Update CUDA requirement from 5.9.6 to 5.9.6, 6.1

[dependabot]

Updates the requirements on CUDA to permit the latest version.

Release notes

Sourced from CUDA's releases.

v6.1.0

CUDA v6.1.0

Diff since v6.0.0

Merged pull requests:

• [CUSPARSE] create slices of sparse matrices using boolean masks (#3032) (@​hexaeder)
• FFT plans reworked (#3052) (@​RainerHeintzmann)
• Wrapper for Blocksparse CuTensor code (#3057) (@​kmp5VT)
• Fix compat in profile (#3074) (@​vchuravy)
• Simplify sparse type mappings (#3076) (@​kshyatt)
• Implement fast_div using fast rcp (#3077) (@​vchuravy)
• Add override for muladd and use LLVM intrinsic for fma (#3078) (@​vchuravy)
• Add preference to use CUDA_Runtime_Discovery for the compiler binaries (#3080) (@​apozharski)
• Backport #3080 to 5.11 (#3081) (@​apozharski)
• Improve eager GC with unified memory (#3092) (@​maleadt)
• Avoid Int128 in Float vs Rational comparisons on the device (#3093) (@​maleadt)
• Generate !invarant loads instead of ldg calls (#3094) (@​maleadt)
• Add _throw_dmrs device override for reshape of views (#3095) (@​Abdelrahman912)
• Add tests for fast_div and fast rcp intrinsics (#3096) (@​vchuravy)
• Add device overrides for FastMath.pow_fast with integer exponents (#3098) (@​maleadt)
• CUSPARSE: fix COO scalar getindex crossing row boundaries (#3100) (#3101) (@​maleadt)
• Switch to GPUArrays' new RNG (#3102) (@​maleadt)
• Update headers. (#3107) (@​maleadt)
• CUSPARSE: fix sparse(::Symmetric/::Hermitian) stack overflow (#3042). (#3108) (@​maleadt)
• Reorganize and untangle subpackage tests (NFC) (#3109) (@​maleadt)
• Switch to ParallelTestRunner (#3110) (@​maleadt)
• Temporarily disable cross-device memory access from kernels (#3112) (@​maleadt)
• Fix workspace size on 5.11 and CUDA 13.2, backport #3062 (#3113) (@​kshyatt)
• Remove unset LD_LIBRARY_PATH from pipeline steps (#3116) (@​maleadt)
• @​nospecialize testf/_compare forwarders in CUDA tests. (#3117) (@​maleadt)
• Bump PTX .target to match --gpu-name (#3120) (@​AntonOresten)
• Add back-end flag to @cuda (#3121) (@​maleadt)

Closed issues:

• CUFFT: support for arbitrary dims (#119)
• LLVM 20: Adapt to LDG removal (#2531)
• Julia 1.11: Views can return CPU SubArray (#2551)
• 1-element view not recognized as contiguous (#2653)
• Can't compare Float32 with Rational on CUDA (#2681)
• Memory leak with unified memory? (#3013)
• Stack overflow on sparse(::Symmetric) (#3042)
• Scalar indexing on +(::Symmetric, ::Symmetric) (#3043)
• Performance improvement ideas for randn! Float32 (#3056)
• Base.FastMath.pow_fast fails to compile with integer exponent (#3065)
• normalize on CuArray fails due to scalar indexing (#3097)
• [cuSPARSE] Incorrect indexing for COO-formatted sparse arrays (#3100)

Commits

• 5e4118b Bump version.
• 0798ca4 Add back-end dispatch protocol to @cuda (#3121)
• d08923d Bump PTX .target to match --gpu-name (#3120)
• 345c160 @​nospecialize testf/_compare forwarders in CUDA tests. (#3117)
• 22b2689 Wrapper for Blocksparse CuTensor code (#3057)
• 5a141fe Support using a local compiler through CUDA_Runtime_Discovery (#3080)
• 831c29b Relax dependency on the toolkit version.
• de9ab30 Remove unset LD_LIBRARY_PATH from pipeline steps
• 22a3b2c Fix compat admonition in profile docs (#3074)
• e4ac81a Simplify sparse type mappings (#3076)
• Additional commits viewable in compare view

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[dependabot]

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[ytdHuang]

This PR should be handled by PR #687

[codecov]

Codecov Report

✅ All modified and coverable lines are covered by tests.
✅ Project coverage is 21.66%. Comparing base (e970d34) to head (9383afb).
⚠️ Report is 3 commits behind head on main.

❗ There is a different number of reports uploaded between BASE (e970d34) and HEAD (9383afb). Click for more details.

HEAD has 6 uploads less than BASE

Flag	BASE (e970d34)	HEAD (9383afb)
	8	2

Additional details and impacted files

@@             Coverage Diff             @@
##             main     #720       +/-   ##
===========================================
- Coverage   92.25%   21.66%   -70.60%     
===========================================
  Files          57       57               
  Lines        3914     3872       -42     
===========================================
- Hits         3611      839     -2772     
- Misses        303     3033     +2730     

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