import attributes;
import storage;
struct PushConstants {
uint latent_index;
uint codebook_index;
uint indices_index;
uint quantized_index;
uint rows;
uint code_dim;
uint num_codes;
};
[[vk::push_constant]] PushConstants push;
[[vk::binding(0, 0)]] RWByteAddressBuffer storage_buffers[];
[kernel_name("vq_assign")]
[domain("ml")]
[variant("generic")]
[dtype("f32")]
[status("experimental")]
[shader("compute")]
[numthreads(256, 1, 1)]
void main(uint3 dispatch_thread_id : SV_DispatchThreadID) {
uint row = dispatch_thread_id.x;
if (row >= push.rows) {
return;
}
uint latent_base = row * push.code_dim;
float best_distance = 3.402823466e+38F;
uint best_code = 0;
for (uint code = 0; code < push.num_codes; ++code) {
uint code_base = code * push.code_dim;
float distance = 0.0;
for (uint column = 0; column < push.code_dim; ++column) {
float difference = load_f32(storage_buffers[push.latent_index], latent_base + column)
- load_f32(storage_buffers[push.codebook_index], code_base + column);
distance += difference * difference;
}
if (distance < best_distance) {
best_distance = distance;
best_code = code;
}
}
store_i32(storage_buffers[push.indices_index], row, int(best_code));
uint winning_base = best_code * push.code_dim;
for (uint column = 0; column < push.code_dim; ++column) {
store_f32(
storage_buffers[push.quantized_index],
latent_base + column,
load_f32(storage_buffers[push.codebook_index], winning_base + column));
}
}