CUDA backend: indexing ops (#2277)

This commit is contained in:
Cheng
2025-06-13 13:44:19 +09:00
committed by GitHub
parent 2188199ff8
commit c8b4787e4e
11 changed files with 830 additions and 6 deletions

View File

@@ -0,0 +1,72 @@
// Copyright © 2025 Apple Inc.
#pragma once
#include "mlx/backend/cuda/device/cucomplex_math.cuh"
#include "mlx/backend/cuda/device/fp16_math.cuh"
#include <cuda/atomic>
namespace mlx::core::cu {
template <typename T>
inline __device__ void atomic_add(T* out, T val) {
cuda::atomic_ref<T, cuda::thread_scope_device> ref(*out);
ref += val;
}
template <typename T>
inline __device__ void atomic_prod(T* out, T val) {
cuda::atomic_ref<T, cuda::thread_scope_device> ref(*out);
T old = ref.load();
while (!ref.compare_exchange_strong(old, old * val)) {
}
}
template <typename T>
inline __device__ void atomic_max(T* out, T val) {
cuda::atomic_ref<T, cuda::thread_scope_device> ref(*out);
ref.fetch_max(val);
}
template <typename T>
inline __device__ void atomic_min(T* out, T val) {
cuda::atomic_ref<T, cuda::thread_scope_device> ref(*out);
ref.fetch_min(val);
}
// Somehow cuda::atomic_ref does not provide atomic add for following types.
template <typename T>
inline __device__ void atomic_add_general(T* out, T val) {
cuda::atomic_ref<T, cuda::thread_scope_device> ref(*out);
T old = ref.load();
while (!ref.compare_exchange_strong(old, old + val)) {
}
}
inline __device__ void atomic_add(__half* out, __half val) {
atomicAdd(out, val);
}
inline __device__ void atomic_add(cuComplex* out, cuComplex val) {
#if __CUDA_ARCH__ < 900
atomic_add_general(out, val);
#else
atomicAdd(out, val);
#endif
}
inline __device__ void atomic_add(__nv_bfloat16* out, __nv_bfloat16 val) {
#if __CUDA_ARCH__ < 800
#if CCCL_VERSION >= 2008000
atomic_add_general(out, val);
#else
bool cccl_version_too_old_for_bfloat16_atomic_add = false;
assert(cccl_version_too_old_for_bfloat16_atomic_add);
#endif
#else
atomicAdd(out, val);
#endif
}
} // namespace mlx::core::cu