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1 // Auto-generated file. Do not edit!
2 //   Template: src/qs8-gavgpool/multipass-sse2.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/gavgpool.h>
15 #include <xnnpack/math.h>
16 
17 
xnn_qu8_gavgpool_minmax_fp32_ukernel_7p7x__sse2_c16(size_t rows,size_t channels,const uint8_t * input,size_t input_stride,const uint8_t * zero,int32_t * buffer,uint8_t * output,const union xnn_qu8_avgpool_minmax_params params[restrict XNN_MIN_ELEMENTS (1)])18 void xnn_qu8_gavgpool_minmax_fp32_ukernel_7p7x__sse2_c16(
19     size_t rows,
20     size_t channels,
21     const uint8_t* input,
22     size_t input_stride,
23     const uint8_t* zero,
24     int32_t* buffer,
25     uint8_t* output,
26     const union xnn_qu8_avgpool_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
27 {
28   assert(rows > 7);
29   assert(channels != 0);
30 
31   const uint8_t* i0 = input;
32   const uint8_t* i1 = (const uint8_t*) ((uintptr_t) i0 + input_stride);
33   const uint8_t* i2 = (const uint8_t*) ((uintptr_t) i1 + input_stride);
34   const uint8_t* i3 = (const uint8_t*) ((uintptr_t) i2 + input_stride);
35   const uint8_t* i4 = (const uint8_t*) ((uintptr_t) i3 + input_stride);
36   const uint8_t* i5 = (const uint8_t*) ((uintptr_t) i4 + input_stride);
37   const uint8_t* i6 = (const uint8_t*) ((uintptr_t) i5 + input_stride);
38   const size_t input_increment = 7 * input_stride - round_up_po2(channels, 16) * sizeof(uint8_t);
39 
40   const __m128i vinit_bias = _mm_load_si128((const __m128i*) params->fp32_sse2.init_bias);
41   const __m128i vzero = _mm_setzero_si128();
42   int32_t* b = buffer;
43   size_t c = channels;
44   for (; c != 0; c = doz(c, 16)) {
45 
46     const __m128i vi0x01234567 = _mm_loadl_epi64((const __m128i*) i0);
47     const __m128i vi0x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i0 + 8));
48     i0 += 16;
49 
50     const __m128i vxi0x01234567 = _mm_unpacklo_epi8(vi0x01234567, vzero);
51     const __m128i vi1x01234567 = _mm_loadl_epi64((const __m128i*) i1);
52     const __m128i vxi0x89ABCDEF = _mm_unpacklo_epi8(vi0x89ABCDEF, vzero);
53     const __m128i vi1x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i1 + 8));
54     i1 += 16;
55 
56     const __m128i vxi1x01234567 = _mm_unpacklo_epi8(vi1x01234567, vzero);
57     const __m128i vi2x01234567 = _mm_loadl_epi64((const __m128i*) i2);
58     const __m128i vxi1x89ABCDEF = _mm_unpacklo_epi8(vi1x89ABCDEF, vzero);
59     const __m128i vi2x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i2 + 8));
60     i2 += 16;
61 
62     __m128i vacc01234567 = _mm_add_epi16(vxi0x01234567, vxi1x01234567);
63     const __m128i vxi2x01234567 = _mm_unpacklo_epi8(vi2x01234567, vzero);
64     const __m128i vi3x01234567 = _mm_loadl_epi64((const __m128i*) i3);
65     __m128i vacc89ABCDEF = _mm_add_epi16(vxi0x89ABCDEF, vxi1x89ABCDEF);
66     const __m128i vxi2x89ABCDEF = _mm_unpacklo_epi8(vi2x89ABCDEF, vzero);
67     const __m128i vi3x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i3 + 8));
68     i3 += 16;
69 
70     vacc01234567 = _mm_add_epi16(vacc01234567, vxi2x01234567);
71     const __m128i vxi3x01234567 = _mm_unpacklo_epi8(vi3x01234567, vzero);
72     const __m128i vi4x01234567 = _mm_loadl_epi64((const __m128i*) i4);
73     vacc89ABCDEF = _mm_add_epi16(vacc89ABCDEF, vxi2x89ABCDEF);
74     const __m128i vxi3x89ABCDEF = _mm_unpacklo_epi8(vi3x89ABCDEF, vzero);
75     const __m128i vi4x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i4 + 8));
76     i4 += 16;
77 
78     vacc01234567 = _mm_add_epi16(vacc01234567, vxi3x01234567);
79     const __m128i vxi4x01234567 = _mm_unpacklo_epi8(vi4x01234567, vzero);
80     const __m128i vi5x01234567 = _mm_loadl_epi64((const __m128i*) i5);
81     vacc89ABCDEF = _mm_add_epi16(vacc89ABCDEF, vxi3x89ABCDEF);
82     const __m128i vxi4x89ABCDEF = _mm_unpacklo_epi8(vi4x89ABCDEF, vzero);
83     const __m128i vi5x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i5 + 8));
84     i5 += 16;
85 
86     vacc01234567 = _mm_add_epi16(vacc01234567, vxi4x01234567);
87     const __m128i vxi5x01234567 = _mm_unpacklo_epi8(vi5x01234567, vzero);
88     const __m128i vi6x01234567 = _mm_loadl_epi64((const __m128i*) i6);
89     vacc89ABCDEF = _mm_add_epi16(vacc89ABCDEF, vxi4x89ABCDEF);
90     const __m128i vxi5x89ABCDEF = _mm_unpacklo_epi8(vi5x89ABCDEF, vzero);
91     const __m128i vi6x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i6 + 8));
92     i6 += 16;
93 
94     vacc01234567 = _mm_add_epi16(vacc01234567, vxi5x01234567);
95     const __m128i vxi6x01234567 = _mm_unpacklo_epi8(vi6x01234567, vzero);
96     vacc89ABCDEF = _mm_add_epi16(vacc89ABCDEF, vxi5x89ABCDEF);
97     const __m128i vxi6x89ABCDEF = _mm_unpacklo_epi8(vi6x89ABCDEF, vzero);
98 
99     vacc01234567 = _mm_add_epi16(vacc01234567, vxi6x01234567);
100     vacc89ABCDEF = _mm_add_epi16(vacc89ABCDEF, vxi6x89ABCDEF);
101 
102     __m128i vacc0123 = _mm_unpacklo_epi16(vacc01234567, vzero);
103     __m128i vacc4567 = _mm_unpackhi_epi16(vacc01234567, vzero);
104     __m128i vacc89AB = _mm_unpacklo_epi16(vacc89ABCDEF, vzero);
105     __m128i vaccCDEF = _mm_unpackhi_epi16(vacc89ABCDEF, vzero);
106 
107     vacc0123 = _mm_add_epi32(vacc0123, vinit_bias);
108     vacc4567 = _mm_add_epi32(vacc4567, vinit_bias);
109     vacc89AB = _mm_add_epi32(vacc89AB, vinit_bias);
110     vaccCDEF = _mm_add_epi32(vaccCDEF, vinit_bias);
111 
112     _mm_store_si128((__m128i*) b, vacc0123);
113     _mm_store_si128((__m128i*) (b + 4), vacc4567);
114     _mm_store_si128((__m128i*) (b + 8), vacc89AB);
115     _mm_store_si128((__m128i*) (b + 12), vaccCDEF);
116     b += 16;
117   }
118 
119   for (rows -= 7; rows > 7; rows -= 7) {
120     i0 = (const uint8_t*) ((uintptr_t) i0 + input_increment);
121     i1 = (const uint8_t*) ((uintptr_t) i1 + input_increment);
122     i2 = (const uint8_t*) ((uintptr_t) i2 + input_increment);
123     i3 = (const uint8_t*) ((uintptr_t) i3 + input_increment);
124     i4 = (const uint8_t*) ((uintptr_t) i4 + input_increment);
125     i5 = (const uint8_t*) ((uintptr_t) i5 + input_increment);
126     i6 = (const uint8_t*) ((uintptr_t) i6 + input_increment);
127 
128     int32_t* b = buffer;
129     size_t c = channels;
130     for (; c != 0; c = doz(c, 16)) {
131 
132       const __m128i vi0x01234567 = _mm_loadl_epi64((const __m128i*) i0);
133       const __m128i vi0x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i0 + 8));
134       i0 += 16;
135 
136       const __m128i vxi0x01234567 = _mm_unpacklo_epi8(vi0x01234567, vzero);
137       const __m128i vi1x01234567 = _mm_loadl_epi64((const __m128i*) i1);
138       const __m128i vxi0x89ABCDEF = _mm_unpacklo_epi8(vi0x89ABCDEF, vzero);
139       const __m128i vi1x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i1 + 8));
140       i1 += 16;
141 
142       const __m128i vxi1x01234567 = _mm_unpacklo_epi8(vi1x01234567, vzero);
143       const __m128i vi2x01234567 = _mm_loadl_epi64((const __m128i*) i2);
144       const __m128i vxi1x89ABCDEF = _mm_unpacklo_epi8(vi1x89ABCDEF, vzero);
145       const __m128i vi2x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i2 + 8));
146       i2 += 16;
147 
148       __m128i vacc01234567 = _mm_add_epi16(vxi0x01234567, vxi1x01234567);
149       const __m128i vxi2x01234567 = _mm_unpacklo_epi8(vi2x01234567, vzero);
150       const __m128i vi3x01234567 = _mm_loadl_epi64((const __m128i*) i3);
151       __m128i vacc89ABCDEF = _mm_add_epi16(vxi0x89ABCDEF, vxi1x89ABCDEF);
152       const __m128i vxi2x89ABCDEF = _mm_unpacklo_epi8(vi2x89ABCDEF, vzero);
153       const __m128i vi3x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i3 + 8));
154       i3 += 16;
155 
156       vacc01234567 = _mm_add_epi16(vacc01234567, vxi2x01234567);
157       const __m128i vxi3x01234567 = _mm_unpacklo_epi8(vi3x01234567, vzero);
158       const __m128i vi4x01234567 = _mm_loadl_epi64((const __m128i*) i4);
159       vacc89ABCDEF = _mm_add_epi16(vacc89ABCDEF, vxi2x89ABCDEF);
160       const __m128i vxi3x89ABCDEF = _mm_unpacklo_epi8(vi3x89ABCDEF, vzero);
161       const __m128i vi4x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i4 + 8));
162       i4 += 16;
163 
164       vacc01234567 = _mm_add_epi16(vacc01234567, vxi3x01234567);
165       const __m128i vxi4x01234567 = _mm_unpacklo_epi8(vi4x01234567, vzero);
166       const __m128i vi5x01234567 = _mm_loadl_epi64((const __m128i*) i5);
167       vacc89ABCDEF = _mm_add_epi16(vacc89ABCDEF, vxi3x89ABCDEF);
168       const __m128i vxi4x89ABCDEF = _mm_unpacklo_epi8(vi4x89ABCDEF, vzero);
169       const __m128i vi5x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i5 + 8));
170       i5 += 16;
171 
172       vacc01234567 = _mm_add_epi16(vacc01234567, vxi4x01234567);
173       const __m128i vxi5x01234567 = _mm_unpacklo_epi8(vi5x01234567, vzero);
174       const __m128i vi6x01234567 = _mm_loadl_epi64((const __m128i*) i6);
175       vacc89ABCDEF = _mm_add_epi16(vacc89ABCDEF, vxi4x89ABCDEF);
176       const __m128i vxi5x89ABCDEF = _mm_unpacklo_epi8(vi5x89ABCDEF, vzero);
177       const __m128i vi6x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i6 + 8));
178       i6 += 16;
179 
180       vacc01234567 = _mm_add_epi16(vacc01234567, vxi5x01234567);
181       const __m128i vxi6x01234567 = _mm_unpacklo_epi8(vi6x01234567, vzero);
182       vacc89ABCDEF = _mm_add_epi16(vacc89ABCDEF, vxi5x89ABCDEF);
183       const __m128i vxi6x89ABCDEF = _mm_unpacklo_epi8(vi6x89ABCDEF, vzero);
184 
185       vacc01234567 = _mm_add_epi16(vacc01234567, vxi6x01234567);
186       vacc89ABCDEF = _mm_add_epi16(vacc89ABCDEF, vxi6x89ABCDEF);
187 
188       __m128i vacc0123 = _mm_unpacklo_epi16(vacc01234567, vzero);
189       __m128i vacc4567 = _mm_unpackhi_epi16(vacc01234567, vzero);
190       __m128i vacc89AB = _mm_unpacklo_epi16(vacc89ABCDEF, vzero);
191       __m128i vaccCDEF = _mm_unpackhi_epi16(vacc89ABCDEF, vzero);
192 
193       vacc0123 = _mm_add_epi32(vacc0123, _mm_load_si128((const __m128i*) b));
194       vacc4567 = _mm_add_epi32(vacc4567, _mm_load_si128((const __m128i*) (b + 4)));
195       vacc89AB = _mm_add_epi32(vacc89AB, _mm_load_si128((const __m128i*) (b + 8)));
196       vaccCDEF = _mm_add_epi32(vaccCDEF, _mm_load_si128((const __m128i*) (b + 12)));
197 
198       _mm_store_si128((__m128i*) b, vacc0123);
199       _mm_store_si128((__m128i*) (b + 4), vacc4567);
200       _mm_store_si128((__m128i*) (b + 8), vacc89AB);
201       _mm_store_si128((__m128i*) (b + 12), vaccCDEF);
202       b += 16;
203     }
204   }
205 
206   i0 = (const uint8_t*) ((uintptr_t) i0 + input_increment);
207   i1 = (const uint8_t*) ((uintptr_t) i1 + input_increment);
208   if XNN_UNPREDICTABLE(rows < 2) {
209     i1 = zero;
210   }
211   i2 = (const uint8_t*) ((uintptr_t) i2 + input_increment);
212   if XNN_UNPREDICTABLE(rows <= 2) {
213     i2 = zero;
214   }
215   i3 = (const uint8_t*) ((uintptr_t) i3 + input_increment);
216   if XNN_UNPREDICTABLE(rows < 4) {
217     i3 = zero;
218   }
219   i4 = (const uint8_t*) ((uintptr_t) i4 + input_increment);
220   if XNN_UNPREDICTABLE(rows <= 4) {
221     i4 = zero;
222   }
223   i5 = (const uint8_t*) ((uintptr_t) i5 + input_increment);
224   if XNN_UNPREDICTABLE(rows < 6) {
225     i5 = zero;
226   }
227   i6 = (const uint8_t*) ((uintptr_t) i6 + input_increment);
228   if XNN_UNPREDICTABLE(rows <= 6) {
229     i6 = zero;
230   }
231 
232   const __m128 vscale = _mm_load_ps(params->fp32_sse2.scale);
233   const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse2.output_max_less_zero_point);
234   const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse2.output_zero_point);
235   const __m128i voutput_min = _mm_load_si128((const __m128i*) params->fp32_sse2.output_min);
236   for (; channels >= 16; channels -= 16) {
237 
238     const __m128i vi0x01234567 = _mm_loadl_epi64((const __m128i*) i0);
239     const __m128i vi0x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i0 + 8));
240     i0 += 16;
241 
242     const __m128i vxi0x01234567 = _mm_unpacklo_epi8(vi0x01234567, vzero);
243     const __m128i vi1x01234567 = _mm_loadl_epi64((const __m128i*) i1);
244     const __m128i vxi0x89ABCDEF = _mm_unpacklo_epi8(vi0x89ABCDEF, vzero);
245     const __m128i vi1x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i1 + 8));
246     i1 += 16;
247 
248     const __m128i vxi1x01234567 = _mm_unpacklo_epi8(vi1x01234567, vzero);
249     const __m128i vi2x01234567 = _mm_loadl_epi64((const __m128i*) i2);
250     const __m128i vxi1x89ABCDEF = _mm_unpacklo_epi8(vi1x89ABCDEF, vzero);
251     const __m128i vi2x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i2 + 8));
252     i2 += 16;
253 
254     __m128i vacc01234567 = _mm_add_epi16(vxi0x01234567, vxi1x01234567);
255     const __m128i vxi2x01234567 = _mm_unpacklo_epi8(vi2x01234567, vzero);
256     const __m128i vi3x01234567 = _mm_loadl_epi64((const __m128i*) i3);
257     __m128i vacc89ABCDEF = _mm_add_epi16(vxi0x89ABCDEF, vxi1x89ABCDEF);
258     const __m128i vxi2x89ABCDEF = _mm_unpacklo_epi8(vi2x89ABCDEF, vzero);
259     const __m128i vi3x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i3 + 8));
260     i3 += 16;
261 
262     vacc01234567 = _mm_add_epi16(vacc01234567, vxi2x01234567);
263     const __m128i vxi3x01234567 = _mm_unpacklo_epi8(vi3x01234567, vzero);
264     const __m128i vi4x01234567 = _mm_loadl_epi64((const __m128i*) i4);
265     vacc89ABCDEF = _mm_add_epi16(vacc89ABCDEF, vxi2x89ABCDEF);
266     const __m128i vxi3x89ABCDEF = _mm_unpacklo_epi8(vi3x89ABCDEF, vzero);
267     const __m128i vi4x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i4 + 8));
268     i4 += 16;
269 
270     vacc01234567 = _mm_add_epi16(vacc01234567, vxi3x01234567);
271     const __m128i vxi4x01234567 = _mm_unpacklo_epi8(vi4x01234567, vzero);
272     const __m128i vi5x01234567 = _mm_loadl_epi64((const __m128i*) i5);
273     vacc89ABCDEF = _mm_add_epi16(vacc89ABCDEF, vxi3x89ABCDEF);
274     const __m128i vxi4x89ABCDEF = _mm_unpacklo_epi8(vi4x89ABCDEF, vzero);
275     const __m128i vi5x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i5 + 8));
276     i5 += 16;
277 
278     vacc01234567 = _mm_add_epi16(vacc01234567, vxi4x01234567);
279     const __m128i vxi5x01234567 = _mm_unpacklo_epi8(vi5x01234567, vzero);
280     const __m128i vi6x01234567 = _mm_loadl_epi64((const __m128i*) i6);
281     vacc89ABCDEF = _mm_add_epi16(vacc89ABCDEF, vxi4x89ABCDEF);
282     const __m128i vxi5x89ABCDEF = _mm_unpacklo_epi8(vi5x89ABCDEF, vzero);
283     const __m128i vi6x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i6 + 8));
284     i6 += 16;
285 
286     vacc01234567 = _mm_add_epi16(vacc01234567, vxi5x01234567);
287     const __m128i vxi6x01234567 = _mm_unpacklo_epi8(vi6x01234567, vzero);
288     vacc89ABCDEF = _mm_add_epi16(vacc89ABCDEF, vxi5x89ABCDEF);
289     const __m128i vxi6x89ABCDEF = _mm_unpacklo_epi8(vi6x89ABCDEF, vzero);
290 
291     vacc01234567 = _mm_add_epi16(vacc01234567, vxi6x01234567);
292     vacc89ABCDEF = _mm_add_epi16(vacc89ABCDEF, vxi6x89ABCDEF);
293 
294     __m128i vacc0123 = _mm_unpacklo_epi16(vacc01234567, vzero);
295     __m128i vacc4567 = _mm_unpackhi_epi16(vacc01234567, vzero);
296     __m128i vacc89AB = _mm_unpacklo_epi16(vacc89ABCDEF, vzero);
297     __m128i vaccCDEF = _mm_unpackhi_epi16(vacc89ABCDEF, vzero);
298 
299     vacc0123 = _mm_add_epi32(vacc0123, _mm_load_si128((const __m128i*) buffer));
300     vacc4567 = _mm_add_epi32(vacc4567, _mm_load_si128((const __m128i*) (buffer + 4)));
301     vacc89AB = _mm_add_epi32(vacc89AB, _mm_load_si128((const __m128i*) (buffer + 8)));
302     vaccCDEF = _mm_add_epi32(vaccCDEF, _mm_load_si128((const __m128i*) (buffer + 12)));
303     buffer += 16;
304 
305     __m128 vfpacc0123 = _mm_cvtepi32_ps(vacc0123);
306     __m128 vfpacc4567 = _mm_cvtepi32_ps(vacc4567);
307     __m128 vfpacc89AB = _mm_cvtepi32_ps(vacc89AB);
308     __m128 vfpaccCDEF = _mm_cvtepi32_ps(vaccCDEF);
309 
310     vfpacc0123 = _mm_mul_ps(vfpacc0123, vscale);
311     vfpacc4567 = _mm_mul_ps(vfpacc4567, vscale);
312     vfpacc89AB = _mm_mul_ps(vfpacc89AB, vscale);
313     vfpaccCDEF = _mm_mul_ps(vfpaccCDEF, vscale);
314 
315     vfpacc0123 = _mm_min_ps(vfpacc0123, voutput_max_less_zero_point);
316     vfpacc4567 = _mm_min_ps(vfpacc4567, voutput_max_less_zero_point);
317     vfpacc89AB = _mm_min_ps(vfpacc89AB, voutput_max_less_zero_point);
318     vfpaccCDEF = _mm_min_ps(vfpaccCDEF, voutput_max_less_zero_point);
319 
320     vacc0123 = _mm_cvtps_epi32(vfpacc0123);
321     vacc4567 = _mm_cvtps_epi32(vfpacc4567);
322     vacc89AB = _mm_cvtps_epi32(vfpacc89AB);
323     vaccCDEF = _mm_cvtps_epi32(vfpaccCDEF);
324 
325     __m128i vout01234567 = _mm_adds_epi16(_mm_packs_epi32(vacc0123, vacc4567), voutput_zero_point);
326     __m128i vout89ABCDEF = _mm_adds_epi16(_mm_packs_epi32(vacc89AB, vaccCDEF), voutput_zero_point);
327 
328 
329     __m128i vout0123456789ABCDEF = _mm_packus_epi16(vout01234567, vout89ABCDEF);
330 
331     vout0123456789ABCDEF = _mm_max_epu8(vout0123456789ABCDEF, voutput_min);
332 
333     _mm_storeu_si128((__m128i*) output, vout0123456789ABCDEF);
334     output += 16;
335   }
336   if XNN_UNLIKELY(channels != 0) {
337     do {
338 
339       const __m128i vi0x01234567 = _mm_loadl_epi64((const __m128i*) i0);
340       i0 += 8;
341 
342       const __m128i vi1x01234567 = _mm_loadl_epi64((const __m128i*) i1);
343       i1 += 8;
344 
345       const __m128i vxi0x01234567 = _mm_unpacklo_epi8(vi0x01234567, vzero);
346       const __m128i vi2x01234567 = _mm_loadl_epi64((const __m128i*) i2);
347       i2 += 8;
348 
349       const __m128i vxi1x01234567 = _mm_unpacklo_epi8(vi1x01234567, vzero);
350       const __m128i vi3x01234567 = _mm_loadl_epi64((const __m128i*) i3);
351       i3 += 8;
352 
353       __m128i vacc01234567 = _mm_add_epi16(vxi0x01234567, vxi1x01234567);
354       const __m128i vxi2x01234567 = _mm_unpacklo_epi8(vi2x01234567, vzero);
355       const __m128i vi4x01234567 = _mm_loadl_epi64((const __m128i*) i4);
356       i4 += 8;
357 
358       vacc01234567 = _mm_add_epi16(vacc01234567, vxi2x01234567);
359       const __m128i vxi3x01234567 = _mm_unpacklo_epi8(vi3x01234567, vzero);
360       const __m128i vi5x01234567 = _mm_loadl_epi64((const __m128i*) i5);
361       i5 += 8;
362 
363       vacc01234567 = _mm_add_epi16(vacc01234567, vxi3x01234567);
364       const __m128i vxi4x01234567 = _mm_unpacklo_epi8(vi4x01234567, vzero);
365       const __m128i vi6x01234567 = _mm_loadl_epi64((const __m128i*) i6);
366       i6 += 8;
367 
368       vacc01234567 = _mm_add_epi16(vacc01234567, vxi4x01234567);
369       const __m128i vxi5x01234567 = _mm_unpacklo_epi8(vi5x01234567, vzero);
370 
371       vacc01234567 = _mm_add_epi16(vacc01234567, vxi5x01234567);
372       const __m128i vxi6x01234567 = _mm_unpacklo_epi8(vi6x01234567, vzero);
373 
374       vacc01234567 = _mm_add_epi16(vacc01234567, vxi6x01234567);
375 
376       __m128i vacc0123 = _mm_unpacklo_epi16(vacc01234567, vzero);
377       __m128i vacc4567 = _mm_unpackhi_epi16(vacc01234567, vzero);
378 
379       vacc0123 = _mm_add_epi32(vacc0123, _mm_load_si128((const __m128i*) buffer));
380       vacc4567 = _mm_add_epi32(vacc4567, _mm_load_si128((const __m128i*) (buffer + 4)));
381       buffer += 8;
382 
383       __m128 vfpacc0123 = _mm_cvtepi32_ps(vacc0123);
384       __m128 vfpacc4567 = _mm_cvtepi32_ps(vacc4567);
385 
386       vfpacc0123 = _mm_mul_ps(vfpacc0123, vscale);
387       vfpacc4567 = _mm_mul_ps(vfpacc4567, vscale);
388 
389       vfpacc0123 = _mm_min_ps(vfpacc0123, voutput_max_less_zero_point);
390       vfpacc4567 = _mm_min_ps(vfpacc4567, voutput_max_less_zero_point);
391 
392       vacc0123 = _mm_cvtps_epi32(vfpacc0123);
393       vacc4567 = _mm_cvtps_epi32(vfpacc4567);
394 
395       __m128i vout01234567 = _mm_adds_epi16(_mm_packs_epi32(vacc0123, vacc4567), voutput_zero_point);
396 
397       __m128i vout0123456701234567 = _mm_packus_epi16(vout01234567, vout01234567);
398       vout0123456701234567 = _mm_max_epu8(vout0123456701234567, voutput_min);
399 
400       if XNN_LIKELY(channels >= 8) {
401         _mm_storel_epi64((__m128i*) output, vout0123456701234567);
402         output += 8;
403         channels -= 8;
404       } else {
405         if (channels & 4) {
406           *((uint32_t*) output) = (uint32_t) _mm_cvtsi128_si32(vout0123456701234567);
407           vout0123456701234567 = _mm_srli_epi64(vout0123456701234567, 32);
408           output += 4;
409         }
410         uint32_t vout0123 = (uint32_t) _mm_cvtsi128_si32(vout0123456701234567);
411         if (channels & 2) {
412           *((uint16_t*) output) = (uint16_t) vout0123;
413           vout0123 >>= 16;
414           output += 2;
415         }
416         if (channels & 1) {
417           *output = (uint8_t) vout0123;
418           output += 1;
419         }
420         channels = 0;
421       }
422     } while (channels != 0);
423   }
424 }
425