Open discussion for MAGMA library (Matrix Algebra on GPU and Multicore Architectures)
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Both CUDA 5.0 and MAGMA 1.2.1 are fairly old. We encourage using the latest versions, e.g., CUDA 9.0 and MAGMA 2.4.0. We especially encourage using MAGMA >= 2.0, as the API was improved in that version. However, if your hardware or OS won't support newer versions of CUDA, as far as I know that combination should work, but I haven't tested it.