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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_up9__sse2(size_t n,size_t ks,size_t kc,const uint8_t ** input,const uint8_t * zero,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_up9__sse2(
17     size_t n,
18     size_t ks,
19     size_t kc,
20     const uint8_t** input,
21     const uint8_t* zero,
22     uint8_t* output,
23     size_t input_increment,
24     size_t output_increment,
25     const union xnn_q8_avgpool_params params[restrict static 1])
26 {
27   assert(n != 0);
28   assert(ks != 0);
29   assert(ks <= 9);
30   assert(kc != 0);
31 
32   const __m128i vbias = _mm_load_si128((const __m128i*) &params->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     const uint8_t* i0 = input[0];
40     const uint8_t* i1 = input[1];
41     const uint8_t* i2 = input[2];
42     const uint8_t* i3 = input[3];
43     const uint8_t* i4 = input[4];
44     const uint8_t* i5 = input[5];
45     const uint8_t* i6 = input[6];
46     const uint8_t* i7 = input[7];
47     const uint8_t* i8 = input[8];
48     input = (const uint8_t**) ((uintptr_t) input + input_increment);
49     if (ks < 2) {
50       i1 = zero;
51     }
52     if (ks <= 2) {
53       i2 = zero;
54     }
55     if (ks < 4) {
56       i3 = zero;
57     }
58     if (ks <= 4) {
59       i4 = zero;
60     }
61     if (ks < 6) {
62       i5 = zero;
63     }
64     if (ks <= 6) {
65       i6 = zero;
66     }
67     if (ks < 8) {
68       i7 = zero;
69     }
70     if (ks <= 8) {
71       i8 = zero;
72     }
73 
74     size_t k = kc;
75     while (k >= 8) {
76       const __m128i vi0 = _mm_loadl_epi64((const __m128i*) i0); i0 += 8;
77       const __m128i vi1 = _mm_loadl_epi64((const __m128i*) i1); i1 += 8;
78       const __m128i vi2 = _mm_loadl_epi64((const __m128i*) i2); i2 += 8;
79       const __m128i vi3 = _mm_loadl_epi64((const __m128i*) i3); i3 += 8;
80       const __m128i vi4 = _mm_loadl_epi64((const __m128i*) i4); i4 += 8;
81       const __m128i vi5 = _mm_loadl_epi64((const __m128i*) i5); i5 += 8;
82       const __m128i vi6 = _mm_loadl_epi64((const __m128i*) i6); i6 += 8;
83       const __m128i vi7 = _mm_loadl_epi64((const __m128i*) i7); i7 += 8;
84       const __m128i vi8 = _mm_loadl_epi64((const __m128i*) i8); i8 += 8;
85 
86       const __m128i vxi0 = _mm_unpacklo_epi8(vi0, vzero);
87       const __m128i vxi1 = _mm_unpacklo_epi8(vi1, vzero);
88       const __m128i vxi2 = _mm_unpacklo_epi8(vi2, vzero);
89       const __m128i vxi3 = _mm_unpacklo_epi8(vi3, vzero);
90       const __m128i vxi4 = _mm_unpacklo_epi8(vi4, vzero);
91       const __m128i vxi5 = _mm_unpacklo_epi8(vi5, vzero);
92       const __m128i vxi6 = _mm_unpacklo_epi8(vi6, vzero);
93       const __m128i vxi7 = _mm_unpacklo_epi8(vi7, vzero);
94       const __m128i vxi8 = _mm_unpacklo_epi8(vi8, vzero);
95 
96       const __m128i vsum018 = _mm_add_epi16(_mm_add_epi16(vxi0, vxi1), vxi8);
97       const __m128i vsum23 = _mm_add_epi16(vxi2, vxi3);
98       const __m128i vsum45 = _mm_add_epi16(vxi4, vxi5);
99       const __m128i vsum67 = _mm_add_epi16(vxi6, vxi7);
100 
101       const __m128i vsum2345 = _mm_add_epi16(vsum23, vsum45);
102       const __m128i vsum01678 = _mm_add_epi16(vsum018, vsum67);
103       const __m128i vsum = _mm_add_epi16(vsum2345, vsum01678);
104 
105       const __m128i vacc_lo = _mm_add_epi32(vbias, _mm_unpacklo_epi16(vsum, vzero));
106       const __m128i vacc_hi = _mm_add_epi32(vbias, _mm_unpackhi_epi16(vsum, vzero));
107 
108       const __m128i vneg_mask_lo = _mm_cmpgt_epi32(_mm_setzero_si128(), vacc_lo);
109       const __m128i vneg_mask_hi = _mm_cmpgt_epi32(_mm_setzero_si128(), vacc_hi);
110 
111       const __m128i vabs_lo0123 = _mm_sub_epi32(_mm_xor_si128(vacc_lo, vneg_mask_lo), vneg_mask_lo);
112       const __m128i vabs_hi0123 = _mm_sub_epi32(_mm_xor_si128(vacc_hi, vneg_mask_hi), vneg_mask_hi);
113 
114       const __m128i vabs_lo1032 = _mm_shuffle_epi32(vabs_lo0123, _MM_SHUFFLE(2, 3, 0, 1));
115       const __m128i vabs_hi1032 = _mm_shuffle_epi32(vabs_hi0123, _MM_SHUFFLE(2, 3, 0, 1));
116 
117       const __m128i vabsmul_lo02 = _mm_mul_epu32(vabs_lo0123, vmultiplier);
118       const __m128i vabsmul_hi02 = _mm_mul_epu32(vabs_hi0123, vmultiplier);
119 
120       const __m128i vabsmul_lo13 = _mm_mul_epu32(vabs_lo1032, vmultiplier);
121       const __m128i vabsmul_hi13 = _mm_mul_epu32(vabs_hi1032, vmultiplier);
122 
123       const __m128i vabs_scaled_lo02 = _mm_srl_epi64(_mm_add_epi64(vabsmul_lo02, vrounding), vright_shift);
124       const __m128i vabs_scaled_lo13 = _mm_srl_epi64(_mm_add_epi64(vabsmul_lo13, vrounding), vright_shift);
125       const __m128i vabs_scaled_hi02 = _mm_srl_epi64(_mm_add_epi64(vabsmul_hi02, vrounding), vright_shift);
126       const __m128i vabs_scaled_hi13 = _mm_srl_epi64(_mm_add_epi64(vabsmul_hi13, vrounding), vright_shift);
127 
128       const __m128i vabs_scaled_lo0213 = _mm_castps_si128(
129           _mm_shuffle_ps(_mm_castsi128_ps(vabs_scaled_lo02), _mm_castsi128_ps(vabs_scaled_lo13), _MM_SHUFFLE(2, 0, 2, 0)));
130       const __m128i vabs_scaled_hi0213 = _mm_castps_si128(
131           _mm_shuffle_ps(_mm_castsi128_ps(vabs_scaled_hi02), _mm_castsi128_ps(vabs_scaled_hi13), _MM_SHUFFLE(2, 0, 2, 0)));
132 
133       const __m128i vabs_scaled_lo = _mm_shuffle_epi32(vabs_scaled_lo0213, _MM_SHUFFLE(3, 1, 2, 0));
134       const __m128i vabs_scaled_hi = _mm_shuffle_epi32(vabs_scaled_hi0213, _MM_SHUFFLE(3, 1, 2, 0));
135 
136       const __m128i vscaled_lo = _mm_sub_epi32(_mm_xor_si128(vabs_scaled_lo, vneg_mask_lo), vneg_mask_lo);
137       const __m128i vscaled_hi = _mm_sub_epi32(_mm_xor_si128(vabs_scaled_hi, vneg_mask_hi), vneg_mask_hi);
138 
139       __m128i vout = _mm_packs_epi32(vscaled_lo, vscaled_hi);
140       vout = _mm_adds_epi16(vout, _mm_load_si128((const __m128i*) &params->sse2.output_zero_point));
141       vout = _mm_packus_epi16(vout, vout);
142       vout = _mm_min_epu8(vout, _mm_load_si128((const __m128i*) &params->sse2.output_max));
143       vout = _mm_max_epu8(vout, _mm_load_si128((const __m128i*) &params->sse2.output_min));
144 
145       _mm_storel_epi64((__m128i*) output, vout);
146       output += 8;
147 
148       k -= 8;
149     }
150     if (k != 0) {
151       const __m128i vi0 = _mm_loadl_epi64((const __m128i*) i0);
152       const __m128i vi1 = _mm_loadl_epi64((const __m128i*) i1);
153       const __m128i vi2 = _mm_loadl_epi64((const __m128i*) i2);
154       const __m128i vi3 = _mm_loadl_epi64((const __m128i*) i3);
155       const __m128i vi4 = _mm_loadl_epi64((const __m128i*) i4);
156       const __m128i vi5 = _mm_loadl_epi64((const __m128i*) i5);
157       const __m128i vi6 = _mm_loadl_epi64((const __m128i*) i6);
158       const __m128i vi7 = _mm_loadl_epi64((const __m128i*) i7);
159       const __m128i vi8 = _mm_loadl_epi64((const __m128i*) i8);
160 
161       const __m128i vxi0 = _mm_unpacklo_epi8(vi0, vzero);
162       const __m128i vxi1 = _mm_unpacklo_epi8(vi1, vzero);
163       const __m128i vxi2 = _mm_unpacklo_epi8(vi2, vzero);
164       const __m128i vxi3 = _mm_unpacklo_epi8(vi3, vzero);
165       const __m128i vxi4 = _mm_unpacklo_epi8(vi4, vzero);
166       const __m128i vxi5 = _mm_unpacklo_epi8(vi5, vzero);
167       const __m128i vxi6 = _mm_unpacklo_epi8(vi6, vzero);
168       const __m128i vxi7 = _mm_unpacklo_epi8(vi7, vzero);
169       const __m128i vxi8 = _mm_unpacklo_epi8(vi8, vzero);
170 
171       const __m128i vsum018 = _mm_add_epi16(_mm_add_epi16(vxi0, vxi1), vxi8);
172       const __m128i vsum23 = _mm_add_epi16(vxi2, vxi3);
173       const __m128i vsum45 = _mm_add_epi16(vxi4, vxi5);
174       const __m128i vsum67 = _mm_add_epi16(vxi6, vxi7);
175 
176       const __m128i vsum2345 = _mm_add_epi16(vsum23, vsum45);
177       const __m128i vsum01678 = _mm_add_epi16(vsum018, vsum67);
178       const __m128i vsum = _mm_add_epi16(vsum2345, vsum01678);
179 
180       const __m128i vacc_lo = _mm_add_epi32(vbias, _mm_unpacklo_epi16(vsum, vzero));
181       const __m128i vacc_hi = _mm_add_epi32(vbias, _mm_unpackhi_epi16(vsum, vzero));
182 
183       const __m128i vneg_mask_lo = _mm_cmpgt_epi32(_mm_setzero_si128(), vacc_lo);
184       const __m128i vneg_mask_hi = _mm_cmpgt_epi32(_mm_setzero_si128(), vacc_hi);
185 
186       const __m128i vabs_lo0123 = _mm_sub_epi32(_mm_xor_si128(vacc_lo, vneg_mask_lo), vneg_mask_lo);
187       const __m128i vabs_hi0123 = _mm_sub_epi32(_mm_xor_si128(vacc_hi, vneg_mask_hi), vneg_mask_hi);
188 
189       const __m128i vabs_lo1032 = _mm_shuffle_epi32(vabs_lo0123, _MM_SHUFFLE(2, 3, 0, 1));
190       const __m128i vabs_hi1032 = _mm_shuffle_epi32(vabs_hi0123, _MM_SHUFFLE(2, 3, 0, 1));
191 
192       const __m128i vabsmul_lo02 = _mm_mul_epu32(vabs_lo0123, vmultiplier);
193       const __m128i vabsmul_hi02 = _mm_mul_epu32(vabs_hi0123, vmultiplier);
194 
195       const __m128i vabsmul_lo13 = _mm_mul_epu32(vabs_lo1032, vmultiplier);
196       const __m128i vabsmul_hi13 = _mm_mul_epu32(vabs_hi1032, vmultiplier);
197 
198       const __m128i vabs_scaled_lo02 = _mm_srl_epi64(_mm_add_epi64(vabsmul_lo02, vrounding), vright_shift);
199       const __m128i vabs_scaled_lo13 = _mm_srl_epi64(_mm_add_epi64(vabsmul_lo13, vrounding), vright_shift);
200       const __m128i vabs_scaled_hi02 = _mm_srl_epi64(_mm_add_epi64(vabsmul_hi02, vrounding), vright_shift);
201       const __m128i vabs_scaled_hi13 = _mm_srl_epi64(_mm_add_epi64(vabsmul_hi13, vrounding), vright_shift);
202 
203       const __m128i vabs_scaled_lo0213 = _mm_castps_si128(
204           _mm_shuffle_ps(_mm_castsi128_ps(vabs_scaled_lo02), _mm_castsi128_ps(vabs_scaled_lo13), _MM_SHUFFLE(2, 0, 2, 0)));
205       const __m128i vabs_scaled_hi0213 = _mm_castps_si128(
206           _mm_shuffle_ps(_mm_castsi128_ps(vabs_scaled_hi02), _mm_castsi128_ps(vabs_scaled_hi13), _MM_SHUFFLE(2, 0, 2, 0)));
207 
208       const __m128i vabs_scaled_lo = _mm_shuffle_epi32(vabs_scaled_lo0213, _MM_SHUFFLE(3, 1, 2, 0));
209       const __m128i vabs_scaled_hi = _mm_shuffle_epi32(vabs_scaled_hi0213, _MM_SHUFFLE(3, 1, 2, 0));
210 
211       const __m128i vscaled_lo = _mm_sub_epi32(_mm_xor_si128(vabs_scaled_lo, vneg_mask_lo), vneg_mask_lo);
212       const __m128i vscaled_hi = _mm_sub_epi32(_mm_xor_si128(vabs_scaled_hi, vneg_mask_hi), vneg_mask_hi);
213 
214       __m128i vout = _mm_packs_epi32(vscaled_lo, vscaled_hi);
215       vout = _mm_adds_epi16(vout, _mm_load_si128((const __m128i*) &params->sse2.output_zero_point));
216       vout = _mm_packus_epi16(vout, vout);
217       vout = _mm_min_epu8(vout, _mm_load_si128((const __m128i*) &params->sse2.output_max));
218       vout = _mm_max_epu8(vout, _mm_load_si128((const __m128i*) &params->sse2.output_min));
219 
220       if (k & 4) {
221         *((uint32_t*) output) = (uint32_t) _mm_cvtsi128_si32(vout);
222         output += 4;
223         vout = _mm_srli_epi64(vout, 32);
224       }
225       if (k & 2) {
226         *((uint16_t*) output) = (uint16_t) _mm_extract_epi16(vout, 0);
227         output += 2;
228         vout = _mm_srli_epi32(vout, 16);
229       }
230       if (k & 1) {
231         *((uint8_t*) output) = (uint8_t) _mm_cvtsi128_si32(vout);
232         output += 1;
233       }
234     }
235     output = (uint8_t*) ((uintptr_t) output + output_increment);
236   } while (--n != 0);
237 }
238