Commit Graph

6 Commits

Author SHA1 Message Date
Aart Bik 697ea09d47 [mlir][sparse] add sparse tensor type conversion operation
Introduces a conversion from one (sparse) tensor type to another
(sparse) tensor type. See the operation doc for details. Actual
codegen for all cases is still TBD.

Reviewed By: ThomasRaoux

Differential Revision: https://reviews.llvm.org/D107205
2021-07-31 12:53:31 -07:00
Aart Bik 727a63e0d9 [mlir][sparse] allow all-dense annotated "sparse" tensor output
This is a very careful start with alllowing sparse tensors at the
left-hand-side of tensor index expressions (viz. sparse output).
Note that there is a subtle difference between non-annotated tensors
(dense, remain n-dim, handled by classic bufferization) and all-dense
annotated "sparse" tensors (linearized to 1-dim without overhead
storage, bufferized by sparse compiler, backed by runtime support library).
This revision gently introduces some new IR to facilitate annotated outputs,
to be generalized to truly sparse tensors in the future.

Reviewed By: gussmith23, bixia

Differential Revision: https://reviews.llvm.org/D104074
2021-06-15 14:55:07 -07:00
Aart Bik 96a23911f6 [mlir][sparse] complete migration to sparse tensor type
A very elaborate, but also very fun revision because all
puzzle pieces are finally "falling in place".

1. replaces lingalg annotations + flags with proper sparse tensor types
2. add rigorous verification on sparse tensor type and sparse primitives
3. removes glue and clutter on opaque pointers in favor of sparse tensor types
4. migrates all tests to use sparse tensor types

NOTE: next CL will remove *all* obsoleted sparse code in Linalg

Reviewed By: bixia

Differential Revision: https://reviews.llvm.org/D102095
2021-05-10 12:55:22 -07:00
Aart Bik 319072f4e3 [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
2021-04-29 15:52:35 -07:00
Mehdi Amini 086e0f05bf Revert "[mlir][sparse] migrate sparse operations into new sparse tensor dialect"
This reverts commit a6d92a9711.

The build with -DBUILD_SHARED_LIBS=ON is broken.
2021-04-29 20:59:41 +00:00
Aart Bik a6d92a9711 [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.

Reviewed By: bixia

Differential Revision: https://reviews.llvm.org/D101488
2021-04-29 12:09:10 -07:00