Support sparse matrices from rocSPARSE

[amontoison]

close #254
Very similar to #253.
Supersede #255

[codecov]

Codecov Report

❌ Patch coverage is 0% with 57 lines in your changes missing coverage. Please review.
✅ Project coverage is 97.22%. Comparing base (17bc044) to head (03514b3).

Files with missing lines	Patch %	Lines
ext/SparseMatrixColoringsAMDGPUExt.jl	0.00%	57 Missing ⚠️

Additional details and impacted files

@@             Coverage Diff             @@
##              main     #274      +/-   ##
===========================================
- Coverage   100.00%   97.22%   -2.78%     
===========================================
  Files           19       20       +1     
  Lines         1997     2054      +57     
===========================================
  Hits          1997     1997              
- Misses           0       57      +57     

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[amontoison]

We still have a few issues to fix upstream in AMDGPU.jl: JuliaGPU/AMDGPU.jl#842

[amontoison]

Tested locally with an AMD GPU:

julia> include("test/rocm.jl")
Test Summary:                   | Pass  Total   Time
Column coloring & decompression |  216    216  12.1s
  T = ROCSparseMatrixCSC        |  108    108  10.7s
  T = ROCSparseMatrixCSR        |  108    108   1.4s
Test Summary:                | Pass  Total  Time
Row coloring & decompression |  216    216  3.5s
  T = ROCSparseMatrixCSC     |  108    108  2.2s
  T = ROCSparseMatrixCSR     |  108    108  1.3s
Test Summary:                             | Pass  Total  Time
Symmetric coloring & direct decompression |  110    110  5.2s
  T = ROCSparseMatrixCSC                  |   55     55  3.6s
  T = ROCSparseMatrixCSR                  |   55     55  1.6s

[amontoison]

I tested different versions of AMDGPU.jl and it works with AMDGPU.jl >= v2.2.0.

[gdalle]

Now that we have access to the JuliaGPU Buildkite machinery, we can just add tests on AMD hardware to CI?

[amontoison]

Yes we can do that but JuliaGPU has very limited hardware for AMD. They only have 2 gaming cards for all the ecosystem.
It may takes day before it reaches us in the queue.

[codecov]

Codecov Report

❌ Patch coverage is 0% with 57 lines in your changes missing coverage. Please review.
✅ Project coverage is 96.64%. Comparing base (3ab25db) to head (04698f9).

Files with missing lines	Patch %	Lines
ext/SparseMatrixColoringsAMDGPUExt.jl	0.00%	57 Missing ⚠️

Additional details and impacted files

@@            Coverage Diff             @@
##             main     #274      +/-   ##
==========================================
- Coverage   99.20%   96.64%   -2.57%     
==========================================
  Files          21       22       +1     
  Lines        2150     2207      +57     
==========================================
  Hits         2133     2133              
- Misses         17       74      +57     

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[gdalle]

Let's at least add the option to run it, and maybe control it with a label on the PR, so that we don't run it on every push but we can still automatically check when big changes come up (or changes specifically in the AMD extension)?