File size: 3,394 Bytes
2517be1 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 | #pragma OPENCL EXTENSION cl_khr_fp16 : enable
#pragma OPENCL EXTENSION cl_khr_subgroups : enable
// Most devices have max workgroup size of 1024, so this is enough for subgroup
// sizes of 16, 32, 64 and 128. Increase this value for smaller subgroups sizes
#define MAX_SUBGROUPS 64
kernel void kernel_mean_f32(
global char * src0,
ulong offset0,
global char * dst,
ulong offsetd,
int ne00,
int ne01,
int ne02,
int ne03,
ulong nb01,
ulong nb02,
ulong nb03,
ulong nb1,
ulong nb2,
ulong nb3
) {
src0 = src0 + offset0;
dst = dst + offsetd;
const int i3 = get_group_id(2);
const int i2 = get_group_id(1);
const int i1 = get_group_id(0);
const int lid = get_local_id(0);
const int lsize = get_local_size(0);
const uint sg_size = get_sub_group_size();
const uint sg_id = get_sub_group_id();
const uint sg_lid = get_sub_group_local_id();
__local float lmem[MAX_SUBGROUPS];
if (i3 >= ne03 || i2 >= ne02 || i1 >= ne01) {
return;
}
if(sg_id == 0){
lmem[sg_lid] = 0.0f;
}
global float * src_row = (global float *) (src0 + i1*nb01 + i2*nb02 + i3*nb03);
global float * dst_row = (global float *) (dst + i1*nb1 + i2*nb2 + i3*nb3);
float sumf = 0.0f;
for (int i0 = lid; i0 < ne00; i0 += lsize) {
sumf += src_row[i0];
}
sumf = sub_group_reduce_add(sumf);
barrier(CLK_LOCAL_MEM_FENCE);
if(sg_lid == 0){
lmem[sg_id] = sumf;
}
barrier(CLK_LOCAL_MEM_FENCE);
sumf = lmem[sg_lid];
sumf = sub_group_reduce_add(sumf);
if (lid == 0) {
dst_row[0] = sumf / ne00;
}
}
kernel void kernel_mean_f32_4(
global char * src0,
ulong offset0,
global char * dst,
ulong offsetd,
int ne00,
int ne01,
int ne02,
int ne03,
ulong nb01,
ulong nb02,
ulong nb03,
ulong nb1,
ulong nb2,
ulong nb3
) {
src0 = src0 + offset0;
dst = dst + offsetd;
const int i3 = get_group_id(2);
const int i2 = get_group_id(1);
const int i1 = get_group_id(0);
const int lid = get_local_id(0);
const int lsize = get_local_size(0);
const uint sg_size = get_sub_group_size();
const uint sg_id = get_sub_group_id();
const uint sg_lid = get_sub_group_local_id();
__local float lmem[MAX_SUBGROUPS];
if (i3 >= ne03 || i2 >= ne02 || i1 >= ne01) {
return;
}
if(sg_id == 0){
lmem[sg_lid] = 0.0f;
}
global float4 * src_row = (global float4 *) (src0 + i1*nb01 + i2*nb02 + i3*nb03);
global float * dst_row = (global float *) (dst + i1*nb1 + i2*nb2 + i3*nb3);
float4 sum_vec = (float4)0.0f;
for (int i0 = lid; i0 < ne00 / 4; i0 += lsize) {
sum_vec += src_row[i0];
}
float sumf = dot(sum_vec, (float4)(1.0f));
sumf = sub_group_reduce_add(sumf);
barrier(CLK_LOCAL_MEM_FENCE);
if(sg_lid == 0){
lmem[sg_id] = sumf;
}
barrier(CLK_LOCAL_MEM_FENCE);
sumf = lmem[sg_lid];
sumf = sub_group_reduce_add(sumf);
if (lid == 0) {
dst_row[0] = sumf / ne00;
}
}
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