xref: /aosp_15_r20/external/XNNPACK/src/qs8-dwconv/gen/up24x9-minmax-fp32-avx-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 <smmintrin.h>
13 
14 #include <xnnpack/dwconv.h>
15 #include <xnnpack/unaligned.h>
16 
17 
xnn_qs8_dwconv_minmax_fp32_ukernel_up24x9__avx_mul16(size_t channels,size_t output_width,const int8_t ** input,const void * weights,int8_t * output,size_t input_stride,size_t output_increment,size_t input_offset,const int8_t * zero,const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS (1)])18 void xnn_qs8_dwconv_minmax_fp32_ukernel_up24x9__avx_mul16(
19     size_t channels,
20     size_t output_width,
21     const int8_t** input,
22     const void* weights,
23     int8_t* output,
24     size_t input_stride,
25     size_t output_increment,
26     size_t input_offset,
27     const int8_t* zero,
28     const union xnn_qs8_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 int8_t* i0 = input[0];
35     assert(i0 != NULL);
36     if XNN_UNPREDICTABLE(i0 != zero) {
37       i0 = (const int8_t*) ((uintptr_t) i0 + input_offset);
38     }
39     const int8_t* i1 = input[1];
40     assert(i1 != NULL);
41     if XNN_UNPREDICTABLE(i1 != zero) {
42       i1 = (const int8_t*) ((uintptr_t) i1 + input_offset);
43     }
44     const int8_t* i2 = input[2];
45     assert(i2 != NULL);
46     if XNN_UNPREDICTABLE(i2 != zero) {
47       i2 = (const int8_t*) ((uintptr_t) i2 + input_offset);
48     }
49     const int8_t* i3 = input[3];
50     assert(i3 != NULL);
51     if XNN_UNPREDICTABLE(i3 != zero) {
52       i3 = (const int8_t*) ((uintptr_t) i3 + input_offset);
53     }
54     const int8_t* i4 = input[4];
55     assert(i4 != NULL);
56     if XNN_UNPREDICTABLE(i4 != zero) {
57       i4 = (const int8_t*) ((uintptr_t) i4 + input_offset);
58     }
59     const int8_t* i5 = input[5];
60     assert(i5 != NULL);
61     if XNN_UNPREDICTABLE(i5 != zero) {
62       i5 = (const int8_t*) ((uintptr_t) i5 + input_offset);
63     }
64     const int8_t* i6 = input[6];
65     assert(i6 != NULL);
66     if XNN_UNPREDICTABLE(i6 != zero) {
67       i6 = (const int8_t*) ((uintptr_t) i6 + input_offset);
68     }
69     const int8_t* i7 = input[7];
70     assert(i7 != NULL);
71     if XNN_UNPREDICTABLE(i7 != zero) {
72       i7 = (const int8_t*) ((uintptr_t) i7 + input_offset);
73     }
74     const int8_t* i8 = input[8];
75     assert(i8 != NULL);
76     if XNN_UNPREDICTABLE(i8 != zero) {
77       i8 = (const int8_t*) ((uintptr_t) i8 + input_offset);
78     }
79     input = (const int8_t**) ((uintptr_t) input + input_stride);
80 
81     size_t c = channels;
82     const void* w = weights;
83     for (; c >= 24; c -= 24) {
84       __m128i vacc0123 = _mm_loadu_si128((const __m128i*) w);
85       __m128i vacc4567 = _mm_loadu_si128((const __m128i*) ((const int32_t*) w + 4));
86       __m128i vacc89AB = _mm_loadu_si128((const __m128i*) ((const int32_t*) w + 8));
87       __m128i vaccCDEF = _mm_loadu_si128((const __m128i*) ((const int32_t*) w + 12));
88       __m128i vaccGHIJ = _mm_loadu_si128((const __m128i*) ((const int32_t*) w + 16));
89       __m128i vaccKLMN = _mm_loadu_si128((const __m128i*) ((const int32_t*) w + 20));
90 
91 
92       const __m128i vi0x01234567 = _mm_loadl_epi64((const __m128i*) i0);
93       const __m128i vxi0x01234567 = _mm_cvtepi8_epi16(vi0x01234567);
94       const __m128i vk0x01234567 = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 24 * sizeof(int32_t) + 0 * sizeof(int8_t)));
95       const __m128i vxk0x01234567 = _mm_cvtepi8_epi16(vk0x01234567);
96       const __m128i vi0x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i0 + 8));
97       const __m128i vxi0x89ABCDEF = _mm_cvtepi8_epi16(vi0x89ABCDEF);
98       const __m128i vk0x89ABCDEF = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 24 * sizeof(int32_t) + 8 * sizeof(int8_t)));
99       const __m128i vxk0x89ABCDEF = _mm_cvtepi8_epi16(vk0x89ABCDEF);
100       const __m128i vi0xGHIJKLMN = _mm_loadl_epi64((const __m128i*) (i0 + 16));
101       const __m128i vxi0xGHIJKLMN = _mm_cvtepi8_epi16(vi0xGHIJKLMN);
102       const __m128i vk0xGHIJKLMN = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 24 * sizeof(int32_t) + 16 * sizeof(int8_t)));
103       const __m128i vxk0xGHIJKLMN = _mm_cvtepi8_epi16(vk0xGHIJKLMN);
104       i0 += 24;
105 
106 
107       __m128i vprod01234567 = _mm_mullo_epi16(vxi0x01234567, vxk0x01234567);
108       __m128i vprod89ABCDEF = _mm_mullo_epi16(vxi0x89ABCDEF, vxk0x89ABCDEF);
109       __m128i vprodGHIJKLMN = _mm_mullo_epi16(vxi0xGHIJKLMN, vxk0xGHIJKLMN);
110 
111       vacc0123 = _mm_add_epi32(vacc0123, _mm_cvtepi16_epi32(vprod01234567));
112       vacc4567 = _mm_add_epi32(vacc4567, _mm_srai_epi32(_mm_unpackhi_epi16(vprod01234567, vprod01234567), 16));
113       vacc89AB = _mm_add_epi32(vacc89AB, _mm_cvtepi16_epi32(vprod89ABCDEF));
114       vaccCDEF = _mm_add_epi32(vaccCDEF, _mm_srai_epi32(_mm_unpackhi_epi16(vprod89ABCDEF, vprod89ABCDEF), 16));
115       vaccGHIJ = _mm_add_epi32(vaccGHIJ, _mm_cvtepi16_epi32(vprodGHIJKLMN));
116       vaccKLMN = _mm_add_epi32(vaccKLMN, _mm_srai_epi32(_mm_unpackhi_epi16(vprodGHIJKLMN, vprodGHIJKLMN), 16));
117 
118       const __m128i vi1x01234567 = _mm_loadl_epi64((const __m128i*) i1);
119       const __m128i vxi1x01234567 = _mm_cvtepi8_epi16(vi1x01234567);
120       const __m128i vk1x01234567 = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 24 * sizeof(int32_t) + 24 * sizeof(int8_t)));
121       const __m128i vxk1x01234567 = _mm_cvtepi8_epi16(vk1x01234567);
122       const __m128i vi1x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i1 + 8));
123       const __m128i vxi1x89ABCDEF = _mm_cvtepi8_epi16(vi1x89ABCDEF);
124       const __m128i vk1x89ABCDEF = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 24 * sizeof(int32_t) + 32 * sizeof(int8_t)));
125       const __m128i vxk1x89ABCDEF = _mm_cvtepi8_epi16(vk1x89ABCDEF);
126       const __m128i vi1xGHIJKLMN = _mm_loadl_epi64((const __m128i*) (i1 + 16));
127       const __m128i vxi1xGHIJKLMN = _mm_cvtepi8_epi16(vi1xGHIJKLMN);
128       const __m128i vk1xGHIJKLMN = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 24 * sizeof(int32_t) + 40 * sizeof(int8_t)));
129       const __m128i vxk1xGHIJKLMN = _mm_cvtepi8_epi16(vk1xGHIJKLMN);
130       i1 += 24;
131 
132 
133       vprod01234567 = _mm_mullo_epi16(vxi1x01234567, vxk1x01234567);
134       vprod89ABCDEF = _mm_mullo_epi16(vxi1x89ABCDEF, vxk1x89ABCDEF);
135       vprodGHIJKLMN = _mm_mullo_epi16(vxi1xGHIJKLMN, vxk1xGHIJKLMN);
136 
137       vacc0123 = _mm_add_epi32(vacc0123, _mm_cvtepi16_epi32(vprod01234567));
138       vacc4567 = _mm_add_epi32(vacc4567, _mm_srai_epi32(_mm_unpackhi_epi16(vprod01234567, vprod01234567), 16));
139       vacc89AB = _mm_add_epi32(vacc89AB, _mm_cvtepi16_epi32(vprod89ABCDEF));
140       vaccCDEF = _mm_add_epi32(vaccCDEF, _mm_srai_epi32(_mm_unpackhi_epi16(vprod89ABCDEF, vprod89ABCDEF), 16));
141       vaccGHIJ = _mm_add_epi32(vaccGHIJ, _mm_cvtepi16_epi32(vprodGHIJKLMN));
142       vaccKLMN = _mm_add_epi32(vaccKLMN, _mm_srai_epi32(_mm_unpackhi_epi16(vprodGHIJKLMN, vprodGHIJKLMN), 16));
143 
144       const __m128i vi2x01234567 = _mm_loadl_epi64((const __m128i*) i2);
145       const __m128i vxi2x01234567 = _mm_cvtepi8_epi16(vi2x01234567);
146       const __m128i vk2x01234567 = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 24 * sizeof(int32_t) + 48 * sizeof(int8_t)));
147       const __m128i vxk2x01234567 = _mm_cvtepi8_epi16(vk2x01234567);
148       const __m128i vi2x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i2 + 8));
149       const __m128i vxi2x89ABCDEF = _mm_cvtepi8_epi16(vi2x89ABCDEF);
150       const __m128i vk2x89ABCDEF = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 24 * sizeof(int32_t) + 56 * sizeof(int8_t)));
151       const __m128i vxk2x89ABCDEF = _mm_cvtepi8_epi16(vk2x89ABCDEF);
152       const __m128i vi2xGHIJKLMN = _mm_loadl_epi64((const __m128i*) (i2 + 16));
153       const __m128i vxi2xGHIJKLMN = _mm_cvtepi8_epi16(vi2xGHIJKLMN);
154       const __m128i vk2xGHIJKLMN = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 24 * sizeof(int32_t) + 64 * sizeof(int8_t)));
155       const __m128i vxk2xGHIJKLMN = _mm_cvtepi8_epi16(vk2xGHIJKLMN);
156       i2 += 24;
157 
158 
159       vprod01234567 = _mm_mullo_epi16(vxi2x01234567, vxk2x01234567);
160       vprod89ABCDEF = _mm_mullo_epi16(vxi2x89ABCDEF, vxk2x89ABCDEF);
161       vprodGHIJKLMN = _mm_mullo_epi16(vxi2xGHIJKLMN, vxk2xGHIJKLMN);
162 
163       vacc0123 = _mm_add_epi32(vacc0123, _mm_cvtepi16_epi32(vprod01234567));
164       vacc4567 = _mm_add_epi32(vacc4567, _mm_srai_epi32(_mm_unpackhi_epi16(vprod01234567, vprod01234567), 16));
165       vacc89AB = _mm_add_epi32(vacc89AB, _mm_cvtepi16_epi32(vprod89ABCDEF));
166       vaccCDEF = _mm_add_epi32(vaccCDEF, _mm_srai_epi32(_mm_unpackhi_epi16(vprod89ABCDEF, vprod89ABCDEF), 16));
167       vaccGHIJ = _mm_add_epi32(vaccGHIJ, _mm_cvtepi16_epi32(vprodGHIJKLMN));
168       vaccKLMN = _mm_add_epi32(vaccKLMN, _mm_srai_epi32(_mm_unpackhi_epi16(vprodGHIJKLMN, vprodGHIJKLMN), 16));
169 
170       const __m128i vi3x01234567 = _mm_loadl_epi64((const __m128i*) i3);
171       const __m128i vxi3x01234567 = _mm_cvtepi8_epi16(vi3x01234567);
172       const __m128i vk3x01234567 = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 24 * sizeof(int32_t) + 72 * sizeof(int8_t)));
173       const __m128i vxk3x01234567 = _mm_cvtepi8_epi16(vk3x01234567);
174       const __m128i vi3x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i3 + 8));
175       const __m128i vxi3x89ABCDEF = _mm_cvtepi8_epi16(vi3x89ABCDEF);
176       const __m128i vk3x89ABCDEF = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 24 * sizeof(int32_t) + 80 * sizeof(int8_t)));
177       const __m128i vxk3x89ABCDEF = _mm_cvtepi8_epi16(vk3x89ABCDEF);
178       const __m128i vi3xGHIJKLMN = _mm_loadl_epi64((const __m128i*) (i3 + 16));
179       const __m128i vxi3xGHIJKLMN = _mm_cvtepi8_epi16(vi3xGHIJKLMN);
180       const __m128i vk3xGHIJKLMN = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 24 * sizeof(int32_t) + 88 * sizeof(int8_t)));
181       const __m128i vxk3xGHIJKLMN = _mm_cvtepi8_epi16(vk3xGHIJKLMN);
182       i3 += 24;
183 
184 
185       vprod01234567 = _mm_mullo_epi16(vxi3x01234567, vxk3x01234567);
186       vprod89ABCDEF = _mm_mullo_epi16(vxi3x89ABCDEF, vxk3x89ABCDEF);
187       vprodGHIJKLMN = _mm_mullo_epi16(vxi3xGHIJKLMN, vxk3xGHIJKLMN);
188 
189       vacc0123 = _mm_add_epi32(vacc0123, _mm_cvtepi16_epi32(vprod01234567));
190       vacc4567 = _mm_add_epi32(vacc4567, _mm_srai_epi32(_mm_unpackhi_epi16(vprod01234567, vprod01234567), 16));
191       vacc89AB = _mm_add_epi32(vacc89AB, _mm_cvtepi16_epi32(vprod89ABCDEF));
192       vaccCDEF = _mm_add_epi32(vaccCDEF, _mm_srai_epi32(_mm_unpackhi_epi16(vprod89ABCDEF, vprod89ABCDEF), 16));
193       vaccGHIJ = _mm_add_epi32(vaccGHIJ, _mm_cvtepi16_epi32(vprodGHIJKLMN));
194       vaccKLMN = _mm_add_epi32(vaccKLMN, _mm_srai_epi32(_mm_unpackhi_epi16(vprodGHIJKLMN, vprodGHIJKLMN), 16));
195 
196       const __m128i vi4x01234567 = _mm_loadl_epi64((const __m128i*) i4);
197       const __m128i vxi4x01234567 = _mm_cvtepi8_epi16(vi4x01234567);
198       const __m128i vk4x01234567 = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 24 * sizeof(int32_t) + 96 * sizeof(int8_t)));
199       const __m128i vxk4x01234567 = _mm_cvtepi8_epi16(vk4x01234567);
200       const __m128i vi4x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i4 + 8));
201       const __m128i vxi4x89ABCDEF = _mm_cvtepi8_epi16(vi4x89ABCDEF);
202       const __m128i vk4x89ABCDEF = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 24 * sizeof(int32_t) + 104 * sizeof(int8_t)));
203       const __m128i vxk4x89ABCDEF = _mm_cvtepi8_epi16(vk4x89ABCDEF);
204       const __m128i vi4xGHIJKLMN = _mm_loadl_epi64((const __m128i*) (i4 + 16));
205       const __m128i vxi4xGHIJKLMN = _mm_cvtepi8_epi16(vi4xGHIJKLMN);
206       const __m128i vk4xGHIJKLMN = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 24 * sizeof(int32_t) + 112 * sizeof(int8_t)));
207       const __m128i vxk4xGHIJKLMN = _mm_cvtepi8_epi16(vk4xGHIJKLMN);
208       i4 += 24;
209 
210 
211       vprod01234567 = _mm_mullo_epi16(vxi4x01234567, vxk4x01234567);
212       vprod89ABCDEF = _mm_mullo_epi16(vxi4x89ABCDEF, vxk4x89ABCDEF);
213       vprodGHIJKLMN = _mm_mullo_epi16(vxi4xGHIJKLMN, vxk4xGHIJKLMN);
214 
215       vacc0123 = _mm_add_epi32(vacc0123, _mm_cvtepi16_epi32(vprod01234567));
216       vacc4567 = _mm_add_epi32(vacc4567, _mm_srai_epi32(_mm_unpackhi_epi16(vprod01234567, vprod01234567), 16));
217       vacc89AB = _mm_add_epi32(vacc89AB, _mm_cvtepi16_epi32(vprod89ABCDEF));
218       vaccCDEF = _mm_add_epi32(vaccCDEF, _mm_srai_epi32(_mm_unpackhi_epi16(vprod89ABCDEF, vprod89ABCDEF), 16));
219       vaccGHIJ = _mm_add_epi32(vaccGHIJ, _mm_cvtepi16_epi32(vprodGHIJKLMN));
220       vaccKLMN = _mm_add_epi32(vaccKLMN, _mm_srai_epi32(_mm_unpackhi_epi16(vprodGHIJKLMN, vprodGHIJKLMN), 16));
221 
222       const __m128i vi5x01234567 = _mm_loadl_epi64((const __m128i*) i5);
223       const __m128i vxi5x01234567 = _mm_cvtepi8_epi16(vi5x01234567);
224       const __m128i vk5x01234567 = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 24 * sizeof(int32_t) + 120 * sizeof(int8_t)));
225       const __m128i vxk5x01234567 = _mm_cvtepi8_epi16(vk5x01234567);
226       const __m128i vi5x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i5 + 8));
227       const __m128i vxi5x89ABCDEF = _mm_cvtepi8_epi16(vi5x89ABCDEF);
228       const __m128i vk5x89ABCDEF = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 24 * sizeof(int32_t) + 128 * sizeof(int8_t)));
229       const __m128i vxk5x89ABCDEF = _mm_cvtepi8_epi16(vk5x89ABCDEF);
230       const __m128i vi5xGHIJKLMN = _mm_loadl_epi64((const __m128i*) (i5 + 16));
231       const __m128i vxi5xGHIJKLMN = _mm_cvtepi8_epi16(vi5xGHIJKLMN);
232       const __m128i vk5xGHIJKLMN = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 24 * sizeof(int32_t) + 136 * sizeof(int8_t)));
233       const __m128i vxk5xGHIJKLMN = _mm_cvtepi8_epi16(vk5xGHIJKLMN);
234       i5 += 24;
235 
236 
237       vprod01234567 = _mm_mullo_epi16(vxi5x01234567, vxk5x01234567);
238       vprod89ABCDEF = _mm_mullo_epi16(vxi5x89ABCDEF, vxk5x89ABCDEF);
239       vprodGHIJKLMN = _mm_mullo_epi16(vxi5xGHIJKLMN, vxk5xGHIJKLMN);
240 
241       vacc0123 = _mm_add_epi32(vacc0123, _mm_cvtepi16_epi32(vprod01234567));
242       vacc4567 = _mm_add_epi32(vacc4567, _mm_srai_epi32(_mm_unpackhi_epi16(vprod01234567, vprod01234567), 16));
243       vacc89AB = _mm_add_epi32(vacc89AB, _mm_cvtepi16_epi32(vprod89ABCDEF));
244       vaccCDEF = _mm_add_epi32(vaccCDEF, _mm_srai_epi32(_mm_unpackhi_epi16(vprod89ABCDEF, vprod89ABCDEF), 16));
245       vaccGHIJ = _mm_add_epi32(vaccGHIJ, _mm_cvtepi16_epi32(vprodGHIJKLMN));
246       vaccKLMN = _mm_add_epi32(vaccKLMN, _mm_srai_epi32(_mm_unpackhi_epi16(vprodGHIJKLMN, vprodGHIJKLMN), 16));
247 
248       const __m128i vi6x01234567 = _mm_loadl_epi64((const __m128i*) i6);
249       const __m128i vxi6x01234567 = _mm_cvtepi8_epi16(vi6x01234567);
250       const __m128i vk6x01234567 = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 24 * sizeof(int32_t) + 144 * sizeof(int8_t)));
251       const __m128i vxk6x01234567 = _mm_cvtepi8_epi16(vk6x01234567);
252       const __m128i vi6x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i6 + 8));
253       const __m128i vxi6x89ABCDEF = _mm_cvtepi8_epi16(vi6x89ABCDEF);
254       const __m128i vk6x89ABCDEF = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 24 * sizeof(int32_t) + 152 * sizeof(int8_t)));
255       const __m128i vxk6x89ABCDEF = _mm_cvtepi8_epi16(vk6x89ABCDEF);
256       const __m128i vi6xGHIJKLMN = _mm_loadl_epi64((const __m128i*) (i6 + 16));
257       const __m128i vxi6xGHIJKLMN = _mm_cvtepi8_epi16(vi6xGHIJKLMN);
258       const __m128i vk6xGHIJKLMN = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 24 * sizeof(int32_t) + 160 * sizeof(int8_t)));
259       const __m128i vxk6xGHIJKLMN = _mm_cvtepi8_epi16(vk6xGHIJKLMN);
260       i6 += 24;
261 
262 
263       vprod01234567 = _mm_mullo_epi16(vxi6x01234567, vxk6x01234567);
264       vprod89ABCDEF = _mm_mullo_epi16(vxi6x89ABCDEF, vxk6x89ABCDEF);
265       vprodGHIJKLMN = _mm_mullo_epi16(vxi6xGHIJKLMN, vxk6xGHIJKLMN);
266 
267       vacc0123 = _mm_add_epi32(vacc0123, _mm_cvtepi16_epi32(vprod01234567));
268       vacc4567 = _mm_add_epi32(vacc4567, _mm_srai_epi32(_mm_unpackhi_epi16(vprod01234567, vprod01234567), 16));
269       vacc89AB = _mm_add_epi32(vacc89AB, _mm_cvtepi16_epi32(vprod89ABCDEF));
270       vaccCDEF = _mm_add_epi32(vaccCDEF, _mm_srai_epi32(_mm_unpackhi_epi16(vprod89ABCDEF, vprod89ABCDEF), 16));
271       vaccGHIJ = _mm_add_epi32(vaccGHIJ, _mm_cvtepi16_epi32(vprodGHIJKLMN));
272       vaccKLMN = _mm_add_epi32(vaccKLMN, _mm_srai_epi32(_mm_unpackhi_epi16(vprodGHIJKLMN, vprodGHIJKLMN), 16));
273 
274       const __m128i vi7x01234567 = _mm_loadl_epi64((const __m128i*) i7);
275       const __m128i vxi7x01234567 = _mm_cvtepi8_epi16(vi7x01234567);
276       const __m128i vk7x01234567 = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 24 * sizeof(int32_t) + 168 * sizeof(int8_t)));
277       const __m128i vxk7x01234567 = _mm_cvtepi8_epi16(vk7x01234567);
278       const __m128i vi7x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i7 + 8));
279       const __m128i vxi7x89ABCDEF = _mm_cvtepi8_epi16(vi7x89ABCDEF);
280       const __m128i vk7x89ABCDEF = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 24 * sizeof(int32_t) + 176 * sizeof(int8_t)));
281       const __m128i vxk7x89ABCDEF = _mm_cvtepi8_epi16(vk7x89ABCDEF);
282       const __m128i vi7xGHIJKLMN = _mm_loadl_epi64((const __m128i*) (i7 + 16));
283       const __m128i vxi7xGHIJKLMN = _mm_cvtepi8_epi16(vi7xGHIJKLMN);
284       const __m128i vk7xGHIJKLMN = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 24 * sizeof(int32_t) + 184 * sizeof(int8_t)));
285       const __m128i vxk7xGHIJKLMN = _mm_cvtepi8_epi16(vk7xGHIJKLMN);
286       i7 += 24;
287 
288 
289       vprod01234567 = _mm_mullo_epi16(vxi7x01234567, vxk7x01234567);
290       vprod89ABCDEF = _mm_mullo_epi16(vxi7x89ABCDEF, vxk7x89ABCDEF);
291       vprodGHIJKLMN = _mm_mullo_epi16(vxi7xGHIJKLMN, vxk7xGHIJKLMN);
292 
293       vacc0123 = _mm_add_epi32(vacc0123, _mm_cvtepi16_epi32(vprod01234567));
294       vacc4567 = _mm_add_epi32(vacc4567, _mm_srai_epi32(_mm_unpackhi_epi16(vprod01234567, vprod01234567), 16));
295       vacc89AB = _mm_add_epi32(vacc89AB, _mm_cvtepi16_epi32(vprod89ABCDEF));
296       vaccCDEF = _mm_add_epi32(vaccCDEF, _mm_srai_epi32(_mm_unpackhi_epi16(vprod89ABCDEF, vprod89ABCDEF), 16));
297       vaccGHIJ = _mm_add_epi32(vaccGHIJ, _mm_cvtepi16_epi32(vprodGHIJKLMN));
298       vaccKLMN = _mm_add_epi32(vaccKLMN, _mm_srai_epi32(_mm_unpackhi_epi16(vprodGHIJKLMN, vprodGHIJKLMN), 16));
299 
300       const __m128i vi8x01234567 = _mm_loadl_epi64((const __m128i*) i8);
301       const __m128i vxi8x01234567 = _mm_cvtepi8_epi16(vi8x01234567);
302       const __m128i vk8x01234567 = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 24 * sizeof(int32_t) + 192 * sizeof(int8_t)));
303       const __m128i vxk8x01234567 = _mm_cvtepi8_epi16(vk8x01234567);
304       const __m128i vi8x89ABCDEF = _mm_loadl_epi64((const __m128i*) (i8 + 8));
305       const __m128i vxi8x89ABCDEF = _mm_cvtepi8_epi16(vi8x89ABCDEF);
306       const __m128i vk8x89ABCDEF = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 24 * sizeof(int32_t) + 200 * sizeof(int8_t)));
307       const __m128i vxk8x89ABCDEF = _mm_cvtepi8_epi16(vk8x89ABCDEF);
308       const __m128i vi8xGHIJKLMN = _mm_loadl_epi64((const __m128i*) (i8 + 16));
309       const __m128i vxi8xGHIJKLMN = _mm_cvtepi8_epi16(vi8xGHIJKLMN);
310       const __m128i vk8xGHIJKLMN = _mm_loadl_epi64((const __m128i*) ((uintptr_t) w + 24 * sizeof(int32_t) + 208 * sizeof(int8_t)));
311       const __m128i vxk8xGHIJKLMN = _mm_cvtepi8_epi16(vk8xGHIJKLMN);
312       i8 += 24;
313 
314 
315       vprod01234567 = _mm_mullo_epi16(vxi8x01234567, vxk8x01234567);
316       vprod89ABCDEF = _mm_mullo_epi16(vxi8x89ABCDEF, vxk8x89ABCDEF);
317       vprodGHIJKLMN = _mm_mullo_epi16(vxi8xGHIJKLMN, vxk8xGHIJKLMN);
318 
319       vacc0123 = _mm_add_epi32(vacc0123, _mm_cvtepi16_epi32(vprod01234567));
320       vacc4567 = _mm_add_epi32(vacc4567, _mm_srai_epi32(_mm_unpackhi_epi16(vprod01234567, vprod01234567), 16));
321       vacc89AB = _mm_add_epi32(vacc89AB, _mm_cvtepi16_epi32(vprod89ABCDEF));
322       vaccCDEF = _mm_add_epi32(vaccCDEF, _mm_srai_epi32(_mm_unpackhi_epi16(vprod89ABCDEF, vprod89ABCDEF), 16));
323       vaccGHIJ = _mm_add_epi32(vaccGHIJ, _mm_cvtepi16_epi32(vprodGHIJKLMN));
324       vaccKLMN = _mm_add_epi32(vaccKLMN, _mm_srai_epi32(_mm_unpackhi_epi16(vprodGHIJKLMN, vprodGHIJKLMN), 16));
325 
326       w = (const void*) ((uintptr_t) w + 24 * sizeof(int32_t) + 216 * sizeof(int8_t));
327 
328       __m128 vscaled0123 = _mm_cvtepi32_ps(vacc0123);
329       __m128 vscaled4567 = _mm_cvtepi32_ps(vacc4567);
330       __m128 vscaled89AB = _mm_cvtepi32_ps(vacc89AB);
331       __m128 vscaledCDEF = _mm_cvtepi32_ps(vaccCDEF);
332       __m128 vscaledGHIJ = _mm_cvtepi32_ps(vaccGHIJ);
333       __m128 vscaledKLMN = _mm_cvtepi32_ps(vaccKLMN);
334 
335       const __m128 vscale = _mm_load_ps(params->fp32_sse4.scale);
336       vscaled0123 = _mm_mul_ps(vscaled0123, vscale);
337       vscaled4567 = _mm_mul_ps(vscaled4567, vscale);
338       vscaled89AB = _mm_mul_ps(vscaled89AB, vscale);
339       vscaledCDEF = _mm_mul_ps(vscaledCDEF, vscale);
340       vscaledGHIJ = _mm_mul_ps(vscaledGHIJ, vscale);
341       vscaledKLMN = _mm_mul_ps(vscaledKLMN, vscale);
342 
343       const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point);
344       vscaled0123 = _mm_min_ps(vscaled0123, voutput_max_less_zero_point);
345       vscaled4567 = _mm_min_ps(vscaled4567, voutput_max_less_zero_point);
346       vscaled89AB = _mm_min_ps(vscaled89AB, voutput_max_less_zero_point);
347       vscaledCDEF = _mm_min_ps(vscaledCDEF, voutput_max_less_zero_point);
348       vscaledGHIJ = _mm_min_ps(vscaledGHIJ, voutput_max_less_zero_point);
349       vscaledKLMN = _mm_min_ps(vscaledKLMN, voutput_max_less_zero_point);
350 
351       vacc0123 = _mm_cvtps_epi32(vscaled0123);
352       vacc4567 = _mm_cvtps_epi32(vscaled4567);
353       vacc89AB = _mm_cvtps_epi32(vscaled89AB);
354       vaccCDEF = _mm_cvtps_epi32(vscaledCDEF);
355       vaccGHIJ = _mm_cvtps_epi32(vscaledGHIJ);
356       vaccKLMN = _mm_cvtps_epi32(vscaledKLMN);
357 
358       const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point);
359       __m128i vout01234567 = _mm_adds_epi16(_mm_packs_epi32(vacc0123, vacc4567), voutput_zero_point);
360       __m128i vout89ABCDEF = _mm_adds_epi16(_mm_packs_epi32(vacc89AB, vaccCDEF), voutput_zero_point);
361       __m128i voutGHIJKLMN = _mm_adds_epi16(_mm_packs_epi32(vaccGHIJ, vaccKLMN), voutput_zero_point);
362 
363 
364       __m128i vout0123456789ABCDEF = _mm_packs_epi16(vout01234567, vout89ABCDEF);
365       __m128i voutGHIJKLMNGHIJKLMN = _mm_packs_epi16(voutGHIJKLMN, voutGHIJKLMN);
366 
367       const __m128i voutput_min = _mm_load_si128((const __m128i*) params->fp32_sse4.output_min);
368       vout0123456789ABCDEF = _mm_max_epi8(vout0123456789ABCDEF, voutput_min);
369       voutGHIJKLMNGHIJKLMN = _mm_max_epi8(voutGHIJKLMNGHIJKLMN, voutput_min);
370 
371       _mm_storeu_si128((__m128i*) output, vout0123456789ABCDEF);
372       _mm_storel_epi64((__m128i*) (output + 16), voutGHIJKLMNGHIJKLMN);
373       output += 24;
374     }
375     if XNN_UNLIKELY(c != 0) {
376       const int8_t* k = (const int8_t*) ((const int32_t*) w + 24);
377       do {
378         __m128i vacc0123 = _mm_loadu_si128((const __m128i*) w);
379         __m128i vacc4567 = _mm_loadu_si128((const __m128i*) ((const int32_t*) w + 4));
380 
381 
382         const __m128i vi0x01234567 = _mm_loadl_epi64((const __m128i*) i0);
383         const __m128i vxi0x01234567 = _mm_cvtepi8_epi16(vi0x01234567);
384         const __m128i vk0x01234567 = _mm_loadl_epi64((const __m128i*) k);
385         const __m128i vxk0x01234567 = _mm_cvtepi8_epi16(vk0x01234567);
386         i0 += 8;
387 
388 
389         __m128i vprod01234567 = _mm_mullo_epi16(vxi0x01234567, vxk0x01234567);
390 
391         vacc0123 = _mm_add_epi32(vacc0123, _mm_cvtepi16_epi32(vprod01234567));
392         vacc4567 = _mm_add_epi32(vacc4567, _mm_srai_epi32(_mm_unpackhi_epi16(vprod01234567, vprod01234567), 16));
393 
394         const __m128i vi1x01234567 = _mm_loadl_epi64((const __m128i*) i1);
395         const __m128i vxi1x01234567 = _mm_cvtepi8_epi16(vi1x01234567);
396         const __m128i vk1x01234567 = _mm_loadl_epi64((const __m128i*) (k + 24));
397         const __m128i vxk1x01234567 = _mm_cvtepi8_epi16(vk1x01234567);
398         i1 += 8;
399 
400 
401         vprod01234567 = _mm_mullo_epi16(vxi1x01234567, vxk1x01234567);
402 
403         vacc0123 = _mm_add_epi32(vacc0123, _mm_cvtepi16_epi32(vprod01234567));
404         vacc4567 = _mm_add_epi32(vacc4567, _mm_srai_epi32(_mm_unpackhi_epi16(vprod01234567, vprod01234567), 16));
405 
406         const __m128i vi2x01234567 = _mm_loadl_epi64((const __m128i*) i2);
407         const __m128i vxi2x01234567 = _mm_cvtepi8_epi16(vi2x01234567);
408         const __m128i vk2x01234567 = _mm_loadl_epi64((const __m128i*) (k + 48));
409         const __m128i vxk2x01234567 = _mm_cvtepi8_epi16(vk2x01234567);
410         i2 += 8;
411 
412 
413         vprod01234567 = _mm_mullo_epi16(vxi2x01234567, vxk2x01234567);
414 
415         vacc0123 = _mm_add_epi32(vacc0123, _mm_cvtepi16_epi32(vprod01234567));
416         vacc4567 = _mm_add_epi32(vacc4567, _mm_srai_epi32(_mm_unpackhi_epi16(vprod01234567, vprod01234567), 16));
417 
418         const __m128i vi3x01234567 = _mm_loadl_epi64((const __m128i*) i3);
419         const __m128i vxi3x01234567 = _mm_cvtepi8_epi16(vi3x01234567);
420         const __m128i vk3x01234567 = _mm_loadl_epi64((const __m128i*) (k + 72));
421         const __m128i vxk3x01234567 = _mm_cvtepi8_epi16(vk3x01234567);
422         i3 += 8;
423 
424 
425         vprod01234567 = _mm_mullo_epi16(vxi3x01234567, vxk3x01234567);
426 
427         vacc0123 = _mm_add_epi32(vacc0123, _mm_cvtepi16_epi32(vprod01234567));
428         vacc4567 = _mm_add_epi32(vacc4567, _mm_srai_epi32(_mm_unpackhi_epi16(vprod01234567, vprod01234567), 16));
429 
430         const __m128i vi4x01234567 = _mm_loadl_epi64((const __m128i*) i4);
431         const __m128i vxi4x01234567 = _mm_cvtepi8_epi16(vi4x01234567);
432         const __m128i vk4x01234567 = _mm_loadl_epi64((const __m128i*) (k + 96));
433         const __m128i vxk4x01234567 = _mm_cvtepi8_epi16(vk4x01234567);
434         i4 += 8;
435 
436 
437         vprod01234567 = _mm_mullo_epi16(vxi4x01234567, vxk4x01234567);
438 
439         vacc0123 = _mm_add_epi32(vacc0123, _mm_cvtepi16_epi32(vprod01234567));
440         vacc4567 = _mm_add_epi32(vacc4567, _mm_srai_epi32(_mm_unpackhi_epi16(vprod01234567, vprod01234567), 16));
441 
442         const __m128i vi5x01234567 = _mm_loadl_epi64((const __m128i*) i5);
443         const __m128i vxi5x01234567 = _mm_cvtepi8_epi16(vi5x01234567);
444         const __m128i vk5x01234567 = _mm_loadl_epi64((const __m128i*) (k + 120));
445         const __m128i vxk5x01234567 = _mm_cvtepi8_epi16(vk5x01234567);
446         i5 += 8;
447 
448 
449         vprod01234567 = _mm_mullo_epi16(vxi5x01234567, vxk5x01234567);
450 
451         vacc0123 = _mm_add_epi32(vacc0123, _mm_cvtepi16_epi32(vprod01234567));
452         vacc4567 = _mm_add_epi32(vacc4567, _mm_srai_epi32(_mm_unpackhi_epi16(vprod01234567, vprod01234567), 16));
453 
454         const __m128i vi6x01234567 = _mm_loadl_epi64((const __m128i*) i6);
455         const __m128i vxi6x01234567 = _mm_cvtepi8_epi16(vi6x01234567);
456         const __m128i vk6x01234567 = _mm_loadl_epi64((const __m128i*) (k + 144));
457         const __m128i vxk6x01234567 = _mm_cvtepi8_epi16(vk6x01234567);
458         i6 += 8;
459 
460 
461         vprod01234567 = _mm_mullo_epi16(vxi6x01234567, vxk6x01234567);
462 
463         vacc0123 = _mm_add_epi32(vacc0123, _mm_cvtepi16_epi32(vprod01234567));
464         vacc4567 = _mm_add_epi32(vacc4567, _mm_srai_epi32(_mm_unpackhi_epi16(vprod01234567, vprod01234567), 16));
465 
466         const __m128i vi7x01234567 = _mm_loadl_epi64((const __m128i*) i7);
467         const __m128i vxi7x01234567 = _mm_cvtepi8_epi16(vi7x01234567);
468         const __m128i vk7x01234567 = _mm_loadl_epi64((const __m128i*) (k + 168));
469         const __m128i vxk7x01234567 = _mm_cvtepi8_epi16(vk7x01234567);
470         i7 += 8;
471 
472 
473         vprod01234567 = _mm_mullo_epi16(vxi7x01234567, vxk7x01234567);
474 
475         vacc0123 = _mm_add_epi32(vacc0123, _mm_cvtepi16_epi32(vprod01234567));
476         vacc4567 = _mm_add_epi32(vacc4567, _mm_srai_epi32(_mm_unpackhi_epi16(vprod01234567, vprod01234567), 16));
477 
478         const __m128i vi8x01234567 = _mm_loadl_epi64((const __m128i*) i8);
479         const __m128i vxi8x01234567 = _mm_cvtepi8_epi16(vi8x01234567);
480         const __m128i vk8x01234567 = _mm_loadl_epi64((const __m128i*) (k + 192));
481         const __m128i vxk8x01234567 = _mm_cvtepi8_epi16(vk8x01234567);
482         i8 += 8;
483 
484 
485         vprod01234567 = _mm_mullo_epi16(vxi8x01234567, vxk8x01234567);
486 
487         vacc0123 = _mm_add_epi32(vacc0123, _mm_cvtepi16_epi32(vprod01234567));
488         vacc4567 = _mm_add_epi32(vacc4567, _mm_srai_epi32(_mm_unpackhi_epi16(vprod01234567, vprod01234567), 16));
489 
490         k += 8;
491 
492         __m128 vscaled0123 = _mm_cvtepi32_ps(vacc0123);
493         __m128 vscaled4567 = _mm_cvtepi32_ps(vacc4567);
494 
495         const __m128 vscale = _mm_load_ps(params->fp32_sse4.scale);
496         vscaled0123 = _mm_mul_ps(vscaled0123, vscale);
497         vscaled4567 = _mm_mul_ps(vscaled4567, vscale);
498 
499         const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point);
500         vscaled0123 = _mm_min_ps(vscaled0123, voutput_max_less_zero_point);
501         vscaled4567 = _mm_min_ps(vscaled4567, voutput_max_less_zero_point);
502 
503         vacc0123 = _mm_cvtps_epi32(vscaled0123);
504         vacc4567 = _mm_cvtps_epi32(vscaled4567);
505 
506         w = (const void*) ((const int32_t*) w + 8);
507 
508         const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point);
509         __m128i vout01234567 = _mm_adds_epi16(_mm_packs_epi32(vacc0123, vacc4567), voutput_zero_point);
510 
511 
512         __m128i vout0123456701234567 = _mm_packs_epi16(vout01234567, vout01234567);
513 
514         vout0123456701234567 = _mm_max_epi8(vout0123456701234567, _mm_load_si128((const __m128i*) params->fp32_sse4.output_min));
515 
516         if XNN_LIKELY(c >= 8) {
517           _mm_storel_epi64((__m128i*) output, vout0123456701234567);
518           output += 8;
519           c -= 8;
520         } else {
521           if (c & 4) {
522             unaligned_store_u32(output, (uint32_t) _mm_cvtsi128_si32(vout0123456701234567));
523             vout0123456701234567 = _mm_srli_epi64(vout0123456701234567, 32);
524             output += 4;
525           }
526           if (c & 2) {
527             unaligned_store_u16(output, (uint16_t) _mm_extract_epi16(vout0123456701234567, 0));
528             vout0123456701234567 = _mm_srli_epi32(vout0123456701234567, 16);
529             output += 2;
530           }
531           if (c & 1) {
532             *output = (int8_t) _mm_extract_epi8(vout0123456701234567, 0);
533             output += 1;
534           }
535           c = 0;
536         }
537       } while (c != 0);
538     }
539 
540     output = (int8_t*) ((uintptr_t) output + output_increment);
541   } while (--output_width != 0);
542 }
543