Previously, OpDSL did not support rank polymorphism, which required a separate implementation of linalg.fill. This revision extends OpDSL to support rank polymorphism for a limited class of operations that access only scalars and tensors of rank zero. At operation instantiation time, it scales these scalar computations to multi-dimensional pointwise computations by replacing the empty indexing maps with identity index maps. The revision does not change the DSL itself, instead it adapts the Python emitter and the YAML generator to generate different indexing maps and and iterators depending on the rank of the first output.
Additionally, the revision introduces a `linalg.fill_tensor` operation that in a future revision shall replace the current handwritten `linalg.fill` operation. `linalg.fill_tensor` is thus only temporarily available and will be renamed to `linalg.fill`.
Reviewed By: nicolasvasilache, stellaraccident
Differential Revision: https://reviews.llvm.org/D119003
Supports whitespace elements: ` ` and `\\n` as well as the "empty" whitespace `` that removes an otherwise printed space.
Depends on D118208
Reviewed By: rriddle
Differential Revision: https://reviews.llvm.org/D118210
Implements optional attribute or type parameters, including support for such parameters in the assembly format `struct` directive. Also implements optional groups.
Depends on D117971
Reviewed By: rriddle
Differential Revision: https://reviews.llvm.org/D118208
There are a few different test passes that check elementwise fusion in
Linalg. Consolidate them to a single pass controlled by different pass
options (in keeping with how `TestLinalgTransforms` exists).
ODS provides a mechanism for defalut-valued attributes based on a wrapper
TableGen class that is recognized by mlir-tblgen. Such attributes, if not set
on the operaiton, can be construted on-the-fly in their getter given a constant
value. In order for this construction to work, the attribute specificaiton in
ODS must set the constBuilderCall field correctly. This has not been verified,
which could lead to invalid C++ code being generated by mlir-tblgen.
Closes#53588.
Reviewed By: rriddle, mehdi_amini
Differential Revision: https://reviews.llvm.org/D119113
Currently if an operation wants a C++ implemented parser/printer, it specifies inline
code blocks. This is quite problematic for various reasons, e.g. it requires defining
C++ inside of Tablegen which is discouraged when possible, but mainly because
nearly all usages simply forward to static functions (e.g. `static void parseSomeOp(...)`)
with users devising their own standards for how these are defined.
This commit adds support for a `hasCustomAssemblyFormat` bit field that specifies if
a C++ parser/printer is needed, and when set to 1 declares the parse/print methods for
operations to override. For migration purposes, the existing behavior is untouched. Upstream
usages will be replaced in a followup to keep this patch focused on the new implementation.
Differential Revision: https://reviews.llvm.org/D119054
There are a few different test passes that check elementwise fusion in
Linalg. Consolidate them to a single pass controlled by different pass
options (in keeping with how `TestLinalgTransforms` exists).
Prior to this patch, using an operation without any results as the location would result in the generation of invalid C++ code. It'd try to format using the result values, which would would end up being an empty string for an operation without any.
This patch fixes that issue by instead using getValueAndRangeUse which handles both ranges as well as the case for an op without any results.
Differential Revision: https://reviews.llvm.org/D118885
The code assumes that a TypeConstraint in the additional constraints list specifies precisely one argument.
If the user were to not specify any, it'd result in a crash. If given more than one, the additional ones were ignored.
This patch fixes the crash and disallows user errors by adding a check that a single argument is supplied to the TypeConstraint
Differential Revision: https://reviews.llvm.org/D118763
Currently if an operation requires additional verification, it specifies an inline
code block (`let verifier = "blah"`). This is quite problematic for various reasons, e.g.
it requires defining C++ inside of Tablegen which is discouraged when possible, but mainly because
nearly all usages simply forward to a static function `static LogicalResult verify(SomeOp op)`.
This commit adds support for a `hasVerifier` bit field that specifies if an additional verifier
is needed, and when set to `1` declares a `LogicalResult verify()` method for operations to
override. For migration purposes, the existing behavior is untouched. Upstream usages will
be replaced in a followup to keep this patch focused on the hasVerifier implementation.
One main user facing change is that what was one `MyOp::verify` is now `MyOp::verifyInvariants`.
This better matches the name this method is called everywhere else, and also frees up `verify` for
the user defined additional verification. The `verify` function when generated now (for additional
verification) is private to the operation class, which should also help avoid accidental usages after
this switch.
Differential Revision: https://reviews.llvm.org/D118742
By fully qualifying the use of any types and functions from the mlir namespace, users are not required to add using namespace mlir; into the C++ file including the Tablegen output.
Differential Revision: https://reviews.llvm.org/D118767
Some FormatElement subclasses contain `std::vector`. Since these use
BumpPtrAllocator, they need to be converted to trailing objects.
However, this is not a trivial fix so I will leave it as a FIXME and use
a workaround.
Part 2 of 3 of unifying the assembly formats of attributes/types and operations.The last patch that introduced attribute/type formats (D111594) factored out the format lexer entirely. This patch factors out most of the format parsers such that the attribute/type and op parsers only need to implement handling for specific elements.
Certain things could be factored better (element verification, 'seen' variables) but the primary goal of factoring is so that features can be used across both assembly formats.
Reviewed By: rriddle
Differential Revision: https://reviews.llvm.org/D117971
mlir-cpu-runner has a dependency on ExecutionEngine which is only built for the native arch. So currently mlir-cpu-runner does not link correctly when the native arch is not targeted.
Reviewed By: mehdi_amini
Differential Revision: https://reviews.llvm.org/D118422
These transformations already operate on memref operations (as part of
splitting up the standard dialect). Now that the operations have moved,
it's time for these transformations to move as well.
Differential Revision: https://reviews.llvm.org/D118285
This diff modifies the tablegen specification and code generation for
BitEnumAttr attributes in MLIR Operation Definition Specification (ODS) files.
Specifically:
- there is a new tablegen class for "none" values (i.e. no bits set)
- single-bit enum cases are specified via bit index (i.e. [0, 31]) instead of
the resulting enum integer value
- there is a new tablegen class to represent a "grouped" bitwise OR of other
enum values
This diff is intended as an initial step towards improving "fastmath"
optimization support in MLIR, to allow more precise control of whether certain
floating point optimizations are applied in MLIR passes. "Fast" math options
for floating point MLIR operations would (following subsequent RFC and
discussion) be specified by using the improved enum bit support in this diff.
For example, a "fast" enum value would act as an alias for a group of other
cases (e.g. finite-math-only, no-signed-zeros, etc.), in a way that is similar
to support in C/C++ compilers (clang, gcc).
Reviewed By: rriddle
Differential Revision: https://reviews.llvm.org/D117029
The cleanup was manual, but assisted by "include-what-you-use". It consists in
1. Removing unused forward declaration. No impact expected.
2. Removing unused headers in .cpp files. No impact expected.
3. Removing unused headers in .h files. This removes implicit dependencies and
is generally considered a good thing, but this may break downstream builds.
I've updated llvm, clang, lld, lldb and mlir deps, and included a list of the
modification in the second part of the commit.
4. Replacing header inclusion by forward declaration. This has the same impact
as 3.
Notable changes:
- llvm/Support/TargetParser.h no longer includes llvm/Support/AArch64TargetParser.h nor llvm/Support/ARMTargetParser.h
- llvm/Support/TypeSize.h no longer includes llvm/Support/WithColor.h
- llvm/Support/YAMLTraits.h no longer includes llvm/Support/Regex.h
- llvm/ADT/SmallVector.h no longer includes llvm/Support/MemAlloc.h nor llvm/Support/ErrorHandling.h
You may need to add some of these headers in your compilation units, if needs be.
As an hint to the impact of the cleanup, running
clang++ -E -Iinclude -I../llvm/include ../llvm/lib/Support/*.cpp -std=c++14 -fno-rtti -fno-exceptions | wc -l
before: 8000919 lines
after: 7917500 lines
Reduced dependencies also helps incremental rebuilds and is more ccache
friendly, something not shown by the above metric :-)
Discourse thread on the topic: https://llvm.discourse.group/t/include-what-you-use-include-cleanup/5831
The current state of the top level Analysis/ directory is that it contains two libraries;
a generic Analysis library (free from dialect dependencies), and a LoopAnalysis library
that contains various analysis utilities that originated from Affine loop transformations.
This commit moves the LoopAnalysis to the more appropriate home of `Dialect/Affine/Analysis/`,
given the use and intention of the majority of the code within it. After the move, if there
are generic utilities that would fit better in the top-level Analysis/ directory, we can move
them.
Differential Revision: https://reviews.llvm.org/D117351
Also make the ODS Operator class have const iterator, and use const
references for existing API taking Operator by reference.
Reviewed By: rriddle
Differential Revision: https://reviews.llvm.org/D117516
The majority of dialects reimplement the same boilerplate over and over,
switching the default makes it for better discoverability and make it simpler
to implement new dialects.
Differential Revision: https://reviews.llvm.org/D117524
`getNumRegionInvocations` was originally added for the async reference counting, but turned out to be not useful, and currently is not used anywhere (couldn't find any uses in public github repos). Removing dead code.
Reviewed By: Mogball, mehdi_amini
Differential Revision: https://reviews.llvm.org/D117347
- Generic visitors invoke operation callbacks before/in-between/after visiting the regions
attached to an operation and use a `WalkStage` to indicate which regions have been
visited.
- This can be useful for cases where we need to visit the operation in between visiting
regions attached to the operation.
Differential Revision: https://reviews.llvm.org/D116230
The names of the generated attribute getters for ops changed some time ago. The method created from the attribute name returns the return type and an additional method of the same name with Attr as suffix is generated which returns the actual attribute as its storage type.
The code generating effects however was using the methods without the Attr suffix, which is a problem in the case of FlatSymbolRefAttr as it has a return type of llvm::StringRef. This would lead to compilation errors as the constructor of SideEffects::EffectInstance expects a SymbolRefAttr in this case.
This patch simply fixes the generated effects code to use the Attr suffixed getter to get the actual storage type of the attribute.
Differential Revision: https://reviews.llvm.org/D117194
This field allows for defining a code block that is placed in both the interface
and trait declarations. This is very useful when defining a set of utilities to
expose on both the Interface class and the derived attribute/operation/type.
In non-static methods, `$_attr`/`$_op`/`$_type` (depending on the type of
interface) may be used to refer to an instance of the IR entity. In the interface
declaration, this is an instance of the interface class. In the trait declaration,
this is an instance of the concrete entity class (e.g. `IntegerAttr`, `FuncOp`, etc.).
Differential Revision: https://reviews.llvm.org/D116961
Most convolution operations need explicit padding of the input to
ensure all accesses are inbounds. In such cases, having a pad
operation can be a significant overhead. One way to reduce that
overhead is to try to fuse the pad operation with the producer of its
source.
A sequence
```
linalg.generic -> linalg.pad_tensor
```
can be replaced with
```
linalg.fill -> tensor.extract_slice -> linalg.generic ->
tensor.insert_slice.
```
if the `linalg.generic` has all parallel iterator types.
Differential Revision: https://reviews.llvm.org/D116418
This patch introduces a new directive that allow to parse/print attributes and types fully
qualified.
This is a follow-up to ee0908703d which introduces the eliding of the `!dialect.mnemonic` by default and allows to force to fully qualify each type/attribute
individually.
Differential Revision: https://reviews.llvm.org/D116905
The revision renames `PrimFn` to `ArithFn`. The name resembles the newly introduced arith dialect that implements most of the arithmetic functions. An exception are log/exp that are part of the math dialect.
Depends On D115239
Reviewed By: stellaraccident
Differential Revision: https://reviews.llvm.org/D115240
This revision introduces a the `TypeFn` class that similar to the `PrimFn` class contains an extensible set of type conversion functions. Having the same mechanism for both type conversion functions and arithmetic functions improves code consistency. Additionally, having an explicit function class and function name is a prerequisite to specify a conversion or arithmetic function via attribute. In a follow up commits, we will introduce function attributes to make OpDSL operations more generic. In particular, the goal is to handle signed and unsigned computation in one operations. Today, there is a linalg.matmul and a linalg.matmul_unsigned.
The commit implements the following changes:
- Introduce the class of type conversion functions `TypeFn`
- Replace the hardwired cast and cast_unsigned ops by the `TypeFn` counterparts
- Adapt the python and C++ code generation paths to support the new cast operations
Example:
```
cast(U, A[D.m, D.k])
```
changes to
```
TypeFn.cast(U, A[D.m, D.k])
```
Depends On D115237
Reviewed By: stellaraccident
Differential Revision: https://reviews.llvm.org/D115239
Extra definitions are placed in the generated source file for each op class. The substitution `$cppClass` is replaced by the op's C++ class name.
This is useful when declaring but not defining methods in TableGen base classes:
```
class BaseOp<string mnemonic>
: Op<MyDialect, mnemonic, [DeclareOpInterfaceMethods<SomeInterface>] {
let extraClassDeclaration = [{
// ZOp is declared at at the bottom of the file and is incomplete here
ZOp getParent();
}];
let extraClassDefinition = [{
int $cppClass::someInterfaceMethod() {
return someUtilityFunction(*this);
}
ZOp $cppClass::getParent() {
return dyn_cast<ZOp>(this->getParentOp());
}
}];
}
```
Certain things may prevent defining these functions inline, in the declaration. In this example, `ZOp` in the same dialect is incomplete at the function declaration because ops classes are declared in alphabetical order. Alternatively, functions may be too big to be desired as inlined, or they may require dependencies that create cyclic includes, or they may be calling a templated utility function that one may not want to expose in a header. If the functions are not inlined, then inheriting from the base class N times means that each function will need to be defined N times. With `extraClassDefinitions`, they only need to be defined once.
Reviewed By: rriddle
Differential Revision: https://reviews.llvm.org/D115783
Each attribute has two accessor: one suffixed with `Attr` which returns the attribute itself
and one without the suffix which unwrap the attribute.
For example for a StringAttr attribute with a field named `kind`, we'll generate:
StringAttr getKindAttr();
StringRef getKind();
Differential Revision: https://reviews.llvm.org/D116466
Previously it would not consider ops with
DeclareOpInterfaceMethods<InferTypeOpInterface> as having the
InferTypeOpInterface interfaces added. The OpInterface nested inside
DeclareOpInterfaceMethods is not retained so that one could query it, so
check for the the C++ class directly (a bit raw/low level - will be
addressed in follow up).
Differential Revision: https://reviews.llvm.org/D116572
This reduce an unnecessary amount of copy of non-trivial objects, like
APFloat.
Reviewed By: rriddle, jpienaar
Differential Revision: https://reviews.llvm.org/D116505
gysit