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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_fp32_ukernel_1x8c2__neon_mlal_ld4r(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_fp32_ukernel_1x8c2__neon_mlal_ld4r(
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 <= 1);
33   assert(nc != 0);
34   assert(kc != 0);
35   assert(ks != 0);
36   assert(ks % (1 * 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 
45   do {
46     int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
47     int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
48 
49     size_t p = ks;
50     do {
51       const int8_t* restrict a0 = a[0];
52       if XNN_UNPREDICTABLE(a0 != zero) {
53         a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
54       }
55       a += 1;
56 
57       size_t k = kc;
58 
59       while (k >= 16 * sizeof(int8_t)) {
60         const int16x4x4_t va0x0 = vld4_dup_s16((const void*)a0); a0 += 8;
61         const int16x4x4_t va0x1 = vld4_dup_s16((const void*)a0); a0 += 8;
62 
63         const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
64         const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
65         const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
66         const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
67         const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
68         const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
69         const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
70         const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
71 
72         const int8x8_t va0c0x0 = vreinterpret_s8_s16(va0x0.val[0]);
73         const int8x8_t va0c0x1 = vreinterpret_s8_s16(va0x1.val[0]);
74 
75         int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
76         const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
77         vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
78         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
79         int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
80         const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
81         vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
82         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
83         const int8x8_t va0c1x0 = vreinterpret_s8_s16(va0x0.val[1]);
84         const int8x8_t va0c1x1 = vreinterpret_s8_s16(va0x1.val[1]);
85 
86         int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
87         const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
88         vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
89         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
90         int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
91         const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
92         vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
93         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
94         const int8x8_t va0c2x0 = vreinterpret_s8_s16(va0x0.val[2]);
95         const int8x8_t va0c2x1 = vreinterpret_s8_s16(va0x1.val[2]);
96 
97         int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
98         const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
99         vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
100         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
101         int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
102         const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
103         vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
104         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
105         const int8x8_t va0c3x0 = vreinterpret_s8_s16(va0x0.val[3]);
106         const int8x8_t va0c3x1 = vreinterpret_s8_s16(va0x1.val[3]);
107 
108         int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
109         const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
110         vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
111         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
112         int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
113         const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
114         vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
115         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
116 
117         k -= 16 * sizeof(int8_t);
118       }
119 
120       if (k >= 8 * sizeof(int8_t)) {
121         const int16x4x4_t va0 = vld4_dup_s16((const void*)a0); a0 += 8;
122 
123         const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
124         const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
125         const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
126         const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
127         const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
128         const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
129         const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
130         const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
131 
132         const int8x8_t va0c0 = vreinterpret_s8_s16(va0.val[0]);
133 
134         const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
135         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
136         const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
137         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
138         const int8x8_t va0c1 = vreinterpret_s8_s16(va0.val[1]);
139 
140         const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
141         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
142         const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
143         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
144         const int8x8_t va0c2 = vreinterpret_s8_s16(va0.val[2]);
145 
146         const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
147         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
148         const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
149         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
150         const int8x8_t va0c3 = vreinterpret_s8_s16(va0.val[3]);
151 
152         const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
153         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
154         const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
155         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
156 
157         k -= 8 * sizeof(int8_t);
158       }
159 
160       if XNN_UNLIKELY(k != 0) {
161         const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
162 
163         const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
164         const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
165 
166         const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
167         const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
168         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
169         const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
170         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
171 
172         if (k > 2 * sizeof(int8_t)) {
173           const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
174           const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
175 
176           const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
177           const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
178           vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
179           const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
180           vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
181 
182           if (k > 4 * sizeof(int8_t)) {
183             const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
184             const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
185 
186             const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
187             const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
188             vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
189             const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
190             vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
191           }
192         }
193       }
194       p -= 1 * sizeof(void*);
195     } while (p != 0);
196 
197     float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
198     float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
199 
200     const float32x4_t vscale = vld1q_dup_f32(&params->fp32_neon.scale);
201     vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale);
202     vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale);
203 
204     const float32x4_t vmagic_bias = vld1q_dup_f32(&params->fp32_neon.magic_bias);
205     vacc0x0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x0123, vmagic_bias));
206     vacc0x4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x4567, vmagic_bias));
207 
208     const int32x4_t vmagic_bias_less_output_zero_point = vld1q_dup_s32(&params->fp32_neon.magic_bias_less_output_zero_point);
209     vacc0x0123 = vqsubq_s32(vacc0x0123, vmagic_bias_less_output_zero_point);
210     vacc0x4567 = vqsubq_s32(vacc0x4567, vmagic_bias_less_output_zero_point);
211 
212 #if XNN_ARCH_ARM64
213     int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567);
214 
215 
216     int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567);
217 #else
218     int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567));
219 
220 
221     int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567);
222 #endif
223 
224     const int8x8_t voutput_min = vld1_dup_s8(&params->fp32_neon.output_min);
225     vout0x01234567 = vmax_s8(vout0x01234567, voutput_min);
226 
227     const int8x8_t voutput_max = vld1_dup_s8(&params->fp32_neon.output_max);
228     vout0x01234567 = vmin_s8(vout0x01234567, voutput_max);
229 
230     if (nc >= 8) {
231       vst1_s8(c0 + 0, vout0x01234567);
232 
233       c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
234 
235       a = (const int8_t**restrict) ((uintptr_t) a - ks);
236 
237       nc -= 8;
238     } else {
239       if (nc & 4) {
240         vst1_lane_u32((void*) c0, vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4;
241         vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4);
242       }
243       if (nc & 2) {
244         vst1_lane_u16((void*) c0, vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2;
245         vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2);
246       }
247       if (nc & 1) {
248         vst1_lane_s8(c0, vout0x01234567, 0);
249       }
250 
251       nc = 0;
252     }
253   } while (nc != 0);
254 }
255