1 // Copyright (c) Facebook, Inc. and its affiliates.
2 // All rights reserved.
3 //
4 // Copyright 2019 Google LLC
5 //
6 // This source code is licensed under the BSD-style license found in the
7 // LICENSE file in the root directory of this source tree.
8
9 #include <assert.h>
10
11 #include <emmintrin.h>
12
13 #include <xnnpack/avgpool.h>
14
15
xnn_q8_avgpool_ukernel_mp9p8q__sse2(size_t n,size_t ks,size_t kc,const uint8_t ** input,const uint8_t * zero,int32_t * buffer,uint8_t * output,size_t input_increment,size_t output_increment,const union xnn_q8_avgpool_params params[restrict static1])16 void xnn_q8_avgpool_ukernel_mp9p8q__sse2(
17 size_t n,
18 size_t ks,
19 size_t kc,
20 const uint8_t** input,
21 const uint8_t* zero,
22 int32_t* buffer,
23 uint8_t* output,
24 size_t input_increment,
25 size_t output_increment,
26 const union xnn_q8_avgpool_params params[restrict static 1])
27 {
28 assert(n != 0);
29 assert(ks > 9);
30 assert(kc != 0);
31
32 const __m128i vbias = _mm_load_si128((const __m128i*) ¶ms->sse2.bias);
33 const __m128i vzero = _mm_setzero_si128();
34 const __m128i vmultiplier = _mm_load_si128((const __m128i*) params->sse2.multiplier);
35 const __m128i vrounding = _mm_load_si128((const __m128i*) params->sse2.rounding);
36 const __m128i vright_shift = _mm_loadl_epi64((const __m128i*) params->sse2.right_shift);
37
38 do {
39 {
40 const uint8_t* i0 = *input++;
41 const uint8_t* i1 = *input++;
42 const uint8_t* i2 = *input++;
43 const uint8_t* i3 = *input++;
44 const uint8_t* i4 = *input++;
45 const uint8_t* i5 = *input++;
46 const uint8_t* i6 = *input++;
47 const uint8_t* i7 = *input++;
48 const uint8_t* i8 = *input++;
49
50 int32_t* acc = buffer;
51 for (size_t k = 0; k < kc; k += 8) {
52 const __m128i vi0 = _mm_loadl_epi64((const __m128i*) i0); i0 += 8;
53 const __m128i vi1 = _mm_loadl_epi64((const __m128i*) i1); i1 += 8;
54 const __m128i vi2 = _mm_loadl_epi64((const __m128i*) i2); i2 += 8;
55 const __m128i vi3 = _mm_loadl_epi64((const __m128i*) i3); i3 += 8;
56 const __m128i vi4 = _mm_loadl_epi64((const __m128i*) i4); i4 += 8;
57 const __m128i vi5 = _mm_loadl_epi64((const __m128i*) i5); i5 += 8;
58 const __m128i vi6 = _mm_loadl_epi64((const __m128i*) i6); i6 += 8;
59 const __m128i vi7 = _mm_loadl_epi64((const __m128i*) i7); i7 += 8;
60 const __m128i vi8 = _mm_loadl_epi64((const __m128i*) i8); i8 += 8;
61
62 const __m128i vxi0 = _mm_unpacklo_epi8(vi0, vzero);
63 const __m128i vxi1 = _mm_unpacklo_epi8(vi1, vzero);
64 const __m128i vxi2 = _mm_unpacklo_epi8(vi2, vzero);
65 const __m128i vxi3 = _mm_unpacklo_epi8(vi3, vzero);
66 const __m128i vxi4 = _mm_unpacklo_epi8(vi4, vzero);
67 const __m128i vxi5 = _mm_unpacklo_epi8(vi5, vzero);
68 const __m128i vxi6 = _mm_unpacklo_epi8(vi6, vzero);
69 const __m128i vxi7 = _mm_unpacklo_epi8(vi7, vzero);
70 const __m128i vxi8 = _mm_unpacklo_epi8(vi8, vzero);
71
72 const __m128i vsum018 = _mm_add_epi16(_mm_add_epi16(vxi0, vxi1), vxi8);
73 const __m128i vsum23 = _mm_add_epi16(vxi2, vxi3);
74 const __m128i vsum45 = _mm_add_epi16(vxi4, vxi5);
75 const __m128i vsum67 = _mm_add_epi16(vxi6, vxi7);
76
77 const __m128i vsum2345 = _mm_add_epi16(vsum23, vsum45);
78 const __m128i vsum01678 = _mm_add_epi16(vsum018, vsum67);
79 const __m128i vsum = _mm_add_epi16(vsum2345, vsum01678);
80
81 const __m128i vacc_lo = _mm_add_epi32(vbias, _mm_unpacklo_epi16(vsum, vzero));
82 const __m128i vacc_hi = _mm_add_epi32(vbias, _mm_unpackhi_epi16(vsum, vzero));
83
84 _mm_store_si128((__m128i*) acc, vacc_lo);
85 _mm_store_si128((__m128i*) acc + 1, vacc_hi);
86 acc += 8;
87 }
88 }
89
90 size_t m = ks;
91 for (m -= 9; m > 8; m -= 8) {
92 const uint8_t* i0 = *input++;
93 const uint8_t* i1 = *input++;
94 const uint8_t* i2 = *input++;
95 const uint8_t* i3 = *input++;
96 const uint8_t* i4 = *input++;
97 const uint8_t* i5 = *input++;
98 const uint8_t* i6 = *input++;
99 const uint8_t* i7 = *input++;
100
101 int32_t* acc = buffer;
102 for (size_t k = 0; k < kc; k += 8) {
103 const __m128i vi0 = _mm_loadl_epi64((const __m128i*) i0); i0 += 8;
104 const __m128i vi1 = _mm_loadl_epi64((const __m128i*) i1); i1 += 8;
105 const __m128i vi2 = _mm_loadl_epi64((const __m128i*) i2); i2 += 8;
106 const __m128i vi3 = _mm_loadl_epi64((const __m128i*) i3); i3 += 8;
107 const __m128i vi4 = _mm_loadl_epi64((const __m128i*) i4); i4 += 8;
108 const __m128i vi5 = _mm_loadl_epi64((const __m128i*) i5); i5 += 8;
109 const __m128i vi6 = _mm_loadl_epi64((const __m128i*) i6); i6 += 8;
110 const __m128i vi7 = _mm_loadl_epi64((const __m128i*) i7); i7 += 8;
111 __m128i vacc_lo = _mm_load_si128((const __m128i*) acc);
112 __m128i vacc_hi = _mm_load_si128((const __m128i*) acc + 1);
113
114 const __m128i vxi0 = _mm_unpacklo_epi8(vi0, vzero);
115 const __m128i vxi1 = _mm_unpacklo_epi8(vi1, vzero);
116 const __m128i vxi2 = _mm_unpacklo_epi8(vi2, vzero);
117 const __m128i vxi3 = _mm_unpacklo_epi8(vi3, vzero);
118 const __m128i vxi4 = _mm_unpacklo_epi8(vi4, vzero);
119 const __m128i vxi5 = _mm_unpacklo_epi8(vi5, vzero);
120 const __m128i vxi6 = _mm_unpacklo_epi8(vi6, vzero);
121 const __m128i vxi7 = _mm_unpacklo_epi8(vi7, vzero);
122
123 const __m128i vsum01 = _mm_add_epi16(vxi0, vxi1);
124 const __m128i vsum23 = _mm_add_epi16(vxi2, vxi3);
125 const __m128i vsum45 = _mm_add_epi16(vxi4, vxi5);
126 const __m128i vsum67 = _mm_add_epi16(vxi6, vxi7);
127
128 const __m128i vsum0123 = _mm_add_epi16(vsum01, vsum23);
129 const __m128i vsum4567 = _mm_add_epi16(vsum45, vsum67);
130 const __m128i vsum = _mm_add_epi16(vsum0123, vsum4567);
131
132 vacc_lo = _mm_add_epi32(vacc_lo, _mm_unpacklo_epi16(vsum, vzero));
133 vacc_hi = _mm_add_epi32(vacc_hi, _mm_unpackhi_epi16(vsum, vzero));
134
135 _mm_store_si128((__m128i*) acc, vacc_lo);
136 _mm_store_si128((__m128i*) acc + 1, vacc_hi);
137 acc += 8;
138 }
139 }
140
141 {
142 const uint8_t* i0 = input[0];
143 const uint8_t* i1 = input[1];
144 const uint8_t* i2 = input[2];
145 const uint8_t* i3 = input[3];
146 const uint8_t* i4 = input[4];
147 const uint8_t* i5 = input[5];
148 const uint8_t* i6 = input[6];
149 const uint8_t* i7 = input[7];
150 input = (const uint8_t**) ((uintptr_t) input + input_increment);
151 if (m < 2) {
152 i1 = zero;
153 }
154 if (m <= 2) {
155 i2 = zero;
156 }
157 if (m < 4) {
158 i3 = zero;
159 }
160 if (m <= 4) {
161 i4 = zero;
162 }
163 if (m < 6) {
164 i5 = zero;
165 }
166 if (m <= 6) {
167 i6 = zero;
168 }
169 if (m != 8) {
170 i7 = zero;
171 }
172
173 size_t k = kc;
174 int32_t* acc = buffer;
175 while (k >= 8) {
176 const __m128i vi0 = _mm_loadl_epi64((const __m128i*) i0); i0 += 8;
177 const __m128i vi1 = _mm_loadl_epi64((const __m128i*) i1); i1 += 8;
178 const __m128i vi2 = _mm_loadl_epi64((const __m128i*) i2); i2 += 8;
179 const __m128i vi3 = _mm_loadl_epi64((const __m128i*) i3); i3 += 8;
180 const __m128i vi4 = _mm_loadl_epi64((const __m128i*) i4); i4 += 8;
181 const __m128i vi5 = _mm_loadl_epi64((const __m128i*) i5); i5 += 8;
182 const __m128i vi6 = _mm_loadl_epi64((const __m128i*) i6); i6 += 8;
183 const __m128i vi7 = _mm_loadl_epi64((const __m128i*) i7); i7 += 8;
184 __m128i vacc_lo = _mm_load_si128((const __m128i*) acc);
185 __m128i vacc_hi = _mm_load_si128((const __m128i*) acc + 1);
186 acc += 8;
187
188 const __m128i vxi0 = _mm_unpacklo_epi8(vi0, vzero);
189 const __m128i vxi1 = _mm_unpacklo_epi8(vi1, vzero);
190 const __m128i vxi2 = _mm_unpacklo_epi8(vi2, vzero);
191 const __m128i vxi3 = _mm_unpacklo_epi8(vi3, vzero);
192 const __m128i vxi4 = _mm_unpacklo_epi8(vi4, vzero);
193 const __m128i vxi5 = _mm_unpacklo_epi8(vi5, vzero);
194 const __m128i vxi6 = _mm_unpacklo_epi8(vi6, vzero);
195 const __m128i vxi7 = _mm_unpacklo_epi8(vi7, vzero);
196
197 const __m128i vsum01 = _mm_add_epi16(vxi0, vxi1);
198 const __m128i vsum23 = _mm_add_epi16(vxi2, vxi3);
199 const __m128i vsum45 = _mm_add_epi16(vxi4, vxi5);
200 const __m128i vsum67 = _mm_add_epi16(vxi6, vxi7);
201
202 const __m128i vsum0123 = _mm_add_epi16(vsum01, vsum23);
203 const __m128i vsum4567 = _mm_add_epi16(vsum45, vsum67);
204 const __m128i vsum = _mm_add_epi16(vsum0123, vsum4567);
205
206 vacc_lo = _mm_add_epi32(vacc_lo, _mm_unpacklo_epi16(vsum, vzero));
207 vacc_hi = _mm_add_epi32(vacc_hi, _mm_unpackhi_epi16(vsum, vzero));
208
209 const __m128i vneg_mask_lo = _mm_cmpgt_epi32(_mm_setzero_si128(), vacc_lo);
210 const __m128i vneg_mask_hi = _mm_cmpgt_epi32(_mm_setzero_si128(), vacc_hi);
211
212 const __m128i vabs_lo0123 = _mm_sub_epi32(_mm_xor_si128(vacc_lo, vneg_mask_lo), vneg_mask_lo);
213 const __m128i vabs_hi0123 = _mm_sub_epi32(_mm_xor_si128(vacc_hi, vneg_mask_hi), vneg_mask_hi);
214
215 const __m128i vabs_lo1032 = _mm_shuffle_epi32(vabs_lo0123, _MM_SHUFFLE(2, 3, 0, 1));
216 const __m128i vabs_hi1032 = _mm_shuffle_epi32(vabs_hi0123, _MM_SHUFFLE(2, 3, 0, 1));
217
218 const __m128i vabsmul_lo02 = _mm_mul_epu32(vabs_lo0123, vmultiplier);
219 const __m128i vabsmul_hi02 = _mm_mul_epu32(vabs_hi0123, vmultiplier);
220
221 const __m128i vabsmul_lo13 = _mm_mul_epu32(vabs_lo1032, vmultiplier);
222 const __m128i vabsmul_hi13 = _mm_mul_epu32(vabs_hi1032, vmultiplier);
223
224 const __m128i vabs_scaled_lo02 = _mm_srl_epi64(_mm_add_epi64(vabsmul_lo02, vrounding), vright_shift);
225 const __m128i vabs_scaled_lo13 = _mm_srl_epi64(_mm_add_epi64(vabsmul_lo13, vrounding), vright_shift);
226 const __m128i vabs_scaled_hi02 = _mm_srl_epi64(_mm_add_epi64(vabsmul_hi02, vrounding), vright_shift);
227 const __m128i vabs_scaled_hi13 = _mm_srl_epi64(_mm_add_epi64(vabsmul_hi13, vrounding), vright_shift);
228
229 const __m128i vabs_scaled_lo0213 = _mm_castps_si128(
230 _mm_shuffle_ps(_mm_castsi128_ps(vabs_scaled_lo02), _mm_castsi128_ps(vabs_scaled_lo13), _MM_SHUFFLE(2, 0, 2, 0)));
231 const __m128i vabs_scaled_hi0213 = _mm_castps_si128(
232 _mm_shuffle_ps(_mm_castsi128_ps(vabs_scaled_hi02), _mm_castsi128_ps(vabs_scaled_hi13), _MM_SHUFFLE(2, 0, 2, 0)));
233
234 const __m128i vabs_scaled_lo = _mm_shuffle_epi32(vabs_scaled_lo0213, _MM_SHUFFLE(3, 1, 2, 0));
235 const __m128i vabs_scaled_hi = _mm_shuffle_epi32(vabs_scaled_hi0213, _MM_SHUFFLE(3, 1, 2, 0));
236
237 const __m128i vscaled_lo = _mm_sub_epi32(_mm_xor_si128(vabs_scaled_lo, vneg_mask_lo), vneg_mask_lo);
238 const __m128i vscaled_hi = _mm_sub_epi32(_mm_xor_si128(vabs_scaled_hi, vneg_mask_hi), vneg_mask_hi);
239
240 __m128i vout = _mm_packs_epi32(vscaled_lo, vscaled_hi);
241 vout = _mm_adds_epi16(vout, _mm_load_si128((const __m128i*) ¶ms->sse2.output_zero_point));
242 vout = _mm_packus_epi16(vout, vout);
243 vout = _mm_min_epu8(vout, _mm_load_si128((const __m128i*) ¶ms->sse2.output_max));
244 vout = _mm_max_epu8(vout, _mm_load_si128((const __m128i*) ¶ms->sse2.output_min));
245
246 _mm_storel_epi64((__m128i*) output, vout);
247 output += 8;
248
249 k -= 8;
250 }
251 if (k != 0) {
252 const __m128i vi0 = _mm_loadl_epi64((const __m128i*) i0);
253 const __m128i vi1 = _mm_loadl_epi64((const __m128i*) i1);
254 const __m128i vi2 = _mm_loadl_epi64((const __m128i*) i2);
255 const __m128i vi3 = _mm_loadl_epi64((const __m128i*) i3);
256 const __m128i vi4 = _mm_loadl_epi64((const __m128i*) i4);
257 const __m128i vi5 = _mm_loadl_epi64((const __m128i*) i5);
258 const __m128i vi6 = _mm_loadl_epi64((const __m128i*) i6);
259 const __m128i vi7 = _mm_loadl_epi64((const __m128i*) i7);
260 __m128i vacc_lo = _mm_load_si128((const __m128i*) acc);
261 __m128i vacc_hi = _mm_load_si128((const __m128i*) acc + 1);
262
263 const __m128i vxi0 = _mm_unpacklo_epi8(vi0, vzero);
264 const __m128i vxi1 = _mm_unpacklo_epi8(vi1, vzero);
265 const __m128i vxi2 = _mm_unpacklo_epi8(vi2, vzero);
266 const __m128i vxi3 = _mm_unpacklo_epi8(vi3, vzero);
267 const __m128i vxi4 = _mm_unpacklo_epi8(vi4, vzero);
268 const __m128i vxi5 = _mm_unpacklo_epi8(vi5, vzero);
269 const __m128i vxi6 = _mm_unpacklo_epi8(vi6, vzero);
270 const __m128i vxi7 = _mm_unpacklo_epi8(vi7, vzero);
271
272 const __m128i vsum01 = _mm_add_epi16(vxi0, vxi1);
273 const __m128i vsum23 = _mm_add_epi16(vxi2, vxi3);
274 const __m128i vsum45 = _mm_add_epi16(vxi4, vxi5);
275 const __m128i vsum67 = _mm_add_epi16(vxi6, vxi7);
276
277 const __m128i vsum0123 = _mm_add_epi16(vsum01, vsum23);
278 const __m128i vsum4567 = _mm_add_epi16(vsum45, vsum67);
279 const __m128i vsum = _mm_add_epi16(vsum0123, vsum4567);
280
281 vacc_lo = _mm_add_epi32(vacc_lo, _mm_unpacklo_epi16(vsum, vzero));
282 vacc_hi = _mm_add_epi32(vacc_hi, _mm_unpackhi_epi16(vsum, vzero));
283
284 const __m128i vneg_mask_lo = _mm_cmpgt_epi32(_mm_setzero_si128(), vacc_lo);
285 const __m128i vneg_mask_hi = _mm_cmpgt_epi32(_mm_setzero_si128(), vacc_hi);
286
287 const __m128i vabs_lo0123 = _mm_sub_epi32(_mm_xor_si128(vacc_lo, vneg_mask_lo), vneg_mask_lo);
288 const __m128i vabs_hi0123 = _mm_sub_epi32(_mm_xor_si128(vacc_hi, vneg_mask_hi), vneg_mask_hi);
289
290 const __m128i vabs_lo1032 = _mm_shuffle_epi32(vabs_lo0123, _MM_SHUFFLE(2, 3, 0, 1));
291 const __m128i vabs_hi1032 = _mm_shuffle_epi32(vabs_hi0123, _MM_SHUFFLE(2, 3, 0, 1));
292
293 const __m128i vabsmul_lo02 = _mm_mul_epu32(vabs_lo0123, vmultiplier);
294 const __m128i vabsmul_hi02 = _mm_mul_epu32(vabs_hi0123, vmultiplier);
295
296 const __m128i vabsmul_lo13 = _mm_mul_epu32(vabs_lo1032, vmultiplier);
297 const __m128i vabsmul_hi13 = _mm_mul_epu32(vabs_hi1032, vmultiplier);
298
299 const __m128i vabs_scaled_lo02 = _mm_srl_epi64(_mm_add_epi64(vabsmul_lo02, vrounding), vright_shift);
300 const __m128i vabs_scaled_lo13 = _mm_srl_epi64(_mm_add_epi64(vabsmul_lo13, vrounding), vright_shift);
301 const __m128i vabs_scaled_hi02 = _mm_srl_epi64(_mm_add_epi64(vabsmul_hi02, vrounding), vright_shift);
302 const __m128i vabs_scaled_hi13 = _mm_srl_epi64(_mm_add_epi64(vabsmul_hi13, vrounding), vright_shift);
303
304 const __m128i vabs_scaled_lo0213 = _mm_castps_si128(
305 _mm_shuffle_ps(_mm_castsi128_ps(vabs_scaled_lo02), _mm_castsi128_ps(vabs_scaled_lo13), _MM_SHUFFLE(2, 0, 2, 0)));
306 const __m128i vabs_scaled_hi0213 = _mm_castps_si128(
307 _mm_shuffle_ps(_mm_castsi128_ps(vabs_scaled_hi02), _mm_castsi128_ps(vabs_scaled_hi13), _MM_SHUFFLE(2, 0, 2, 0)));
308
309 const __m128i vabs_scaled_lo = _mm_shuffle_epi32(vabs_scaled_lo0213, _MM_SHUFFLE(3, 1, 2, 0));
310 const __m128i vabs_scaled_hi = _mm_shuffle_epi32(vabs_scaled_hi0213, _MM_SHUFFLE(3, 1, 2, 0));
311
312 const __m128i vscaled_lo = _mm_sub_epi32(_mm_xor_si128(vabs_scaled_lo, vneg_mask_lo), vneg_mask_lo);
313 const __m128i vscaled_hi = _mm_sub_epi32(_mm_xor_si128(vabs_scaled_hi, vneg_mask_hi), vneg_mask_hi);
314
315 __m128i vout = _mm_packs_epi32(vscaled_lo, vscaled_hi);
316 vout = _mm_adds_epi16(vout, _mm_load_si128((const __m128i*) ¶ms->sse2.output_zero_point));
317 vout = _mm_packus_epi16(vout, vout);
318 vout = _mm_min_epu8(vout, _mm_load_si128((const __m128i*) ¶ms->sse2.output_max));
319 vout = _mm_max_epu8(vout, _mm_load_si128((const __m128i*) ¶ms->sse2.output_min));
320
321 if (k & 4) {
322 *((uint32_t*) output) = (uint32_t) _mm_cvtsi128_si32(vout);
323 output += 4;
324 vout = _mm_srli_epi64(vout, 32);
325 }
326 if (k & 2) {
327 *((uint16_t*) output) = (uint16_t) _mm_extract_epi16(vout, 0);
328 output += 2;
329 vout = _mm_srli_epi32(vout, 16);
330 }
331 if (k & 1) {
332 *((uint8_t*) output) = (uint8_t) _mm_cvtsi128_si32(vout);
333 output += 1;
334 }
335 }
336 }
337 output = (uint8_t*) ((uintptr_t) output + output_increment);
338 } while (--n != 0);
339 }
340