1#version 450
2
3#include "types.glsl"
4
5layout (binding = 0) readonly buffer A {A_TYPE data_a[];}; // src0 - kernel: [K, Cout, Cin]
6layout (binding = 1) readonly buffer B {B_TYPE data_b[];}; // src1 - input: [L, Cin]
7layout (binding = 2) writeonly buffer D {D_TYPE data_d[];}; // dst - result [KL, Cout]
8
9layout(local_size_x = 128 , local_size_y = 1, local_size_z = 1) in;
10
11layout (push_constant) uniform parameter {
12 uint32_t Cout;
13 uint32_t Cin;
14 uint32_t K;
15 uint32_t L;
16 uint32_t KL;
17
18 uint32_t nb01;
19 uint32_t nb02;
20 uint32_t nb11;
21 uint32_t nb1;
22
23 int32_t s0;
24} p;
25
26
27uint32_t Cout_idx = gl_WorkGroupID.x;
28const uint32_t bs = gl_WorkGroupSize.x;
29uint32_t tid = gl_LocalInvocationID.x;
30// Code is more straightforward if we assume it is bs*s0+K instead of (bs-1)*s0+K.
31uint32_t tmp_len = bs*p.s0+p.K;
32shared D_TYPE tmp[4096];
33
34uint splitWork(uint workSize){
35 return (bs + workSize -1) / bs;
36}
37
38void main(){
39 for(uint32_t i = 0; i < splitWork(tmp_len); i++){
40 uint32_t idx = i*bs+tid;
41 if(idx < tmp_len){
42 tmp[idx] = 0.0;
43 }
44 }
45
46 uint32_t L_blocks = splitWork(p.L);
47 for(uint32_t L_block_id = 0; L_block_id < L_blocks; L_block_id++){
48 if(L_block_id > 0){
49 barrier();
50 // Shift values in tmp to the current processing window
51 for(int i = 0; i < splitWork(tmp_len); i++){
52 uint32_t idx = i*bs+tid;
53 if(idx >= bs*p.s0 && idx < tmp_len){
54 tmp[idx-bs*p.s0] = tmp[idx];
55 tmp[idx] = 0.0;
56 }else if(idx >= p.K && idx < bs*p.s0){
57 tmp[idx] = 0.0;
58 }
59 }
60 }
61 barrier();
62
63 // Save contributions of the block to tmp
64 uint32_t L_idx = L_block_id*bs + tid;
65 for(uint32_t K_idx = 0; K_idx < p.K; K_idx++){
66 D_TYPE dp = 0.0;
67 for(uint32_t Cin_idx = 0; Cin_idx < p.Cin; Cin_idx++){
68 A_TYPE elemKrn = data_a[K_idx + Cout_idx * p.nb01 + Cin_idx * p.nb02];
69 if(L_idx < p.L){
70 B_TYPE elemInp = data_b[L_idx + Cin_idx*p.nb11];
71 dp = fma(elemKrn, elemInp, dp);
72 }
73 }
74 tmp[tid*p.s0 + K_idx] += dp;
75 barrier();
76 }
77
78 // Save the computed values except the last block that can have different size
79 uint32_t KLb_idx = L_block_id*bs*p.s0;
80 if(L_block_id < L_blocks-1){
81 for(uint32_t s0_idx = 0; s0_idx < p.s0; s0_idx++){
82 uint32_t sh_idx = p.s0*tid+s0_idx;
83 uint32_t KL_idx = KLb_idx+sh_idx;
84 if(KL_idx < p.KL){
85 data_d[KL_idx + Cout_idx*p.nb1] = tmp[sh_idx];
86 }
87 }
88 }
89 }
90
91 for(uint32_t i = 0; i < splitWork(tmp_len); i++){
92 uint32_t idx = i*bs+tid;
93 uint32_t KL_idx = (L_blocks-1)*bs*p.s0+idx;
94 if(KL_idx < p.KL){
95 data_d[KL_idx + Cout_idx*p.nb1] = tmp[idx];
96 }
97 }
98}