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1 // Copyright 2019 Google LLC
2 //
3 // This source code is licensed under the BSD-style license found in the
4 // LICENSE file in the root directory of this source tree.
5 
6 #include <assert.h>
7 
8 #include <xnnpack/scalar-utils.h>
9 #include <xnnpack/igemm.h>
10 
11 
xnn_q8_igemm_ukernel_2x2__scalar(size_t mr,size_t nc,size_t kc,size_t ks,const uint8_t ** restrict a,const void * restrict w,uint8_t * restrict c,size_t cm_stride,size_t cn_stride,size_t a_offset,const uint8_t * zero,const union xnn_q8_gemm_params params[restrict static1])12 void xnn_q8_igemm_ukernel_2x2__scalar(
13     size_t mr,
14     size_t nc,
15     size_t kc,
16     size_t ks,
17     const uint8_t** restrict a,
18     const void* restrict w,
19     uint8_t* restrict c,
20     size_t cm_stride,
21     size_t cn_stride,
22     size_t a_offset,
23     const uint8_t* zero,
24     const union xnn_q8_gemm_params params[restrict static 1])
25 {
26   assert(mr != 0);
27   assert(mr <= 2);
28   assert(nc != 0);
29   assert(kc != 0);
30   assert(ks != 0);
31   assert(ks % (2 * sizeof(void*)) == 0);
32 
33   uint8_t* c0 = c;
34   uint8_t* c1 = (uint8_t*) ((uintptr_t) c0 + cm_stride);
35   if (mr != 2) {
36     c1 = c0;
37   }
38 
39   const int32_t vb_zero_point = params->scalar.kernel_zero_point;
40 
41   do {
42     int32_t vacc0x0 = ((const int32_t*) w)[0];
43     int32_t vacc0x1 = ((const int32_t*) w)[1];
44     int32_t vacc1x0 = vacc0x0;
45     int32_t vacc1x1 = vacc0x1;
46     w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t));
47 
48     size_t p = ks;
49     do {
50       const uint8_t* restrict a0 = a[0];
51       if XNN_UNPREDICTABLE(a0 != zero) {
52         a0 = (const uint8_t*) ((uintptr_t) a0 + a_offset);
53       }
54       const uint8_t* restrict a1 = a[1];
55       if XNN_UNPREDICTABLE(a1 != zero) {
56         a1 = (const uint8_t*) ((uintptr_t) a1 + a_offset);
57       }
58       a += 2;
59 
60       size_t k = kc;
61       do {
62         const int32_t va0 = (int32_t) (uint32_t) *a0++;
63         const int32_t va1 = (int32_t) (uint32_t) *a1++;
64 
65         const uint32_t vb0 = ((const uint8_t*) w)[0];
66         const uint32_t vb1 = ((const uint8_t*) w)[1];
67         w = (const void*) ((uintptr_t) w + 2 * sizeof(uint8_t));
68 
69         const int32_t vxb0 = (int32_t) vb0 - vb_zero_point;
70         const int32_t vxb1 = (int32_t) vb1 - vb_zero_point;
71 
72         vacc0x0 += va0 * vxb0;
73         vacc0x1 += va0 * vxb1;
74         vacc1x0 += va1 * vxb0;
75         vacc1x1 += va1 * vxb1;
76 
77       } while (--k != 0);
78       p -= 2 * sizeof(void*);
79     } while (p != 0);
80 
81     const int32_t vmultiplier = params->scalar.multiplier;
82     const int64_t vproduct0x0 = (int64_t) vacc0x0 * (int64_t) vmultiplier;
83     const int64_t vproduct0x1 = (int64_t) vacc0x1 * (int64_t) vmultiplier;
84     const int64_t vproduct1x0 = (int64_t) vacc1x0 * (int64_t) vmultiplier;
85     const int64_t vproduct1x1 = (int64_t) vacc1x1 * (int64_t) vmultiplier;
86 
87     const int64_t vq31rounding = INT64_C(0x40000000);
88     const int32_t vq31product0x0 = (int32_t) (uint32_t) ((uint64_t) (vproduct0x0 + vq31rounding) >> 31);
89     const int32_t vq31product0x1 = (int32_t) (uint32_t) ((uint64_t) (vproduct0x1 + vq31rounding) >> 31);
90     const int32_t vq31product1x0 = (int32_t) (uint32_t) ((uint64_t) (vproduct1x0 + vq31rounding) >> 31);
91     const int32_t vq31product1x1 = (int32_t) (uint32_t) ((uint64_t) (vproduct1x1 + vq31rounding) >> 31);
92 
93     const int32_t vremainder_mask = params->scalar.remainder_mask;
94     const int32_t vremainder0x0 = (vq31product0x0 & vremainder_mask) - (int32_t) (vq31product0x0 < 0);
95     const int32_t vremainder0x1 = (vq31product0x1 & vremainder_mask) - (int32_t) (vq31product0x1 < 0);
96     const int32_t vremainder1x0 = (vq31product1x0 & vremainder_mask) - (int32_t) (vq31product1x0 < 0);
97     const int32_t vremainder1x1 = (vq31product1x1 & vremainder_mask) - (int32_t) (vq31product1x1 < 0);
98 
99     const uint32_t vshift = params->scalar.shift;
100     const int32_t vremainder_threshold = params->scalar.remainder_threshold;
101     int32_t vout0x0 = asr_s32(vq31product0x0, vshift) + (int32_t) (vremainder0x0 > vremainder_threshold);
102     int32_t vout0x1 = asr_s32(vq31product0x1, vshift) + (int32_t) (vremainder0x1 > vremainder_threshold);
103     int32_t vout1x0 = asr_s32(vq31product1x0, vshift) + (int32_t) (vremainder1x0 > vremainder_threshold);
104     int32_t vout1x1 = asr_s32(vq31product1x1, vshift) + (int32_t) (vremainder1x1 > vremainder_threshold);
105 
106     const int32_t vout_min = params->scalar.output_min_less_zero_point;
107     vout0x0 = vout0x0 < vout_min ? vout_min : vout0x0;
108     vout0x1 = vout0x1 < vout_min ? vout_min : vout0x1;
109     vout1x0 = vout1x0 < vout_min ? vout_min : vout1x0;
110     vout1x1 = vout1x1 < vout_min ? vout_min : vout1x1;
111 
112     const int32_t vout_max = params->scalar.output_max_less_zero_point;
113     vout0x0 = vout0x0 > vout_max ? vout_max : vout0x0;
114     vout0x1 = vout0x1 > vout_max ? vout_max : vout0x1;
115     vout1x0 = vout1x0 > vout_max ? vout_max : vout1x0;
116     vout1x1 = vout1x1 > vout_max ? vout_max : vout1x1;
117 
118     const int32_t voutput_zero_point = params->scalar.output_zero_point;
119     vout0x0 += voutput_zero_point;
120     vout0x1 += voutput_zero_point;
121     vout1x0 += voutput_zero_point;
122     vout1x1 += voutput_zero_point;
123 
124     if XNN_LIKELY(nc >= 2) {
125       c1[0] = (uint8_t) vout1x0;
126       c1[1] = (uint8_t) vout1x1;
127       c0[0] = (uint8_t) vout0x0;
128       c0[1] = (uint8_t) vout0x1;
129 
130       c1 += cn_stride;
131       c0 += cn_stride;
132 
133       a = (const uint8_t**restrict) ((uintptr_t) a - ks);
134 
135       nc -= 2;
136     } else {
137       c1[0] = (uint8_t) vout1x0;
138       c0[0] = (uint8_t) vout0x0;
139 
140       nc = 0;
141     }
142   } while (nc != 0);
143 }
144