[mlir][sparse] migrate sparse operations into new sparse tensor dialect
This is the very first step toward removing the glue and clutter from linalg and replace it with proper sparse tensor types. This revision migrates the LinalgSparseOps into SparseTensorOps of a sparse tensor dialect. This also provides a new home for sparse tensor related transformation. NOTE: the actual replacement with sparse tensor types (and removal of linalg glue/clutter) will follow but I am trying to keep the amount of changes per revision manageable. Differential Revision: https://reviews.llvm.org/D101573
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