[Mlir-commits] [mlir] [mlir][sparse] make high and 2:4 a level format, not a level property (PR #67206)
Aart Bik
llvmlistbot at llvm.org
Fri Sep 22 16:28:03 PDT 2023
https://github.com/aartbik created https://github.com/llvm/llvm-project/pull/67206
After some internal discussion, we decided that these features were best represented as a separate format, and not a property.
>From 87955abbdce3e36513700d01bfd88c7032370ace Mon Sep 17 00:00:00 2001
From: Aart Bik <ajcbik at google.com>
Date: Fri, 22 Sep 2023 16:25:20 -0700
Subject: [PATCH] [mlir][sparse] make high and 2:4 a level format, not a level
property
After some internal discussion, we decided that these features were
best represented as a separate format, and not a property.
---
.../SparseTensor/IR/SparseTensorAttrDefs.td | 20 +++++++++++--------
1 file changed, 12 insertions(+), 8 deletions(-)
diff --git a/mlir/include/mlir/Dialect/SparseTensor/IR/SparseTensorAttrDefs.td b/mlir/include/mlir/Dialect/SparseTensor/IR/SparseTensorAttrDefs.td
index 6a8e66335fbc697..b1e6a1927299828 100644
--- a/mlir/include/mlir/Dialect/SparseTensor/IR/SparseTensorAttrDefs.td
+++ b/mlir/include/mlir/Dialect/SparseTensor/IR/SparseTensorAttrDefs.td
@@ -141,20 +141,24 @@ def SparseTensorEncodingAttr : SparseTensor_Attr<"SparseTensorEncoding",
- **dense** : all entries along this level are stored
- **compressed** : only nonzeros along this level are stored
+ - **loose_compressed** : as compressed, but allows for free space between regions
- **singleton** : a variant of the compressed format, where coordinates have no siblings
+ - **block2_4** : the compression uses a 2:4 encoding per 1x4 block
+
+ For a compressed level, each position interval is represented in a compact
+ way with a lowerbound `pos(i)` and an upperbound `pos(i+1) - 1`, which implies
+ that successive intervals must appear in order without any "holes" in between
+ them. The loose compressed format relaxes these constrainst by representing each
+ position interval with a lowerbound `lo(i)` and an upperbound `hi(i)`, which
+ allows intervals to appear in arbitrary order and with elbow room between them.
- Different level-formats may have different collections of level-properties.
By default, each level-type has the property of being unique (no duplicate
- coordinates at that level), ordered (coordinates appear sorted at that
- level), and, for compression, storing each position interval in a compact
- way with a lowerbound `pos(i)`" and an upperbound `pos(i+1) - 1`.
- The following properties can be added to a level-format to change this
- default behavior:
+ coordinates at that level) and ordered (coordinates appear sorted at that
+ level). The following properties can be added to a level-format to change
+ this default behavior:
- **nonunique** : duplicate coordinates may appear at the level
- **nonordered** : coordinates may appear in arbribratry order
- - **high** : position interval upperbounds are stored explicitly
- - **block2_4** : the compression uses a 2:4 encoding per 1x4 block
In addition to the map, the following two fields are optional:
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