See pytorch#91122
Summary:
Some APIs are deprecated in newer version of CUDA.
* cudaGraphInstantiate:
From:
```
cudaGraphInstantiate ( cudaGraphExec_t* pGraphExec, cudaGraph_t graph, cudaGraphNode_t* pErrorNode, char* pLogBuffer, size_t bufferSize )
```
To
```
__host__​cudaError_t cudaGraphInstantiate ( cudaGraphExec_t* pGraphExec, cudaGraph_t graph, unsigned long long flags = 0 )
```
* cudaProfilerInitialize: deprecated in cuda 11 and removed in cuda 12

Test Plan: GH CI

Differential Revision: D41469051

Pull Request resolved: pytorch#91050
Approved by: https://github.com/jianyuh

…, backport to release/1.13 (#1233)

* Update cuSPARSE usage for CUDA 12.0 (pytorch#90765)

cuSPARSE v12.0 has started to use const pointers for the descriptors, from `cusparse.h` (documentation is incorrect):
```cpp
typedef struct cusparseSpVecDescr const* cusparseConstSpVecDescr_t;
typedef struct cusparseDnVecDescr const* cusparseConstDnVecDescr_t;
typedef struct cusparseSpMatDescr const* cusparseConstSpMatDescr_t;
typedef struct cusparseDnMatDescr const* cusparseConstDnMatDescr_t;
```
Changing also the function signature for the corresponding destructors to accept a const pointer. This PR adds `ConstCuSparseDescriptorDeleter` working with `cusparseStatus_t (*destructor)(const T*)`.

Some algorithm enums were deprecated during CUDA 11 and removed in CUDA 12, I replaced the following occurences
```
CUSPARSE_CSRMM_ALG1 -> CUSPARSE_SPMM_CSR_ALG1
CUSPARSE_COOMM_ALG1 -> CUSPARSE_SPMM_COO_ALG1
CUSPARSE_COOMM_ALG2 -> CUSPARSE_SPMM_COO_ALG2
```

Pull Request resolved: pytorch#90765
Approved by: https://github.com/cpuhrsch

* [CUDA 12] Fix the endif guard position for cusparse const descriptors (pytorch#90897)

[CUDA 12] Fix the endif guard position for cusparse const descriptors

Related pytorch#90765
Pull Request resolved: pytorch#90897
Approved by: https://github.com/IvanYashchuk

* [CUDA12] Clean up deprecated APIs (pytorch#91050)

See pytorch#91122
Summary:
Some APIs are deprecated in newer version of CUDA.
* cudaGraphInstantiate:
From:
```
cudaGraphInstantiate ( cudaGraphExec_t* pGraphExec, cudaGraph_t graph, cudaGraphNode_t* pErrorNode, char* pLogBuffer, size_t bufferSize )
```
To
```
__host__​cudaError_t cudaGraphInstantiate ( cudaGraphExec_t* pGraphExec, cudaGraph_t graph, unsigned long long flags = 0 )
```
* cudaProfilerInitialize: deprecated in cuda 11 and removed in cuda 12

Test Plan: GH CI

Differential Revision: D41469051

Pull Request resolved: pytorch#91050
Approved by: https://github.com/jianyuh

* conditionally enable hipsparse const descriptors for version >= 2.4.0 (#1217)

* conditionally enable hipsparse const descriptors

* update hipsparse const API version condition to 2.4.0

---------

Co-authored-by: Ivan Yashchuk <[email protected]>
Co-authored-by: Xiao Wang <[email protected]>
Co-authored-by: Xiaodong Wang <[email protected]>