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Renamed versatile into universal for sparse tensor types (#850)
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aartbik authored Jan 31, 2025
1 parent 6325970 commit c6a46b8
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Showing 2 changed files with 5 additions and 5 deletions.
2 changes: 1 addition & 1 deletion include/matx/core/make_sparse_tensor.h
Original file line number Diff line number Diff line change
Expand Up @@ -38,7 +38,7 @@ namespace matx {
namespace experimental {

//
// MatX uses a single versatile sparse tensor type that uses a tensor format
// MatX implements a universal sparse tensor type that uses a tensor format
// DSL (Domain Specific Language) to describe a vast space of storage formats.
// This file provides a number of convenience factory methods that construct
// sparse tensors in well-known storage formats, like COO, CSR, and CSC,
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8 changes: 4 additions & 4 deletions include/matx/core/sparse_tensor_format.h
Original file line number Diff line number Diff line change
Expand Up @@ -38,7 +38,7 @@ namespace matx {
namespace experimental {

//
// MatX uses a single versatile sparse tensor type that uses a tensor format
// MatX implements a universal sparse tensor type that uses a tensor format
// DSL (Domain Specific Language) to describe a vast space of storage formats.
// Although the tensor format can easily define many common storage formats
// (such as Dense, CSR, CSC, BSR), it can also define many less common storage
Expand Down Expand Up @@ -108,7 +108,7 @@ namespace experimental {
// j : compressed,
// k : compressed )
//
// The idea of a single versatile sparse tensor type has its roots in
// The idea of a universal sparse tensor type has its roots in
// sparse compilers, first pioneered for sparse linear algebra in [Bik96]
// and formalized to sparse tensor algebra in [Kjolstad20]. The generalization
// to higher-dimensional levels was introduced in [MLIR22].
Expand Down Expand Up @@ -303,8 +303,8 @@ template <int D, typename... LvlSpecs> class SparseTensorFormat {
};

//
// Predefined common tensor formats. Note that even though the tensor format
// was introduced to define a single versatile sparse tensor type, the
// Predefined common tensor formats. Note that even though the tensor
// format was introduced to define the universal sparse tensor type, the
// "all-dense" format also naturally describes dense scalars, vectors,
// matrices, and tensors, with all d-major format variants.
//
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