Commit Graph

583 Commits

Author SHA1 Message Date
Chia-hung Duan db9df434fa [mlir-tblgen] Avoid ODS verifier duplication
Different constraints may share the same predicate, in this case, we
will generate duplicate ODS verification function.

Reviewed By: jpienaar

Differential Revision: https://reviews.llvm.org/D104369
2021-07-05 10:09:41 +08:00
Stella Laurenzo 485cc55edf [mlir] Generare .cpp.inc files for dialects.
* Previously, we were only generating .h.inc files. We foresee the need to also generate implementations and this is a step towards that.
* Discussed in https://llvm.discourse.group/t/generating-cpp-inc-files-for-dialects/3732/2
* Deviates from the discussion above by generating a default constructor in the .cpp.inc file (and adding a tablegen bit that disables this in case if this is user provided).
* Generating the destructor started as a way to flush out the missing includes (produces a link error), but it is a strict improvement on its own that is worth doing (i.e. by emitting key methods in the .cpp file, we root vtables in one translation unit, which is a non-controversial improvement).

Differential Revision: https://reviews.llvm.org/D105070
2021-06-29 20:10:30 +00:00
River Riddle c43e8c0eef [mlir][OpDefGen] Don't emit attribute name getters when there are no attributes
This avoids generating otherwise unnecessary methods.
2021-06-23 03:03:54 +00:00
River Riddle 6000749804 [mlir] Fix build on gcc-5 after D104167 2021-06-22 21:16:02 +00:00
River Riddle e4e31e19bb [mlir][OpGen] Cache Identifiers for known attribute names in AbstractOperation.
Operations currently rely on the string name of attributes during attribute lookup/removal/replacement, in build methods, and more. This unfortunately means that some of the most used APIs in MLIR require string comparisons, additional hashing(+mutex locking) to construct Identifiers, and more. This revision remedies this by caching identifiers for all of the attributes of the operation in its corresponding AbstractOperation. Just updating the autogenerated usages brings up to a 15% reduction in compile time, greatly reducing the cost of interacting with the attributes of an operation. This number can grow even higher as we use these methods in handwritten C++ code.

Methods for accessing these cached identifiers are exposed via `<attr-name>AttrName` methods on the derived operation class. Moving forward, users should generally use these methods over raw strings when an attribute name is necessary.

Differential Revision: https://reviews.llvm.org/D104167
2021-06-22 19:56:05 +00:00
Vladislav Vinogradov 628e136738 [mlir][ODS] Fix copy ctor for generate Pass classes
Redirect the copy ctor to the actual class instead of
overwriting it with `TypeID` based ctor.

This allows the final Pass classes to have extra fields and logic for their copy.

Reviewed By: lattner

Differential Revision: https://reviews.llvm.org/D104302
2021-06-21 14:07:31 +03:00
Alex Zinenko a4f81b2054 [mlir] ODS: emit interface traits outside of the interface class
ODS currently emits the interface trait class as a nested class inside the
interface class. As an unintended consequence, the default implementations of
interface methods have implicit access to static fields of the interface class,
e.g. those declared in `extraClassDeclaration`, including private methods (!),
or in the parent class. This may break the use of default implementations for
external models, which are not defined in the interface class, and generally
complexifies the abstraction.

Emit intraface traits outside of the interface class itself to avoid accidental
implicit visibility. Public static fields can still be accessed via explicit
qualification with a class name, e.g., `MyOpInterface::staticMethod()` instead
of `staticMethod`.

Update the documentation to clarify the role of `extraClassDeclaration` in
interfaces.

Reviewed By: rriddle

Differential Revision: https://reviews.llvm.org/D104384
2021-06-17 10:25:35 +02:00
Mehdi Amini c8a3f561eb Decouple registring passes from specifying argument/description
This patch changes the (not recommended) static registration API from:

 static PassRegistration<MyPass> reg("my-pass", "My Pass Description.");

to:

 static PassRegistration<MyPass> reg;

And the explicit registration from:

  void registerPass("my-pass", "My Pass Description.",
                    [] { return createMyPass(); });

To:

  void registerPass([] { return createMyPass(); });

It is expected that Pass implementations overrides the getArgument() method
instead. This will ensure that pipeline description can be printed and parsed
back.

Differential Revision: https://reviews.llvm.org/D104421
2021-06-16 23:41:50 +00:00
Alex Zinenko 61cf7c7258 [mlir] ODS: temporarily disbale external model in presence of extra class declarations
Default implementations of interfaces may rely on extra class
declarations, which aren't currently generated in the external model,
that in turn may rely on functions defined in the main Attribute/Type
class, which wouldn't be available on the external model.
2021-06-16 12:18:56 +02:00
Alex Zinenko 9b2a1bcf6f [mlir] separable registration of attribute and type interfaces
It may be desirable to provide an interface implementation for an attribute or
a type without modifying the definition of said attribute or type. Notably,
this allows to implement interfaces for attributes and types outside of the
dialect that defines them and, in particular, provide interfaces for built-in
types. Provide the mechanism to do so.

Currently, separable registration requires the attribute or type to have been
registered with the context, i.e. for the dialect containing the attribute or
type to be loaded. This can be relaxed in the future using a mechanism similar
to delayed dialect interface registration.

See https://llvm.discourse.group/t/rfc-separable-attribute-type-interfaces/3637

Depends On D104233

Reviewed By: rriddle

Differential Revision: https://reviews.llvm.org/D104234
2021-06-15 15:20:27 +02:00
Alex Zinenko 8ed8855958 [mlir] ODS: do not emit trailing const for static methods
The generated C++ would be invalid.

Reviewed By: rriddle

Differential Revision: https://reviews.llvm.org/D104233
2021-06-15 13:33:39 +02:00
Sean Silva 853a614864 [mlir:OpFormatGen] Add Support for `$_ctxt` in the transformer.
This is useful for "build tuple" type ops. In my case, in npcomp, I have
an op:

```
// Result type is `!torch.tuple<!torch.tensor, !torch.tensor>`.
torch.prim.TupleConstruct %0, %1 : !torch.tensor, !torch.tensor
```

and the context is required for the `Torch::TupleType::get` call (for
the case of an empty tuple).

The handling of these FmtContext's in the code is pretty ad-hoc -- I didn't
attempt to rationalize it and just made a targeted fix. As someone
unfamiliar with the code I had a hard time seeing how to more broadly fix
the situation.

Differential Revision: https://reviews.llvm.org/D104274
2021-06-14 18:02:55 -07:00
Matthias Springer 108ca7a7e7 [mlir] Support dialect-wide canonicalization pattern registration
* Add `hasCanonicalizer` option to Dialect.
* Initialize canonicalizer with dialect-wide canonicalization patterns.
* Add test case to TestDialect.

Dialect-wide canonicalization patterns are useful if a canonicalization pattern does not conceptually associate with any single operation, i.e., it should not be registered as part of an operation's `getCanonicalizationPatterns` function. E.g., this is the case for canonicalization patterns that match an op interface.

Differential Revision: https://reviews.llvm.org/D103226
2021-05-27 17:35:21 +09:00
Sean Silva 49755871ad [mlir][ODS]: Add per-op cppNamespace.
This is useful for dialects that have logical subparts.

Differential Revision: https://reviews.llvm.org/D102200
2021-05-11 10:48:05 -07:00
Chia-hung Duan 34b5482b33 Support NativeCodeCall binding in rewrite pattern.
We are able to bind the result from native function while rewriting
pattern. In matching pattern, if we want to get some values back, we can
do that by passing parameter as return value placeholder. Besides, add
the semantic of '$_self' in NativeCodeCall while matching, it'll be the
operation that defines certain operand.

Differential Revision: https://reviews.llvm.org/D100746
2021-05-10 09:29:27 +08:00
River Riddle 94662ee0c1 [mlir] Add support for adding attribute+type traits/interfaces to tablegen defs
This matches the current support provided to operations, and allows attaching traits, interfaces, and using the DeclareInterfaceMethods utility. This was missed when attribute/type generation was first added.

Differential Revision: https://reviews.llvm.org/D100233
2021-04-15 11:41:51 -07:00
Mehdi Amini 90ae4d9030 Change add_mlir_doc CMake macro to take the tablegen command as last argument to allow extra flags
This is useful for expressing specific table-gen options, like selecting
a particular dialect to print.
Use it to fix the documentation for the `pdl_interp` dialect which is now
generating the first dialect it finds in its input which is `pdl`.

Differential Revision: https://reviews.llvm.org/D100517
2021-04-15 02:59:40 +00:00
Jacques Pienaar 96caf3817f [mlir] Hoist out getRequestedOpDefinitions helper
Enables performing the same filtering in the op doc definition as in the op definition generator.

Differential Revision: https://reviews.llvm.org/D99793
2021-04-06 12:53:28 -07:00
Vladislav Vinogradov 15b76e6ca0 [mlir][ODS] Fix `VariadicRegion` code generation for `NoTerminator` Ops
The issue was introduced in D98468.

The `{0}Regions` is an array of `std::unique_ptr<Region>` objects,
so it should be processed accordingly.

Reviewed By: mehdi_amini

Differential Revision: https://reviews.llvm.org/D99332
2021-03-26 14:24:36 +03:00
Mehdi Amini 973ddb7d6e Define a `NoTerminator` traits that allows operations with a single block region to not provide a terminator
In particular for Graph Regions, the terminator needs is just a
historical artifact of the generalization of MLIR from CFG region.
Operations like Module don't need a terminator, and before Module
migrated to be an operation with region there wasn't any needed.

To validate the feature, the ModuleOp is migrated to use this trait and
the ModuleTerminator operation is deleted.

This patch is likely to break clients, if you're in this case:

- you may iterate on a ModuleOp with `getBody()->without_terminator()`,
  the solution is simple: just remove the ->without_terminator!
- you created a builder with `Builder::atBlockTerminator(module_body)`,
  just use `Builder::atBlockEnd(module_body)` instead.
- you were handling ModuleTerminator: it isn't needed anymore.
- for generic code, a `Block::mayNotHaveTerminator()` may be used.

Differential Revision: https://reviews.llvm.org/D98468
2021-03-25 03:59:03 +00:00
Mehdi Amini d905c10353 Add a mechanism for Dialects to provide a fallback for OpInterface
This mechanism makes it possible for a dialect to not register all
operations but still answer interface-based queries.
This can useful for dialects that are "open" or connected to an external
system and still interoperate with the compiler. It can also open up the
possibility to have a more extensible compiler at runtime: the compiler
does not need a pre-registration for each operation and the dialect can
inject behavior dynamically.

Reviewed By: rriddle, jpienaar

Differential Revision: https://reviews.llvm.org/D93085
2021-03-24 08:41:40 +00:00
River Riddle 76f3c2f3f3 [mlir][Pattern] Add better support for using interfaces/traits to match root operations in rewrite patterns
To match an interface or trait, users currently have to use the `MatchAny` tag. This tag can be quite problematic for compile time for things like the canonicalizer, as the `MatchAny` patterns may get applied to  *every* operation. This revision adds better support by bucketing interface/trait patterns based on which registered operations have them registered. This means that moving forward we will only attempt to match these patterns to operations that have this interface registered. Two simplify defining patterns that match traits and interfaces, two new utility classes have been added: OpTraitRewritePattern and OpInterfaceRewritePattern.

Differential Revision: https://reviews.llvm.org/D98986
2021-03-23 14:05:33 -07:00
Chris Lattner 782c534117 [ODS] Implement a new 'hasCanonicalizeMethod' bit for cann patterns.
This provides a simplified way to implement 'matchAndRewrite' style
canonicalization patterns for ops that don't need the full power of
RewritePatterns.  Using this style, you can implement a static method
with a signature like:

```
LogicalResult AssertOp::canonicalize(AssertOp op, PatternRewriter &rewriter) {
  return success();
}
```

instead of dealing with defining RewritePattern subclasses.  This also
adopts this for a few canonicalization patterns in the std dialect to
show how it works.

Differential Revision: https://reviews.llvm.org/D99143
2021-03-23 13:45:45 -07:00
River Riddle 6d6fe9ccc4 [mlir][OpAsmFormat] Add support for an "else" group on optional elements
The "else" group of an optional element is a collection of elements that get parsed/printed when the anchor of the main element group is *not* present. This is useful when there is a special syntax when an element is not present. The new syntax for an optional element is shown below:

```
optional-group: `(` elements `)` (`:` `(` else-elements `)`)? `?`
```

An example of how this might be used is shown below:

```tablegen
def FooOp : ... {
  let arguments = (ins UnitAttr:$foo);

  let assemblyFormat = "attr-dict (`foo_is_present` $foo^):(`foo_is_absent`)?";
}
```

would be formatted as such:

```mlir
// When the `foo` attribute is present:
foo.op foo_is_present

// When the `foo` attribute is not present:
foo.op foo_is_absent
```

Differential Revision: https://reviews.llvm.org/D99129
2021-03-22 18:19:23 -07:00
Chris Lattner dc4e913be9 [PatternMatch] Big mechanical rename OwningRewritePatternList -> RewritePatternSet and insert -> add. NFC
This doesn't change APIs, this just cleans up the many in-tree uses of these
names to use the new preferred names.  We'll keep the old names around for a
couple weeks to help transitions.

Differential Revision: https://reviews.llvm.org/D99127
2021-03-22 17:20:50 -07:00
Chris Lattner 1d909c9a35 Remove the extraneous MLIRContext argument from populateWithGenerated. NFC. 2021-03-21 10:38:35 -07:00
River Riddle caddfbd2a9 [mlir][docs] Remove the BuiltinDialect documentation from langref and generate it from ODS
Now that all of the builtin dialect is generated from ODS, its documentation in LangRef can be split out and replaced with references to Dialects/Builtin.md. LangRef is quite crusty right now and should really have a full cleanup done in a followup.

Differential Revision: https://reviews.llvm.org/D98562
2021-03-19 18:21:33 -07:00
River Riddle 1a75be0023 [mlir][NFC] Use the native range instead of APInt when computing operand ranges
This removes the need to construct an APInt for each value, given that it is guaranteed to contain 32 bit elements.

BEGIN_PUBLIC
    ...text exposed to open source public git repo...
END_PUBLIC
2021-03-19 17:11:46 -07:00
Vladislav Vinogradov 02834e1bd9 [mlir][ODS] Get rid of limitations in rewriters generator
Do not limit the number of arguments in rewriter pattern.

Introduce separate `FmtStrVecObject` class to handle
format of variadic `std::string` array.

Reviewed By: mehdi_amini

Differential Revision: https://reviews.llvm.org/D97839
2021-03-18 12:21:06 +03:00
Vladislav Vinogradov fee9054232 [mlir][ODS] Support specialized Attribute class for Enums
Add a feature to `EnumAttr` definition to generate
specialized Attribute class for the particular enumeration.

This class will inherit `StringAttr` or `IntegerAttr` and
will override `classof` and `getValue` methods.

With this class the enumeration predicate can be checked with simple
RTTI calls (`isa`, `dyn_cast`) and it will return the typed enumeration
directly instead of raw string/integer.

Based on the following discussion:
https://llvm.discourse.group/t/rfc-add-enum-attribute-decorator-class/2252

Reviewed By: rriddle

Differential Revision: https://reviews.llvm.org/D97836
2021-03-17 16:44:24 +03:00
River Riddle caa7038a89 [mlir][IR] Move the remaining builtin attributes to ODS.
With this revision, all builtin attributes and types will have been moved to the ODS generator.

Differential Revision: https://reviews.llvm.org/D98474
2021-03-16 16:31:53 -07:00
River Riddle 425e11eea1 [mlir][AttrTypeDefGen] Add support for custom parameter comparators
Some parameters to attributes and types rely on special comparison routines other than operator== to ensure equality. This revision adds support for those parameters by allowing them to specify a `comparator` code block that determines if `$_lhs` and `$_rhs` are equal. An example of one of these paramters is APFloat, which requires `bitwiseIsEqual` for bitwise comparison (which we want for attribute equality).

Differential Revision: https://reviews.llvm.org/D98473
2021-03-16 16:31:53 -07:00
Alex Zinenko a88371490d [mlir] better formatting in interface docs
Start the description from a new line instead of putting the first
paragraph in the section header. Wrap the class name in backticks to
make it clear that it relates to the code.
2021-03-15 11:10:32 +01:00
Mehdi Amini 890afad954 Fix Flang build after MLIR API changes around `generatedTypeParser` 2021-03-09 23:19:30 +00:00
Mehdi Amini 79f736c150 Switch generatedTypeParser/generatedAttributeParser to return an OptionalParseResult
This allows the caller to distinguish between a parse error or an
unmatched keyword. It fixes the redundant error that was emitted by the
caller when the generated parser would fail.

Differential Revision: https://reviews.llvm.org/D98162
2021-03-09 19:43:45 +00:00
Stella Laurenzo e31c77b182 [mlir][python] Reorganize MLIR python into namespace packages.
* Only leaf packages are non-namespace packages. This allows most of the top levels to be split into different directories or deployment packages. In the previous state, the presence of __init__.py files at each level meant that the entire tree could only ever exist in one physical directory on the path.
* This changes the API usage slightly: `import mlir` will no longer do a deep import of `mlir.ir`, etc. This may necessitate some client code changes.
* Dialect gen code was restructured so that the user is responsible for providing the `my_dialect.py` file, which then must import its peer `_my_dialect_ops_gen`. This gives complete control of the dialect namespace to the user instead of to tablegen code, allowing further dialect-specific python APIs.
* Correspondingly, the previous extension modules `_my_dialect.py` are now `_my_dialect_ops_ext.py`.
* Now that the `linalg` namespace is open, moved the `linalg_opdsl` tool into it.
* This may require some corresponding downstream adjustments to npcomp, circt, et al:
  * Probably some shallow imports need to be converted to deep imports (i.e. not `import mlir` brings in the world).
  * Each tablegen generated dialect now needs an explicit `foo.py` which does a `from ._foo_ops_gen import *`. This is similar to the way that generated code operates in the C++ world.
  * If providing dialect op extensions, those need to be moved from `_foo.py` -> `_foo_ops_ext.py`.

Differential Revision: https://reviews.llvm.org/D98096
2021-03-08 23:01:34 -08:00
Mehdi Amini a7cac0d9a5 Fix Dialect doc generation to special case for the Builtin dialect empty name
This should fix the issue with an empty entry for the builtin dialect on
the website.

Differential Revision: https://reviews.llvm.org/D98074
2021-03-05 23:47:50 +00:00
River Riddle 1447ec5182 [mlir][AttrDefGen] Add support for specifying the value type of an attribute
The value type of the attribute can be specified by either overriding the typeBuilder field on the AttrDef, or by providing a parameter of type `AttributeSelfTypeParameter`. This removes the need to define custom storage class constructors for attributes that have a value type other than NoneType.

Differential Revision: https://reviews.llvm.org/D97590
2021-03-04 13:04:05 -08:00
Arpith C. Jacob 4e393350c5 [mlir] Add an AccessGroup attribute to load/store LLVM dialect ops and generate the access_group LLVM metadata.
This also includes LLVM dialect ops created from intrinsics.

Reviewed By: ftynse

Differential Revision: https://reviews.llvm.org/D97944
2021-03-04 18:17:23 +01:00
River Riddle 83ef862fad [mlir] Add support for generating Attribute classes for ODS
The support for attributes closely maps that of Types (basically 1-1) given that Attributes are defined in exactly the same way as Types. All of the current ODS TypeDef classes get an Attr equivalent. The generation of the attribute classes themselves share the same generator as types.

Differential Revision: https://reviews.llvm.org/D97589
2021-03-03 16:41:49 -08:00
Vladislav Vinogradov 5d613e42d3 [mlir][ODS] Use StringLiteral instead of StringRef when applicable
Use `StringLiteral` for function return type if it is known to return
constant string literals only.

This will make it visible to API users, that such values can be safely
stored, since they refers to constant data, which will never be deallocated.

`StringRef` is general is not safe to store for a long term,
since it might refer to temporal data allocated in heap.

Add `inline` and `constexpr` methods support to `OpMethod`.

Reviewed By: mehdi_amini

Differential Revision: https://reviews.llvm.org/D97390
2021-03-03 16:15:12 +03:00
River Riddle e6260ad043 [mlir] Simplify various pieces of code now that Identifier has access to the Context/Dialect
This also exposed a bug in Dialect loading where it was not correctly identifying identifiers that had the dialect namespace as a prefix.

Differential Revision: https://reviews.llvm.org/D97431
2021-02-26 18:00:05 -08:00
Jacques Pienaar 91ab48ea6b [mlir] Add regions to OpAdaptor
Allows querying regions too via OpAdaptor's generated. This does not yet move region verification to adaptor nor require regions for ops where needed.

Differential Revision: https://reviews.llvm.org/D97519
2021-02-26 16:25:00 -08:00
Benjamin Kramer 4941fef9c4 [mlir] Silence some deprecation warnings after dffc487b07 2021-02-26 15:15:56 +01:00
Vladislav Vinogradov f4d78a5e3a [mlir][NFC] Add missing namespace qualifier to ODS generated code
Use `::mlir::Region` inside array ref for `VariadicRegion`.

Reviewed By: rriddle

Differential Revision: https://reviews.llvm.org/D97376
2021-02-25 17:48:32 +03:00
Marius Brehler 699041123e [mlir] Fix emitting attribute documentation
This fixes the documentation emitted for type parameters. Also adds a
missing empty line, rendered as line break in mark down.

Co-authored-by: Simon Camphausen <simon.camphausen@iml.fraunhofer.de>

Reviewed By: rriddle

Differential Revision: https://reviews.llvm.org/D97267
2021-02-25 08:23:50 +01:00
River Riddle 06e25d5645 [mlir][IR] Refactor the `getChecked` and `verifyConstructionInvariants` methods on Attributes/Types
`verifyConstructionInvariants` is intended to allow for verifying the invariants of an attribute/type on construction, and `getChecked` is intended to enable more graceful error handling aside from an assert. There are a few problems with the current implementation of these methods:
* `verifyConstructionInvariants` requires an mlir::Location for emitting errors, which is prohibitively costly in the situations that would most likely use them, e.g. the parser.
This creates an unfortunate code duplication between the verifier code and the parser code, given that the parser operates on llvm::SMLoc and it is an undesirable overhead to pre-emptively convert from that to an mlir::Location.
* `getChecked` effectively requires duplicating the definition of the `get` method, creating a quite clunky workflow due to the subtle different in its signature.

This revision aims to talk the above problems by refactoring the implementation to use a callback for error emission. Using a callback allows for deferring the costly part of error emission until it is actually necessary.

Due to the necessary signature change in each instance of these methods, this revision also takes this opportunity to cleanup the definition of these methods by:
* restructuring the signature of `getChecked` such that it can be generated from the same code block as the `get` method.
* renaming `verifyConstructionInvariants` to `verify` to match the naming scheme of the rest of the compiler.

Differential Revision: https://reviews.llvm.org/D97100
2021-02-22 17:37:49 -08:00
Alex Zinenko 12875ed976 [mlir] generate enum translation functions with unused attribute
The functions translating enums to LLVM IR are generated in a single
file included in many places, not all of which use all translations.
Generate functions with "unused" attribute to silence compiler warnings.

Reviewed By: mehdi_amini

Differential Revision: https://reviews.llvm.org/D96880
2021-02-18 09:44:40 +01:00
Alex Zinenko 176379e0c8 [mlir] Use the interface-based translation for LLVM "intrinsic" dialects
Port the translation of five dialects that define LLVM IR intrinsics
(LLVMAVX512, LLVMArmNeon, LLVMArmSVE, NVVM, ROCDL) to the new dialect
interface-based mechanism. This allows us to remove individual translations
that were created for each of these dialects and just use one common
MLIR-to-LLVM-IR translation that potentially supports all dialects instead,
based on what is registered and including any combination of translatable
dialects. This removal was one of the main goals of the refactoring.

To support the addition of GPU-related metadata, the translation interface is
extended with the `amendOperation` function that allows the interface
implementation to post-process any translated operation with dialect attributes
from the dialect for which the interface is implemented regardless of the
operation's dialect. This is currently applied to "kernel" functions, but can
be used to construct other metadata in dialect-specific ways without
necessarily affecting operations.

Depends On D96591, D96504

Reviewed By: nicolasvasilache

Differential Revision: https://reviews.llvm.org/D96592
2021-02-15 14:43:07 +01:00
Praveen Narayanan a65fb1916c Add a "kind" attribute to ContractionOp and OuterProductOp.
Currently, vector.contract joins the intermediate result and the accumulator
argument (of ranks K) using summation. We desire more joining operations ---
such as max --- to help vector.contract express reductions. This change extends
Vector_ContractionOp to take an optional attribute (called "kind", of enum type
CombiningKind) specifying the joining operation to be add/mul/min/max for int/fp
, and and/or/xor for int only. By default this attribute has value "add".

To implement this we also need to extend vector.outerproduct, since
vector.contract gets transformed to vector.outerproduct (and that to
vector.fma). The extension for vector.outerproduct is also an optional kind
attribute that uses the same enum type and possible values. The default is
"add". In case of max/min we transform vector.outerproduct to a combination of
compare and select.

Reviewed By: nicolasvasilache

Differential Revision: https://reviews.llvm.org/D93280
2021-02-12 20:23:59 +00:00