[Mlir-commits] [mlir] 0cc6aac - [mlir][sparse] update bibliography of sparse tensor dialect

[Aart Bik]

Author: Aart Bik
Date: 2022-08-09T11:57:01-07:00
New Revision: 0cc6aac9fae2d3e9145a1b1829419acde687067b

URL: https://github.com/llvm/llvm-project/commit/0cc6aac9fae2d3e9145a1b1829419acde687067b
DIFF: https://github.com/llvm/llvm-project/commit/0cc6aac9fae2d3e9145a1b1829419acde687067b.diff

LOG: [mlir][sparse] update bibliography of sparse tensor dialect

Reviewed By: Peiming

Differential Revision: https://reviews.llvm.org/D131513

Added: 
    

Modified: 
    mlir/include/mlir/Dialect/SparseTensor/IR/SparseTensorBase.td

Removed: 
    


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diff  --git a/mlir/include/mlir/Dialect/SparseTensor/IR/SparseTensorBase.td b/mlir/include/mlir/Dialect/SparseTensor/IR/SparseTensorBase.td
index c19e3e016dda..d2186d954e28 100644
--- a/mlir/include/mlir/Dialect/SparseTensor/IR/SparseTensorBase.td
+++ b/mlir/include/mlir/Dialect/SparseTensor/IR/SparseTensorBase.td
@@ -31,9 +31,9 @@ def SparseTensor_Dialect : Dialect {
     to tensor algebra by [Kjolstad17,Kjolstad20] in the Sparse Tensor
     Algebra Compiler (TACO) project (see http://tensor-compiler.org).
 
-    The MLIR implementation closely follows the "sparse iteration theory"
-    that forms the foundation of TACO. A rewriting rule is applied to each
-    tensor expression in the Linalg dialect (MLIR's tensor index notation)
+    The MLIR implementation [Biketal22] closely follows the "sparse iteration
+    theory" that forms the foundation of TACO. A rewriting rule is applied to
+    each tensor expression in the Linalg dialect (MLIR's tensor index notation)
     where the sparsity of tensors is indicated using the per-dimension level
     types dense/compressed together with a specification of the order on the
     dimensions (see [Chou18] for an in-depth discussions and possible
@@ -56,6 +56,10 @@ def SparseTensor_Dialect : Dialect {
 
     * [Bik96] Aart J.C. Bik. Compiler Support for Sparse Matrix Computations.
     PhD thesis, Leiden University, May 1996.
+    * [Biketal22] Aart J.C. Bik, Penporn Koanantakool, Tatiana Shpeisman,
+    Nicolas Vasilache, Bixia Zheng, and Fredrik Kjolstad. Compiler Support
+    for Sparse Tensor Computations in MLIR. ACM Transactions on Architecture
+    and Code Optimization, June, 2022 (see https://dl.acm.org/doi/10.1145/3544559).
     * [Chou18] Stephen Chou, Fredrik Berg Kjolstad, and Saman Amarasinghe.
     Format Abstraction for Sparse Tensor Algebra Compilers. Proceedings of
     the ACM on Programming Languages, October 2018.