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1 // Auto-generated file. Do not edit!
2 //   Template: src/qs8-igemm/c2-neon-mull-shuffle.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 
17 
xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal(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)])18 void xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal(
19     size_t mr,
20     size_t nc,
21     size_t kc,
22     size_t ks,
23     const int8_t** restrict a,
24     const void* restrict w,
25     int8_t* restrict c,
26     size_t cm_stride,
27     size_t cn_stride,
28     size_t a_offset,
29     const int8_t* zero,
30     const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
31 {
32   assert(mr != 0);
33   assert(mr <= 1);
34   assert(nc != 0);
35   assert(kc != 0);
36   assert(ks != 0);
37   assert(ks % (1 * sizeof(void*)) == 0);
38   assert(a_offset % sizeof(int8_t) == 0);
39   assert(a != NULL);
40   assert(w != NULL);
41   assert(c != NULL);
42 
43   int8_t* c0 = c;
44 
45   kc = round_up_po2(kc, 8 * sizeof(int8_t));
46   do {
47     int32x4_t vacc0x0123 = vld1q_s32(w); w = (const int32_t*) w + 4;
48     int32x4_t vacc0x4567 = vld1q_s32(w); w = (const int32_t*) w + 4;
49     int32x4_t vacc0x89AB = vld1q_s32(w); w = (const int32_t*) w + 4;
50     int32x4_t vacc0xCDEF = vld1q_s32(w); w = (const int32_t*) w + 4;
51 
52     size_t p = ks;
53     do {
54       const int8_t* restrict a0 = a[0];
55       if XNN_UNPREDICTABLE(a0 != zero) {
56         a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
57       }
58       a += 1;
59 
60       size_t k = kc;
61       while (k >= 16 * sizeof(int8_t)) {
62         int8x8_t va0x0 = vld1_s8(a0); a0 += 8;
63         int8x8_t va0x1 = vld1_s8(a0); a0 += 8;
64 
65         const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const int8_t*) w + 8;
66         const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const int8_t*) w + 8;
67         const int8x8_t vb89ABc0x0 = vld1_s8(w); w = (const int8_t*) w + 8;
68         const int8x8_t vbCDEFc0x0 = vld1_s8(w); w = (const int8_t*) w + 8;
69         const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const int8_t*) w + 8;
70         const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const int8_t*) w + 8;
71         const int8x8_t vb89ABc1x0 = vld1_s8(w); w = (const int8_t*) w + 8;
72         const int8x8_t vbCDEFc1x0 = vld1_s8(w); w = (const int8_t*) w + 8;
73         const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const int8_t*) w + 8;
74         const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const int8_t*) w + 8;
75         const int8x8_t vb89ABc2x0 = vld1_s8(w); w = (const int8_t*) w + 8;
76         const int8x8_t vbCDEFc2x0 = vld1_s8(w); w = (const int8_t*) w + 8;
77         const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const int8_t*) w + 8;
78         const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const int8_t*) w + 8;
79         const int8x8_t vb89ABc3x0 = vld1_s8(w); w = (const int8_t*) w + 8;
80         const int8x8_t vbCDEFc3x0 = vld1_s8(w); w = (const int8_t*) w + 8;
81 
82         int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0x0);
83         const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const int8_t*) w + 8;
84         vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0x1);
85         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
86         int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0x0);
87         const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const int8_t*) w + 8;
88         vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0x1);
89         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
90         int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0x0, va0x0);
91         const int8x8_t vb89ABc0x1 = vld1_s8(w); w = (const int8_t*) w + 8;
92         vprod0x89ABc0 = vmlal_s8(vprod0x89ABc0, vb89ABc0x1, va0x1);
93         vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
94         int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0x0, va0x0);
95         const int8x8_t vbCDEFc0x1 = vld1_s8(w); w = (const int8_t*) w + 8;
96         vprod0xCDEFc0 = vmlal_s8(vprod0xCDEFc0, vbCDEFc0x1, va0x1);
97         vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
98         va0x0 = vext_s8(va0x0, va0x0, 2);
99         va0x1 = vext_s8(va0x1, va0x1, 2);
100         int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0x0);
101         const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const int8_t*) w + 8;
102         vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0x1);
103         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
104         int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0x0);
105         const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const int8_t*) w + 8;
106         vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0x1);
107         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
108         int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1x0, va0x0);
109         const int8x8_t vb89ABc1x1 = vld1_s8(w); w = (const int8_t*) w + 8;
110         vprod0x89ABc1 = vmlal_s8(vprod0x89ABc1, vb89ABc1x1, va0x1);
111         vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
112         int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1x0, va0x0);
113         const int8x8_t vbCDEFc1x1 = vld1_s8(w); w = (const int8_t*) w + 8;
114         vprod0xCDEFc1 = vmlal_s8(vprod0xCDEFc1, vbCDEFc1x1, va0x1);
115         vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
116         va0x0 = vext_s8(va0x0, va0x0, 2);
117         va0x1 = vext_s8(va0x1, va0x1, 2);
118         int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0x0);
119         const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const int8_t*) w + 8;
120         vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0x1);
121         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
122         int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0x0);
123         const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const int8_t*) w + 8;
124         vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0x1);
125         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
126         int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2x0, va0x0);
127         const int8x8_t vb89ABc2x1 = vld1_s8(w); w = (const int8_t*) w + 8;
128         vprod0x89ABc2 = vmlal_s8(vprod0x89ABc2, vb89ABc2x1, va0x1);
129         vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
130         int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2x0, va0x0);
131         const int8x8_t vbCDEFc2x1 = vld1_s8(w); w = (const int8_t*) w + 8;
132         vprod0xCDEFc2 = vmlal_s8(vprod0xCDEFc2, vbCDEFc2x1, va0x1);
133         vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
134         va0x0 = vext_s8(va0x0, va0x0, 2);
135         va0x1 = vext_s8(va0x1, va0x1, 2);
136         int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0x0);
137         const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const int8_t*) w + 8;
138         vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0x1);
139         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
140         int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0x0);
141         const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const int8_t*) w + 8;
142         vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0x1);
143         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
144         int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3x0, va0x0);
145         const int8x8_t vb89ABc3x1 = vld1_s8(w); w = (const int8_t*) w + 8;
146         vprod0x89ABc3 = vmlal_s8(vprod0x89ABc3, vb89ABc3x1, va0x1);
147         vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
148         int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3x0, va0x0);
149         const int8x8_t vbCDEFc3x1 = vld1_s8(w); w = (const int8_t*) w + 8;
150         vprod0xCDEFc3 = vmlal_s8(vprod0xCDEFc3, vbCDEFc3x1, va0x1);
151         vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
152 
153         k -= 16 * sizeof(int8_t);
154       }
155       if (k != 0) {
156         int8x8_t va0x0 = vld1_s8(a0); a0 += 8;
157 
158         const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const int8_t*) w + 8;
159         const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const int8_t*) w + 8;
160         const int8x8_t vb89ABc0x0 = vld1_s8(w); w = (const int8_t*) w + 8;
161         const int8x8_t vbCDEFc0x0 = vld1_s8(w); w = (const int8_t*) w + 8;
162         const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const int8_t*) w + 8;
163         const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const int8_t*) w + 8;
164         const int8x8_t vb89ABc1x0 = vld1_s8(w); w = (const int8_t*) w + 8;
165         const int8x8_t vbCDEFc1x0 = vld1_s8(w); w = (const int8_t*) w + 8;
166         const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const int8_t*) w + 8;
167         const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const int8_t*) w + 8;
168         const int8x8_t vb89ABc2x0 = vld1_s8(w); w = (const int8_t*) w + 8;
169         const int8x8_t vbCDEFc2x0 = vld1_s8(w); w = (const int8_t*) w + 8;
170         const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const int8_t*) w + 8;
171         const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const int8_t*) w + 8;
172         const int8x8_t vb89ABc3x0 = vld1_s8(w); w = (const int8_t*) w + 8;
173         const int8x8_t vbCDEFc3x0 = vld1_s8(w); w = (const int8_t*) w + 8;
174 
175         int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0x0);
176         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
177         int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0x0);
178         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
179         int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0x0, va0x0);
180         vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
181         int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0x0, va0x0);
182         vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
183         va0x0 = vext_s8(va0x0, va0x0, 2);
184         int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0x0);
185         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
186         int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0x0);
187         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
188         int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1x0, va0x0);
189         vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
190         int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1x0, va0x0);
191         vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
192         va0x0 = vext_s8(va0x0, va0x0, 2);
193         int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0x0);
194         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
195         int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0x0);
196         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
197         int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2x0, va0x0);
198         vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
199         int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2x0, va0x0);
200         vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
201         va0x0 = vext_s8(va0x0, va0x0, 2);
202         int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0x0);
203         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
204         int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0x0);
205         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
206         int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3x0, va0x0);
207         vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
208         int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3x0, va0x0);
209         vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
210 
211       }
212 
213       p -= 1 * sizeof(void*);
214     } while (p != 0);
215 
216     const int32x4_t vright_pre_shift = vld1q_dup_s32(&params->rndnu_neon.right_pre_shift);
217     const int32x4_t vmultiplier = vld1q_dup_s32(&params->rndnu_neon.multiplier);
218     const int32x4_t vright_post_shift = vld1q_dup_s32(&params->rndnu_neon.right_post_shift);
219 
220     vacc0x0123 = vqshlq_s32(vacc0x0123, vright_pre_shift);
221     vacc0x4567 = vqshlq_s32(vacc0x4567, vright_pre_shift);
222     vacc0x89AB = vqshlq_s32(vacc0x89AB, vright_pre_shift);
223     vacc0xCDEF = vqshlq_s32(vacc0xCDEF, vright_pre_shift);
224 
225     vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
226     vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
227     vacc0x89AB = vqdmulhq_s32(vacc0x89AB, vmultiplier);
228     vacc0xCDEF = vqdmulhq_s32(vacc0xCDEF, vmultiplier);
229 
230     vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
231     vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
232     vacc0x89AB = vrshlq_s32(vacc0x89AB, vright_post_shift);
233     vacc0xCDEF = vrshlq_s32(vacc0xCDEF, vright_post_shift);
234 
235     const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->rndnu_neon.output_zero_point);
236 #if XNN_ARCH_ARM64
237     int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567);
238     int16x8_t vacc0x89ABCDEF = vqmovn_high_s32(vqmovn_s32(vacc0x89AB), vacc0xCDEF);
239 
240     vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point);
241     vacc0x89ABCDEF = vqaddq_s16(vacc0x89ABCDEF, voutput_zero_point);
242 
243     int8x16_t vout0x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc0x89ABCDEF);
244 #else
245     int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567));
246     int16x8_t vacc0x89ABCDEF = vcombine_s16(vqmovn_s32(vacc0x89AB), vqmovn_s32(vacc0xCDEF));
247 
248     vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point);
249     vacc0x89ABCDEF = vqaddq_s16(vacc0x89ABCDEF, voutput_zero_point);
250 
251     int8x16_t vout0x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc0x89ABCDEF));
252 #endif
253 
254     const int8x16_t voutput_min = vld1q_dup_s8(&params->rndnu_neon.output_min);
255     vout0x0123456789ABCDEF = vmaxq_s8(vout0x0123456789ABCDEF, voutput_min);
256 
257     const int8x16_t voutput_max = vld1q_dup_s8(&params->rndnu_neon.output_max);
258     vout0x0123456789ABCDEF = vminq_s8(vout0x0123456789ABCDEF, voutput_max);
259 
260     if (nc >= 16) {
261       vst1q_s8(c0 + 0, vout0x0123456789ABCDEF);
262 
263       c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
264 
265       a = (const int8_t**restrict) ((uintptr_t) a - ks);
266 
267       nc -= 16;
268     } else {
269       int8x8_t vout0x01234567 = vget_low_s8(vout0x0123456789ABCDEF);
270       if (nc & 8) {
271         vst1_s8(c0, vout0x01234567); c0 += 8;
272         vout0x01234567 = vget_high_s8(vout0x0123456789ABCDEF);
273       }
274       if (nc & 4) {
275         vst1_lane_u32((void*) c0, vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4;
276         vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4);
277       }
278       if (nc & 2) {
279         vst1_lane_u16((void*) c0, vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2;
280         vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2);
281       }
282       if (nc & 1) {
283         vst1_lane_s8(c0, vout0x01234567, 0);
284       }
285 
286       nc = 0;
287     }
288   } while (nc != 0);
289 }
290