1 // Auto-generated file. Do not edit!
2 // Template: src/qs8-gemm/MRx4c2-sse.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/gemm.h>
15 #include <xnnpack/math.h>
16 #include <xnnpack/unaligned.h>
17
18
19
xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64(size_t mr,size_t nc,size_t kc,const uint8_t * restrict a,size_t a_stride,const void * restrict w,uint8_t * restrict c,size_t cm_stride,size_t cn_stride,const union xnn_qu8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS (1)])20 void xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64(
21 size_t mr,
22 size_t nc,
23 size_t kc,
24 const uint8_t* restrict a,
25 size_t a_stride,
26 const void* restrict w,
27 uint8_t* restrict c,
28 size_t cm_stride,
29 size_t cn_stride,
30 const union xnn_qu8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
31 {
32 assert(mr != 0);
33 assert(mr <= 4);
34 assert(nc != 0);
35 assert(kc != 0);
36 assert(kc % sizeof(uint8_t) == 0);
37 assert(a != NULL);
38 assert(w != NULL);
39 assert(c != NULL);
40
41 kc = round_up_po2(kc, 2 * sizeof(uint8_t));
42 const uint8_t* a0 = a;
43 uint8_t* c0 = c;
44 const uint8_t* a1 = (const uint8_t*) ((uintptr_t) a0 + a_stride);
45 uint8_t* c1 = (uint8_t*) ((uintptr_t) c0 + cm_stride);
46 if XNN_UNPREDICTABLE(mr < 2) {
47 a1 = a0;
48 c1 = c0;
49 }
50 const uint8_t* a2 = (const uint8_t*) ((uintptr_t) a1 + a_stride);
51 uint8_t* c2 = (uint8_t*) ((uintptr_t) c1 + cm_stride);
52 if XNN_UNPREDICTABLE(mr <= 2) {
53 a2 = a1;
54 c2 = c1;
55 }
56 const uint8_t* a3 = (const uint8_t*) ((uintptr_t) a2 + a_stride);
57 uint8_t* c3 = (uint8_t*) ((uintptr_t) c2 + cm_stride);
58 if XNN_UNPREDICTABLE(mr != 4) {
59 a3 = a2;
60 c3 = c2;
61 }
62
63 do {
64 __m128i vacc0x0123 = _mm_loadu_si128((const __m128i*) w);
65 __m128i vacc1x0123 = vacc0x0123;
66 __m128i vacc2x0123 = vacc0x0123;
67 __m128i vacc3x0123 = vacc0x0123;
68 w = (const void*) ((const int32_t*) w + 4);
69
70 size_t k = kc;
71 const __m128i vb_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse2.kernel_zero_point);
72 while (k >= 8 * sizeof(uint8_t)) {
73 const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
74 const __m128i vxa0 = _mm_cvtepu8_epi16(va0);
75 a0 += 8;
76 const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
77 const __m128i vxa1 = _mm_cvtepu8_epi16(va1);
78 a1 += 8;
79 const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
80 const __m128i vxa2 = _mm_cvtepu8_epi16(va2);
81 a2 += 8;
82 const __m128i va3 = _mm_loadl_epi64((const __m128i*) a3);
83 const __m128i vxa3 = _mm_cvtepu8_epi16(va3);
84 a3 += 8;
85
86 const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w);
87 const __m128i vxb0 = _mm_sub_epi16(_mm_cvtepu8_epi16(vb0), vb_zero_point);
88
89 vacc0x0123 = _mm_add_epi32(vacc0x0123,
90 _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
91 vacc1x0123 = _mm_add_epi32(vacc1x0123,
92 _mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
93 vacc2x0123 = _mm_add_epi32(vacc2x0123,
94 _mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
95 vacc3x0123 = _mm_add_epi32(vacc3x0123,
96 _mm_madd_epi16(_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
97 const __m128i vb1 = _mm_loadl_epi64((const __m128i*) ((const uint8_t*) w + 8));
98 const __m128i vxb1 = _mm_sub_epi16(_mm_cvtepu8_epi16(vb1), vb_zero_point);
99
100 vacc0x0123 = _mm_add_epi32(vacc0x0123,
101 _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
102 vacc1x0123 = _mm_add_epi32(vacc1x0123,
103 _mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
104 vacc2x0123 = _mm_add_epi32(vacc2x0123,
105 _mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
106 vacc3x0123 = _mm_add_epi32(vacc3x0123,
107 _mm_madd_epi16(_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
108 const __m128i vb2 = _mm_loadl_epi64((const __m128i*) ((const uint8_t*) w + 16));
109 const __m128i vxb2 = _mm_sub_epi16(_mm_cvtepu8_epi16(vb2), vb_zero_point);
110
111 vacc0x0123 = _mm_add_epi32(vacc0x0123,
112 _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
113 vacc1x0123 = _mm_add_epi32(vacc1x0123,
114 _mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
115 vacc2x0123 = _mm_add_epi32(vacc2x0123,
116 _mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
117 vacc3x0123 = _mm_add_epi32(vacc3x0123,
118 _mm_madd_epi16(_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
119 const __m128i vb3 = _mm_loadl_epi64((const __m128i*) ((const uint8_t*) w + 24));
120 const __m128i vxb3 = _mm_sub_epi16(_mm_cvtepu8_epi16(vb3), vb_zero_point);
121
122 vacc0x0123 = _mm_add_epi32(vacc0x0123,
123 _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(3, 3, 3, 3)), vxb3));
124 vacc1x0123 = _mm_add_epi32(vacc1x0123,
125 _mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(3, 3, 3, 3)), vxb3));
126 vacc2x0123 = _mm_add_epi32(vacc2x0123,
127 _mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(3, 3, 3, 3)), vxb3));
128 vacc3x0123 = _mm_add_epi32(vacc3x0123,
129 _mm_madd_epi16(_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(3, 3, 3, 3)), vxb3));
130
131 w = (const void*) ((const uint8_t*) w + 32);
132 k -= 8 * sizeof(uint8_t);
133 }
134 if (k != 0) {
135 const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
136 const __m128i vxa0 = _mm_cvtepu8_epi16(va0);
137 a0 = (const uint8_t*) ((uintptr_t) a0 + k);
138 const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
139 const __m128i vxa1 = _mm_cvtepu8_epi16(va1);
140 a1 = (const uint8_t*) ((uintptr_t) a1 + k);
141 const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
142 const __m128i vxa2 = _mm_cvtepu8_epi16(va2);
143 a2 = (const uint8_t*) ((uintptr_t) a2 + k);
144 const __m128i va3 = _mm_loadl_epi64((const __m128i*) a3);
145 const __m128i vxa3 = _mm_cvtepu8_epi16(va3);
146 a3 = (const uint8_t*) ((uintptr_t) a3 + k);
147
148 const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w);
149 const __m128i vxb0 = _mm_sub_epi16(_mm_cvtepu8_epi16(vb0), vb_zero_point);
150 w = (const void*) ((const uint8_t*) w + 8);
151
152 vacc0x0123 = _mm_add_epi32(vacc0x0123,
153 _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
154 vacc1x0123 = _mm_add_epi32(vacc1x0123,
155 _mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
156 vacc2x0123 = _mm_add_epi32(vacc2x0123,
157 _mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
158 vacc3x0123 = _mm_add_epi32(vacc3x0123,
159 _mm_madd_epi16(_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
160
161 if (k > 2 * sizeof(uint8_t)) {
162 const __m128i vb1 = _mm_loadl_epi64((const __m128i*) w);
163 const __m128i vxb1 = _mm_sub_epi16(_mm_cvtepu8_epi16(vb1), vb_zero_point);
164 w = (const void*) ((const uint8_t*) w + 8);
165
166 vacc0x0123 = _mm_add_epi32(vacc0x0123,
167 _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
168 vacc1x0123 = _mm_add_epi32(vacc1x0123,
169 _mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
170 vacc2x0123 = _mm_add_epi32(vacc2x0123,
171 _mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
172 vacc3x0123 = _mm_add_epi32(vacc3x0123,
173 _mm_madd_epi16(_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
174
175 if (k > 4 * sizeof(uint8_t)) {
176 const __m128i vb2 = _mm_loadl_epi64((const __m128i*) w);
177 const __m128i vxb2 = _mm_sub_epi16(_mm_cvtepu8_epi16(vb2), vb_zero_point);
178 w = (const void*) ((const uint8_t*) w + 8);
179
180 vacc0x0123 = _mm_add_epi32(vacc0x0123,
181 _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
182 vacc1x0123 = _mm_add_epi32(vacc1x0123,
183 _mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
184 vacc2x0123 = _mm_add_epi32(vacc2x0123,
185 _mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
186 vacc3x0123 = _mm_add_epi32(vacc3x0123,
187 _mm_madd_epi16(_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
188 }
189 }
190 }
191
192 __m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123);
193 __m128 vscaled1x0123 = _mm_cvtepi32_ps(vacc1x0123);
194 __m128 vscaled2x0123 = _mm_cvtepi32_ps(vacc2x0123);
195 __m128 vscaled3x0123 = _mm_cvtepi32_ps(vacc3x0123);
196
197 const __m128 vscale = _mm_load_ps(params->fp32_sse2.scale);
198 vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale);
199 vscaled1x0123 = _mm_mul_ps(vscaled1x0123, vscale);
200 vscaled2x0123 = _mm_mul_ps(vscaled2x0123, vscale);
201 vscaled3x0123 = _mm_mul_ps(vscaled3x0123, vscale);
202
203 const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse2.output_max_less_zero_point);
204 vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point);
205 vscaled1x0123 = _mm_min_ps(vscaled1x0123, voutput_max_less_zero_point);
206 vscaled2x0123 = _mm_min_ps(vscaled2x0123, voutput_max_less_zero_point);
207 vscaled3x0123 = _mm_min_ps(vscaled3x0123, voutput_max_less_zero_point);
208
209 vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123);
210 vacc1x0123 = _mm_cvtps_epi32(vscaled1x0123);
211 vacc2x0123 = _mm_cvtps_epi32(vscaled2x0123);
212 vacc3x0123 = _mm_cvtps_epi32(vscaled3x0123);
213
214 const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse2.output_zero_point);
215 __m128i vacc01x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc1x0123), voutput_zero_point);
216 __m128i vacc23x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc2x0123, vacc3x0123), voutput_zero_point);
217
218 __m128i vout = _mm_packus_epi16(vacc01x0123, vacc23x0123);
219
220 vout = _mm_max_epu8(vout, _mm_load_si128((const __m128i*) params->fp32_sse2.output_min));
221
222 if (nc >= 4) {
223 unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout));
224 unaligned_store_u32(c1, (uint32_t) _mm_extract_epi32(vout, 1));
225 unaligned_store_u32(c2, (uint32_t) _mm_extract_epi32(vout, 2));
226 unaligned_store_u32(c3, (uint32_t) _mm_extract_epi32(vout, 3));
227
228 c0 = (uint8_t*) ((uintptr_t) c0 + cn_stride);
229 c1 = (uint8_t*) ((uintptr_t) c1 + cn_stride);
230 c2 = (uint8_t*) ((uintptr_t) c2 + cn_stride);
231 c3 = (uint8_t*) ((uintptr_t) c3 + cn_stride);
232
233 a0 = (const uint8_t*) ((uintptr_t) a0 - kc);
234 a1 = (const uint8_t*) ((uintptr_t) a1 - kc);
235 a2 = (const uint8_t*) ((uintptr_t) a2 - kc);
236 a3 = (const uint8_t*) ((uintptr_t) a3 - kc);
237
238 nc -= 4;
239 } else {
240 if (nc & 2) {
241 unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0));
242 c0 += 2;
243 unaligned_store_u16(c1, (uint16_t) _mm_extract_epi16(vout, 2));
244 c1 += 2;
245 unaligned_store_u16(c2, (uint16_t) _mm_extract_epi16(vout, 4));
246 c2 += 2;
247 unaligned_store_u16(c3, (uint16_t) _mm_extract_epi16(vout, 6));
248 c3 += 2;
249 vout = _mm_srli_epi32(vout, 16);
250 }
251 if (nc & 1) {
252 *c0 = (uint8_t) _mm_extract_epi8(vout, 0);
253 *c1 = (uint8_t) _mm_extract_epi8(vout, 4);
254 *c2 = (uint8_t) _mm_extract_epi8(vout, 8);
255 *c3 = (uint8_t) _mm_extract_epi8(vout, 12);
256 }
257
258 nc = 0;
259 }
260 } while (nc != 0);
261 }
262