5x01234567 = _mm_unpacklo_epi8(vi5x01234567, vzero);
159       const __m128i vxk5x01234567 = _mm_sub_epi16(_mm_unpacklo_epi8(vk5x01234567, vzero), vk_zero_point);
160 
161       const __m128i vprod5x01234567lo = _mm_mullo_epi16(vxi5x01234567, vxk5x01234567);
162       const __m128i vprod5x01234567hi = _mm_mulhi_epi16(vxi5x01234567, vxk5x01234567);
163 
164       vacc0123 = _mm_add_epi32(vacc0123, _mm_unpacklo_epi16(vprod5x01234567lo, vprod5x01234567hi));
165       vacc4567 = _mm_add_epi32(vacc4567, _mm_unpackhi_epi16(vprod5x01234567lo, vprod5x01234567hi));
166 
167       const __m128i vi6x01234567 = _mm_loadl_epi64((const __m128i*) i6);
168       const __m128i vk6x01234567 = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 8 * sizeof(int32_t) + 48 * sizeof(uint8_t)));
169       i6 += 8;
170 
171       const __m128i vxi6x01234567 = _mm_unpacklo_epi8(vi6x01234567, vzero);
172       const __m128i vxk6x01234567 = _mm_sub_epi16(_mm_unpacklo_epi8(vk6x01234567, vzero), vk_zero_point);
173 
174       const __m128i vprod6x01234567lo = _mm_mullo_epi16(vxi6x01234567, vxk6x01234567);
175       const __m128i vprod6x01234567hi = _mm_mulhi_epi16(vxi6x01234567, vxk6x01234567);
176 
177       vacc0123 = _mm_add_epi32(vacc0123, _mm_unpacklo_epi16(vprod6x01234567lo, vprod6x01234567hi));
178       vacc4567 = _mm_add_epi32(vacc4567, _mm_unpackhi_epi16(vprod6x01234567lo, vprod6x01234567hi));
179 
180       const __m128i vi7x01234567 = _mm_loadl_epi64((const __m128i*) i7);
181       const __m128i vk7x01234567 = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 8 * sizeof(int32_t) + 56 * sizeof(uint8_t)));
182       i7 += 8;
183 
184       const __m128i vxi7x01234567 = _mm_unpacklo_epi8(vi7x01234567, vzero);
185       const __m128i vxk7x01234567 = _mm_sub_epi16(_mm_unpacklo_epi8(vk7x01234567, vzero), vk_zero_point);
186 
187       const __m128i vprod7x01234567lo = _mm_mullo_epi16(vxi7x01234567, vxk7x01234567);
188       const __m128i vprod7x01234567hi = _mm_mulhi_epi16(vxi7x01234567, vxk7x01234567);
189 
190       vacc0123 = _mm_add_epi32(vacc0123, _mm_unpacklo_epi16(vprod7x01234567lo, vprod7x01234567hi));
191       vacc4567 = _mm_add_epi32(vacc4567, _mm_unpackhi_epi16(vprod7x01234567lo, vprod7x01234567hi));
192 
193       const __m128i vi8x01234567 = _mm_loadl_epi64((const __m128i*) i8);
194       const __m128i vk8x01234567 = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 8 * sizeof(int32_t) + 64 * sizeof(uint8_t)));
195       i8 += 8;
196 
197       const __m128i vxi8x01234567 = _mm_unpacklo_epi8(vi8x01234567, vzero);
198       const __m128i vxk8x01234567 = _mm_sub_epi16(_mm_unpacklo_epi8(vk8x01234567, vzero), vk_zero_point);
199 
200       const __m128i vprod8x01234567lo = _mm_mullo_epi16(vxi8x01234567, vxk8x01234567);
201       const __m128i vprod8x01234567hi = _mm_mulhi_epi16(vxi8x01234567, vxk8x01234567);
202 
203       vacc0123 = _mm_add_epi32(vacc0123, _mm_unpacklo_epi16(vprod8x01234567lo, vprod8x01234567hi));
204       vacc4567 = _mm_add_epi32(vacc4567, _mm_unpackhi_epi16(vprod8x01234567lo, vprod8x01234567hi));
205 
206       w = (const void*) ((uintptr_t) w + 8 * sizeof(int32_t) + 72 * sizeof(uint8_t));
207 
208       __m128 vscaled0123 = _mm_cvtepi32_ps(vacc0123);
209       __m128 vscaled4567 = _mm_cvtepi32_ps(vacc4567);
210 
211       const __m128 vscale = _mm_load_ps(params->fp32_sse2.scale);
212       vscaled0123 = _mm_mul_ps(vscaled0123, vscale);
213       vscaled4567 = _mm_mul_ps(vscaled4567, vscale);
214 
215       const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse2.output_max_less_zero_point);
216       vscaled0123 = _mm_min_ps(vscaled0123, voutput_max_less_zero_point);
217       vscaled4567 = _mm_min_ps(vscaled4567, voutput_max_less_zero_point);
218 
219       vacc0123 = _mm_cvtps_epi32(vscaled0123);
220       vacc4567 = _mm_cvtps_epi32(vscaled4567);
221 
222       const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse2.output_zero_point);
223       __m128i vout01234567 = _mm_adds_epi16(_mm_packs_epi32(vacc0123, vacc4567), voutput_zero_point);
224 
225       __m128i vout0123456701234567 = _mm_packus_epi16(vout01234567, vout01234567);
226 
227       const __m128i voutput_min = _mm_load_si128((const __m128i*) params->fp32_sse2.output_min);
228       vout0123456701234567 = _mm_max_epu8(vout0123456701234567, voutput_min);
229 
230       _mm_storel_epi64((__m128i*) output, vout0123456701234567);
231       output += 8;
232     }
233     if XNN_UNLIKELY(c != 0) {
234       {
235         __m128i vacc0123 = _mm_loadu_si128((const __m128i*) w);
236         __m128i vacc4567 = _mm_loadu_si128((const __m128i*) ((const int32_t*) w + 4));
237 
238 
239         const __m128i vi0x01234567 = _mm_loadl_epi64((const __m128i*) i0);
240         const __m128i vk0x01234567 = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 8 * sizeof(int32_t) + 0 * sizeof(uint8_t)));
241 
242         const __m128i vzero = _mm_setzero_si128();
243         const __m128i vxi0x01234567 = _mm_unpacklo_epi8(vi0x01234567, vzero);
244         const __m128i vxk0x01234567 = _mm_sub_epi16(_mm_unpacklo_epi8(vk0x01234567, vzero), vk_zero_point);
245 
246         const __m128i vprod0x01234567lo = _mm_mullo_epi16(vxi0x01234567, vxk0x01234567);
247         const __m128i vprod0x01234567hi = _mm_mulhi_epi16(vxi0x01234567, vxk0x01234567);
248 
249         vacc0123 = _mm_add_epi32(vacc0123, _mm_unpacklo_epi16(vprod0x01234567lo, vprod0x01234567hi));
250         vacc4567 = _mm_add_epi32(vacc4567, _mm_unpackhi_epi16(vprod0x01234567lo, vprod0x01234567hi));
251 
252         const __m128i vi1x01234567 = _mm_loadl_epi64((const __m128i*) i1);
253         const __m128i vk1x01234567 = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 8 * sizeof(int32_t) + 8 * sizeof(uint8_t)));
254 
255         const __m128i vxi1x01234567 = _mm_unpacklo_epi8(vi1x01234567, vzero);
256         const __m128i vxk1x01234567 = _mm_sub_epi16(_mm_unpacklo_epi8(vk1x01234567, vzero), vk_zero_point);
257 
258         const __m128i vprod1x01234567lo = _mm_mullo_epi16(vxi1x01234567, vxk1x01234567);
259         const __m128i vprod1x01234567hi = _mm_mulhi_epi16(vxi1x01234567, vxk1x01234567);
260 
261         vacc0123 = _mm_add_epi32(vacc0123, _mm_unpacklo_epi16(vprod1x01234567lo, vprod1x01234567hi));
262         vacc4567 = _mm_add_epi32(vacc4567, _mm_unpackhi_epi16(vprod1x01234567lo, vprod1x01234567hi));
263 
264         const __m128i vi2x01234567 = _mm_loadl_epi64((const __m128i*) i2);
265         const __m128i vk2x01234567 = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 8 * sizeof(int32_t) + 16 * sizeof(uint8_t)));
266 
267         const __m128i vxi2x01234567 = _mm_unpacklo_epi8(vi2x01234567, vzero);
268         const __m128i vxk2x01234567 = _mm_sub_epi16(_mm_unpacklo_epi8(vk2x01234567, vzero), vk_zero_point);
269 
270         const __m128i vprod2x01234567lo = _mm_mullo_epi16(vxi2x01234567, vxk2x01234567);
271         const __m128i vprod2x01234567hi = _mm_mulhi_epi16(vxi2x01234567, vxk2x01234567);
272 
273         vacc0123 = _mm_add_epi32(vacc0123, _mm_unpacklo_epi16(vprod2x01234567lo, vprod2x01234567hi));
274         vacc4567 = _mm_add_epi32(vacc4567, _mm_unpackhi_epi16(vprod2x01234567lo, vprod2x01234567hi));
275 
276         const __m128i vi3x01234567 = _mm_loadl_epi64((const __m128i*) i3);
277         const __m128i vk3x01234567 = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 8 * sizeof(int32_t) + 24 * sizeof(uint8_t)));
278 
279         const __m128i vxi3x01234567 = _mm_unpacklo_epi8(vi3x01234567, vzero);
280         const __m128i vxk3x01234567 = _mm_sub_epi16(_mm_unpacklo_epi8(vk3x01234567, vzero), vk_zero_point);
281 
282         const __m128i vprod3x01234567lo = _mm_mullo_epi16(vxi3x01234567, vxk3x01234567);
283         const __m128i vprod3x01234567hi = _mm_mulhi_epi16(vxi3x01234567, vxk3x01234567);
284 
285         vacc0123 = _mm_add_epi32(vacc0123, _mm_unpacklo_epi16(vprod3x01234567lo, vprod3x01234567hi));
286         vacc4567 = _mm_add_epi32(vacc4567, _mm_unpackhi_epi16(vprod3x01234567lo, vprod3x01234567hi));
287 
288         const __m128i vi4x01234567 = _mm_loadl_epi64((const __m128i*) i4);
289         const __m128i vk4x01234567 = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 8 * sizeof(int32_t) + 32 * sizeof(uint8_t)));
290 
291         const __m128i vxi4x01234567 = _mm_unpacklo_epi8(vi4x01234567, vzero);
292         const __m128i vxk4x01234567 = _mm_sub_epi16(_mm_unpacklo_epi8(vk4x01234567, vzero), vk_zero_point);
293 
294         const __m128i vprod4x01234567lo = _mm_mullo_epi16(vxi4x01234567, vxk4x01234567);
295         const __m128i vprod4x01234567hi = _mm_mulhi_epi16(vxi4x01234567, vxk4x01234567);
296 
297         vacc0123 = _mm_add_epi32(vacc0123, _mm_unpacklo_epi16(vprod4x01234567lo, vprod4x01234567hi));
298         vacc4567 = _mm_add_epi32(vacc4567, _mm_unpackhi_epi16(vprod4x01234567lo, vprod4x01234567hi));
299 
300         const __m128i vi5x01234567 = _mm_loadl_epi64((const __m128i*) i5);
301         const __m128i vk5x01234567 = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 8 * sizeof(int32_t) + 40 * sizeof(uint8_t)));
302 
303         const __m128i vxi5x01234567 = _mm_unpacklo_epi8(vi5x01234567, vzero);
304         const __m128i vxk5x01234567 = _mm_sub_epi16(_mm_unpacklo_epi8(vk5x01234567, vzero), vk_zero_point);
305 
306         const __m128i vprod5x01234567lo = _mm_mullo_epi16(vxi5x01234567, vxk5x01234567);
307         const __m128i vprod5x01234567hi = _mm_mulhi_epi16(vxi5x01234567, vxk5x01234567);
308 
309         vacc0123 = _mm_add_epi32(vacc0123, _mm_unpacklo_epi16(vprod5x01234567lo, vprod5x01234567hi));
310         vacc4567 = _mm_add_epi32(vacc4567, _mm_unpackhi_epi16(vprod5x01234567lo, vprod5x01234567hi));
311 
312         const __m128i vi6x01234567 = _mm_loadl_epi64((const __m128i*) i6);
313         const __m128i vk6x01234567 = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 8 * sizeof(int32_t) + 48 * sizeof(uint8_t)));
314 
315         const __m128i vxi6x01234567 = _mm_unpacklo_epi8(vi6x01234567, vzero);
316         const __m128i vxk6x01234567 = _mm_sub_epi16(_mm_unpacklo_epi8(vk6x01234567, vzero), vk_zero_point);
317 
318         const __m128i vprod6x01234567lo = _mm_mullo_epi16(vxi6x01234567, vxk6x01234567);
319         const __m128i vprod6x01234567hi = _mm_mulhi_epi16(vxi6x01234567, vxk6x01234567);
320 
321         vacc0123 = _mm_add_epi32(vacc0123, _mm_unpacklo_epi16(vprod6x01234567lo, vprod6x01234567hi));
322         vacc4567 = _mm_add_epi32(vacc4567, _mm_unpackhi_epi16(vprod6x01234567lo, vprod6x01234567hi));
323 
324         const __m128i vi7x01234567 = _mm_loadl_epi64((const __m128i*) i7);
325         const __m128i vk7x01234567 = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 8 * sizeof(int32_t) + 56 * sizeof(uint8_t)));
326 
327         const __m128i vxi7x01234567 = _mm_unpacklo_epi8(vi7x01234567, vzero);
328         const __m128i vxk7x01234567 = _mm_sub_epi16(_mm_unpacklo_epi8(vk7x01234567, vzero), vk_zero_point);
329 
330         const __m128i vprod7x01234567lo = _mm_mullo_epi16(vxi7x01234567, vxk7x01234567);
331         const __m128i vprod7x01234567hi = _mm_mulhi_epi16(vxi7x01234567, vxk7x01234567);
332 
333         vacc0123 = _mm_add_epi32(vacc0123, _mm_unpacklo_epi16(vprod7x01234567lo, vprod7x01234567hi));
334         vacc4567 = _mm_add_epi32(vacc4567, _mm_unpackhi_epi16(vprod7x01234567lo, vprod7x01234567hi));
335 
336         const __m128i vi8x01234567 = _mm_loadl_epi64((const __m128i*) i8);
337         const __m128i vk8x01234567 = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 8 * sizeof(int32_t) + 64 * sizeof(uint8_t)));
338 
339         const __m128i vxi8x01234567 = _mm_unpacklo_epi8(vi8x01234567, vzero);
340         const __m128i vxk8x01234567 = _mm_sub_epi16(_mm_unpacklo_epi8(vk8x01234567, vzero), vk_zero_point);
341 
342         const __m128i vprod8x01234567lo = _mm_mullo_epi16(vxi8x01234567, vxk8x01234567);
343         const __m128i vprod8x01234567hi = _mm_mulhi_epi16(vxi8x01234567, vxk8x01234567);
344 
345         vacc0123 = _mm_add_epi32(vacc0123, _mm_unpacklo_epi16(vprod8x01234567lo, vprod8x01234567hi));
346         vacc4567 = _mm_add_epi32(vacc4567, _mm_unpackhi_epi16(vprod8x01234567lo, vprod8x01234567hi));
347 
348 
349         __m128 vscaled0123 = _mm_cvtepi32_ps(vacc0123);
350         __m128 vscaled4567 = _mm_cvtepi32_ps(vacc4567);
351 
352         const __m128 vscale = _mm_load_ps(params->fp32_sse2.scale);
353         vscaled0123 = _mm_mul_ps(vscaled0123, vscale);
354         vscaled4567 = _mm_mul_ps(vscaled4567, vscale);
355 
356         const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse2.output_max_less_zero_point);
357         vscaled0123 = _mm_min_ps(vscaled0123, voutput_max_less_zero_point);
358         vscaled4567 = _mm_min_ps(vscaled4567, voutput_max_less_zero_point);
359 
360         vacc0123 = _mm_cvtps_epi32(vscaled0123);
361         vacc4567 = _mm_cvtps_epi32(vscaled4567);
362 
363 
364         const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse2.output_zero_point);
365         __m128i vout01234567 = _mm_adds_epi16(_mm_packs_epi32(vacc0123, vacc4567), voutput_zero_point);
366 
367         __m128i vout0123456701234567 = _mm_packus_epi16(vout01234567, vout01234567);
368 
369         vout0123456701234567 = _mm_max_epu8(vout0123456701234567, _mm_load_si128((const __m128i*) params->fp32_sse2.output_min));
370 
371         if (c & 4) {
372           *((uint32_t*) output) = (uint32_t) _mm_cvtsi128_si32(vout0123456701234567);
373           vout0123456701234567 = _mm_srli_epi64(vout0123456701234567, 32);
374           output += 4;
375         }
376         if (c & 2) {
377           *((uint16_t*) output) = (uint16_t) _mm_extract_epi16(vout0123456701234567, 0);
378           vout0123456701234567 = _mm_srli_epi32(vout0123456701234567, 16);
379           output += 2;
380         }
381         if (c & 1) {
382           *output = (uint8_t) _mm_cvtsi128_si32(vout0123456701234567);
383           output += 1;
384         }
385       }
386     }
387 
388     output = (uint8_t*) ((uintptr_t) output + output_increment);
389   } while (--output_width != 0);
390 }
391