As specified in the docs,
1) raw_string_ostream is always unbuffered and
2) the underlying buffer may be used directly
( 65b13610a5226b84889b923bae884ba395ad084d for further reference )
* Don't call raw_string_ostream::flush(), which is essentially a no-op.
* Avoid unneeded calls to raw_string_ostream::str(), to avoid excess indirection.
I'm planning to remove StringRef::equals in favor of
StringRef::operator==.
- StringRef::operator==/!= outnumber StringRef::equals by a factor of
10 under mlir/ in terms of their usage.
- The elimination of StringRef::equals brings StringRef closer to
std::string_view, which has operator== but not equals.
- S == "foo" is more readable than S.equals("foo"), especially for
!Long.Expression.equals("str") vs Long.Expression != "str".
1. Add python test for n out of m
2. Add more methods for python binding
3. Add verification for n:m and invalid encoding tests
4. Add e2e test for n:m
Previous PRs for n:m #80501#79935
The "Dim" prefix is a legacy left-over that no longer makes sense, since
we have a very strict "Dimension" vs. "Level" definition for sparse
tensor types and their storage.
The "dimension" before "level" does not really make sense Note that
renaming the actual type DimLevelType to LevelType is still TBD, since
this is an externally visible change (e.g. visible to Python API).
Changes:
1. For both dimToLvl and lvlToDim, always returns the actual map instead
of AffineMap() for identity map.
2. Updated custom builder for encoding to have default values.
3. Non-inferable lvlToDim will still return AffineMap() during
inference, so it will be caught by verifier.
Updates:
1. Verification of block sparsity.
2. Verification of singleton level type can only follow compressed or
loose_compressed levels. And all level types after singleton should be
singleton.
3. Added getBlockSize function.
4. Added an invalid encoding test for an incorrect lvlToDim map that
user provides.
In the new syntax, we will parse **loose_compressed** as
**CompressedWithHigh** and **block2_4** as **TwoOutOfFour** level
format. Currently, we support unique and order as level properties.
Updates:
1. Added more invalid encodings to test the robustness of the new syntax
2. Changed the asserts that caused crashing into returning booleans
3. Modified some error messages to make them clearer and handled
failures in parsing quotes as keyword for level formats and properties.
Currently, dimlvlmap with identity affine map will be treated as empty
affine map. But the new syntax would treat it as an actual identity
affine map such as {d0} -> {d0}. This mismatch could raise an error when
we are comparing sparse encodings.
These methods are needed for use with `Diagnostic::operator<<` etc.
The definitions follow the pattern of `Diagnostic::str` by simply wrapping the underlying `print(raw_ostream)` method. Although there is some overhead for constructing the `std::string`, this seems like the overall most-efficient option: since this overhead only occurs on the error path (under the current intended usage). An alternative approach would be to have one method construct a `Twine` directly, and then have the print method pass the twine to the stream; however, that would mean introducing the overhead of twine construction on the common/happy path of simply printing things out.
Reviewed By: aartbik
Differential Revision: https://reviews.llvm.org/D157643
These new methods help clean up some code for doing LvlExpr-analysis during DimExpr-inference.
Reviewed By: aartbik
Differential Revision: https://reviews.llvm.org/D157647
Renames the old `DimLvlExpr::getContext` to `tryGetContext` to make it clear that the result could be a nullptr. Also adds new delegation methods `DimSpec::tryGetContext` and `LvlSpec::getContext`.
Reviewed By: aartbik
Differential Revision: https://reviews.llvm.org/D157163
This commit makes `DimLvlMap::print` consistent with `DimLvlMapParser` with respect to both the forward-decls per se, as well as the all-or-none constraint on LvlVar-bindings in LvlSpecs.
Reviewed By: aartbik
Differential Revision: https://reviews.llvm.org/D156768
Previously, the commented out code in the `DimLvlMap` ctor would result in `VarSet::add` raising an OOB error; which should be impossible because the ctor asserted `DimLvlMap::isWF` which ensures that all variables occuring in the map are within bounds for the ranks.
The root cause of that bug was the `VarSet` ctor using `SmallBitVector::reserve` which does not actually change the size of the bitvectors (hence the subsequent OOB). This is corrected by using any of `SmallBitVector::resize`, the move-ctor, or the copy-ctor. Since the default-initialized bitvectors being modified/overwritten have size zero, there shouldn't be any significant performance difference between these three implementations.
Reviewed By: Peiming
Differential Revision: https://reviews.llvm.org/D155999
This restores D132311, which was reverted in
29c841ce93e087fa4e0c5f3abae94edd460bc24a (Sep 2022) due to certain files
not buildable with GCC 7.3.0. The previous attempt was reverted by
6cd9608fb37ca2418fb44b57ec955bb5efe10689 (Dec 2020).
This time, GCC 7.3.0 has existing build errors for a long time due to
structured bindings for many files, e.g.
```
llvm/lib/Transforms/Vectorize/LoopVectorize.cpp:9098:13: error: cannot decompose class type ‘std::pair<llvm::Value*, const llvm::SCEV*>’: both it and it
s base class ‘std::pair<llvm::Value*, const llvm::SCEV*>’ have non-static data members
for (auto [_, Stride] : Legal->getLAI()->getSymbolicStrides()) {
^~~~~~~~~~~
```
... and also some `error: duplicate initialization of` instances due to llvm/Transforms/IPO/Attributor.h.
---
GCC 7.5.0 has a bug that, without this change, certain `SmallVector` with a `std::pair` element type like `SmallVector<std::pair<Instruction * const, Info>, 0> X;` lead to spurious
```
/tmp/opt/gcc-7.5.0/include/c++/7.5.0/type_traits:878:48: error: constructor required before non-static data member for ‘...’ has been parsed
```
Switching to std::is_trivially_{copy/move}_constructible fixes the error.
This commit comprises a number of related changes:
(1) Reintroduces the semantic distinction between `parseVarUsage` vs `parseVarBinding`, adds documentation explaining the distinction, and adds commentary to the one place that violates the desired/intended semantics.
(2) Improves documentation/commentary about the forward-declaration of level-vars, and about the meaning of the `bool` parameter to `parseLvlSpec`.
(2) Removes the `VarEnv::addVars` method, and instead has `DimLvlMapParser` handle the conversion issues directly. In particular, the parser now stores and maintains the `{dims,lvls}AndSymbols` arrays, thereby avoiding the O(n^2) behavior of scanning through the entire `VarEnv` for each `parse{Dim,Lvl}Spec` call. Unfortunately there still remains another source of O(n^2) behavior, namely: the `AsmParser::parseAffineExpr` method will copy the `DimLvlMapParser::{dims,lvls}AndSymbols` arrays into `AffineParser::dimsAndSymbols` on each `parse{Dim,Lvl}Spec` call; but fixing that would require extensive changes to `AffineParser` itself.
Depends On D155532
Reviewed By: Peiming
Differential Revision: https://reviews.llvm.org/D155533
This change is mostly for brevity's sake; but it also paves the way for the `Policy` enum to be reuseable for other situations that require the same three-way semantics.
Reviewed By: Peiming
Differential Revision: https://reviews.llvm.org/D155532
Since `StringRef::empty` can be used in constexpr context, it seems reasonable that `SMLoc::isValid` should be too. The default-ctor and `operator==` are made constexpr for consistency.
In particular, the `constexpr` keyword is needed for silencing warnings on Windows (whereas Linux allows constexpr usage without the keyword).
Reviewed By: jpienaar
Differential Revision: https://reviews.llvm.org/D154741
(1) uses the previously introduce API to reuse AffineExpr parser without codedup
(2) solves the look-ahead problem when parsing level spec
Reviewed By: Peiming
Differential Revision: https://reviews.llvm.org/D154254
We are in the progress of migrating to a much improved surface syntax for the Sparse Tensor Encoding Attribute (STEA).
You can see a preview of this in the StableHLO RFC at
https://github.com/openxla/stablehlo/blob/main/rfcs/20230210-sparsity.md
//**This design is courtesy Wren Romano.**//
This initial revision
(1) Introduces the first version of a new parser written by Wren Romano
(2) Introduces a simple "migration plan" using NEW_SYNTAX on the STEA, which will allow us to test the new parser with new examples, as well as migrate existing examples over without the need to rewrite them all
This first "drop" merely provides the entry points to parse the new syntax. The parser is still under active development. For example, we need to address the "lookahead" issue when parsing the lvl spec (viz. do we see l0 = d0 or a direct d0). Another larger task is to actually implement "affine" parsing (since the MLIR affine parser is not accessible in other parts of the tree).
EXAMPLE:
Currently, CSR looks like
#CSR = #sparse_tensor.encoding<{
lvlTypes = ["dense","compressed"],
dimToLvl = affine_map<(i,j) -> (i,j)>
}>
but you can "force" the new parser with
#CSR = #sparse_tensor.encoding<{
NEW_SYNTAX =
(d0, d1) -> (l0 = d0 : dense, l1 = d1 : compressed)
}>
Reviewed By: Peiming
Differential Revision: https://reviews.llvm.org/D153997