struct Meta {
M: u32,
N: u32,
}
@group(0) @binding(0)
var<storage, read_write> input: array<f32>;
@group(0) @binding(1)
var<storage, read> input_m: Meta;
@compute @workgroup_size(32)
fn main(
@builtin(workgroup_id) workgroup_id: vec3<u32>,
@builtin(local_invocation_id) local_id: vec3<u32>,
) {
let mi = workgroup_id.x * 32u + local_id.x;
if (mi >= input_m.M) {
return;
}
var max = 0.0f;
for (var ni = 0u; ni < input_m.N; ni = ni + 1u) {
let idx = mi * input_m.N + ni;
if (input[idx] > max) {
max = input[idx];
}
}
var sum = 0.0f;
for (var ni = 0u; ni < input_m.N; ni = ni + 1u) {
let idx = mi * input_m.N + ni;
input[idx] = exp(input[idx] - max);
sum += input[idx];
}
for (var ni = 0u; ni < input_m.N; ni = ni + 1u) {
let idx = mi * input_m.N + ni;
input[idx] = input[idx] / sum;
}
}