xref: /aosp_15_r20/external/XNNPACK/src/qu8-gavgpool/gen/7p7x-minmax-fp32-sse2-c16.c (revision 4bdc94577ba0e567308109d787f7fec7b531ce36)
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 #include <xnnpack/unaligned.h>
17 
18 
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)])19 void xnn_qu8_gavgpool_minmax_fp32_ukernel_7p7x__sse2_c16(
20     size_t rows,
21     size_t channels,
22     const uint8_t* input,
23     size_t input_stride,
24     const uint8_t* zero,
25     int32_t* buffer,
26     uint8_t* output,
27     const union xnn_qu8_avgpool_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
28 {
29   assert(rows > 7);
30   assert(channels != 0);
31 
32   const uint8_t* i0 = input;
33   const uint8_t* i1 = (const uint8_t*) ((uintptr_t) i0 + input_stride);
34   const uint8_t* i2 = (const uint8_t*) ((uintptr_t) i1 + input_stride);
35   const uint8_t* i3 = (const uint8_t*) ((uintptr_t) i2 + input_stride);
36   const uint8_t* i4 = (const uint8_t*) ((uintptr_t) i3 + input_stride);
37   const uint8_t* i5 = (const uint8_t*) ((uintptr_t) i4 + input_stride);
38   const uint8_t* i6 = (const uint8_t*) ((uintptr_t) i5 + input_stride);
39   const size_t input_increment = 7 * input_stride - round_up_po2(channels, 16) * sizeof(uint8_t);
40 
41   const __m128i vinit_bias = _mm_load_si128((const __m128i*) params->fp32_sse2.init_bias);
42   const __m128i vzero = _mm_setzero_si128();
43   int32_t* b = buffer;
44   size_t c = channels;
45   for (; c != 0; c = doz(c, 16)) {
46 
47     const __m128i vi0x01234567 = _mm_loadl_epi64((const __m128i*) i0);
48     const __m128i vi0x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i0 + 8));
49     i0 += 16;
50 
51     const __m128i vxi0x01234567 = _mm_unpacklo_epi8(vi0x01234567, vzero);
52     const __m128i vi1x01234567 = _mm_loadl_epi64((const __m128i*) i1);
53     const __m128i vxi0x89ABCDEF = _mm_unpacklo_epi8(vi0x89ABCDEF, vzero);
54     const __m128i vi1x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i1 + 8));
55     i1 += 16;
56 
57     const __m128i vxi1x01234567 = _mm_unpacklo_epi8(vi1x01234567, vzero);
58     const __m128i vi2x01234567 = _mm_loadl_epi64((const __m128i*) i2);
59     const __m128i vxi1x89ABCDEF = _mm_unpacklo_epi8(vi1x89ABCDEF, vzero);
60     const __m128i vi2x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i2 + 8));
61     i2 += 16;
62 
63     __m128i vacc01234567 = _mm_add_epi16(vxi0x01234567, vxi1x01234567);
64     const __m128i vxi2x01234567 = _mm_unpacklo_epi8(vi2x01234567, vzero);
65     const __m128i vi3x01234567 = _mm_loadl_epi64((const __m128i*) i3);
66     __m128i vacc89ABCDEF = _mm_add_epi16(vxi0x89ABCDEF, vxi1x89ABCDEF);
67     const __m128i vxi2x89ABCDEF = _mm_unpacklo_epi8(vi2x89ABCDEF, vzero);
68     const __m128i vi3x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i3 + 8));
69     i3 += 16;
70 
71     vacc01234567 = _mm_add_epi16(vacc01234567, vxi2x01234567);
72     const __m128i vxi3x01234567 = _mm_unpacklo_epi8(vi3x01234567, vzero);
73     const __m128i vi4x01234567 = _mm_loadl_epi64((const __m128i*) i4);
74     vacc89ABCDEF = _mm_add_epi16(vacc89ABCDEF, vxi2x89ABCDEF);
75     const __m128i vxi3x89ABCDEF = _mm_unpacklo_epi8(vi3x89ABCDEF, vzero);
76     const __m128i vi4x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i4 + 8));
77     i4 += 16;
78 
79     vacc01234567 = _mm_add_epi16(vacc01234567, vxi3x01234567);
80     const __m128i vxi4x01234567 = _mm_unpacklo_epi8(vi4x01234567, vzero);
81     const __m128i vi5x01234567 = _mm_loadl_epi64((const __m128i*) i5);
82     vacc89ABCDEF = _mm_add_epi16(vacc89ABCDEF, vxi3x89ABCDEF);
83     const __m128i vxi4x89ABCDEF = _mm_unpacklo_epi8(vi4x89ABCDEF, vzero);
84     const __m128i vi5x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i5 + 8));
85     i5 += 16;
86 
87     vacc01234567 = _mm_add_epi16(vacc01234567, vxi4x01234567);
88     const __m128i vxi5x01234567 = _mm_unpacklo_epi8(vi5x01234567, vzero);
89     const __m128i vi6x01234567 = _mm_loadl_epi64((const __m128i*) i6);
90     vacc89ABCDEF = _mm_add_epi16(vacc89ABCDEF, vxi4x89ABCDEF);
91     const __m128i vxi5x89ABCDEF = _mm_unpacklo_epi8(vi5x89ABCDEF, vzero);
92     const __m128i vi6x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i6 + 8));
93     i6 += 16;
94 
95     vacc01234567 = _mm_add_epi16(vacc01234567, vxi5x01234567);
96     const __m128i vxi6x01234567 = _mm_unpacklo_epi8(vi6x01234567, vzero);
97     vacc89ABCDEF = _mm_add_epi16(vacc89ABCDEF, vxi5x89ABCDEF);
98     const __m128i vxi6x89ABCDEF = _mm_unpacklo_epi8(vi6x89ABCDEF, vzero);
99 
100     vacc01234567 = _mm_add_epi16(vacc01234567, vxi6x01234567);
101     vacc89ABCDEF = _mm_add_epi16(vacc89ABCDEF, vxi6x89ABCDEF);
102 
103     __m128i vacc0123 = _mm_unpacklo_epi16(vacc01234567, vzero);
104     __m128i vacc4567 = _mm_unpackhi_epi16(vacc01234567, vzero);
105     __m128i vacc89AB = _mm_unpacklo_epi16(vacc89ABCDEF, vzero);
106     __m128i vaccCDEF = _mm_unpackhi_epi16(vacc89ABCDEF, vzero);
107 
108     vacc0123 = _mm_add_epi32(vacc0123, vinit_bias);
109     vacc4567 = _mm_add_epi32(vacc4567, vinit_bias);
110     vacc89AB = _mm_add_epi32(vacc89AB, vinit_bias);
111     vaccCDEF = _mm_add_epi32(vaccCDEF, vinit_bias);
112 
113     _mm_store_si128((__m128i*) b, vacc0123);
114     _mm_store_si128((__m128i*) (b + 4), vacc4567);
115     _mm_store_si128((__m128i*) (b + 8), vacc89AB);
116     _mm_store_si128((__m128i*) (b + 12), vaccCDEF);
117     b += 16;
118   }
119 
120   for (rows -= 7; rows > 7; rows -= 7) {
121     i0 = (const uint8_t*) ((uintptr_t) i0 + input_increment);
122     i1 = (const uint8_t*) ((uintptr_t) i1 + input_increment);
123     i2 = (const uint8_t*) ((uintptr_t) i2 + input_increment);
124     i3 = (const uint8_t*) ((uintptr_t) i3 + input_increment);
125     i4 = (const uint8_t*) ((uintptr_t) i4 + input_increment);
126     i5 = (const uint8_t*) ((uintptr_t) i5 + input_increment);
127     i6 = (const uint8_t*) ((uintptr_t) i6 + input_increment);
128 
129     int32_t* b = buffer;
130     size_t c = channels;
131     for (; c != 0; c = doz(c, 16)) {
132 
133       const __m128i vi0x01234567 = _mm_loadl_epi64((const __m128i*) i0);
134       const __m128i vi0x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i0 + 8));
135       i0 += 16;
136 
137       const __m128i vxi0x01234567 = _mm_unpacklo_epi8(vi0x01234567, vzero);
138       const __m128i vi1x01234567 = _mm_loadl_epi64((const __m128i*) i1);
139       const __m128i vxi0x89ABCDEF = _mm_unpacklo_epi8(vi0x89ABCDEF, vzero);
140       const __m128i vi1x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i1 + 8));
141       i1 += 16;
142 
143       const __m128i vxi1x01234567 = _mm_unpacklo_epi8(vi1x01234567, vzero);
144       const __m128i vi2x01234567 = _mm_loadl_epi64((const __m128i*) i2);
145       const __m128i vxi1x89ABCDEF = _mm_unpacklo_epi8(vi1x89ABCDEF, vzero);
146       const __m128i vi2x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i2 + 8));
147       i2 += 16;
148 
149       __m128i vacc01234567 = _mm_add_epi16(vxi0x01234567, vxi1x01234567);
150       const __m128i vxi2x01234567 = _mm_unpacklo_epi8(vi2x01234567, vzero);
151       const __m128i vi3x01234567 = _mm_loadl_epi64((const __m128i*) i3);
152       __m128i vacc89ABCDEF = _mm_add_epi16(vxi0x89ABCDEF, vxi1x89ABCDEF);
153       const __m128i vxi2x89ABCDEF = _mm_unpacklo_epi8(vi2x89ABCDEF, vzero);
154       const __m128i vi3x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i3 + 8));
155       i3 += 16;
156 
157       vacc01234567 = _mm_add_epi16(vacc01234567, vxi2x01234567);
158       const __m128i vxi3x01234567 = _mm_unpacklo_epi8(vi3x01234567, vzero);
159       const __m128i vi4x01234567 = _mm_loadl_epi64((const __m128i*) i4);
160       vacc89ABCDEF = _mm_add_epi16(vacc89ABCDEF, vxi2x89ABCDEF);
161       const __m128i vxi3x89ABCDEF = _mm_unpacklo_epi8(vi3x89ABCDEF, vzero);
162       const __m128i vi4x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i4 + 8));
163       i4 += 16;
164 
165       vacc01234567 = _mm_add_epi16(vacc01234567, vxi3x01234567);
166       const __m128i vxi4x01234567 = _mm_unpacklo_epi8(vi4x01234567, vzero);
167       const __m128i vi5x01234567 = _mm_loadl_epi64((const __m128i*) i5);
168       vacc89ABCDEF = _mm_add_epi16(vacc89ABCDEF, vxi3x89ABCDEF);
169       const __m128i vxi4x89ABCDEF = _mm_unpacklo_epi8(vi4x89ABCDEF, vzero);
170       const __m128i vi5x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i5 + 8));
171       i5 += 16;
172 
173       vacc01234567 = _mm_add_epi16(vacc01234567, vxi4x01234567);
174       const __m128i vxi5x01234567 = _mm_unpacklo_epi8(vi5x01234567, vzero);
175       const __m128i vi6x01234567 = _mm_loadl_epi64((const __m128i*) i6);
176       vacc89ABCDEF = _mm_add_epi16(vacc89ABCDEF, vxi4x89ABCDEF);
177       const __m128i vxi5x89ABCDEF = _mm_unpacklo_epi8(vi5x89ABCDEF, vzero);
178       const __m128i vi6x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i6 + 8));
179       i6 += 16;
180 
181       vacc01234567 = _mm_add_epi16(vacc01234567, vxi5x01234567);
182       const __m128i vxi6x01234567 = _mm_unpacklo_epi8(vi6x01234567, vzero);
183       vacc89ABCDEF = _mm_add_epi16(vacc89ABCDEF, vxi5x89ABCDEF);
184       const __m128i vxi6x89ABCDEF = _mm_unpacklo_epi8(vi6x89ABCDEF, vzero);
185 
186       vacc01234567 = _mm_add_epi16(vacc01234567, vxi6x01234567);
187       vacc89ABCDEF = _mm_add_epi16(vacc89ABCDEF, vxi6x89ABCDEF);
188 
189       __m128i vacc0123 = _mm_unpacklo_epi16(vacc01234567, vzero);
190       __m128i vacc4567 = _mm_unpackhi_epi16(vacc01234567, vzero);
191       __m128i vacc89AB = _mm_unpacklo_epi16(vacc89ABCDEF, vzero);
192       __m128i vaccCDEF = _mm_unpackhi_epi16(vacc89ABCDEF, vzero);
193 
194       vacc0123 = _mm_add_epi32(vacc0123, _mm_load_si128((const __m128i*) b));
195       vacc4567 = _mm_add_epi32(vacc4567, _mm_load_si128((const __m128i*) (b + 4)));
196       vacc89AB = _mm_add_epi32(vacc89AB, _mm_load_si128((const __m128i*) (b + 8)));
197       vaccCDEF = _mm_add_epi32(vaccCDEF, _mm_load_si128((const __m128i*) (b + 12)));
198 
199       _mm_store_si128((__m128i*) b, vacc0123);
200       _mm_store_si128((__m128i*) (b + 4), vacc4567);
201       _mm_store_si128((__m128i*) (b + 8), vacc89AB);
202       _mm_store_si128((__m128i*) (b + 12), vaccCDEF);
203       b += 16;
204     }
205   }
206 
207   i0 = (const uint8_t*) ((uintptr_t) i0 + input_increment);
208   i1 = (const uint8_t*) ((uintptr_t) i1 + input_increment);
209   if XNN_UNPREDICTABLE(rows < 2) {
210     i1 = zero;
211   }
212   i2 = (const uint8_t*) ((uintptr_t) i2 + input_increment);
213   if XNN_UNPREDICTABLE(rows <= 2) {
214     i2 = zero;
215   }
216   i3 = (const uint8_t*) ((uintptr_t) i3 + input_increment);
217   if XNN_UNPREDICTABLE(rows < 4) {
218     i3 = zero;
219   }
220   i4 = (const uint8_t*) ((uintptr_t) i4 + input_increment);
221   if XNN_UNPREDICTABLE(rows <= 4) {
222     i4 = zero;
223   }
224   i5 = (const uint8_t*) ((uintptr_t) i5 + input_increment);
225   if XNN_UNPREDICTABLE(rows < 6) {
226     i5 = zero;
227   }
228   i6 = (const uint8_t*) ((uintptr_t) i6 + input_increment);
229   if XNN_UNPREDICTABLE(rows <= 6) {
230     i6 = zero;
231   }
232 
233   const __m128 vscale = _mm_load_ps(params->fp32_sse2.scale);
234   const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse2.output_max_less_zero_point);
235   const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse2.output_zero_point);
236   const __m128i voutput_min = _mm_load_si128((const __m128i*) params->fp32_sse2.output_min);
237   for (; channels >= 16; channels -= 16) {
238 
239     const __m128i vi0x01234567 = _mm_loadl_epi64((const __m128i*) i0);
240     const __m128i vi0x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i0 + 8));
241     i0 += 16;
242 
243     const __m128i vxi0x01234567 = _mm_unpacklo_epi8(vi0x01234567, vzero);
244     const __m128i vi1x01234567 = _mm_loadl_epi64((const __m128i*) i1);
245     const __m128i vxi0x89ABCDEF = _mm_unpacklo_epi8(vi0x89ABCDEF, vzero);
246     const __m128i vi1x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i1 + 8));
247     i1 += 16;
248 
249     const __m128i vxi1x01234567 = _mm_unpacklo_epi8(vi1x01234567, vzero);
250     const __m128i vi2x01234567 = _mm_loadl_epi64((const __m128i*) i2);
251     const __m128i vxi1x89ABCDEF = _mm_unpacklo_epi8(vi1x89ABCDEF, vzero);
252     const __m128i vi2x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i2 + 8));
253     i2 += 16;
254 
255     __m128i vacc01234567 = _mm_add_epi16(vxi0x01234567, vxi1x01234567);
256     const __m128i vxi2x01234567 = _mm_unpacklo_epi8(vi2x01234567, vzero);
257     const __m128i vi3x01234567 = _mm_loadl_epi64((const __m128i*) i3);
258     __m128i vacc89ABCDEF = _mm_add_epi16(vxi0x89ABCDEF, vxi1x89ABCDEF);
259     const __m128i vxi2x89ABCDEF = _mm_unpacklo_epi8(vi2x89ABCDEF, vzero);
260     const __m128i vi3x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i3 + 8));
261     i3 += 16;
262 
263     vacc01234567 = _mm_add_epi16(vacc01234567, vxi2x01234567);
264     const __m128i vxi3x01234567 = _mm_unpacklo_epi8(vi3x01234567, vzero);
265     const __m128i vi4x01234567 = _mm_loadl_epi64((const __m128i*) i4);
266     vacc89ABCDEF = _mm_add_epi16(vacc89ABCDEF, vxi2x89ABCDEF);
267     const __m128i vxi3x89ABCDEF = _mm_unpacklo_epi8(vi3x89ABCDEF, vzero);
268     const __m128i vi4x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i4 + 8));
269     i4 += 16;
270 
271     vacc01234567 = _mm_add_epi16(vacc01234567, vxi3x01234567);
272     const __m128i vxi4x01234567 = _mm_unpacklo_epi8(vi4x01234567, vzero);
273     const __m128i vi5x01234567 = _mm_loadl_epi64((const __m128i*) i5);
274     vacc89ABCDEF = _mm_add_epi16(vacc89ABCDEF, vxi3x89ABCDEF);
275     const __m128i vxi4x89ABCDEF = _mm_unpacklo_epi8(vi4x89ABCDEF, vzero);
276     const __m128i vi5x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i5 + 8));
277     i5 += 16;
278 
279     vacc01234567 = _mm_add_epi16(vacc01234567, vxi4x01234567);
280     const __m128i vxi5x01234567 = _mm_unpacklo_epi8(vi5x01234567, vzero);
281     const __m128i vi6x01234567 = _mm_loadl_epi64((const __m128i*) i6);
282     vacc89ABCDEF = _mm_add_epi16(vacc89ABCDEF, vxi4x89ABCDEF);
283     const __m128i vxi5x89ABCDEF = _mm_unpacklo_epi8(vi5x89ABCDEF, vzero);
284     const __m128i vi6x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i6 + 8));
285     i6 += 16;
286 
287     vacc01234567 = _mm_add_epi16(vacc01234567, vxi5x01234567);
288     const __m128i vxi6x01234567 = _mm_unpacklo_epi8(vi6x01234567, vzero);
289     vacc89ABCDEF = _mm_add_epi16(vacc89ABCDEF, vxi5x89ABCDEF);
290     const __m128i vxi6x89ABCDEF = _mm_unpacklo_epi8(vi6x89ABCDEF, vzero);
291 
292     vacc01234567 = _mm_add_epi16(vacc01234567, vxi6x01234567);
293     vacc89ABCDEF = _mm_add_epi16(vacc89ABCDEF, vxi6x89ABCDEF);
294 
295     __m128i vacc0123 = _mm_unpacklo_epi16(vacc01234567, vzero);
296     __m128i vacc4567 = _mm_unpackhi_epi16(vacc01234567, vzero);
297     __m128i vacc89AB = _mm_unpacklo_epi16(vacc89ABCDEF, vzero);
298     __m128i vaccCDEF = _mm_unpackhi_epi16(vacc89ABCDEF, vzero);
299 
300     vacc0123 = _mm_add_epi32(vacc0123, _mm_load_si128((const __m128i*) buffer));
301     vacc4567 = _mm_add_epi32(vacc4567, _mm_load_si128((const __m128i*) (buffer + 4)));
302     vacc89AB = _mm_add_epi32(vacc89AB, _mm_load_si128((const __m128i*) (buffer + 8)));
303     vaccCDEF = _mm_add_epi32(vaccCDEF, _mm_load_si128((const __m128i*) (buffer + 12)));
304     buffer += 16;
305 
306     __m128 vfpacc0123 = _mm_cvtepi32_ps(vacc0123);
307     __m128 vfpacc4567 = _mm_cvtepi32_ps(vacc4567);
308     __m128 vfpacc89AB = _mm_cvtepi32_ps(vacc89AB);
309     __m128 vfpaccCDEF = _mm_cvtepi32_ps(vaccCDEF);
310 
311     vfpacc0123 = _mm_mul_ps(vfpacc0123, vscale);
312     vfpacc4567 = _mm_mul_ps(vfpacc4567, vscale);
313     vfpacc89AB = _mm_mul_ps(vfpacc89AB, vscale);
314     vfpaccCDEF = _mm_mul_ps(vfpaccCDEF, vscale);
315 
316     vfpacc0123 = _mm_min_ps(vfpacc0123, voutput_max_less_zero_point);
317     vfpacc4567 = _mm_min_ps(vfpacc4567, voutput_max_less_zero_point);
318     vfpacc89AB = _mm_min_ps(vfpacc89AB, voutput_max_less_zero_point);
319     vfpaccCDEF = _mm_min_ps(vfpaccCDEF, voutput_max_less_zero_point);
320 
321     vacc0123 = _mm_cvtps_epi32(vfpacc0123);
322     vacc4567 = _mm_cvtps_epi32(vfpacc4567);
323     vacc89AB = _mm_cvtps_epi32(vfpacc89AB);
324     vaccCDEF = _mm_cvtps_epi32(vfpaccCDEF);
325 
326     __m128i vout01234567 = _mm_adds_epi16(_mm_packs_epi32(vacc0123, vacc4567), voutput_zero_point);
327     __m128i vout89ABCDEF = _mm_adds_epi16(_mm_packs_epi32(vacc89AB, vaccCDEF), voutput_zero_point);
328 
329 
330     __m128i vout0123456789ABCDEF = _mm_packus_epi16(vout01234567, vout89ABCDEF);
331 
332     vout0123456789ABCDEF = _mm_max_epu8(vout0123456789ABCDEF, voutput_min);
333 
334     _mm_storeu_si128((__m128i*) output, vout0123456789ABCDEF);
335     output += 16;
336   }
337   if XNN_UNLIKELY(channels != 0) {
338     do {
339 
340       const __m128i vi0x01234567 = _mm_loadl_epi64((const __m128i*) i0);
341       i0 += 8;
342 
343       const __m128i vi1x01234567 = _mm_loadl_epi64((const __m128i*) i1);
344       i1 += 8;
345 
346       const __m128i vxi0x01234567 = _mm_unpacklo_epi8(vi0x01234567, vzero);
347       const __m128i vi2x01234567 = _mm_loadl_epi64((const __m128i*) i2);
348       i2 += 8;
349 
350       const __m128i vxi1x01234567 = _mm_unpacklo_epi8(vi1x01234567, vzero);
351       const __m128i vi3x01234567 = _mm_loadl_epi64((const __m128i*) i3);
352       i3 += 8;
353 
354       __m128i vacc01234567 = _mm_add_epi16(vxi0x01234567, vxi1x01234567);
355       const __m128i vxi2x01234567 = _mm_unpacklo_epi8(vi2x01234567, vzero);
356       const __m128i vi4x01234567 = _mm_loadl_epi64((const __m128i*) i4);
357       i4 += 8;
358 
359       vacc01234567 = _mm_add_epi16(vacc01234567, vxi2x01234567);
360       const __m128i vxi3x01234567 = _mm_unpacklo_epi8(vi3x01234567, vzero);
361       const __m128i vi5x01234567 = _mm_loadl_epi64((const __m128i*) i5);
362       i5 += 8;
363 
364       vacc01234567 = _mm_add_epi16(vacc01234567, vxi3x01234567);
365       const __m128i vxi4x01234567 = _mm_unpacklo_epi8(vi4x01234567, vzero);
366       const __m128i vi6x01234567 = _mm_loadl_epi64((const __m128i*) i6);
367       i6 += 8;
368 
369       vacc01234567 = _mm_add_epi16(vacc01234567, vxi4x01234567);
370       const __m128i vxi5x01234567 = _mm_unpacklo_epi8(vi5x01234567, vzero);
371 
372       vacc01234567 = _mm_add_epi16(vacc01234567, vxi5x01234567);
373       const __m128i vxi6x01234567 = _mm_unpacklo_epi8(vi6x01234567, vzero);
374 
375       vacc01234567 = _mm_add_epi16(vacc01234567, vxi6x01234567);
376 
377       __m128i vacc0123 = _mm_unpacklo_epi16(vacc01234567, vzero);
378       __m128i vacc4567 = _mm_unpackhi_epi16(vacc01234567, vzero);
379 
380       vacc0123 = _mm_add_epi32(vacc0123, _mm_load_si128((const __m128i*) buffer));
381       vacc4567 = _mm_add_epi32(vacc4567, _mm_load_si128((const __m128i*) (buffer + 4)));
382       buffer += 8;
383 
384       __m128 vfpacc0123 = _mm_cvtepi32_ps(vacc0123);
385       __m128 vfpacc4567 = _mm_cvtepi32_ps(vacc4567);
386 
387       vfpacc0123 = _mm_mul_ps(vfpacc0123, vscale);
388       vfpacc4567 = _mm_mul_ps(vfpacc4567, vscale);
389 
390       vfpacc0123 = _mm_min_ps(vfpacc0123, voutput_max_less_zero_point);
391       vfpacc4567 = _mm_min_ps(vfpacc4567, voutput_max_less_zero_point);
392 
393       vacc0123 = _mm_cvtps_epi32(vfpacc0123);
394       vacc4567 = _mm_cvtps_epi32(vfpacc4567);
395 
396       __m128i vout01234567 = _mm_adds_epi16(_mm_packs_epi32(vacc0123, vacc4567), voutput_zero_point);
397 
398       __m128i vout0123456701234567 = _mm_packus_epi16(vout01234567, vout01234567);
399       vout0123456701234567 = _mm_max_epu8(vout0123456701234567, voutput_min);
400 
401       if XNN_LIKELY(channels >= 8) {
402         _mm_storel_epi64((__m128i*) output, vout0123456701234567);
403         output += 8;
404         channels -= 8;
405       } else {
406         if (channels & 4) {
407           unaligned_store_u32(output, (uint32_t) _mm_cvtsi128_si32(vout0123456701234567));
408           vout0123456701234567 = _mm_srli_epi64(vout0123456701234567, 32);
409           output += 4;
410         }
411         uint32_t vout0123 = (uint32_t) _mm_cvtsi128_si32(vout0123456701234567);
412         if (channels & 2) {
413           unaligned_store_u16(output, (uint16_t) vout0123);
414           vout0123 >>= 16;
415           output += 2;
416         }
417         if (channels & 1) {
418           *output = (uint8_t) vout0123;
419           output += 1;
420         }
421         channels = 0;
422       }
423     } while (channels != 0);
424   }
425 }
426