Also fix the rewrite rule for sparse_tensor.new to reflect the recent change of
the runtime C interface and to use utilities for memref.alloca.
Reviewed By: aartbik
Differential Revision: https://reviews.llvm.org/D135891
Outline the code that generates the loop structure to iterate over a dense
tensor or a sparse constant to genDenseTensorOrSparseConstantIterLoop.
Move a few routines to CodegenUtils for sharing.
Reviewed By: wrengr
Differential Revision: https://reviews.llvm.org/D136210
Previously, it used DimLevelType::SingletonNo to represent an unorder COO
tensor of rank 1 while it should use DimLevelType::CompressedNuNo.
Reviewed By: Peiming, wrengr
Differential Revision: https://reviews.llvm.org/D136387
This is to allow the use of a nop convert to express that the sparse tensor
allocated through bufferization::AllocTensorOp will be expanded to sparse
tensor storage by sparse tensor codegen.
Reviewed By: aartbik
Differential Revision: https://reviews.llvm.org/D136214
This removes another massive source of redundancy, and instead has the Merger.{h,cpp} reuse the SparseTensorEnums library.
Depends On D136005
Reviewed By: Peiming
Differential Revision: https://reviews.llvm.org/D136123
Move the SparseTensorEnums library out of the ExecutionEngine directory and into Dialect/SparseTensor/IR.
Depends On D136002
Reviewed By: aartbik
Differential Revision: https://reviews.llvm.org/D136005
This differential splits the SparseTensorEnums library out from the SparseTensorRuntime library. The actual moving of files will be handled in the next differential.
Depends On D135996
Reviewed By: aartbik
Differential Revision: https://reviews.llvm.org/D136002
builds SSA cycle for compress insertion loop
adds casting on index mismatch during push_back
Reviewed By: Peiming
Differential Revision: https://reviews.llvm.org/D136186
This differential replaces all uses of SparseTensorEncodingAttr::DimLevelType with DimLevelType. The next differential will break out a separate library for the DimLevelType enum, so that the Dialect code doesn't need to depend on the rest of the runtime
Depends On D135995
Reviewed By: aartbik
Differential Revision: https://reviews.llvm.org/D135996
This change is to make way for reusing the DimLevelType enum in lieu of the SparseTensorEncodingAttr::DimLevelType enum, but broken out to make it quick and easy to review
Reviewed By: aartbik
Differential Revision: https://reviews.llvm.org/D135995
This is a proof of concept insertion implementation that sets up
the basic framework and implements it with push backs for just
sparse vectors. It adds insertion/compression through SSA values,
so that we properly update the memref after after pushback operation.
Note that properly using SSA values in sparsification is still TBD
but I will wait until Peiming's loop emitter is in to avoid conflicts.
Reviewed By: wrengr
Differential Revision: https://reviews.llvm.org/D136008
`getIteratorTypesArray` should be used instead. It's a better substitute for all the current usages of the interface.
The current `ArrayAttr iterator_types()` has a few problems:
* It creates an assumption operation has iterators types as an attribute, but it's not always the case. Sometime iterator types can be inferred from other attribute, or they're just static.
* ArrayAttr is an obscure contained and required extracting values in the client code.
* Makes it hard to migrate iterator types from strings to enums ([RFC](https://discourse.llvm.org/t/rfc-enumattr-for-iterator-types-in-linalg/64535/9)).
Concrete ops, like `linalg.generic` will still have iterator types as an attribute if needed.
As a side effect, this change helps a bit with migration to prefixed accessors.
Differential Revision: https://reviews.llvm.org/D135765
This patch fixes:
mlir/lib/Dialect/SparseTensor/Transforms/SparseTensorRewriting.cpp:587:27:
error: comparison of integers of different signs: 'int64_t' (aka
'long') and 'uint64_t' (aka 'unsigned long')
[-Werror,-Wsign-compare]
Move a few supporting routines for generating function calls to CodegenUtils so
that they can be used by the codegen path for sparse tensor file input and
output.
Reviewed By: aartbik
Differential Revision: https://reviews.llvm.org/D135691
This differential comprises three related changes: (1) it gives SparseTensorCOO standard C++-style iterators; (2) it removes the old iterator stuff from SparseTensorCOO; and (3) it introduces SparseTensorIterator which behaves like the old SparseTensorCOO iterator stuff used to.
The SparseTensorIterator class is needed because the MLIR codegen cannot easily use the C++-style iterators (hence why SparseTensorCOO had the old iterator stuff). Distinguishing SparseTensorIterator from SparseTensorCOO also helps improve API hygiene since these two classes are used for distinct purposes. And having SparseTensorIterator as its own class enables changing the underlying implementation in the future, without needing to worry about updating all the codegen tests etc.
Reviewed By: aartbik
Differential Revision: https://reviews.llvm.org/D135485
Handle more cases of singleton DLT including direct sparse2sparse conversion. (Followup to D134096)
Depends On D134926
Reviewed By: aartbik
Differential Revision: https://reviews.llvm.org/D134933
UnitAttr is optional but unwrapped builders require it. Make Change onstructing
from bool as required for when not set at moment (for UnitAttr nothing needs to
be constructed, this is true for others here too and can be addressed
together).
Differential Revision: https://reviews.llvm.org/D135058
This extension to the sparse tensor type system in MLIR
opens up a whole new set of sparse storage schemes, such as
block sparse storage (e.g. BCSR) and ELL (aka jagged diagonals).
This revision merely introduces the type extension and
initial documentation. The actual interpretation of the type
(reading in tensors, lowering to code, etc.) will follow.
Reviewed By: Peiming
Differential Revision: https://reviews.llvm.org/D135206
