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Are there good block sparse matrix solver libraries?

OpenAI released a block-sparse matrix library here.
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Are there good block sparse matrix solver libraries?

Most modern direct sparse solvers, including CHOLMOD, exploit block structure in performing a factorization. Such solvers are usually described as "supernodal" or "multifrontal". ...
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