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1 // Auto-generated file. Do not edit!
2 //   Template: src/qs8-igemm/c8-neon-mull-padal.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/igemm.h>
15 #include <xnnpack/math.h>
16 
17 
xnn_qs8_igemm_minmax_ukernel_1x8c8__neon_mlal_padal(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_gemm_params params[restrict XNN_MIN_ELEMENTS (1)])18 void xnn_qs8_igemm_minmax_ukernel_1x8c8__neon_mlal_padal(
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_gemm_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN
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   kc = round_up_po2(kc, 8);
44   int8_t* c0 = c;
45 
46   do {
47     int32x4_t vacc0x0 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
48     int32x4_t vacc0x1 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
49     int32x4_t vacc0x2 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
50     int32x4_t vacc0x3 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
51     int32x4_t vacc0x4 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
52     int32x4_t vacc0x5 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
53     int32x4_t vacc0x6 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
54     int32x4_t vacc0x7 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t));
55 
56     size_t p = ks;
57     do {
58       const int8_t* restrict a0 = a[0];
59       if XNN_UNPREDICTABLE(a0 != zero) {
60         a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
61       }
62       a += 1;
63 
64       size_t k = kc;
65       // 2x partial unrolled loop to load 16 bytes at a time using MLA.
66       while (k >= 16 * sizeof(int8_t)) {
67         const int8x8_t va0x0 = vld1_s8(a0); a0 += 8;
68         const int8x8_t va0x1 = vld1_s8(a0); a0 += 8;
69 
70         const int8x8_t vb0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(  int8_t));
71         const int8x8_t vb1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(  int8_t));
72         const int8x8_t vb2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(  int8_t));
73         const int8x8_t vb3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(  int8_t));
74         const int8x8_t vb4x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(  int8_t));
75         const int8x8_t vb5x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(  int8_t));
76         const int8x8_t vb6x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(  int8_t));
77         const int8x8_t vb7x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(  int8_t));
78 
79         const int8x8_t vb0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(  int8_t));
80         int16x8_t vprod0x0 = vmull_s8(vb0x0, va0x0);
81         vprod0x0 = vmlal_s8(vprod0x0, vb0x1, va0x1);
82         vacc0x0 = vpadalq_s16(vacc0x0, vprod0x0);
83         const int8x8_t vb1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(  int8_t));
84         int16x8_t vprod0x1 = vmull_s8(vb1x0, va0x0);
85         vprod0x1 = vmlal_s8(vprod0x1, vb1x1, va0x1);
86         vacc0x1 = vpadalq_s16(vacc0x1, vprod0x1);
87         const int8x8_t vb2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(  int8_t));
88         int16x8_t vprod0x2 = vmull_s8(vb2x0, va0x0);
89         vprod0x2 = vmlal_s8(vprod0x2, vb2x1, va0x1);
90         vacc0x2 = vpadalq_s16(vacc0x2, vprod0x2);
91         const int8x8_t vb3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(  int8_t));
92         int16x8_t vprod0x3 = vmull_s8(vb3x0, va0x0);
93         vprod0x3 = vmlal_s8(vprod0x3, vb3x1, va0x1);
94         vacc0x3 = vpadalq_s16(vacc0x3, vprod0x3);
95         const int8x8_t vb4x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(  int8_t));
96         int16x8_t vprod0x4 = vmull_s8(vb4x0, va0x0);
97         vprod0x4 = vmlal_s8(vprod0x4, vb4x1, va0x1);
98         vacc0x4 = vpadalq_s16(vacc0x4, vprod0x4);
99         const int8x8_t vb5x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(  int8_t));
100         int16x8_t vprod0x5 = vmull_s8(vb5x0, va0x0);
101         vprod0x5 = vmlal_s8(vprod0x5, vb5x1, va0x1);
102         vacc0x5 = vpadalq_s16(vacc0x5, vprod0x5);
103         const int8x8_t vb6x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(  int8_t));
104         int16x8_t vprod0x6 = vmull_s8(vb6x0, va0x0);
105         vprod0x6 = vmlal_s8(vprod0x6, vb6x1, va0x1);
106         vacc0x6 = vpadalq_s16(vacc0x6, vprod0x6);
107         const int8x8_t vb7x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(  int8_t));
108         int16x8_t vprod0x7 = vmull_s8(vb7x0, va0x0);
109         vprod0x7 = vmlal_s8(vprod0x7, vb7x1, va0x1);
110         vacc0x7 = vpadalq_s16(vacc0x7, vprod0x7);
111 
112         k -= 16 * sizeof(int8_t);
113       }
114 
115       // Handle 8 bytes at a time using MUL.
116       if (k > 0) {
117         const int8x8_t va0 = vld1_s8(a0); a0 += 8;
118 
119         const int8x8_t vb0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
120         const int16x8_t vprod0x0 = vmull_s8(vb0, va0);
121         vacc0x0 = vpadalq_s16(vacc0x0, vprod0x0);
122         const int8x8_t vb1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
123         const int16x8_t vprod0x1 = vmull_s8(vb1, va0);
124         vacc0x1 = vpadalq_s16(vacc0x1, vprod0x1);
125         const int8x8_t vb2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
126         const int16x8_t vprod0x2 = vmull_s8(vb2, va0);
127         vacc0x2 = vpadalq_s16(vacc0x2, vprod0x2);
128         const int8x8_t vb3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
129         const int16x8_t vprod0x3 = vmull_s8(vb3, va0);
130         vacc0x3 = vpadalq_s16(vacc0x3, vprod0x3);
131         const int8x8_t vb4 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
132         const int16x8_t vprod0x4 = vmull_s8(vb4, va0);
133         vacc0x4 = vpadalq_s16(vacc0x4, vprod0x4);
134         const int8x8_t vb5 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
135         const int16x8_t vprod0x5 = vmull_s8(vb5, va0);
136         vacc0x5 = vpadalq_s16(vacc0x5, vprod0x5);
137         const int8x8_t vb6 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
138         const int16x8_t vprod0x6 = vmull_s8(vb6, va0);
139         vacc0x6 = vpadalq_s16(vacc0x6, vprod0x6);
140         const int8x8_t vb7 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
141         const int16x8_t vprod0x7 = vmull_s8(vb7, va0);
142         vacc0x7 = vpadalq_s16(vacc0x7, vprod0x7);
143 
144         k -= 8 * sizeof(int8_t);
145       }
146 
147       p -= 1 * sizeof(void*);
148     } while (p != 0);
149 
150 #if XNN_ARCH_ARM64
151     const int32x4_t vsum0x01 = vpaddq_s32(vacc0x0, vacc0x1);
152     const int32x4_t vsum0x23 = vpaddq_s32(vacc0x2, vacc0x3);
153     const int32x4_t vsum0x45 = vpaddq_s32(vacc0x4, vacc0x5);
154     const int32x4_t vsum0x67 = vpaddq_s32(vacc0x6, vacc0x7);
155     int32x4_t vacc0x0123 = vpaddq_s32(vsum0x01, vsum0x23);
156     int32x4_t vacc0x4567 = vpaddq_s32(vsum0x45, vsum0x67);
157 #else
158     const int32x2_t vpsum0x0 = vadd_s32(vget_low_s32(vacc0x0), vget_high_s32(vacc0x0));
159     const int32x2_t vpsum0x1 = vadd_s32(vget_low_s32(vacc0x1), vget_high_s32(vacc0x1));
160     const int32x2_t vpsum0x2 = vadd_s32(vget_low_s32(vacc0x2), vget_high_s32(vacc0x2));
161     const int32x2_t vpsum0x3 = vadd_s32(vget_low_s32(vacc0x3), vget_high_s32(vacc0x3));
162     const int32x2_t vsum0x01 = vpadd_s32(vpsum0x0, vpsum0x1);
163     const int32x2_t vsum0x23 = vpadd_s32(vpsum0x2, vpsum0x3);
164     int32x4_t vacc0x0123 = vcombine_s32(vsum0x01, vsum0x23 );
165     const int32x2_t vpsum0x4 = vadd_s32(vget_low_s32(vacc0x4), vget_high_s32(vacc0x4));
166     const int32x2_t vpsum0x5 = vadd_s32(vget_low_s32(vacc0x5), vget_high_s32(vacc0x5));
167     const int32x2_t vpsum0x6 = vadd_s32(vget_low_s32(vacc0x6), vget_high_s32(vacc0x6));
168     const int32x2_t vpsum0x7 = vadd_s32(vget_low_s32(vacc0x7), vget_high_s32(vacc0x7));
169     const int32x2_t vsum0x45 = vpadd_s32(vpsum0x4, vpsum0x5);
170     const int32x2_t vsum0x67 = vpadd_s32(vpsum0x6, vpsum0x7);
171     int32x4_t vacc0x4567 = vcombine_s32(vsum0x45, vsum0x67 );
172 #endif
173 
174     const int32x4_t vmultiplier = vld1q_dup_s32(&params->neon.multiplier);
175     vacc0x0123 = vqrdmulhq_s32(vacc0x0123, vmultiplier);
176     vacc0x4567 = vqrdmulhq_s32(vacc0x4567, vmultiplier);
177 
178     const int32x4_t vright_shift = vld1q_dup_s32(&params->neon.right_shift);
179     const int32x4_t vzero_shift_mask = vreinterpretq_s32_u32(vceqq_s32(vright_shift, vmovq_n_s32(0)));
180     vacc0x0123 = vsraq_n_s32(vacc0x0123, vbicq_s32(vacc0x0123, vzero_shift_mask), 31);
181     vacc0x4567 = vsraq_n_s32(vacc0x4567, vbicq_s32(vacc0x4567, vzero_shift_mask), 31);
182 
183     vacc0x0123 = vrshlq_s32(vacc0x0123, vright_shift);
184     vacc0x4567 = vrshlq_s32(vacc0x4567, vright_shift);
185 
186     const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->neon.output_zero_point);
187 #if XNN_ARCH_ARM64
188     const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
189     int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567);
190 #else
191     const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
192 
193     int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567);
194 #endif
195     const int8x8_t voutput_min = vld1_dup_s8(&params->neon.output_min);
196     const int8x8_t voutput_max = vld1_dup_s8(&params->neon.output_max);
197 
198     vout0x01234567 = vmax_s8(vout0x01234567, voutput_min);
199 
200     vout0x01234567 = vmin_s8(vout0x01234567, voutput_max);
201 
202     if (nc >= 8) {
203       vst1_s8(c0 + 0, vout0x01234567);
204 
205       c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
206 
207       a = (const int8_t**restrict) ((uintptr_t) a - ks);
208 
209       nc -= 8;
210     } else {
211       if (nc & 4) {
212         vst1_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4;
213         vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4);
214       }
215       if (nc & 2) {
216         vst1_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2;
217         vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2);
218       }
219       if (nc & 1) {
220         vst1_lane_s8(c0, vout0x01234567, 0);
221       }
222 
223       nc = 0;
224     }
225   } while (nc != 0);
226 }
227