xref: /aosp_15_r20/external/XNNPACK/src/qs8-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_qs8_gavgpool_minmax_fp32_ukernel_7p7x__sse2_c16(size_t rows,size_t channels,const int8_t * input,size_t input_stride,const int8_t * zero,int32_t * buffer,int8_t * output,const union xnn_qs8_avgpool_minmax_params params[restrict XNN_MIN_ELEMENTS (1)])19 void xnn_qs8_gavgpool_minmax_fp32_ukernel_7p7x__sse2_c16(
20     size_t rows,
21     size_t channels,
22     const int8_t* input,
23     size_t input_stride,
24     const int8_t* zero,
25     int32_t* buffer,
26     int8_t* output,
27     const union xnn_qs8_avgpool_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
28 {
29   assert(rows > 7);
30   assert(channels != 0);
31 
32   const int8_t* i0 = input;
33   const int8_t* i1 = (const int8_t*) ((uintptr_t) i0 + input_stride);
34   const int8_t* i2 = (const int8_t*) ((uintptr_t) i1 + input_stride);
35   const int8_t* i3 = (const int8_t*) ((uintptr_t) i2 + input_stride);
36   const int8_t* i4 = (const int8_t*) ((uintptr_t) i3 + input_stride);
37   const int8_t* i5 = (const int8_t*) ((uintptr_t) i4 + input_stride);
38   const int8_t* i6 = (const int8_t*) ((uintptr_t) i5 + input_stride);
39   const size_t input_increment = 7 * input_stride - round_up_po2(channels, 16) * sizeof(int8_t);
40 
41   const __m128i vinit_bias = _mm_load_si128((const __m128i*) params->fp32_sse2.init_bias);
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_srai_epi16(_mm_unpacklo_epi8(vi0x01234567, vi0x01234567), 8);
51     const __m128i vi1x01234567 = _mm_loadl_epi64((const __m128i*) i1);
52     const __m128i vxi0x89ABCDEF = _mm_srai_epi16(_mm_unpacklo_epi8(vi0x89ABCDEF, vi0x89ABCDEF), 8);
53     const __m128i vi1x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i1 + 8));
54     i1 += 16;
55 
56     const __m128i vxi1x01234567 = _mm_srai_epi16(_mm_unpacklo_epi8(vi1x01234567, vi1x01234567), 8);
57     const __m128i vi2x01234567 = _mm_loadl_epi64((const __m128i*) i2);
58     const __m128i vxi1x89ABCDEF = _mm_srai_epi16(_mm_unpacklo_epi8(vi1x89ABCDEF, vi1x89ABCDEF), 8);
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_srai_epi16(_mm_unpacklo_epi8(vi2x01234567, vi2x01234567), 8);
64     const __m128i vi3x01234567 = _mm_loadl_epi64((const __m128i*) i3);
65     __m128i vacc89ABCDEF = _mm_add_epi16(vxi0x89ABCDEF, vxi1x89ABCDEF);
66     const __m128i vxi2x89ABCDEF = _mm_srai_epi16(_mm_unpacklo_epi8(vi2x89ABCDEF, vi2x89ABCDEF), 8);
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_srai_epi16(_mm_unpacklo_epi8(vi3x01234567, vi3x01234567), 8);
72     const __m128i vi4x01234567 = _mm_loadl_epi64((const __m128i*) i4);
73     vacc89ABCDEF = _mm_add_epi16(vacc89ABCDEF, vxi2x89ABCDEF);
74     const __m128i vxi3x89ABCDEF = _mm_srai_epi16(_mm_unpacklo_epi8(vi3x89ABCDEF, vi3x89ABCDEF), 8);
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_srai_epi16(_mm_unpacklo_epi8(vi4x01234567, vi4x01234567), 8);
80     const __m128i vi5x01234567 = _mm_loadl_epi64((const __m128i*) i5);
81     vacc89ABCDEF = _mm_add_epi16(vacc89ABCDEF, vxi3x89ABCDEF);
82     const __m128i vxi4x89ABCDEF = _mm_srai_epi16(_mm_unpacklo_epi8(vi4x89ABCDEF, vi4x89ABCDEF), 8);
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_srai_epi16(_mm_unpacklo_epi8(vi5x01234567, vi5x01234567), 8);
88     const __m128i vi6x01234567 = _mm_loadl_epi64((const __m128i*) i6);
89     vacc89ABCDEF = _mm_add_epi16(vacc89ABCDEF, vxi4x89ABCDEF);
90     const __m128i vxi5x89ABCDEF = _mm_srai_epi16(_mm_unpacklo_epi8(vi5x89ABCDEF, vi5x89ABCDEF), 8);
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_srai_epi16(_mm_unpacklo_epi8(vi6x01234567, vi6x01234567), 8);
96     vacc89ABCDEF = _mm_add_epi16(vacc89ABCDEF, vxi5x89ABCDEF);
97     const __m128i vxi6x89ABCDEF = _mm_srai_epi16(_mm_unpacklo_epi8(vi6x89ABCDEF, vi6x89ABCDEF), 8);
98 
99     vacc01234567 = _mm_add_epi16(vacc01234567, vxi6x01234567);
100     vacc89ABCDEF = _mm_add_epi16(vacc89ABCDEF, vxi6x89ABCDEF);
101 
102     const __m128i vsgnacc01234567 = _mm_cmpgt_epi16(_mm_setzero_si128(), vacc01234567);
103     __m128i vacc0123 = _mm_unpacklo_epi16(vacc01234567, vsgnacc01234567);
104     __m128i vacc4567 = _mm_unpackhi_epi16(vacc01234567, vsgnacc01234567);
105     const __m128i vsgnacc89ABCDEF = _mm_cmpgt_epi16(_mm_setzero_si128(), vacc89ABCDEF);
106     __m128i vacc89AB = _mm_unpacklo_epi16(vacc89ABCDEF, vsgnacc89ABCDEF);
107     __m128i vaccCDEF = _mm_unpackhi_epi16(vacc89ABCDEF, vsgnacc89ABCDEF);
108 
109     vacc0123 = _mm_add_epi32(vacc0123, vinit_bias);
110     vacc4567 = _mm_add_epi32(vacc4567, vinit_bias);
111     vacc89AB = _mm_add_epi32(vacc89AB, vinit_bias);
112     vaccCDEF = _mm_add_epi32(vaccCDEF, vinit_bias);
113 
114     _mm_store_si128((__m128i*) b, vacc0123);
115     _mm_store_si128((__m128i*) (b + 4), vacc4567);
116     _mm_store_si128((__m128i*) (b + 8), vacc89AB);
117     _mm_store_si128((__m128i*) (b + 12), vaccCDEF);
118     b += 16;
119   }
120 
121   for (rows -= 7; rows > 7; rows -= 7) {
122     i0 = (const int8_t*) ((uintptr_t) i0 + input_increment);
123     i1 = (const int8_t*) ((uintptr_t) i1 + input_increment);
124     i2 = (const int8_t*) ((uintptr_t) i2 + input_increment);
125     i3 = (const int8_t*) ((uintptr_t) i3 + input_increment);
126     i4 = (const int8_t*) ((uintptr_t) i4 + input_increment);
127     i5 = (const int8_t*) ((uintptr_t) i5 + input_increment);
128     i6 = (const int8_t*) ((uintptr_t) i6 + input_increment);
129 
130     int32_t* b = buffer;
131     size_t c = channels;
132     for (; c != 0; c = doz(c, 16)) {
133 
134       const __m128i vi0x01234567 = _mm_loadl_epi64((const __m128i*) i0);
135       const __m128i vi0x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i0 + 8));
136       i0 += 16;
137 
138       const __m128i vxi0x01234567 = _mm_srai_epi16(_mm_unpacklo_epi8(vi0x01234567, vi0x01234567), 8);
139       const __m128i vi1x01234567 = _mm_loadl_epi64((const __m128i*) i1);
140       const __m128i vxi0x89ABCDEF = _mm_srai_epi16(_mm_unpacklo_epi8(vi0x89ABCDEF, vi0x89ABCDEF), 8);
141       const __m128i vi1x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i1 + 8));
142       i1 += 16;
143 
144       const __m128i vxi1x01234567 = _mm_srai_epi16(_mm_unpacklo_epi8(vi1x01234567, vi1x01234567), 8);
145       const __m128i vi2x01234567 = _mm_loadl_epi64((const __m128i*) i2);
146       const __m128i vxi1x89ABCDEF = _mm_srai_epi16(_mm_unpacklo_epi8(vi1x89ABCDEF, vi1x89ABCDEF), 8);
147       const __m128i vi2x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i2 + 8));
148       i2 += 16;
149 
150       __m128i vacc01234567 = _mm_add_epi16(vxi0x01234567, vxi1x01234567);
151       const __m128i vxi2x01234567 = _mm_srai_epi16(_mm_unpacklo_epi8(vi2x01234567, vi2x01234567), 8);
152       const __m128i vi3x01234567 = _mm_loadl_epi64((const __m128i*) i3);
153       __m128i vacc89ABCDEF = _mm_add_epi16(vxi0x89ABCDEF, vxi1x89ABCDEF);
154       const __m128i vxi2x89ABCDEF = _mm_srai_epi16(_mm_unpacklo_epi8(vi2x89ABCDEF, vi2x89ABCDEF), 8);
155       const __m128i vi3x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i3 + 8));
156       i3 += 16;
157 
158       vacc01234567 = _mm_add_epi16(vacc01234567, vxi2x01234567);
159       const __m128i vxi3x01234567 = _mm_srai_epi16(_mm_unpacklo_epi8(vi3x01234567, vi3x01234567), 8);
160       const __m128i vi4x01234567 = _mm_loadl_epi64((const __m128i*) i4);
161       vacc89ABCDEF = _mm_add_epi16(vacc89ABCDEF, vxi2x89ABCDEF);
162       const __m128i vxi3x89ABCDEF = _mm_srai_epi16(_mm_unpacklo_epi8(vi3x89ABCDEF, vi3x89ABCDEF), 8);
163       const __m128i vi4x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i4 + 8));
164       i4 += 16;
165 
166       vacc01234567 = _mm_add_epi16(vacc01234567, vxi3x01234567);
167       const __m128i vxi4x01234567 = _mm_srai_epi16(_mm_unpacklo_epi8(vi4x01234567, vi4x01234567), 8);
168       const __m128i vi5x01234567 = _mm_loadl_epi64((const __m128i*) i5);
169       vacc89ABCDEF = _mm_add_epi16(vacc89ABCDEF, vxi3x89ABCDEF);
170       const __m128i vxi4x89ABCDEF = _mm_srai_epi16(_mm_unpacklo_epi8(vi4x89ABCDEF, vi4x89ABCDEF), 8);
171       const __m128i vi5x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i5 + 8));
172       i5 += 16;
173 
174       vacc01234567 = _mm_add_epi16(vacc01234567, vxi4x01234567);
175       const __m128i vxi5x01234567 = _mm_srai_epi16(_mm_unpacklo_epi8(vi5x01234567, vi5x01234567), 8);
176       const __m128i vi6x01234567 = _mm_loadl_epi64((const __m128i*) i6);
177       vacc89ABCDEF = _mm_add_epi16(vacc89ABCDEF, vxi4x89ABCDEF);
178       const __m128i vxi5x89ABCDEF = _mm_srai_epi16(_mm_unpacklo_epi8(vi5x89ABCDEF, vi5x89ABCDEF), 8);
179       const __m128i vi6x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i6 + 8));
180       i6 += 16;
181 
182       vacc01234567 = _mm_add_epi16(vacc01234567, vxi5x01234567);
183       const __m128i vxi6x01234567 = _mm_srai_epi16(_mm_unpacklo_epi8(vi6x01234567, vi6x01234567), 8);
184       vacc89ABCDEF = _mm_add_epi16(vacc89ABCDEF, vxi5x89ABCDEF);
185       const __m128i vxi6x89ABCDEF = _mm_srai_epi16(_mm_unpacklo_epi8(vi6x89ABCDEF, vi6x89ABCDEF), 8);
186 
187       vacc01234567 = _mm_add_epi16(vacc01234567, vxi6x01234567);
188       vacc89ABCDEF = _mm_add_epi16(vacc89ABCDEF, vxi6x89ABCDEF);
189 
190       const __m128i vsgnacc01234567 = _mm_cmpgt_epi16(_mm_setzero_si128(), vacc01234567);
191       __m128i vacc0123 = _mm_unpacklo_epi16(vacc01234567, vsgnacc01234567);
192       __m128i vacc4567 = _mm_unpackhi_epi16(vacc01234567, vsgnacc01234567);
193       const __m128i vsgnacc89ABCDEF = _mm_cmpgt_epi16(_mm_setzero_si128(), vacc89ABCDEF);
194       __m128i vacc89AB = _mm_unpacklo_epi16(vacc89ABCDEF, vsgnacc89ABCDEF);
195       __m128i vaccCDEF = _mm_unpackhi_epi16(vacc89ABCDEF, vsgnacc89ABCDEF);
196 
197       vacc0123 = _mm_add_epi32(vacc0123, _mm_load_si128((const __m128i*) b));
198       vacc4567 = _mm_add_epi32(vacc4567, _mm_load_si128((const __m128i*) (b + 4)));
199       vacc89AB = _mm_add_epi32(vacc89AB, _mm_load_si128((const __m128i*) (b + 8)));
200       vaccCDEF = _mm_add_epi32(vaccCDEF, _mm_load_si128((const __m128i*) (b + 12)));
201 
202       _mm_store_si128((__m128i*) b, vacc0123);
203       _mm_store_si128((__m128i*) (b + 4), vacc4567);
204       _mm_store_si128((__m128i*) (b + 8), vacc89AB);
205       _mm_store_si128((__m128i*) (b + 12), vaccCDEF);
206       b += 16;
207     }
208   }
209 
210   i0 = (const int8_t*) ((uintptr_t) i0 + input_increment);
211   i1 = (const int8_t*) ((uintptr_t) i1 + input_increment);
212   if XNN_UNPREDICTABLE(rows < 2) {
213     i1 = zero;
214   }
215   i2 = (const int8_t*) ((uintptr_t) i2 + input_increment);
216   if XNN_UNPREDICTABLE(rows <= 2) {
217     i2 = zero;
218   }
219   i3 = (const int8_t*) ((uintptr_t) i3 + input_increment);
220   if XNN_UNPREDICTABLE(rows < 4) {
221     i3 = zero;
222   }
223   i4 = (const int8_t*) ((uintptr_t) i4 + input_increment);
224   if XNN_UNPREDICTABLE(rows <= 4) {
225     i4 = zero;
226   }
227   i5 = (const int8_t*) ((uintptr_t) i5 + input_increment);
228   if XNN_UNPREDICTABLE(rows < 6) {
229     i5 = zero;
230   }
231   i6 = (const int8_t*) ((uintptr_t) i6 + input_increment);
232   if XNN_UNPREDICTABLE(rows <= 6) {
233     i6 = zero;
234   }
235 
236   const __m128 vscale = _mm_load_ps(params->fp32_sse2.scale);
237   const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse2.output_max_less_zero_point);
238   const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse2.output_zero_point);
239   const __m128i voutput_min = _mm_load_si128((const __m128i*) params->fp32_sse2.output_min);
240   for (; channels >= 16; channels -= 16) {
241 
242     const __m128i vi0x01234567 = _mm_loadl_epi64((const __m128i*) i0);
243     const __m128i vi0x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i0 + 8));
244     i0 += 16;
245 
246     const __m128i vxi0x01234567 = _mm_srai_epi16(_mm_unpacklo_epi8(vi0x01234567, vi0x01234567), 8);
247     const __m128i vi1x01234567 = _mm_loadl_epi64((const __m128i*) i1);
248     const __m128i vxi0x89ABCDEF = _mm_srai_epi16(_mm_unpacklo_epi8(vi0x89ABCDEF, vi0x89ABCDEF), 8);
249     const __m128i vi1x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i1 + 8));
250     i1 += 16;
251 
252     const __m128i vxi1x01234567 = _mm_srai_epi16(_mm_unpacklo_epi8(vi1x01234567, vi1x01234567), 8);
253     const __m128i vi2x01234567 = _mm_loadl_epi64((const __m128i*) i2);
254     const __m128i vxi1x89ABCDEF = _mm_srai_epi16(_mm_unpacklo_epi8(vi1x89ABCDEF, vi1x89ABCDEF), 8);
255     const __m128i vi2x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i2 + 8));
256     i2 += 16;
257 
258     __m128i vacc01234567 = _mm_add_epi16(vxi0x01234567, vxi1x01234567);
259     const __m128i vxi2x01234567 = _mm_srai_epi16(_mm_unpacklo_epi8(vi2x01234567, vi2x01234567), 8);
260     const __m128i vi3x01234567 = _mm_loadl_epi64((const __m128i*) i3);
261     __m128i vacc89ABCDEF = _mm_add_epi16(vxi0x89ABCDEF, vxi1x89ABCDEF);
262     const __m128i vxi2x89ABCDEF = _mm_srai_epi16(_mm_unpacklo_epi8(vi2x89ABCDEF, vi2x89ABCDEF), 8);
263     const __m128i vi3x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i3 + 8));
264     i3 += 16;
265 
266     vacc01234567 = _mm_add_epi16(vacc01234567, vxi2x01234567);
267     const __m128i vxi3x01234567 = _mm_srai_epi16(_mm_unpacklo_epi8(vi3x01234567, vi3x01234567), 8);
268     const __m128i vi4x01234567 = _mm_loadl_epi64((const __m128i*) i4);
269     vacc89ABCDEF = _mm_add_epi16(vacc89ABCDEF, vxi2x89ABCDEF);
270     const __m128i vxi3x89ABCDEF = _mm_srai_epi16(_mm_unpacklo_epi8(vi3x89ABCDEF, vi3x89ABCDEF), 8);
271     const __m128i vi4x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i4 + 8));
272     i4 += 16;
273 
274     vacc01234567 = _mm_add_epi16(vacc01234567, vxi3x01234567);
275     const __m128i vxi4x01234567 = _mm_srai_epi16(_mm_unpacklo_epi8(vi4x01234567, vi4x01234567), 8);
276     const __m128i vi5x01234567 = _mm_loadl_epi64((const __m128i*) i5);
277     vacc89ABCDEF = _mm_add_epi16(vacc89ABCDEF, vxi3x89ABCDEF);
278     const __m128i vxi4x89ABCDEF = _mm_srai_epi16(_mm_unpacklo_epi8(vi4x89ABCDEF, vi4x89ABCDEF), 8);
279     const __m128i vi5x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i5 + 8));
280     i5 += 16;
281 
282     vacc01234567 = _mm_add_epi16(vacc01234567, vxi4x01234567);
283     const __m128i vxi5x01234567 = _mm_srai_epi16(_mm_unpacklo_epi8(vi5x01234567, vi5x01234567), 8);
284     const __m128i vi6x01234567 = _mm_loadl_epi64((const __m128i*) i6);
285     vacc89ABCDEF = _mm_add_epi16(vacc89ABCDEF, vxi4x89ABCDEF);
286     const __m128i vxi5x89ABCDEF = _mm_srai_epi16(_mm_unpacklo_epi8(vi5x89ABCDEF, vi5x89ABCDEF), 8);
287     const __m128i vi6x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i6 + 8));
288     i6 += 16;
289 
290     vacc01234567 = _mm_add_epi16(vacc01234567, vxi5x01234567);
291     const __m128i vxi6x01234567 = _mm_srai_epi16(_mm_unpacklo_epi8(vi6x01234567, vi6x01234567), 8);
292     vacc89ABCDEF = _mm_add_epi16(vacc89ABCDEF, vxi5x89ABCDEF);
293     const __m128i vxi6x89ABCDEF = _mm_srai_epi16(_mm_unpacklo_epi8(vi6x89ABCDEF, vi6x89ABCDEF), 8);
294 
295     vacc01234567 = _mm_add_epi16(vacc01234567, vxi6x01234567);
296     vacc89ABCDEF = _mm_add_epi16(vacc89ABCDEF, vxi6x89ABCDEF);
297 
298     const __m128i vsgnacc01234567 = _mm_cmpgt_epi16(_mm_setzero_si128(), vacc01234567);
299     __m128i vacc0123 = _mm_unpacklo_epi16(vacc01234567, vsgnacc01234567);
300     __m128i vacc4567 = _mm_unpackhi_epi16(vacc01234567, vsgnacc01234567);
301     const __m128i vsgnacc89ABCDEF = _mm_cmpgt_epi16(_mm_setzero_si128(), vacc89ABCDEF);
302     __m128i vacc89AB = _mm_unpacklo_epi16(vacc89ABCDEF, vsgnacc89ABCDEF);
303     __m128i vaccCDEF = _mm_unpackhi_epi16(vacc89ABCDEF, vsgnacc89ABCDEF);
304 
305     vacc0123 = _mm_add_epi32(vacc0123, _mm_load_si128((const __m128i*) buffer));
306     vacc4567 = _mm_add_epi32(vacc4567, _mm_load_si128((const __m128i*) (buffer + 4)));
307     vacc89AB = _mm_add_epi32(vacc89AB, _mm_load_si128((const __m128i*) (buffer + 8)));
308     vaccCDEF = _mm_add_epi32(vaccCDEF, _mm_load_si128((const __m128i*) (buffer + 12)));
309     buffer += 16;
310 
311     __m128 vfpacc0123 = _mm_cvtepi32_ps(vacc0123);
312     __m128 vfpacc4567 = _mm_cvtepi32_ps(vacc4567);
313     __m128 vfpacc89AB = _mm_cvtepi32_ps(vacc89AB);
314     __m128 vfpaccCDEF = _mm_cvtepi32_ps(vaccCDEF);
315 
316     vfpacc0123 = _mm_mul_ps(vfpacc0123, vscale);
317     vfpacc4567 = _mm_mul_ps(vfpacc4567, vscale);
318     vfpacc89AB = _mm_mul_ps(vfpacc89AB, vscale);
319     vfpaccCDEF = _mm_mul_ps(vfpaccCDEF, vscale);
320 
321     vfpacc0123 = _mm_min_ps(vfpacc0123, voutput_max_less_zero_point);
322     vfpacc4567 = _mm_min_ps(vfpacc4567, voutput_max_less_zero_point);
323     vfpacc89AB = _mm_min_ps(vfpacc89AB, voutput_max_less_zero_point);
324     vfpaccCDEF = _mm_min_ps(vfpaccCDEF, voutput_max_less_zero_point);
325 
326     vacc0123 = _mm_cvtps_epi32(vfpacc0123);
327     vacc4567 = _mm_cvtps_epi32(vfpacc4567);
328     vacc89AB = _mm_cvtps_epi32(vfpacc89AB);
329     vaccCDEF = _mm_cvtps_epi32(vfpaccCDEF);
330 
331     __m128i vout01234567 = _mm_adds_epi16(_mm_packs_epi32(vacc0123, vacc4567), voutput_zero_point);
332     __m128i vout89ABCDEF = _mm_adds_epi16(_mm_packs_epi32(vacc89AB, vaccCDEF), voutput_zero_point);
333 
334     vout01234567 = _mm_max_epi16(vout01234567, voutput_min);
335     vout89ABCDEF = _mm_max_epi16(vout89ABCDEF, voutput_min);
336 
337     __m128i vout0123456789ABCDEF = _mm_packs_epi16(vout01234567, vout89ABCDEF);
338 
339 
340     _mm_storeu_si128((__m128i*) output, vout0123456789ABCDEF);
341     output += 16;
342   }
343   if XNN_UNLIKELY(channels != 0) {
344     do {
345 
346       const __m128i vi0x01234567 = _mm_loadl_epi64((const __m128i*) i0);
347       i0 += 8;
348 
349       const __m128i vi1x01234567 = _mm_loadl_epi64((const __m128i*) i1);
350       i1 += 8;
351 
352       const __m128i vxi0x01234567 = _mm_srai_epi16(_mm_unpacklo_epi8(vi0x01234567, vi0x01234567), 8);
353       const __m128i vi2x01234567 = _mm_loadl_epi64((const __m128i*) i2);
354       i2 += 8;
355 
356       const __m128i vxi1x01234567 = _mm_srai_epi16(_mm_unpacklo_epi8(vi1x01234567, vi1x01234567), 8);
357       const __m128i vi3x01234567 = _mm_loadl_epi64((const __m128i*) i3);
358       i3 += 8;
359 
360       __m128i vacc01234567 = _mm_add_epi16(vxi0x01234567, vxi1x01234567);
361       const __m128i vxi2x01234567 = _mm_srai_epi16(_mm_unpacklo_epi8(vi2x01234567, vi2x01234567), 8);
362       const __m128i vi4x01234567 = _mm_loadl_epi64((const __m128i*) i4);
363       i4 += 8;
364 
365       vacc01234567 = _mm_add_epi16(vacc01234567, vxi2x01234567);
366       const __m128i vxi3x01234567 = _mm_srai_epi16(_mm_unpacklo_epi8(vi3x01234567, vi3x01234567), 8);
367       const __m128i vi5x01234567 = _mm_loadl_epi64((const __m128i*) i5);
368       i5 += 8;
369 
370       vacc01234567 = _mm_add_epi16(vacc01234567, vxi3x01234567);
371       const __m128i vxi4x01234567 = _mm_srai_epi16(_mm_unpacklo_epi8(vi4x01234567, vi4x01234567), 8);
372       const __m128i vi6x01234567 = _mm_loadl_epi64((const __m128i*) i6);
373       i6 += 8;
374 
375       vacc01234567 = _mm_add_epi16(vacc01234567, vxi4x01234567);
376       const __m128i vxi5x01234567 = _mm_srai_epi16(_mm_unpacklo_epi8(vi5x01234567, vi5x01234567), 8);
377 
378       vacc01234567 = _mm_add_epi16(vacc01234567, vxi5x01234567);
379       const __m128i vxi6x01234567 = _mm_srai_epi16(_mm_unpacklo_epi8(vi6x01234567, vi6x01234567), 8);
380 
381       vacc01234567 = _mm_add_epi16(vacc01234567, vxi6x01234567);
382 
383       const __m128i vsgnacc01234567 = _mm_cmpgt_epi16(_mm_setzero_si128(), vacc01234567);
384       __m128i vacc0123 = _mm_unpacklo_epi16(vacc01234567, vsgnacc01234567);
385       __m128i vacc4567 = _mm_unpackhi_epi16(vacc01234567, vsgnacc01234567);
386 
387       vacc0123 = _mm_add_epi32(vacc0123, _mm_load_si128((const __m128i*) buffer));
388       vacc4567 = _mm_add_epi32(vacc4567, _mm_load_si128((const __m128i*) (buffer + 4)));
389       buffer += 8;
390 
391       __m128 vfpacc0123 = _mm_cvtepi32_ps(vacc0123);
392       __m128 vfpacc4567 = _mm_cvtepi32_ps(vacc4567);
393 
394       vfpacc0123 = _mm_mul_ps(vfpacc0123, vscale);
395       vfpacc4567 = _mm_mul_ps(vfpacc4567, vscale);
396 
397       vfpacc0123 = _mm_min_ps(vfpacc0123, voutput_max_less_zero_point);
398       vfpacc4567 = _mm_min_ps(vfpacc4567, voutput_max_less_zero_point);
399 
400       vacc0123 = _mm_cvtps_epi32(vfpacc0123);
401       vacc4567 = _mm_cvtps_epi32(vfpacc4567);
402 
403       __m128i vout01234567 = _mm_adds_epi16(_mm_packs_epi32(vacc0123, vacc4567), voutput_zero_point);
404       vout01234567 = _mm_max_epi16(vout01234567, voutput_min);
405 
406       __m128i vout0123456701234567 = _mm_packs_epi16(vout01234567, vout01234567);
407 
408       if XNN_LIKELY(channels >= 8) {
409         _mm_storel_epi64((__m128i*) output, vout0123456701234567);
410         output += 8;
411         channels -= 8;
412       } else {
413         if (channels & 4) {
414           unaligned_store_u32(output, (uint32_t) _mm_cvtsi128_si32(vout0123456701234567));
415           vout0123456701234567 = _mm_srli_epi64(vout0123456701234567, 32);
416           output += 4;
417         }
418         uint32_t vout0123 = (uint32_t) _mm_cvtsi128_si32(vout0123456701234567);
419         if (channels & 2) {
420           unaligned_store_u16(output, (uint16_t) vout0123);
421           vout0123 >>= 16;
422           output += 2;
423         }
424         if (channels & 1) {
425           *output = (int8_t) vout0123;
426           output += 1;
427         }
428         channels = 0;
429       }
430     } while (channels != 0);
431   }
432 }
433