rocm_jax/jaxlib/gpu/make_batch_pointers.h
Dan Foreman-Mackey b6306e3953 Remove synchronization from GPU LU decomposition kernel by adding an async batch pointers builder.
In the batched LU decomposition in cuBLAS, the output buffer is required to be a pointer of pointers to the appropriate batch matrices. Previously this reshaping was done on the host and then copied to the device, requiring a synchronization, but it seems straightforward to instead implement a tiny CUDA kernel to do this work. This definitely isn't a bottleneck or a high priority change, but this seemed like a reasonable time to fix a longstanding TODO.

PiperOrigin-RevId: 663686539
2024-08-16 04:37:09 -07:00

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/* Copyright 2024 The JAX Authors.
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.
==============================================================================*/
#ifndef JAXLIB_GPU_MAKE_BATCH_POINTERS_H_
#define JAXLIB_GPU_MAKE_BATCH_POINTERS_H_
#include "jaxlib/gpu/vendor.h"
namespace jax {
namespace JAX_GPU_NAMESPACE {
void MakeBatchPointersAsync(gpuStream_t stream, void* buffer_in,
void* buffer_out, int batch, int batch_elem_size);
} // namespace JAX_GPU_NAMESPACE
} // namespace jax
#endif // JAXLIB_GPU_MAKE_BATCH_POINTERS_H_