xref: /aosp_15_r20/external/XNNPACK/src/qu8-avgpool/9p8x-minmax-neon-c8.c (revision 4bdc94577ba0e567308109d787f7fec7b531ce36)
1*4bdc9457SAndroid Build Coastguard Worker // Copyright (c) Facebook, Inc. and its affiliates.
2*4bdc9457SAndroid Build Coastguard Worker // All rights reserved.
3*4bdc9457SAndroid Build Coastguard Worker //
4*4bdc9457SAndroid Build Coastguard Worker // Copyright 2019 Google LLC
5*4bdc9457SAndroid Build Coastguard Worker //
6*4bdc9457SAndroid Build Coastguard Worker // This source code is licensed under the BSD-style license found in the
7*4bdc9457SAndroid Build Coastguard Worker // LICENSE file in the root directory of this source tree.
8*4bdc9457SAndroid Build Coastguard Worker 
9*4bdc9457SAndroid Build Coastguard Worker #include <assert.h>
10*4bdc9457SAndroid Build Coastguard Worker 
11*4bdc9457SAndroid Build Coastguard Worker #include <arm_neon.h>
12*4bdc9457SAndroid Build Coastguard Worker 
13*4bdc9457SAndroid Build Coastguard Worker #include <xnnpack/avgpool.h>
14*4bdc9457SAndroid Build Coastguard Worker #include <xnnpack/common.h>
15*4bdc9457SAndroid Build Coastguard Worker 
16*4bdc9457SAndroid Build Coastguard Worker 
xnn_qu8_avgpool_minmax_ukernel_9p8x__neon_c8(size_t output_pixels,size_t kernel_elements,size_t channels,const uint8_t ** input,size_t input_offset,const uint8_t * zero,int32_t * buffer,uint8_t * output,size_t input_increment,size_t output_increment,const union xnn_qu8_avgpool_minmax_params params[restrict XNN_MIN_ELEMENTS (1)])17*4bdc9457SAndroid Build Coastguard Worker void xnn_qu8_avgpool_minmax_ukernel_9p8x__neon_c8(
18*4bdc9457SAndroid Build Coastguard Worker     size_t output_pixels,
19*4bdc9457SAndroid Build Coastguard Worker     size_t kernel_elements,
20*4bdc9457SAndroid Build Coastguard Worker     size_t channels,
21*4bdc9457SAndroid Build Coastguard Worker     const uint8_t** input,
22*4bdc9457SAndroid Build Coastguard Worker     size_t input_offset,
23*4bdc9457SAndroid Build Coastguard Worker     const uint8_t* zero,
24*4bdc9457SAndroid Build Coastguard Worker     int32_t* buffer,
25*4bdc9457SAndroid Build Coastguard Worker     uint8_t* output,
26*4bdc9457SAndroid Build Coastguard Worker     size_t input_increment,
27*4bdc9457SAndroid Build Coastguard Worker     size_t output_increment,
28*4bdc9457SAndroid Build Coastguard Worker     const union xnn_qu8_avgpool_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
29*4bdc9457SAndroid Build Coastguard Worker {
30*4bdc9457SAndroid Build Coastguard Worker   assert(output_pixels != 0);
31*4bdc9457SAndroid Build Coastguard Worker   assert(kernel_elements > 9);
32*4bdc9457SAndroid Build Coastguard Worker   assert(channels != 0);
33*4bdc9457SAndroid Build Coastguard Worker 
34*4bdc9457SAndroid Build Coastguard Worker   const int32x4_t vbias = vld1q_dup_s32(&params->neon.bias);
35*4bdc9457SAndroid Build Coastguard Worker #if XNN_ARCH_ARM64
36*4bdc9457SAndroid Build Coastguard Worker   const int32x4_t vmultiplier = vld1q_dup_s32(&params->neon.multiplier);
37*4bdc9457SAndroid Build Coastguard Worker #else
38*4bdc9457SAndroid Build Coastguard Worker   const int32x2_t vmultiplier = vld1_dup_s32(&params->neon.multiplier);
39*4bdc9457SAndroid Build Coastguard Worker #endif
40*4bdc9457SAndroid Build Coastguard Worker   const int64x2_t vleft_shift = vld1q_dup_s64(&params->neon.left_shift);
41*4bdc9457SAndroid Build Coastguard Worker   const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->neon.output_zero_point);
42*4bdc9457SAndroid Build Coastguard Worker   const uint8x8_t voutput_min = vld1_dup_u8(&params->neon.output_min);
43*4bdc9457SAndroid Build Coastguard Worker   const uint8x8_t voutput_max = vld1_dup_u8(&params->neon.output_max);
44*4bdc9457SAndroid Build Coastguard Worker 
45*4bdc9457SAndroid Build Coastguard Worker   do {
46*4bdc9457SAndroid Build Coastguard Worker     {
47*4bdc9457SAndroid Build Coastguard Worker       const uint8_t* i0 = *input++;
48*4bdc9457SAndroid Build Coastguard Worker       assert(i0 != NULL);
49*4bdc9457SAndroid Build Coastguard Worker       if XNN_UNPREDICTABLE(i0 != zero) {
50*4bdc9457SAndroid Build Coastguard Worker         i0 = (const uint8_t*) ((uintptr_t) i0 + input_offset);
51*4bdc9457SAndroid Build Coastguard Worker       }
52*4bdc9457SAndroid Build Coastguard Worker       const uint8_t* i1 = *input++;
53*4bdc9457SAndroid Build Coastguard Worker       assert(i1 != NULL);
54*4bdc9457SAndroid Build Coastguard Worker       if XNN_UNPREDICTABLE(i1 != zero) {
55*4bdc9457SAndroid Build Coastguard Worker         i1 = (const uint8_t*) ((uintptr_t) i1 + input_offset);
56*4bdc9457SAndroid Build Coastguard Worker       }
57*4bdc9457SAndroid Build Coastguard Worker       const uint8_t* i2 = *input++;
58*4bdc9457SAndroid Build Coastguard Worker       assert(i2 != NULL);
59*4bdc9457SAndroid Build Coastguard Worker       if XNN_UNPREDICTABLE(i2 != zero) {
60*4bdc9457SAndroid Build Coastguard Worker         i2 = (const uint8_t*) ((uintptr_t) i2 + input_offset);
61*4bdc9457SAndroid Build Coastguard Worker       }
62*4bdc9457SAndroid Build Coastguard Worker       const uint8_t* i3 = *input++;
63*4bdc9457SAndroid Build Coastguard Worker       assert(i3 != NULL);
64*4bdc9457SAndroid Build Coastguard Worker       if XNN_UNPREDICTABLE(i3 != zero) {
65*4bdc9457SAndroid Build Coastguard Worker         i3 = (const uint8_t*) ((uintptr_t) i3 + input_offset);
66*4bdc9457SAndroid Build Coastguard Worker       }
67*4bdc9457SAndroid Build Coastguard Worker       const uint8_t* i4 = *input++;
68*4bdc9457SAndroid Build Coastguard Worker       assert(i4 != NULL);
69*4bdc9457SAndroid Build Coastguard Worker       if XNN_UNPREDICTABLE(i4 != zero) {
70*4bdc9457SAndroid Build Coastguard Worker         i4 = (const uint8_t*) ((uintptr_t) i4 + input_offset);
71*4bdc9457SAndroid Build Coastguard Worker       }
72*4bdc9457SAndroid Build Coastguard Worker       const uint8_t* i5 = *input++;
73*4bdc9457SAndroid Build Coastguard Worker       assert(i5 != NULL);
74*4bdc9457SAndroid Build Coastguard Worker       if XNN_UNPREDICTABLE(i5 != zero) {
75*4bdc9457SAndroid Build Coastguard Worker         i5 = (const uint8_t*) ((uintptr_t) i5 + input_offset);
76*4bdc9457SAndroid Build Coastguard Worker       }
77*4bdc9457SAndroid Build Coastguard Worker       const uint8_t* i6 = *input++;
78*4bdc9457SAndroid Build Coastguard Worker       assert(i6 != NULL);
79*4bdc9457SAndroid Build Coastguard Worker       if XNN_UNPREDICTABLE(i6 != zero) {
80*4bdc9457SAndroid Build Coastguard Worker         i6 = (const uint8_t*) ((uintptr_t) i6 + input_offset);
81*4bdc9457SAndroid Build Coastguard Worker       }
82*4bdc9457SAndroid Build Coastguard Worker       const uint8_t* i7 = *input++;
83*4bdc9457SAndroid Build Coastguard Worker       assert(i7 != NULL);
84*4bdc9457SAndroid Build Coastguard Worker       if XNN_UNPREDICTABLE(i7 != zero) {
85*4bdc9457SAndroid Build Coastguard Worker         i7 = (const uint8_t*) ((uintptr_t) i7 + input_offset);
86*4bdc9457SAndroid Build Coastguard Worker       }
87*4bdc9457SAndroid Build Coastguard Worker       const uint8_t* i8 = *input++;
88*4bdc9457SAndroid Build Coastguard Worker       assert(i8 != NULL);
89*4bdc9457SAndroid Build Coastguard Worker       if XNN_UNPREDICTABLE(i8 != zero) {
90*4bdc9457SAndroid Build Coastguard Worker         i8 = (const uint8_t*) ((uintptr_t) i8 + input_offset);
91*4bdc9457SAndroid Build Coastguard Worker       }
92*4bdc9457SAndroid Build Coastguard Worker 
93*4bdc9457SAndroid Build Coastguard Worker       int32_t* b = buffer;
94*4bdc9457SAndroid Build Coastguard Worker       for (size_t c = 0; c < channels; c += 8) {
95*4bdc9457SAndroid Build Coastguard Worker         const uint8x8_t vi0 = vld1_u8(i0); i0 += 8;
96*4bdc9457SAndroid Build Coastguard Worker         const uint8x8_t vi1 = vld1_u8(i1); i1 += 8;
97*4bdc9457SAndroid Build Coastguard Worker         const uint8x8_t vi2 = vld1_u8(i2); i2 += 8;
98*4bdc9457SAndroid Build Coastguard Worker         const uint8x8_t vi3 = vld1_u8(i3); i3 += 8;
99*4bdc9457SAndroid Build Coastguard Worker         const uint8x8_t vi4 = vld1_u8(i4); i4 += 8;
100*4bdc9457SAndroid Build Coastguard Worker         const uint8x8_t vi5 = vld1_u8(i5); i5 += 8;
101*4bdc9457SAndroid Build Coastguard Worker         const uint8x8_t vi6 = vld1_u8(i6); i6 += 8;
102*4bdc9457SAndroid Build Coastguard Worker         const uint8x8_t vi7 = vld1_u8(i7); i7 += 8;
103*4bdc9457SAndroid Build Coastguard Worker         const uint8x8_t vi8 = vld1_u8(i8); i8 += 8;
104*4bdc9457SAndroid Build Coastguard Worker 
105*4bdc9457SAndroid Build Coastguard Worker         const uint16x8_t vsum018 = vaddw_u8(vaddl_u8(vi0, vi1), vi8);
106*4bdc9457SAndroid Build Coastguard Worker         const uint16x8_t vsum23 = vaddl_u8(vi2, vi3);
107*4bdc9457SAndroid Build Coastguard Worker         const uint16x8_t vsum45 = vaddl_u8(vi4, vi5);
108*4bdc9457SAndroid Build Coastguard Worker         const uint16x8_t vsum67 = vaddl_u8(vi6, vi7);
109*4bdc9457SAndroid Build Coastguard Worker 
110*4bdc9457SAndroid Build Coastguard Worker         const uint16x8_t vsum2345 = vaddq_u16(vsum23, vsum45);
111*4bdc9457SAndroid Build Coastguard Worker         const uint16x8_t vsum01678 = vaddq_u16(vsum018, vsum67);
112*4bdc9457SAndroid Build Coastguard Worker         const uint16x8_t vsum = vaddq_u16(vsum2345, vsum01678);
113*4bdc9457SAndroid Build Coastguard Worker 
114*4bdc9457SAndroid Build Coastguard Worker         const int32x4_t vacc_lo = vaddw_s16(vbias, vreinterpret_s16_u16(vget_low_u16(vsum)));
115*4bdc9457SAndroid Build Coastguard Worker         const int32x4_t vacc_hi = vaddw_s16(vbias, vreinterpret_s16_u16(vget_high_u16(vsum)));
116*4bdc9457SAndroid Build Coastguard Worker 
117*4bdc9457SAndroid Build Coastguard Worker         vst1q_s32(b, vacc_lo); b += 4;
118*4bdc9457SAndroid Build Coastguard Worker         vst1q_s32(b, vacc_hi); b += 4;
119*4bdc9457SAndroid Build Coastguard Worker       }
120*4bdc9457SAndroid Build Coastguard Worker     }
121*4bdc9457SAndroid Build Coastguard Worker 
122*4bdc9457SAndroid Build Coastguard Worker     size_t k = kernel_elements;
123*4bdc9457SAndroid Build Coastguard Worker     for (k -= 9; k > 8; k -= 8) {
124*4bdc9457SAndroid Build Coastguard Worker       const uint8_t* i0 = *input++;
125*4bdc9457SAndroid Build Coastguard Worker       assert(i0 != NULL);
126*4bdc9457SAndroid Build Coastguard Worker       if XNN_UNPREDICTABLE(i0 != zero) {
127*4bdc9457SAndroid Build Coastguard Worker         i0 = (const uint8_t*) ((uintptr_t) i0 + input_offset);
128*4bdc9457SAndroid Build Coastguard Worker       }
129*4bdc9457SAndroid Build Coastguard Worker       const uint8_t* i1 = *input++;
130*4bdc9457SAndroid Build Coastguard Worker       assert(i1 != NULL);
131*4bdc9457SAndroid Build Coastguard Worker       if XNN_UNPREDICTABLE(i1 != zero) {
132*4bdc9457SAndroid Build Coastguard Worker         i1 = (const uint8_t*) ((uintptr_t) i1 + input_offset);
133*4bdc9457SAndroid Build Coastguard Worker       }
134*4bdc9457SAndroid Build Coastguard Worker       const uint8_t* i2 = *input++;
135*4bdc9457SAndroid Build Coastguard Worker       assert(i2 != NULL);
136*4bdc9457SAndroid Build Coastguard Worker       if XNN_UNPREDICTABLE(i2 != zero) {
137*4bdc9457SAndroid Build Coastguard Worker         i2 = (const uint8_t*) ((uintptr_t) i2 + input_offset);
138*4bdc9457SAndroid Build Coastguard Worker       }
139*4bdc9457SAndroid Build Coastguard Worker       const uint8_t* i3 = *input++;
140*4bdc9457SAndroid Build Coastguard Worker       assert(i3 != NULL);
141*4bdc9457SAndroid Build Coastguard Worker       if XNN_UNPREDICTABLE(i3 != zero) {
142*4bdc9457SAndroid Build Coastguard Worker         i3 = (const uint8_t*) ((uintptr_t) i3 + input_offset);
143*4bdc9457SAndroid Build Coastguard Worker       }
144*4bdc9457SAndroid Build Coastguard Worker       const uint8_t* i4 = *input++;
145*4bdc9457SAndroid Build Coastguard Worker       assert(i4 != NULL);
146*4bdc9457SAndroid Build Coastguard Worker       if XNN_UNPREDICTABLE(i4 != zero) {
147*4bdc9457SAndroid Build Coastguard Worker         i4 = (const uint8_t*) ((uintptr_t) i4 + input_offset);
148*4bdc9457SAndroid Build Coastguard Worker       }
149*4bdc9457SAndroid Build Coastguard Worker       const uint8_t* i5 = *input++;
150*4bdc9457SAndroid Build Coastguard Worker       assert(i5 != NULL);
151*4bdc9457SAndroid Build Coastguard Worker       if XNN_UNPREDICTABLE(i5 != zero) {
152*4bdc9457SAndroid Build Coastguard Worker         i5 = (const uint8_t*) ((uintptr_t) i5 + input_offset);
153*4bdc9457SAndroid Build Coastguard Worker       }
154*4bdc9457SAndroid Build Coastguard Worker       const uint8_t* i6 = *input++;
155*4bdc9457SAndroid Build Coastguard Worker       assert(i6 != NULL);
156*4bdc9457SAndroid Build Coastguard Worker       if XNN_UNPREDICTABLE(i6 != zero) {
157*4bdc9457SAndroid Build Coastguard Worker         i6 = (const uint8_t*) ((uintptr_t) i6 + input_offset);
158*4bdc9457SAndroid Build Coastguard Worker       }
159*4bdc9457SAndroid Build Coastguard Worker       const uint8_t* i7 = *input++;
160*4bdc9457SAndroid Build Coastguard Worker       assert(i7 != NULL);
161*4bdc9457SAndroid Build Coastguard Worker       if XNN_UNPREDICTABLE(i7 != zero) {
162*4bdc9457SAndroid Build Coastguard Worker         i7 = (const uint8_t*) ((uintptr_t) i7 + input_offset);
163*4bdc9457SAndroid Build Coastguard Worker       }
164*4bdc9457SAndroid Build Coastguard Worker 
165*4bdc9457SAndroid Build Coastguard Worker       int32_t* b = buffer;
166*4bdc9457SAndroid Build Coastguard Worker       for (size_t c = 0; c < channels; c += 8) {
167*4bdc9457SAndroid Build Coastguard Worker         const uint8x8_t vi0 = vld1_u8(i0); i0 += 8;
168*4bdc9457SAndroid Build Coastguard Worker         const uint8x8_t vi1 = vld1_u8(i1); i1 += 8;
169*4bdc9457SAndroid Build Coastguard Worker         const uint8x8_t vi2 = vld1_u8(i2); i2 += 8;
170*4bdc9457SAndroid Build Coastguard Worker         const uint8x8_t vi3 = vld1_u8(i3); i3 += 8;
171*4bdc9457SAndroid Build Coastguard Worker         const uint8x8_t vi4 = vld1_u8(i4); i4 += 8;
172*4bdc9457SAndroid Build Coastguard Worker         const uint8x8_t vi5 = vld1_u8(i5); i5 += 8;
173*4bdc9457SAndroid Build Coastguard Worker         const uint8x8_t vi6 = vld1_u8(i6); i6 += 8;
174*4bdc9457SAndroid Build Coastguard Worker         const uint8x8_t vi7 = vld1_u8(i7); i7 += 8;
175*4bdc9457SAndroid Build Coastguard Worker         int32x4_t vacc_lo = vld1q_s32(b);
176*4bdc9457SAndroid Build Coastguard Worker         int32x4_t vacc_hi = vld1q_s32(b + 4);
177*4bdc9457SAndroid Build Coastguard Worker 
178*4bdc9457SAndroid Build Coastguard Worker         const uint16x8_t vsum01 = vaddl_u8(vi0, vi1);
179*4bdc9457SAndroid Build Coastguard Worker         const uint16x8_t vsum23 = vaddl_u8(vi2, vi3);
180*4bdc9457SAndroid Build Coastguard Worker         const uint16x8_t vsum45 = vaddl_u8(vi4, vi5);
181*4bdc9457SAndroid Build Coastguard Worker         const uint16x8_t vsum67 = vaddl_u8(vi6, vi7);
182*4bdc9457SAndroid Build Coastguard Worker 
183*4bdc9457SAndroid Build Coastguard Worker         const uint16x8_t vsum0123 = vaddq_u16(vsum01, vsum23);
184*4bdc9457SAndroid Build Coastguard Worker         const uint16x8_t vsum4567 = vaddq_u16(vsum45, vsum67);
185*4bdc9457SAndroid Build Coastguard Worker         const uint16x8_t vsum = vaddq_u16(vsum0123, vsum4567);
186*4bdc9457SAndroid Build Coastguard Worker 
187*4bdc9457SAndroid Build Coastguard Worker         vacc_lo = vaddw_s16(vacc_lo, vreinterpret_s16_u16(vget_low_u16(vsum)));
188*4bdc9457SAndroid Build Coastguard Worker         vacc_hi = vaddw_s16(vacc_hi, vreinterpret_s16_u16(vget_high_u16(vsum)));
189*4bdc9457SAndroid Build Coastguard Worker 
190*4bdc9457SAndroid Build Coastguard Worker         vst1q_s32(b, vacc_lo); b += 4;
191*4bdc9457SAndroid Build Coastguard Worker         vst1q_s32(b, vacc_hi); b += 4;
192*4bdc9457SAndroid Build Coastguard Worker       }
193*4bdc9457SAndroid Build Coastguard Worker     }
194*4bdc9457SAndroid Build Coastguard Worker 
195*4bdc9457SAndroid Build Coastguard Worker     {
196*4bdc9457SAndroid Build Coastguard Worker       const uint8_t* i0 = input[0];
197*4bdc9457SAndroid Build Coastguard Worker       assert(i0 != NULL);
198*4bdc9457SAndroid Build Coastguard Worker       const uint8_t* i1 = input[1];
199*4bdc9457SAndroid Build Coastguard Worker       const uint8_t* i2 = input[2];
200*4bdc9457SAndroid Build Coastguard Worker       const uint8_t* i3 = input[3];
201*4bdc9457SAndroid Build Coastguard Worker       const uint8_t* i4 = input[4];
202*4bdc9457SAndroid Build Coastguard Worker       const uint8_t* i5 = input[5];
203*4bdc9457SAndroid Build Coastguard Worker       const uint8_t* i6 = input[6];
204*4bdc9457SAndroid Build Coastguard Worker       const uint8_t* i7 = input[7];
205*4bdc9457SAndroid Build Coastguard Worker       input = (const uint8_t**) ((uintptr_t) input + input_increment);
206*4bdc9457SAndroid Build Coastguard Worker       if (k < 2) {
207*4bdc9457SAndroid Build Coastguard Worker         i1 = zero;
208*4bdc9457SAndroid Build Coastguard Worker       }
209*4bdc9457SAndroid Build Coastguard Worker       assert(i1 != NULL);
210*4bdc9457SAndroid Build Coastguard Worker       if (k <= 2) {
211*4bdc9457SAndroid Build Coastguard Worker         i2 = zero;
212*4bdc9457SAndroid Build Coastguard Worker       }
213*4bdc9457SAndroid Build Coastguard Worker       assert(i2 != NULL);
214*4bdc9457SAndroid Build Coastguard Worker       if (k < 4) {
215*4bdc9457SAndroid Build Coastguard Worker         i3 = zero;
216*4bdc9457SAndroid Build Coastguard Worker       }
217*4bdc9457SAndroid Build Coastguard Worker       assert(i3 != NULL);
218*4bdc9457SAndroid Build Coastguard Worker       if (k <= 4) {
219*4bdc9457SAndroid Build Coastguard Worker         i4 = zero;
220*4bdc9457SAndroid Build Coastguard Worker       }
221*4bdc9457SAndroid Build Coastguard Worker       assert(i4 != NULL);
222*4bdc9457SAndroid Build Coastguard Worker       if (k < 6) {
223*4bdc9457SAndroid Build Coastguard Worker         i5 = zero;
224*4bdc9457SAndroid Build Coastguard Worker       }
225*4bdc9457SAndroid Build Coastguard Worker       assert(i5 != NULL);
226*4bdc9457SAndroid Build Coastguard Worker       if (k <= 6) {
227*4bdc9457SAndroid Build Coastguard Worker         i6 = zero;
228*4bdc9457SAndroid Build Coastguard Worker       }
229*4bdc9457SAndroid Build Coastguard Worker       assert(i6 != NULL);
230*4bdc9457SAndroid Build Coastguard Worker       if (k < 8) {
231*4bdc9457SAndroid Build Coastguard Worker         i7 = zero;
232*4bdc9457SAndroid Build Coastguard Worker       }
233*4bdc9457SAndroid Build Coastguard Worker       assert(i7 != NULL);
234*4bdc9457SAndroid Build Coastguard Worker       if XNN_UNPREDICTABLE(i0 != zero) {
235*4bdc9457SAndroid Build Coastguard Worker         i0 = (const uint8_t*) ((uintptr_t) i0 + input_offset);
236*4bdc9457SAndroid Build Coastguard Worker       }
237*4bdc9457SAndroid Build Coastguard Worker       if XNN_UNPREDICTABLE(i1 != zero) {
238*4bdc9457SAndroid Build Coastguard Worker         i1 = (const uint8_t*) ((uintptr_t) i1 + input_offset);
239*4bdc9457SAndroid Build Coastguard Worker       }
240*4bdc9457SAndroid Build Coastguard Worker       if XNN_UNPREDICTABLE(i2 != zero) {
241*4bdc9457SAndroid Build Coastguard Worker         i2 = (const uint8_t*) ((uintptr_t) i2 + input_offset);
242*4bdc9457SAndroid Build Coastguard Worker       }
243*4bdc9457SAndroid Build Coastguard Worker       if XNN_UNPREDICTABLE(i3 != zero) {
244*4bdc9457SAndroid Build Coastguard Worker         i3 = (const uint8_t*) ((uintptr_t) i3 + input_offset);
245*4bdc9457SAndroid Build Coastguard Worker       }
246*4bdc9457SAndroid Build Coastguard Worker       if XNN_UNPREDICTABLE(i4 != zero) {
247*4bdc9457SAndroid Build Coastguard Worker         i4 = (const uint8_t*) ((uintptr_t) i4 + input_offset);
248*4bdc9457SAndroid Build Coastguard Worker       }
249*4bdc9457SAndroid Build Coastguard Worker       if XNN_UNPREDICTABLE(i5 != zero) {
250*4bdc9457SAndroid Build Coastguard Worker         i5 = (const uint8_t*) ((uintptr_t) i5 + input_offset);
251*4bdc9457SAndroid Build Coastguard Worker       }
252*4bdc9457SAndroid Build Coastguard Worker       if XNN_UNPREDICTABLE(i6 != zero) {
253*4bdc9457SAndroid Build Coastguard Worker         i6 = (const uint8_t*) ((uintptr_t) i6 + input_offset);
254*4bdc9457SAndroid Build Coastguard Worker       }
255*4bdc9457SAndroid Build Coastguard Worker       if XNN_UNPREDICTABLE(i7 != zero) {
256*4bdc9457SAndroid Build Coastguard Worker         i7 = (const uint8_t*) ((uintptr_t) i7 + input_offset);
257*4bdc9457SAndroid Build Coastguard Worker       }
258*4bdc9457SAndroid Build Coastguard Worker 
259*4bdc9457SAndroid Build Coastguard Worker       size_t c = channels;
260*4bdc9457SAndroid Build Coastguard Worker       int32_t* b = buffer;
261*4bdc9457SAndroid Build Coastguard Worker       while (c >= 8) {
262*4bdc9457SAndroid Build Coastguard Worker         const uint8x8_t vi0 = vld1_u8(i0); i0 += 8;
263*4bdc9457SAndroid Build Coastguard Worker         const uint8x8_t vi1 = vld1_u8(i1); i1 += 8;
264*4bdc9457SAndroid Build Coastguard Worker         const uint8x8_t vi2 = vld1_u8(i2); i2 += 8;
265*4bdc9457SAndroid Build Coastguard Worker         const uint8x8_t vi3 = vld1_u8(i3); i3 += 8;
266*4bdc9457SAndroid Build Coastguard Worker         const uint8x8_t vi4 = vld1_u8(i4); i4 += 8;
267*4bdc9457SAndroid Build Coastguard Worker         const uint8x8_t vi5 = vld1_u8(i5); i5 += 8;
268*4bdc9457SAndroid Build Coastguard Worker         const uint8x8_t vi6 = vld1_u8(i6); i6 += 8;
269*4bdc9457SAndroid Build Coastguard Worker         const uint8x8_t vi7 = vld1_u8(i7); i7 += 8;
270*4bdc9457SAndroid Build Coastguard Worker         int32x4_t vacc_lo = vld1q_s32(b); b += 4;
271*4bdc9457SAndroid Build Coastguard Worker         int32x4_t vacc_hi = vld1q_s32(b); b += 4;
272*4bdc9457SAndroid Build Coastguard Worker 
273*4bdc9457SAndroid Build Coastguard Worker         const int16x8_t vsum01 = vreinterpretq_s16_u16(vaddl_u8(vi0, vi1));
274*4bdc9457SAndroid Build Coastguard Worker         const int16x8_t vsum23 = vreinterpretq_s16_u16(vaddl_u8(vi2, vi3));
275*4bdc9457SAndroid Build Coastguard Worker         const int16x8_t vsum45 = vreinterpretq_s16_u16(vaddl_u8(vi4, vi5));
276*4bdc9457SAndroid Build Coastguard Worker         const int16x8_t vsum67 = vreinterpretq_s16_u16(vaddl_u8(vi6, vi7));
277*4bdc9457SAndroid Build Coastguard Worker 
278*4bdc9457SAndroid Build Coastguard Worker         const int16x8_t vsum0123 = vaddq_s16(vsum01, vsum23);
279*4bdc9457SAndroid Build Coastguard Worker         const int16x8_t vsum4567 = vaddq_s16(vsum45, vsum67);
280*4bdc9457SAndroid Build Coastguard Worker         const int16x8_t vsum = vaddq_s16(vsum0123, vsum4567);
281*4bdc9457SAndroid Build Coastguard Worker 
282*4bdc9457SAndroid Build Coastguard Worker         vacc_lo = vaddw_s16(vacc_lo, vget_low_s16(vsum));
283*4bdc9457SAndroid Build Coastguard Worker         vacc_hi = vaddw_s16(vacc_hi, vget_high_s16(vsum));
284*4bdc9457SAndroid Build Coastguard Worker 
285*4bdc9457SAndroid Build Coastguard Worker         const int32x4_t vneg_mask_lo = vreinterpretq_s32_u32(vcltq_s32(vacc_lo, vmovq_n_s32(0)));
286*4bdc9457SAndroid Build Coastguard Worker         const int32x4_t vneg_mask_hi = vreinterpretq_s32_u32(vcltq_s32(vacc_hi, vmovq_n_s32(0)));
287*4bdc9457SAndroid Build Coastguard Worker 
288*4bdc9457SAndroid Build Coastguard Worker #if XNN_ARCH_ARM64
289*4bdc9457SAndroid Build Coastguard Worker         const int64x2_t vproduct01 = vmull_s32(vget_low_s32(vacc_lo), vget_low_s32(vmultiplier));
290*4bdc9457SAndroid Build Coastguard Worker         const int64x2_t vproduct23 = vmull_high_s32(vacc_lo, vmultiplier);
291*4bdc9457SAndroid Build Coastguard Worker         const int64x2_t vproduct45 = vmull_s32(vget_low_s32(vacc_hi), vget_low_s32(vmultiplier));
292*4bdc9457SAndroid Build Coastguard Worker         const int64x2_t vproduct67 = vmull_high_s32(vacc_hi, vmultiplier);
293*4bdc9457SAndroid Build Coastguard Worker 
294*4bdc9457SAndroid Build Coastguard Worker         const int64x2_t vadjusted_product01 = vaddw_s32(vproduct01, vget_low_s32(vneg_mask_lo));
295*4bdc9457SAndroid Build Coastguard Worker         const int64x2_t vadjusted_product23 = vaddw_high_s32(vproduct23, vneg_mask_lo);
296*4bdc9457SAndroid Build Coastguard Worker         const int64x2_t vadjusted_product45 = vaddw_s32(vproduct45, vget_low_s32(vneg_mask_hi));
297*4bdc9457SAndroid Build Coastguard Worker         const int64x2_t vadjusted_product67 = vaddw_high_s32(vproduct67, vneg_mask_hi);
298*4bdc9457SAndroid Build Coastguard Worker #else
299*4bdc9457SAndroid Build Coastguard Worker         const int64x2_t vproduct01 = vmull_s32(vget_low_s32(vacc_lo), vmultiplier);
300*4bdc9457SAndroid Build Coastguard Worker         const int64x2_t vproduct23 = vmull_s32(vget_high_s32(vacc_lo), vmultiplier);
301*4bdc9457SAndroid Build Coastguard Worker         const int64x2_t vproduct45 = vmull_s32(vget_low_s32(vacc_hi), vmultiplier);
302*4bdc9457SAndroid Build Coastguard Worker         const int64x2_t vproduct67 = vmull_s32(vget_high_s32(vacc_hi), vmultiplier);
303*4bdc9457SAndroid Build Coastguard Worker 
304*4bdc9457SAndroid Build Coastguard Worker         const int64x2_t vadjusted_product01 = vaddw_s32(vproduct01, vget_low_s32(vneg_mask_lo));
305*4bdc9457SAndroid Build Coastguard Worker         const int64x2_t vadjusted_product23 = vaddw_s32(vproduct23, vget_high_s32(vneg_mask_lo));
306*4bdc9457SAndroid Build Coastguard Worker         const int64x2_t vadjusted_product45 = vaddw_s32(vproduct45, vget_low_s32(vneg_mask_hi));
307*4bdc9457SAndroid Build Coastguard Worker         const int64x2_t vadjusted_product67 = vaddw_s32(vproduct67, vget_high_s32(vneg_mask_hi));
308*4bdc9457SAndroid Build Coastguard Worker #endif
309*4bdc9457SAndroid Build Coastguard Worker 
310*4bdc9457SAndroid Build Coastguard Worker         const int64x2_t vscaled_acc01 = vrshlq_s64(vadjusted_product01, vleft_shift);
311*4bdc9457SAndroid Build Coastguard Worker         const int64x2_t vscaled_acc23 = vrshlq_s64(vadjusted_product23, vleft_shift);
312*4bdc9457SAndroid Build Coastguard Worker         const int64x2_t vscaled_acc45 = vrshlq_s64(vadjusted_product45, vleft_shift);
313*4bdc9457SAndroid Build Coastguard Worker         const int64x2_t vscaled_acc67 = vrshlq_s64(vadjusted_product67, vleft_shift);
314*4bdc9457SAndroid Build Coastguard Worker 
315*4bdc9457SAndroid Build Coastguard Worker #if XNN_ARCH_ARM64
316*4bdc9457SAndroid Build Coastguard Worker         vacc_lo = vuzp1q_s32(vreinterpretq_s32_s64(vscaled_acc01), vreinterpretq_s32_s64(vscaled_acc23));
317*4bdc9457SAndroid Build Coastguard Worker         vacc_hi = vuzp1q_s32(vreinterpretq_s32_s64(vscaled_acc45), vreinterpretq_s32_s64(vscaled_acc67));
318*4bdc9457SAndroid Build Coastguard Worker 
319*4bdc9457SAndroid Build Coastguard Worker         const int16x8_t vacc = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc_lo), vacc_hi), voutput_zero_point);
320*4bdc9457SAndroid Build Coastguard Worker #else
321*4bdc9457SAndroid Build Coastguard Worker         vacc_lo = vcombine_s32(vmovn_s64(vscaled_acc01), vmovn_s64(vscaled_acc23));
322*4bdc9457SAndroid Build Coastguard Worker         vacc_hi = vcombine_s32(vmovn_s64(vscaled_acc45), vmovn_s64(vscaled_acc67));
323*4bdc9457SAndroid Build Coastguard Worker 
324*4bdc9457SAndroid Build Coastguard Worker         const int16x8_t vacc = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc_lo), vqmovn_s32(vacc_hi)), voutput_zero_point);
325*4bdc9457SAndroid Build Coastguard Worker #endif
326*4bdc9457SAndroid Build Coastguard Worker 
327*4bdc9457SAndroid Build Coastguard Worker         uint8x8_t vout = vqmovun_s16(vacc);
328*4bdc9457SAndroid Build Coastguard Worker         vout = vmax_u8(vout, voutput_min);
329*4bdc9457SAndroid Build Coastguard Worker         vout = vmin_u8(vout, voutput_max);
330*4bdc9457SAndroid Build Coastguard Worker 
331*4bdc9457SAndroid Build Coastguard Worker         vst1_u8(output, vout); output += 8;
332*4bdc9457SAndroid Build Coastguard Worker 
333*4bdc9457SAndroid Build Coastguard Worker         c -= 8;
334*4bdc9457SAndroid Build Coastguard Worker       }
335*4bdc9457SAndroid Build Coastguard Worker       if (c != 0) {
336*4bdc9457SAndroid Build Coastguard Worker         const uint8x8_t vi0 = vld1_u8(i0);
337*4bdc9457SAndroid Build Coastguard Worker         const uint8x8_t vi1 = vld1_u8(i1);
338*4bdc9457SAndroid Build Coastguard Worker         const uint8x8_t vi2 = vld1_u8(i2);
339*4bdc9457SAndroid Build Coastguard Worker         const uint8x8_t vi3 = vld1_u8(i3);
340*4bdc9457SAndroid Build Coastguard Worker         const uint8x8_t vi4 = vld1_u8(i4);
341*4bdc9457SAndroid Build Coastguard Worker         const uint8x8_t vi5 = vld1_u8(i5);
342*4bdc9457SAndroid Build Coastguard Worker         const uint8x8_t vi6 = vld1_u8(i6);
343*4bdc9457SAndroid Build Coastguard Worker         const uint8x8_t vi7 = vld1_u8(i7);
344*4bdc9457SAndroid Build Coastguard Worker         int32x4_t vacc_lo = vld1q_s32(b); b += 4;
345*4bdc9457SAndroid Build Coastguard Worker         int32x4_t vacc_hi = vld1q_s32(b);
346*4bdc9457SAndroid Build Coastguard Worker 
347*4bdc9457SAndroid Build Coastguard Worker         const int16x8_t vsum01 = vreinterpretq_s16_u16(vaddl_u8(vi0, vi1));
348*4bdc9457SAndroid Build Coastguard Worker         const int16x8_t vsum23 = vreinterpretq_s16_u16(vaddl_u8(vi2, vi3));
349*4bdc9457SAndroid Build Coastguard Worker         const int16x8_t vsum45 = vreinterpretq_s16_u16(vaddl_u8(vi4, vi5));
350*4bdc9457SAndroid Build Coastguard Worker         const int16x8_t vsum67 = vreinterpretq_s16_u16(vaddl_u8(vi6, vi7));
351*4bdc9457SAndroid Build Coastguard Worker 
352*4bdc9457SAndroid Build Coastguard Worker         const int16x8_t vsum0123 = vaddq_s16(vsum01, vsum23);
353*4bdc9457SAndroid Build Coastguard Worker         const int16x8_t vsum4567 = vaddq_s16(vsum45, vsum67);
354*4bdc9457SAndroid Build Coastguard Worker         const int16x8_t vsum = vaddq_s16(vsum0123, vsum4567);
355*4bdc9457SAndroid Build Coastguard Worker 
356*4bdc9457SAndroid Build Coastguard Worker         vacc_lo = vaddw_s16(vacc_lo, vget_low_s16(vsum));
357*4bdc9457SAndroid Build Coastguard Worker         vacc_hi = vaddw_s16(vacc_hi, vget_high_s16(vsum));
358*4bdc9457SAndroid Build Coastguard Worker 
359*4bdc9457SAndroid Build Coastguard Worker         const int32x4_t vneg_mask_lo = vreinterpretq_s32_u32(vcltq_s32(vacc_lo, vmovq_n_s32(0)));
360*4bdc9457SAndroid Build Coastguard Worker         const int32x4_t vneg_mask_hi = vreinterpretq_s32_u32(vcltq_s32(vacc_hi, vmovq_n_s32(0)));
361*4bdc9457SAndroid Build Coastguard Worker 
362*4bdc9457SAndroid Build Coastguard Worker #if XNN_ARCH_ARM64
363*4bdc9457SAndroid Build Coastguard Worker         const int64x2_t vproduct01 = vmull_s32(vget_low_s32(vacc_lo), vget_low_s32(vmultiplier));
364*4bdc9457SAndroid Build Coastguard Worker         const int64x2_t vproduct23 = vmull_high_s32(vacc_lo, vmultiplier);
365*4bdc9457SAndroid Build Coastguard Worker         const int64x2_t vproduct45 = vmull_s32(vget_low_s32(vacc_hi), vget_low_s32(vmultiplier));
366*4bdc9457SAndroid Build Coastguard Worker         const int64x2_t vproduct67 = vmull_high_s32(vacc_hi, vmultiplier);
367*4bdc9457SAndroid Build Coastguard Worker 
368*4bdc9457SAndroid Build Coastguard Worker         const int64x2_t vadjusted_product01 = vaddw_s32(vproduct01, vget_low_s32(vneg_mask_lo));
369*4bdc9457SAndroid Build Coastguard Worker         const int64x2_t vadjusted_product23 = vaddw_high_s32(vproduct23, vneg_mask_lo);
370*4bdc9457SAndroid Build Coastguard Worker         const int64x2_t vadjusted_product45 = vaddw_s32(vproduct45, vget_low_s32(vneg_mask_hi));
371*4bdc9457SAndroid Build Coastguard Worker         const int64x2_t vadjusted_product67 = vaddw_high_s32(vproduct67, vneg_mask_hi);
372*4bdc9457SAndroid Build Coastguard Worker #else
373*4bdc9457SAndroid Build Coastguard Worker         const int64x2_t vproduct01 = vmull_s32(vget_low_s32(vacc_lo), vmultiplier);
374*4bdc9457SAndroid Build Coastguard Worker         const int64x2_t vproduct23 = vmull_s32(vget_high_s32(vacc_lo), vmultiplier);
375*4bdc9457SAndroid Build Coastguard Worker         const int64x2_t vproduct45 = vmull_s32(vget_low_s32(vacc_hi), vmultiplier);
376*4bdc9457SAndroid Build Coastguard Worker         const int64x2_t vproduct67 = vmull_s32(vget_high_s32(vacc_hi), vmultiplier);
377*4bdc9457SAndroid Build Coastguard Worker 
378*4bdc9457SAndroid Build Coastguard Worker         const int64x2_t vadjusted_product01 = vaddw_s32(vproduct01, vget_low_s32(vneg_mask_lo));
379*4bdc9457SAndroid Build Coastguard Worker         const int64x2_t vadjusted_product23 = vaddw_s32(vproduct23, vget_high_s32(vneg_mask_lo));
380*4bdc9457SAndroid Build Coastguard Worker         const int64x2_t vadjusted_product45 = vaddw_s32(vproduct45, vget_low_s32(vneg_mask_hi));
381*4bdc9457SAndroid Build Coastguard Worker         const int64x2_t vadjusted_product67 = vaddw_s32(vproduct67, vget_high_s32(vneg_mask_hi));
382*4bdc9457SAndroid Build Coastguard Worker #endif
383*4bdc9457SAndroid Build Coastguard Worker 
384*4bdc9457SAndroid Build Coastguard Worker         const int64x2_t vscaled_acc01 = vrshlq_s64(vadjusted_product01, vleft_shift);
385*4bdc9457SAndroid Build Coastguard Worker         const int64x2_t vscaled_acc23 = vrshlq_s64(vadjusted_product23, vleft_shift);
386*4bdc9457SAndroid Build Coastguard Worker         const int64x2_t vscaled_acc45 = vrshlq_s64(vadjusted_product45, vleft_shift);
387*4bdc9457SAndroid Build Coastguard Worker         const int64x2_t vscaled_acc67 = vrshlq_s64(vadjusted_product67, vleft_shift);
388*4bdc9457SAndroid Build Coastguard Worker 
389*4bdc9457SAndroid Build Coastguard Worker #if XNN_ARCH_ARM64
390*4bdc9457SAndroid Build Coastguard Worker         vacc_lo = vuzp1q_s32(vreinterpretq_s32_s64(vscaled_acc01), vreinterpretq_s32_s64(vscaled_acc23));
391*4bdc9457SAndroid Build Coastguard Worker         vacc_hi = vuzp1q_s32(vreinterpretq_s32_s64(vscaled_acc45), vreinterpretq_s32_s64(vscaled_acc67));
392*4bdc9457SAndroid Build Coastguard Worker 
393*4bdc9457SAndroid Build Coastguard Worker         const int16x8_t vacc = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc_lo), vacc_hi), voutput_zero_point);
394*4bdc9457SAndroid Build Coastguard Worker #else
395*4bdc9457SAndroid Build Coastguard Worker         vacc_lo = vcombine_s32(vmovn_s64(vscaled_acc01), vmovn_s64(vscaled_acc23));
396*4bdc9457SAndroid Build Coastguard Worker         vacc_hi = vcombine_s32(vmovn_s64(vscaled_acc45), vmovn_s64(vscaled_acc67));
397*4bdc9457SAndroid Build Coastguard Worker 
398*4bdc9457SAndroid Build Coastguard Worker         const int16x8_t vacc = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc_lo), vqmovn_s32(vacc_hi)), voutput_zero_point);
399*4bdc9457SAndroid Build Coastguard Worker #endif
400*4bdc9457SAndroid Build Coastguard Worker 
401*4bdc9457SAndroid Build Coastguard Worker         uint8x8_t vout = vqmovun_s16(vacc);
402*4bdc9457SAndroid Build Coastguard Worker         vout = vmax_u8(vout, voutput_min);
403*4bdc9457SAndroid Build Coastguard Worker         vout = vmin_u8(vout, voutput_max);
404*4bdc9457SAndroid Build Coastguard Worker 
405*4bdc9457SAndroid Build Coastguard Worker         if (c & 4) {
406*4bdc9457SAndroid Build Coastguard Worker           vst1_lane_u32((void*) output, vreinterpret_u32_u8(vout), 0); output += 4;
407*4bdc9457SAndroid Build Coastguard Worker           vout = vext_u8(vout, vout, 4);
408*4bdc9457SAndroid Build Coastguard Worker         }
409*4bdc9457SAndroid Build Coastguard Worker         if (c & 2) {
410*4bdc9457SAndroid Build Coastguard Worker           vst1_lane_u16((void*) output, vreinterpret_u16_u8(vout), 0); output += 2;
411*4bdc9457SAndroid Build Coastguard Worker           vout = vext_u8(vout, vout, 2);
412*4bdc9457SAndroid Build Coastguard Worker         }
413*4bdc9457SAndroid Build Coastguard Worker         if (c & 1) {
414*4bdc9457SAndroid Build Coastguard Worker           vst1_lane_u8(output, vout, 0); output += 1;
415*4bdc9457SAndroid Build Coastguard Worker         }
416*4bdc9457SAndroid Build Coastguard Worker       }
417*4bdc9457SAndroid Build Coastguard Worker     }
418*4bdc9457SAndroid Build Coastguard Worker     output = (uint8_t*) ((uintptr_t) output + output_increment);
419*4bdc9457SAndroid Build Coastguard Worker   } while (--output_pixels != 0);
420*4bdc9457SAndroid Build Coastguard Worker }
421