#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; } }