oarust 0.8.6

GPU-first semantic computing engine written in Rust
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// Mechanical adaptation of OA loss/rlPpoClip.slang.

import attributes;
import storage;

struct PushConstants {
	uint new_log_probability_index;
	uint old_log_probability_index;
	uint advantage_index;
	uint output_index;
	uint count;
	float clip_epsilon;
};

[[vk::push_constant]] PushConstants push;
[[vk::binding(0, 0)]] RWByteAddressBuffer storage_buffers[];

[kernel_name("ppo_clipped_policy")]
[domain("ml")]
[variant("generic")]
[dtype("f32")]
[status("experimental")]
[shader("compute")]
[numthreads(256, 1, 1)]
void main(uint3 dispatch_thread_id : SV_DispatchThreadID) {
	uint index = dispatch_thread_id.x;
	if (index >= push.count) {
		return;
	}
	float ratio = exp(
		load_f32(storage_buffers[push.new_log_probability_index], index)
		- load_f32(storage_buffers[push.old_log_probability_index], index));
	float advantage = load_f32(storage_buffers[push.advantage_index], index);
	float clipped_ratio = clamp(ratio, 1.0 - push.clip_epsilon, 1.0 + push.clip_epsilon);
	float objective = min(ratio * advantage, clipped_ratio * advantage);
	store_f32(storage_buffers[push.output_index], index, -objective);
}