1 // Auto-generated file. Do not edit!
2 // Template: src/qs8-igemm/c2-neon-mull-dup.c.in
3 // Generator: tools/xngen
4 //
5 // Copyright 2021 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 <arm_neon.h>
13
14 #include <xnnpack/gemm.h>
15 #include <xnnpack/math.h>
16
xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r(size_t mr,size_t nc,size_t kc,size_t ks,const int8_t ** restrict a,const void * restrict w,int8_t * restrict c,size_t cm_stride,size_t cn_stride,size_t a_offset,const int8_t * zero,const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS (1)])17 void xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r(
18 size_t mr,
19 size_t nc,
20 size_t kc,
21 size_t ks,
22 const int8_t** restrict a,
23 const void* restrict w,
24 int8_t* restrict c,
25 size_t cm_stride,
26 size_t cn_stride,
27 size_t a_offset,
28 const int8_t* zero,
29 const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
30 {
31 assert(mr != 0);
32 assert(mr <= 4);
33 assert(nc != 0);
34 assert(kc != 0);
35 assert(ks != 0);
36 assert(ks % (4 * sizeof(void*)) == 0);
37 assert(a_offset % sizeof(int8_t) == 0);
38 assert(a != NULL);
39 assert(w != NULL);
40 assert(c != NULL);
41
42 kc = round_up_po2(kc, 2 * sizeof(int8_t));
43 int8_t* c0 = c;
44 int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
45 if XNN_UNPREDICTABLE(mr < 2) {
46 c1 = c0;
47 }
48 int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
49 if XNN_UNPREDICTABLE(mr <= 2) {
50 c2 = c1;
51 }
52 int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
53 if XNN_UNPREDICTABLE(mr != 4) {
54 c3 = c2;
55 }
56
57 do {
58 int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
59 int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
60 int32x4_t vacc1x0123 = vacc0x0123;
61 int32x4_t vacc1x4567 = vacc0x4567;
62 int32x4_t vacc2x0123 = vacc0x0123;
63 int32x4_t vacc2x4567 = vacc0x4567;
64 int32x4_t vacc3x0123 = vacc0x0123;
65 int32x4_t vacc3x4567 = vacc0x4567;
66
67 size_t p = ks;
68 do {
69 const int8_t* restrict a0 = a[0];
70 if XNN_UNPREDICTABLE(a0 != zero) {
71 a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
72 }
73 const int8_t* restrict a1 = a[1];
74 if XNN_UNPREDICTABLE(a1 != zero) {
75 a1 = (const int8_t*) ((uintptr_t) a1 + a_offset);
76 }
77 const int8_t* restrict a2 = a[2];
78 if XNN_UNPREDICTABLE(a2 != zero) {
79 a2 = (const int8_t*) ((uintptr_t) a2 + a_offset);
80 }
81 const int8_t* restrict a3 = a[3];
82 if XNN_UNPREDICTABLE(a3 != zero) {
83 a3 = (const int8_t*) ((uintptr_t) a3 + a_offset);
84 }
85 a += 4;
86
87 size_t k = kc;
88
89 while (k >= 16 * sizeof(int8_t)) {
90 const int16x4_t va00x0 = vld1_dup_s16((const void*)a0);
91 const int16x4_t va01x0 = vld1_dup_s16((const void*)(a0 + 2));
92 const int16x4_t va02x0 = vld1_dup_s16((const void*)(a0 + 4));
93 const int16x4_t va03x0 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
94 const int16x4_t va00x1 = vld1_dup_s16((const void*)a0);
95 const int16x4_t va01x1 = vld1_dup_s16((const void*)(a0 + 2));
96 const int16x4_t va02x1 = vld1_dup_s16((const void*)(a0 + 4));
97 const int16x4_t va03x1 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
98 const int16x4_t va10x0 = vld1_dup_s16((const void*)a1);
99 const int16x4_t va11x0 = vld1_dup_s16((const void*)(a1 + 2));
100 const int16x4_t va12x0 = vld1_dup_s16((const void*)(a1 + 4));
101 const int16x4_t va13x0 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
102 const int16x4_t va10x1 = vld1_dup_s16((const void*)a1);
103 const int16x4_t va11x1 = vld1_dup_s16((const void*)(a1 + 2));
104 const int16x4_t va12x1 = vld1_dup_s16((const void*)(a1 + 4));
105 const int16x4_t va13x1 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
106 const int16x4_t va20x0 = vld1_dup_s16((const void*)a2);
107 const int16x4_t va21x0 = vld1_dup_s16((const void*)(a2 + 2));
108 const int16x4_t va22x0 = vld1_dup_s16((const void*)(a2 + 4));
109 const int16x4_t va23x0 = vld1_dup_s16((const void*)(a2 + 6)); a2 += 8;
110 const int16x4_t va20x1 = vld1_dup_s16((const void*)a2);
111 const int16x4_t va21x1 = vld1_dup_s16((const void*)(a2 + 2));
112 const int16x4_t va22x1 = vld1_dup_s16((const void*)(a2 + 4));
113 const int16x4_t va23x1 = vld1_dup_s16((const void*)(a2 + 6)); a2 += 8;
114 const int16x4_t va30x0 = vld1_dup_s16((const void*)a3);
115 const int16x4_t va31x0 = vld1_dup_s16((const void*)(a3 + 2));
116 const int16x4_t va32x0 = vld1_dup_s16((const void*)(a3 + 4));
117 const int16x4_t va33x0 = vld1_dup_s16((const void*)(a3 + 6)); a3 += 8;
118 const int16x4_t va30x1 = vld1_dup_s16((const void*)a3);
119 const int16x4_t va31x1 = vld1_dup_s16((const void*)(a3 + 2));
120 const int16x4_t va32x1 = vld1_dup_s16((const void*)(a3 + 4));
121 const int16x4_t va33x1 = vld1_dup_s16((const void*)(a3 + 6)); a3 += 8;
122
123 const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
124 const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
125 const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
126 const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
127 const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
128 const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
129 const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
130 const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
131
132 const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0);
133 const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1);
134 const int8x8_t va1c0x0 = vreinterpret_s8_s16(va10x0);
135 const int8x8_t va1c0x1 = vreinterpret_s8_s16(va10x1);
136 const int8x8_t va2c0x0 = vreinterpret_s8_s16(va20x0);
137 const int8x8_t va2c0x1 = vreinterpret_s8_s16(va20x1);
138 const int8x8_t va3c0x0 = vreinterpret_s8_s16(va30x0);
139 const int8x8_t va3c0x1 = vreinterpret_s8_s16(va30x1);
140
141 int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
142 int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
143 int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0x0, va2c0x0);
144 int16x8_t vprod3x0123c0 = vmull_s8(vb0123c0x0, va3c0x0);
145 const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
146 vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
147 vprod1x0123c0 = vmlal_s8(vprod1x0123c0, vb0123c0x1, va1c0x1);
148 vprod2x0123c0 = vmlal_s8(vprod2x0123c0, vb0123c0x1, va2c0x1);
149 vprod3x0123c0 = vmlal_s8(vprod3x0123c0, vb0123c0x1, va3c0x1);
150 vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
151 vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
152 vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
153 vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c0);
154 int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
155 int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0x0, va1c0x0);
156 int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0x0, va2c0x0);
157 int16x8_t vprod3x4567c0 = vmull_s8(vb4567c0x0, va3c0x0);
158 const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
159 vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
160 vprod1x4567c0 = vmlal_s8(vprod1x4567c0, vb4567c0x1, va1c0x1);
161 vprod2x4567c0 = vmlal_s8(vprod2x4567c0, vb4567c0x1, va2c0x1);
162 vprod3x4567c0 = vmlal_s8(vprod3x4567c0, vb4567c0x1, va3c0x1);
163 vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
164 vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
165 vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
166 vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c0);
167 const int8x8_t va0c1x0 = vreinterpret_s8_s16(va01x0);
168 const int8x8_t va0c1x1 = vreinterpret_s8_s16(va01x1);
169 const int8x8_t va1c1x0 = vreinterpret_s8_s16(va11x0);
170 const int8x8_t va1c1x1 = vreinterpret_s8_s16(va11x1);
171 const int8x8_t va2c1x0 = vreinterpret_s8_s16(va21x0);
172 const int8x8_t va2c1x1 = vreinterpret_s8_s16(va21x1);
173 const int8x8_t va3c1x0 = vreinterpret_s8_s16(va31x0);
174 const int8x8_t va3c1x1 = vreinterpret_s8_s16(va31x1);
175
176 int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
177 int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
178 int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1x0, va2c1x0);
179 int16x8_t vprod3x0123c1 = vmull_s8(vb0123c1x0, va3c1x0);
180 const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
181 vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
182 vprod1x0123c1 = vmlal_s8(vprod1x0123c1, vb0123c1x1, va1c1x1);
183 vprod2x0123c1 = vmlal_s8(vprod2x0123c1, vb0123c1x1, va2c1x1);
184 vprod3x0123c1 = vmlal_s8(vprod3x0123c1, vb0123c1x1, va3c1x1);
185 vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
186 vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
187 vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
188 vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c1);
189 int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
190 int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1x0, va1c1x0);
191 int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1x0, va2c1x0);
192 int16x8_t vprod3x4567c1 = vmull_s8(vb4567c1x0, va3c1x0);
193 const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
194 vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
195 vprod1x4567c1 = vmlal_s8(vprod1x4567c1, vb4567c1x1, va1c1x1);
196 vprod2x4567c1 = vmlal_s8(vprod2x4567c1, vb4567c1x1, va2c1x1);
197 vprod3x4567c1 = vmlal_s8(vprod3x4567c1, vb4567c1x1, va3c1x1);
198 vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
199 vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
200 vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
201 vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c1);
202 const int8x8_t va0c2x0 = vreinterpret_s8_s16(va02x0);
203 const int8x8_t va0c2x1 = vreinterpret_s8_s16(va02x1);
204 const int8x8_t va1c2x0 = vreinterpret_s8_s16(va12x0);
205 const int8x8_t va1c2x1 = vreinterpret_s8_s16(va12x1);
206 const int8x8_t va2c2x0 = vreinterpret_s8_s16(va22x0);
207 const int8x8_t va2c2x1 = vreinterpret_s8_s16(va22x1);
208 const int8x8_t va3c2x0 = vreinterpret_s8_s16(va32x0);
209 const int8x8_t va3c2x1 = vreinterpret_s8_s16(va32x1);
210
211 int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
212 int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
213 int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2x0, va2c2x0);
214 int16x8_t vprod3x0123c2 = vmull_s8(vb0123c2x0, va3c2x0);
215 const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
216 vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
217 vprod1x0123c2 = vmlal_s8(vprod1x0123c2, vb0123c2x1, va1c2x1);
218 vprod2x0123c2 = vmlal_s8(vprod2x0123c2, vb0123c2x1, va2c2x1);
219 vprod3x0123c2 = vmlal_s8(vprod3x0123c2, vb0123c2x1, va3c2x1);
220 vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
221 vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
222 vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
223 vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c2);
224 int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
225 int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2x0, va1c2x0);
226 int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2x0, va2c2x0);
227 int16x8_t vprod3x4567c2 = vmull_s8(vb4567c2x0, va3c2x0);
228 const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
229 vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
230 vprod1x4567c2 = vmlal_s8(vprod1x4567c2, vb4567c2x1, va1c2x1);
231 vprod2x4567c2 = vmlal_s8(vprod2x4567c2, vb4567c2x1, va2c2x1);
232 vprod3x4567c2 = vmlal_s8(vprod3x4567c2, vb4567c2x1, va3c2x1);
233 vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
234 vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
235 vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
236 vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c2);
237 const int8x8_t va0c3x0 = vreinterpret_s8_s16(va03x0);
238 const int8x8_t va0c3x1 = vreinterpret_s8_s16(va03x1);
239 const int8x8_t va1c3x0 = vreinterpret_s8_s16(va13x0);
240 const int8x8_t va1c3x1 = vreinterpret_s8_s16(va13x1);
241 const int8x8_t va2c3x0 = vreinterpret_s8_s16(va23x0);
242 const int8x8_t va2c3x1 = vreinterpret_s8_s16(va23x1);
243 const int8x8_t va3c3x0 = vreinterpret_s8_s16(va33x0);
244 const int8x8_t va3c3x1 = vreinterpret_s8_s16(va33x1);
245
246 int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
247 int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
248 int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3x0, va2c3x0);
249 int16x8_t vprod3x0123c3 = vmull_s8(vb0123c3x0, va3c3x0);
250 const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
251 vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
252 vprod1x0123c3 = vmlal_s8(vprod1x0123c3, vb0123c3x1, va1c3x1);
253 vprod2x0123c3 = vmlal_s8(vprod2x0123c3, vb0123c3x1, va2c3x1);
254 vprod3x0123c3 = vmlal_s8(vprod3x0123c3, vb0123c3x1, va3c3x1);
255 vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
256 vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
257 vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
258 vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c3);
259 int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
260 int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3x0, va1c3x0);
261 int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3x0, va2c3x0);
262 int16x8_t vprod3x4567c3 = vmull_s8(vb4567c3x0, va3c3x0);
263 const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
264 vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
265 vprod1x4567c3 = vmlal_s8(vprod1x4567c3, vb4567c3x1, va1c3x1);
266 vprod2x4567c3 = vmlal_s8(vprod2x4567c3, vb4567c3x1, va2c3x1);
267 vprod3x4567c3 = vmlal_s8(vprod3x4567c3, vb4567c3x1, va3c3x1);
268 vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
269 vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
270 vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
271 vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c3);
272
273 k -= 16 * sizeof(int8_t);
274 }
275
276 if (k >= 8 * sizeof(int8_t)) {
277 const int16x4_t va00 = vld1_dup_s16((const void*)a0);
278 const int16x4_t va01 = vld1_dup_s16((const void*)(a0 + 2));
279 const int16x4_t va02 = vld1_dup_s16((const void*)(a0 + 4));
280 const int16x4_t va03 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
281 const int16x4_t va10 = vld1_dup_s16((const void*)a1);
282 const int16x4_t va11 = vld1_dup_s16((const void*)(a1 + 2));
283 const int16x4_t va12 = vld1_dup_s16((const void*)(a1 + 4));
284 const int16x4_t va13 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
285 const int16x4_t va20 = vld1_dup_s16((const void*)a2);
286 const int16x4_t va21 = vld1_dup_s16((const void*)(a2 + 2));
287 const int16x4_t va22 = vld1_dup_s16((const void*)(a2 + 4));
288 const int16x4_t va23 = vld1_dup_s16((const void*)(a2 + 6)); a2 += 8;
289 const int16x4_t va30 = vld1_dup_s16((const void*)a3);
290 const int16x4_t va31 = vld1_dup_s16((const void*)(a3 + 2));
291 const int16x4_t va32 = vld1_dup_s16((const void*)(a3 + 4));
292 const int16x4_t va33 = vld1_dup_s16((const void*)(a3 + 6)); a3 += 8;
293
294 const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
295 const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
296 const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
297 const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
298 const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
299 const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
300 const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
301 const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
302
303 const int8x8_t va0c0 = vreinterpret_s8_s16(va00);
304 const int8x8_t va1c0 = vreinterpret_s8_s16(va10);
305 const int8x8_t va2c0 = vreinterpret_s8_s16(va20);
306 const int8x8_t va3c0 = vreinterpret_s8_s16(va30);
307
308 const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
309 const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
310 const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
311 const int16x8_t vprod3x0123c0 = vmull_s8(vb0123c0, va3c0);
312 vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
313 vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
314 vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
315 vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c0);
316 const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
317 const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
318 const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
319 const int16x8_t vprod3x4567c0 = vmull_s8(vb4567c0, va3c0);
320 vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
321 vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
322 vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
323 vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c0);
324 const int8x8_t va0c1 = vreinterpret_s8_s16(va01);
325 const int8x8_t va1c1 = vreinterpret_s8_s16(va11);
326 const int8x8_t va2c1 = vreinterpret_s8_s16(va21);
327 const int8x8_t va3c1 = vreinterpret_s8_s16(va31);
328
329 const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
330 const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
331 const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
332 const int16x8_t vprod3x0123c1 = vmull_s8(vb0123c1, va3c1);
333 vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
334 vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
335 vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
336 vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c1);
337 const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
338 const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
339 const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
340 const int16x8_t vprod3x4567c1 = vmull_s8(vb4567c1, va3c1);
341 vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
342 vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
343 vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
344 vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c1);
345 const int8x8_t va0c2 = vreinterpret_s8_s16(va02);
346 const int8x8_t va1c2 = vreinterpret_s8_s16(va12);
347 const int8x8_t va2c2 = vreinterpret_s8_s16(va22);
348 const int8x8_t va3c2 = vreinterpret_s8_s16(va32);
349
350 const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
351 const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
352 const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
353 const int16x8_t vprod3x0123c2 = vmull_s8(vb0123c2, va3c2);
354 vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
355 vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
356 vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
357 vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c2);
358 const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
359 const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
360 const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
361 const int16x8_t vprod3x4567c2 = vmull_s8(vb4567c2, va3c2);
362 vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
363 vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
364 vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
365 vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c2);
366 const int8x8_t va0c3 = vreinterpret_s8_s16(va03);
367 const int8x8_t va1c3 = vreinterpret_s8_s16(va13);
368 const int8x8_t va2c3 = vreinterpret_s8_s16(va23);
369 const int8x8_t va3c3 = vreinterpret_s8_s16(va33);
370
371 const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
372 const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
373 const int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3, va2c3);
374 const int16x8_t vprod3x0123c3 = vmull_s8(vb0123c3, va3c3);
375 vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
376 vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
377 vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
378 vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c3);
379 const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
380 const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
381 const int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3, va2c3);
382 const int16x8_t vprod3x4567c3 = vmull_s8(vb4567c3, va3c3);
383 vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
384 vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
385 vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
386 vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c3);
387
388 k -= 8 * sizeof(int8_t);
389 }
390
391 if XNN_UNLIKELY(k != 0) {
392 const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
393 const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
394 const int8x8_t va2 = vld1_s8(a2); a2 = (const int8_t*) ((uintptr_t) a2 + k);
395 const int8x8_t va3 = vld1_s8(a3); a3 = (const int8_t*) ((uintptr_t) a3 + k);
396
397 const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
398 const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
399
400 const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
401 const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
402 vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
403 const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
404 vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
405 const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
406 const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
407 vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
408 const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
409 vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
410 const int8x8_t va2c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 0));
411 const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
412 vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
413 const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
414 vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
415 const int8x8_t va3c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3), 0));
416 const int16x8_t vprod3x0123c0 = vmull_s8(vb0123c0, va3c0);
417 vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c0);
418 const int16x8_t vprod3x4567c0 = vmull_s8(vb4567c0, va3c0);
419 vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c0);
420
421 if (k > 2 * sizeof(int8_t)) {
422 const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
423 const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
424
425 const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
426 const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
427 vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
428 const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
429 vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
430 const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
431 const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
432 vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
433 const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
434 vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
435 const int8x8_t va2c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 1));
436 const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
437 vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
438 const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
439 vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
440 const int8x8_t va3c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3), 1));
441 const int16x8_t vprod3x0123c1 = vmull_s8(vb0123c1, va3c1);
442 vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c1);
443 const int16x8_t vprod3x4567c1 = vmull_s8(vb4567c1, va3c1);
444 vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c1);
445
446 if (k > 4 * sizeof(int8_t)) {
447 const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
448 const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
449
450 const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
451 const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
452 vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
453 const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
454 vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
455 const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
456 const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
457 vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
458 const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
459 vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
460 const int8x8_t va2c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 2));
461 const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
462 vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
463 const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
464 vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
465 const int8x8_t va3c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3), 2));
466 const int16x8_t vprod3x0123c2 = vmull_s8(vb0123c2, va3c2);
467 vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c2);
468 const int16x8_t vprod3x4567c2 = vmull_s8(vb4567c2, va3c2);
469 vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c2);
470 }
471 }
472 }
473 p -= 4 * sizeof(void*);
474 } while (p != 0);
475
476 const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
477 const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
478 const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
479
480 vacc0x0123 = vqshlq_s32(vacc0x0123, vright_pre_shift);
481 vacc0x4567 = vqshlq_s32(vacc0x4567, vright_pre_shift);
482 vacc1x0123 = vqshlq_s32(vacc1x0123, vright_pre_shift);
483 vacc1x4567 = vqshlq_s32(vacc1x4567, vright_pre_shift);
484 vacc2x0123 = vqshlq_s32(vacc2x0123, vright_pre_shift);
485 vacc2x4567 = vqshlq_s32(vacc2x4567, vright_pre_shift);
486 vacc3x0123 = vqshlq_s32(vacc3x0123, vright_pre_shift);
487 vacc3x4567 = vqshlq_s32(vacc3x4567, vright_pre_shift);
488
489 vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
490 vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
491 vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
492 vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
493 vacc2x0123 = vqdmulhq_s32(vacc2x0123, vmultiplier);
494 vacc2x4567 = vqdmulhq_s32(vacc2x4567, vmultiplier);
495 vacc3x0123 = vqdmulhq_s32(vacc3x0123, vmultiplier);
496 vacc3x4567 = vqdmulhq_s32(vacc3x4567, vmultiplier);
497
498 vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
499 vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
500 vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
501 vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
502 vacc2x0123 = vrshlq_s32(vacc2x0123, vright_post_shift);
503 vacc2x4567 = vrshlq_s32(vacc2x4567, vright_post_shift);
504 vacc3x0123 = vrshlq_s32(vacc3x0123, vright_post_shift);
505 vacc3x4567 = vrshlq_s32(vacc3x4567, vright_post_shift);
506
507 const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
508 #if XNN_ARCH_ARM64
509 int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567);
510 int16x8_t vacc1x01234567 = vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567);
511 int16x8_t vacc2x01234567 = vqmovn_high_s32(vqmovn_s32(vacc2x0123), vacc2x4567);
512 int16x8_t vacc3x01234567 = vqmovn_high_s32(vqmovn_s32(vacc3x0123), vacc3x4567);
513
514 vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point);
515 vacc1x01234567 = vqaddq_s16(vacc1x01234567, voutput_zero_point);
516 vacc2x01234567 = vqaddq_s16(vacc2x01234567, voutput_zero_point);
517 vacc3x01234567 = vqaddq_s16(vacc3x01234567, voutput_zero_point);
518
519 int8x16_t vout0x01234567_1x01234567 = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc1x01234567);
520 int8x16_t vout2x01234567_3x01234567 = vqmovn_high_s16(vqmovn_s16(vacc2x01234567), vacc3x01234567);
521 #else
522 int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567));
523 int16x8_t vacc1x01234567 = vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567));
524 int16x8_t vacc2x01234567 = vcombine_s16(vqmovn_s32(vacc2x0123), vqmovn_s32(vacc2x4567));
525 int16x8_t vacc3x01234567 = vcombine_s16(vqmovn_s32(vacc3x0123), vqmovn_s32(vacc3x4567));
526
527 vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point);
528 vacc1x01234567 = vqaddq_s16(vacc1x01234567, voutput_zero_point);
529 vacc2x01234567 = vqaddq_s16(vacc2x01234567, voutput_zero_point);
530 vacc3x01234567 = vqaddq_s16(vacc3x01234567, voutput_zero_point);
531
532 int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc1x01234567));
533 int8x16_t vout2x01234567_3x01234567 = vcombine_s8(vqmovn_s16(vacc2x01234567), vqmovn_s16(vacc3x01234567));
534 #endif
535
536 const int8x16_t voutput_min = vld1q_dup_s8(¶ms->rndnu_neon.output_min);
537 vout0x01234567_1x01234567 = vmaxq_s8(vout0x01234567_1x01234567, voutput_min);
538 vout2x01234567_3x01234567 = vmaxq_s8(vout2x01234567_3x01234567, voutput_min);
539
540 const int8x16_t voutput_max = vld1q_dup_s8(¶ms->rndnu_neon.output_max);
541 vout0x01234567_1x01234567 = vminq_s8(vout0x01234567_1x01234567, voutput_max);
542 vout2x01234567_3x01234567 = vminq_s8(vout2x01234567_3x01234567, voutput_max);
543
544 if (nc >= 8) {
545 vst1_s8(c3 + 0, vget_high_s8(vout2x01234567_3x01234567));
546 vst1_s8(c2 + 0, vget_low_s8(vout2x01234567_3x01234567));
547 vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
548 vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
549
550 c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
551 c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
552 c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
553 c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
554
555 a = (const int8_t**restrict) ((uintptr_t) a - ks);
556
557 nc -= 8;
558 } else {
559 if (nc & 4) {
560 vst1q_lane_u32((void*) c3, vreinterpretq_u32_s8(vout2x01234567_3x01234567), 2); c3 += 4;
561 vst1q_lane_u32((void*) c2, vreinterpretq_u32_s8(vout2x01234567_3x01234567), 0); c2 += 4;
562 vst1q_lane_u32((void*) c1, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
563 vst1q_lane_u32((void*) c0, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
564 vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 4);
565 vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
566 }
567 if (nc & 2) {
568 vst1q_lane_u16((void*) c3, vreinterpretq_u16_s8(vout2x01234567_3x01234567), 4); c3 += 2;
569 vst1q_lane_u16((void*) c2, vreinterpretq_u16_s8(vout2x01234567_3x01234567), 0); c2 += 2;
570 vst1q_lane_u16((void*) c1, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
571 vst1q_lane_u16((void*) c0, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
572 vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 2);
573 vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
574 }
575 if (nc & 1) {
576 vst1q_lane_s8(c3, vout2x01234567_3x01234567, 8);
577 vst1q_lane_s8(c2, vout2x01234567_3x01234567, 0);
578 vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
579 vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
580 }
581
582 nc = 0;
583 }
584 } while (nc != 0);
585 }
586