CUDA backend: backbone (#2075)

This commit is contained in:
Cheng
2025-05-07 13:26:46 +09:00
committed by GitHub
parent 5a1a5d5ed1
commit 0cae0bdac8
22 changed files with 1582 additions and 2 deletions

View File

@@ -0,0 +1,90 @@
// Copyright © 2025 Apple Inc.
#include "mlx/backend/cuda/worker.h"
#include "mlx/backend/cuda/allocator.h"
#include "mlx/backend/cuda/device.h"
namespace mlx::core::cu {
Worker::Worker()
: signal_stream_(device(mlx::core::Device::gpu)),
worker_(&Worker::thread_fn, this) {}
Worker::~Worker() {
{
std::lock_guard lock(worker_mutex_);
stop_ = true;
}
worker_event_.signal(batch_ + 1);
worker_.join();
}
void Worker::add_task(std::function<void()> task) {
pending_tasks_.push_back(std::move(task));
}
void Worker::consume_in_this_thread() {
for (auto& task : pending_tasks_) {
task();
}
pending_tasks_.clear();
}
void Worker::end_batch() {
batch_++;
{
std::lock_guard lock(worker_mutex_);
worker_tasks_[batch_] = std::move(pending_tasks_);
}
uncommited_batches_++;
}
void Worker::commit() {
if (uncommited_batches_ == 0) {
return;
}
uncommited_batches_ = 0;
worker_event_.signal(batch_);
}
void Worker::commit(cudaStream_t stream) {
if (uncommited_batches_ == 0) {
return;
}
uncommited_batches_ = 0;
// Signal the |worker_event_| in |signal_stream_| after the kernels in
// |stream_| finish running.
signal_event_.record(stream);
signal_event_.wait(signal_stream_);
worker_event_.signal(signal_stream_, batch_);
}
void Worker::thread_fn() {
// The worker thread is safe to free buffers.
allocator().register_this_thread();
while (!stop_) {
uint64_t batch = worker_event_.value();
Tasks tasks;
{
std::lock_guard lock(worker_mutex_);
// Move tasks in signaled batches.
auto end = worker_tasks_.upper_bound(batch);
for (auto it = worker_tasks_.begin(); it != end; ++it) {
if (tasks.empty()) {
tasks = std::move(it->second);
} else {
std::move(
it->second.begin(), it->second.end(), std::back_inserter(tasks));
}
}
worker_tasks_.erase(worker_tasks_.begin(), end);
}
for (auto& task : tasks) {
task();
}
worker_event_.wait(batch + 1);
}
}
} // namespace mlx::core::cu