Files
mlx/mlx/backend/cuda/eval.cpp
Cheng b26d88591c [CUDA] Save primitive inputs faster (#2449)
* Add more nvtx loggings

* [CUDA] Saving primitive inputs faster

* Remove unneeded check
2025-08-01 10:16:06 +09:00

62 lines
1.5 KiB
C++

// Copyright © 2025 Apple Inc.
#include "mlx/backend/gpu/eval.h"
#include "mlx/backend/cuda/allocator.h"
#include "mlx/backend/cuda/device.h"
#include "mlx/backend/gpu/available.h"
#include "mlx/primitives.h"
#include <nvtx3/nvtx3.hpp>
namespace mlx::core::gpu {
bool is_available() {
return true;
}
void new_stream(Stream s) {
// Force initalization of cuda, so cuda runtime get destroyed at last.
cudaFree(nullptr);
// Ensure the static stream objects get created.
cu::get_command_encoder(s);
}
void eval(array& arr) {
nvtx3::scoped_range r("gpu::eval");
auto outputs = arr.outputs();
{
// If the array is a tracer hold a reference
// to its inputs so they don't get donated
std::vector<array> inputs;
if (arr.is_tracer()) {
inputs = arr.inputs();
}
arr.primitive().eval_gpu(arr.inputs(), outputs);
}
auto& encoder = cu::get_command_encoder(arr.primitive().stream());
// Keep used buffers alive until kernel finishes running.
for (auto& in : arr.inputs()) {
// Except for the donated one.
if (in.data_shared_ptr() != arr.data_shared_ptr()) {
encoder.add_temporary(in);
}
}
for (auto& s : arr.siblings()) {
encoder.add_temporary(s);
}
encoder.maybe_commit();
}
void finalize(Stream s) {
nvtx3::scoped_range r("gpu::finalize");
cu::get_command_encoder(s).commit();
}
void synchronize(Stream s) {
nvtx3::scoped_range r("gpu::synchronize");
cu::get_command_encoder(s).synchronize();
}
} // namespace mlx::core::gpu