Commit Graph

3521 Commits

Author SHA1 Message Date
Alex Zinenko b901335193 [mlir] Use all_of instead of a manual loop in IntrinsicGen. NFC
This was suggested in post-commit review of D72926.
2020-01-24 11:29:35 +01:00
aartbik aabc3c59e1 [mlir] [VectorOps] fixed minor typos in vector ops doc
Summary:
Rationale:
Some examples were using "offsets : [0, 2]" syntax which
should use a "=" instead. The same examples were referring
to the integer attribute array as k-dimensional, which is
a bit confusing (it is 1-dimensional, with k elements).
Changed to "k-sized".

Reviewers: nicolasvasilache, andydavis1, ftynse

Reviewed By: nicolasvasilache

Subscribers: merge_guards_bot, mehdi_amini, rriddle, jpienaar, burmako, shauheen, antiagainst, arpith-jacob, mgester, lucyrfox, liufengdb, llvm-commits

Tags: #llvm

Differential Revision: https://reviews.llvm.org/D73293
2020-01-23 15:33:45 -08:00
aartbik ed8222b2ca [mlir] [VectorOps] Implement vector tuple get folding
Summary: Rewrites get-i tup<a1,...,an> into ai

Reviewers: nicolasvasilache, rriddle, andydavis1

Reviewed By: nicolasvasilache, rriddle, andydavis1

Subscribers: merge_guards_bot, mehdi_amini, rriddle, jpienaar, burmako, shauheen, antiagainst, arpith-jacob, mgester, lucyrfox, liufengdb, llvm-commits

Tags: #llvm

Differential Revision: https://reviews.llvm.org/D73213
2020-01-23 14:15:27 -08:00
Marcello Maggioni be9f09c768 [mlir] Add option to use custom base class for dialect in LLVMIRIntrinsicGen.
Summary:
LLVMIRIntrinsicGen is using LLVM_Op as the base class for intrinsics.
This works for LLVM intrinsics in the LLVM Dialect, but when we are
trying to convert custom intrinsics that originate from a custom
LLVM dialect (like NVVM or ROCDL) these usually have a different
"cppNamespace" that needs to be applied to these dialect.

These dialect specific characteristics (like "cppNamespace")
are typically organized by creating a custom op (like NVVM_Op or
ROCDL_Op) that passes the correct dialect to the LLVM_OpBase class.

It seems natural to allow LLVMIRIntrinsicGen to take that into
consideration when generating the conversion code from one of these
dialect to a set of target specific intrinsics.

Reviewers: rriddle, andydavis1, antiagainst, nicolasvasilache, ftynse

Subscribers: jdoerfert, mehdi_amini, jpienaar, burmako, shauheen, arpith-jacob, mgester, lucyrfox, aartbik, liufengdb, llvm-commits

Tags: #llvm

Differential Revision: https://reviews.llvm.org/D73233
2020-01-23 11:23:25 -08:00
Ahmed Taei 8d1ed2940d [mlir] Fix vectorize transform crashing on none-op operand 2020-01-23 09:57:16 -08:00
Alex Zinenko c8695ba9cd Revert "[mlir] Add baseAttr to TypedArrayAttrBase."
This reverts commit eec36909c1.

This modeling is incorrect. baseAttr is intended for attribute
decorators that are not backed by C++ attribute classes. It essentially
says DerivedAttr isa BaseAttr, which is wrong for ArrayAttr classes.
If one needs to store the element type, it should be stored as a
separate filed in the tablegen class.
2020-01-23 14:47:11 +01:00
Benjamin Kramer 90c01357b8 [mlir] Shrink-wrap anonymous namespaces around the classes it's supposed to enclose. NFC.
The coding standards prefer smaller anonymous namespaces with free
functions just being static and in the global namespace.
2020-01-23 11:47:20 +01:00
Nicolas Vasilache 5bb8d28e61 [mlir][Linalg] Add tensor support to Linalg EDSC Builders
Summary:
This diff extends the Linalg EDSC builders so we can easily create mixed
tensor/buffer linalg.generic ops. This is expected to be useful for
HLO -> Linalg lowering.

The StructuredIndexed struct is made to derive from ValueHandle and can
now capture a type + indexing expressions. This is used to represent return
tensors.

Pointwise unary and binary builders are extended to allow both output buffers
and return tensors. This has implications on the number of region arguments.

Reviewers: ftynse, hanchung, asaadaldien

Subscribers: mehdi_amini, rriddle, jpienaar, burmako, shauheen, antiagainst, arpith-jacob, mgester, lucyrfox, aartbik, liufengdb, llvm-commits

Tags: #llvm

Differential Revision: https://reviews.llvm.org/D73149
2020-01-22 16:57:27 -05:00
Abdurrahman Akkas eec36909c1 [mlir] Add baseAttr to TypedArrayAttrBase.
Element type is useful in code generators but it is lost after construction.

Differential Revision: https://reviews.llvm.org/D72888
2020-01-22 19:35:41 +00:00
Mehdi Amini 5114d55dde [Flang] add some cmake code to allow for out-of-tree building of MLIR and LLVM
Differential Revision: https://reviews.llvm.org/D72418
2020-01-22 17:43:15 +00:00
Marcello Maggioni 04a151710e [mlir] Swap use of to_vector() with lookupValues() in LLVMIRIntrinsicGen
Summary:
llvm::to_vector() accepts a Range value and not the pair of arguments
we are currently passing. Also we probably want the lowered LLVM
values in the vector, while operand_begin()/operand_end() on MLIR ops
returns MLIR types. lookupValues() seems the correct way to collect
such values.

Reviewers: rriddle, andydavis1, antiagainst, nicolasvasilache, ftynse

Subscribers: jdoerfert, mehdi_amini, jpienaar, burmako, shauheen, arpith-jacob, mgester, lucyrfox, liufengdb, llvm-commits

Tags: #llvm

Differential Revision: https://reviews.llvm.org/D73137
2020-01-22 07:56:24 -08:00
Denis Khalikov 4460cb5bcd [mlir][spirv] Add lowering for composite std.constant.
Add lowering for constant operation with ranked tensor type to
spv.constant with spv.array type.

Differential Revision: https://reviews.llvm.org/D73022
2020-01-22 08:25:00 -05:00
Jacques Pienaar 178562fb35 [mlir] Enable specifying verify on OpInterface
Summary:
Add method in ODS to specify verification for operations implementing a
OpInterface. Use this with infer type op interface to verify that the
inferred type matches the return type and remove special case in
TestPatterns.

This could also have been achieved by using OpInterfaceMethod but verify
seems pretty common and it is not an arbitrary method that just happened
to be named verifyTrait, so having it be defined in special way seems
appropriate/better documenting.

Differential Revision: https://reviews.llvm.org/D73122
2020-01-22 04:43:22 -08:00
Alex Zinenko 7984b47401 [mlir][orc] unbreak MLIR ExecutionEngine after ORC changes
Changes to ORC in ce2207abaf changed the
APIs in IRCompileLayer, now requiring the custom compiler to be wrapped
in IRCompileLayer::IRCompiler. Even though MLIR relies on Orc
CompileUtils, the type is still visible in several places in the code.
Adapt those to the new API.
2020-01-22 10:16:20 +01:00
Nicolas Vasilache c0a26a35ee Revert "[mlir][Linalg] Add tensor support to Linalg EDSC Builders"
This reverts commit 89e19e8edd.

This committed a stale version of the diff https://reviews.llvm.org/D72863 .. I apologize, reverting.
2020-01-21 19:43:27 -05:00
Nicolas Vasilache 89e19e8edd [mlir][Linalg] Add tensor support to Linalg EDSC Builders
Summary:
This diff extends the Linalg EDSC builders so we can easily create mixed
tensor/buffer linalg.generic ops. This is expected to be useful for
HLO -> Linalg lowering.

The `StructuredIndexed` struct is made to derive from `ValueHandle` and can
now capture a type + indexing expressions. This is used to represent return
tensors.

Pointwise unary and binary builders are extended to allow both output buffers
and return tensors. This has implications on the number of region arguments.

Reviewers: ftynse, herhut, hanchung, asaadaldien, stellaraccident

Reviewed By: asaadaldien

Subscribers: merge_guards_bot, mehdi_amini, rriddle, jpienaar, burmako, shauheen, antiagainst, arpith-jacob, mgester, lucyrfox, aartbik, liufengdb, llvm-commits

Tags: #llvm

Differential Revision: https://reviews.llvm.org/D72863
2020-01-21 19:37:54 -05:00
Marcello Maggioni cbf08d0f57 [mlir] Fix LLVM intrinsic convesion generator for overloadable types.
Summary:
If an intrinsic has overloadable types like llvm_anyint_ty or
llvm_anyfloat_ty then to getDeclaration() we need to pass a list
of the types that are "undefined" essentially concretizing them.

This patch add support for deriving such types from the MLIR op
that has been matched.

Reviewers: andydavis1, ftynse, nicolasvasilache, antiagainst

Subscribers: mehdi_amini, rriddle, jpienaar, burmako, shauheen, arpith-jacob, mgester, lucyrfox, liufengdb, llvm-commits

Tags: #llvm

Differential Revision: https://reviews.llvm.org/D72974
2020-01-21 11:52:30 -08:00
Lei Zhang f2dc179d68 [mlir][ods] Fix StringRef initialization in builders
For the generated builder taking in unwrapped attribute values,
if the argument is a string, we should avoid wrapping it in quotes;
otherwise we are always setting the string attribute to contain
the string argument's name. The quotes come from StrinAttr's
`constBuilderCall`, which is reasonable for string literals, but
not function arguments containing strings.

Differential Revision: https://reviews.llvm.org/D72977
2020-01-21 14:12:27 -05:00
Denis Khalikov 3023352a7d [mlir][spirv] Simplify scalar type size calculation.
Simplify scalar type size calculation and reject boolean memrefs.

Differential Revision: https://reviews.llvm.org/D72999
2020-01-21 12:15:37 -05:00
Tres Popp 9a52ea5cf9 Create a gpu.module operation for the GPU Dialect.
Summary:
This is based on the use of code constantly checking for an attribute on
a model and instead represents the distinct operaion with a different
op. Instead, this op can be used to provide better filtering.

Reverts "Revert "[mlir] Create a gpu.module operation for the GPU Dialect.""

This reverts commit ac446302ca4145cdc89f377c0c364c29ee303be5 after
fixing internal Google issues.

This additionally updates ROCDL lowering to use the new gpu.module.

Reviewers: herhut, mravishankar, antiagainst, nicolasvasilache

Subscribers: jholewinski, mgorny, mehdi_amini, jpienaar, burmako, shauheen, csigg, arpith-jacob, mgester, lucyrfox, aartbik, liufengdb, llvm-commits, mravishankar, rriddle, antiagainst, bkramer

Tags: #llvm

Differential Revision: https://reviews.llvm.org/D72921
2020-01-21 14:05:03 +01:00
Frank Laub fffea2842d [MLIR] LLVM Dialect: add llvm.cmpxchg and improve llvm.atomicrmw custom parser
Summary:
Add a `llvm.cmpxchg` op as a counterpart to LLVM IR's `cmpxchg` instruction.
Note that the `weak`, `volatile`, and `syncscope` attributes are not yet supported.

This will be useful for upcoming parallel versions of affine.for and generally
for reduction-like semantics (especially for reductions that can't make use
of `atomicrmw`, e.g. `fmax`).

Reviewers: ftynse, nicolasvasilache

Reviewed By: ftynse

Subscribers: merge_guards_bot, jfb, mehdi_amini, rriddle, jpienaar, burmako, shauheen, antiagainst, arpith-jacob, mgester, lucyrfox, liufengdb, llvm-commits

Tags: #llvm

Differential Revision: https://reviews.llvm.org/D72995
2020-01-21 01:09:42 -08:00
Mehdi Amini fdb9cc7dc5 Fix printer for llvm.addressof symbol name that need escaping
Differential Revision: https://reviews.llvm.org/D73065
2020-01-20 22:09:18 +00:00
Jacques Pienaar b70e4efb75 [mlir] Generalize broadcastable trait operands
Summary:
Generalize broadcastable trait to variadic operands. Update the
documentation that still talked about element type as part of
broadcastable trait (that bug was already fixed). Also rename
Broadcastable to ResultBroadcastableShape to be more explicit that the
trait affects the result shape (it is possible for op to allow
broadcastable operands but not have result shape that is broadcast
compatible with operands).

Doing some intermediate work to have getBroadcastedType take an optional
elementType as input and use that if specified, instead of the common
element type of type1 and type2 in this function.

Differential Revision: https://reviews.llvm.org/D72559
2020-01-20 13:02:14 -08:00
Alex Zinenko f63f5a228f [mlir] clarify LangRef wording around control flow in regions
It was unclear what "exiting a region" meant in the existing formulation.
Phrase it in terms of control flow transfer to the operation enclosing the
region.

Discussion: https://groups.google.com/a/tensorflow.org/d/msg/mlir/73d2O8gjTuA/xVj1KoCTBAAJ
2020-01-20 14:29:57 +01:00
Christian Sigg 8b2eb7c494 [mlir] Add in-dialect lowering of gpu.all_reduce.
Reviewers: ftynse, nicolasvasilache, herhut

Reviewed By: ftynse, herhut

Subscribers: liufengdb, aartbik, herhut, merge_guards_bot, mgorny, mehdi_amini, rriddle, jpienaar, burmako, shauheen, antiagainst, nicolasvasilache, arpith-jacob, mgester, lucyrfox, llvm-commits

Tags: #llvm

Differential Revision: https://reviews.llvm.org/D72129
2020-01-20 13:43:43 +01:00
Kazuaki Ishizaki fc817b09e2 [mlir] NFC: Fix trivial typos in comments
Differential Revision: https://reviews.llvm.org/D73012
2020-01-20 03:17:03 +00:00
Rainer Orth 002ec79f97 [mlir] NFC: Rename index_t to index_type
mlir currently fails to build on Solaris:

  /vol/llvm/src/llvm-project/dist/mlir/lib/Conversion/VectorToLoops/ConvertVectorToLoops.cpp:78:20: error: reference to 'index_t' is ambiguous
    IndexHandle zero(index_t(0)), one(index_t(1));
                     ^
  /usr/include/sys/types.h:103:16: note: candidate found by name lookup is 'index_t'
  typedef short           index_t;
                          ^
  /vol/llvm/src/llvm-project/dist/mlir/include/mlir/EDSC/Builders.h:27:8: note: candidate found by name lookup is 'mlir::edsc::index_t'
  struct index_t {
         ^

and many more.

Given that POSIX reserves all identifiers ending in `_t` 2.2.2 The Name Space <https://pubs.opengroup.org/onlinepubs/9699919799/functions/V2_chap02.html>, it seems
quite unwise to use such identifiers in user code, even more so without a distinguished
prefix.

The following patch fixes this by renaming `index_t` to `index_type`.
cases.

Tested on `amd64-pc-solaris2.11` and `sparcv9-sun-solaris2.11`.

Differential Revision: https://reviews.llvm.org/D72619
2020-01-18 22:10:46 +01:00
Alexandre Ganea e3d92b7442 [mlir] Fix compilation with VS2019. 2020-01-18 15:15:06 -05:00
Frank Laub ee2de95507 [MLIR] LLVM dialect: modernize and cleanups
Summary:
Modernize some of the existing custom parsing code in the LLVM dialect.
While this reduces some boilerplate code, it also reduces the precision
of the diagnostic error messges.

Reviewers: ftynse, nicolasvasilache, rriddle

Reviewed By: rriddle

Subscribers: merge_guards_bot, mehdi_amini, rriddle, jpienaar, burmako, shauheen, antiagainst, arpith-jacob, mgester, lucyrfox, liufengdb, llvm-commits

Tags: #llvm

Differential Revision: https://reviews.llvm.org/D72967
2020-01-17 17:11:50 -08:00
Nicolas Vasilache 64c4dcb5ee [mlir][Linalg] Extend linalg vectorization to MatmulOp
Summary:
This is a simple extension to allow vectorization to work not only on GenericLinalgOp
but more generally across named ops too.
For now, this still only vectorizes matmul-like ops but is a step towards more
generic vectorization of Linalg ops.

Reviewers: ftynse

Subscribers: mehdi_amini, rriddle, jpienaar, burmako, shauheen, antiagainst, arpith-jacob, mgester, lucyrfox, aartbik, liufengdb, llvm-commits

Tags: #llvm

Differential Revision: https://reviews.llvm.org/D72942
2020-01-17 17:09:47 -05:00
aartbik 0361a961c2 [mlir] [VectorOps] Rename Utils.h into VectorUtils.h
Summary:
First step towards the consolidation
of a lot of vector related utilities
that are now all over the place
(or even duplicated).

Reviewers: nicolasvasilache, andydavis1

Reviewed By: nicolasvasilache, andydavis1

Subscribers: merge_guards_bot, mehdi_amini, rriddle, jpienaar, burmako, shauheen, antiagainst, arpith-jacob, mgester, lucyrfox, liufengdb, llvm-commits

Tags: #llvm

Differential Revision: https://reviews.llvm.org/D72955
2020-01-17 13:39:34 -08:00
Frank Laub 60a0c612df [MLIR] LLVM dialect: Add llvm.atomicrmw
Summary:
This op is the counterpart to LLVM's atomicrmw instruction. Note that
volatile and syncscope attributes are not yet supported.

This will be useful for upcoming parallel versions of `affine.for` and generally
for reduction-like semantics.

Differential Revision: https://reviews.llvm.org/D72741
2020-01-17 21:17:14 +01:00
Eric Schweitz 37e2560d3d [Flang][mlir] add a band-aid to support the creation of mutually recursive types when lowering to LLVM IR
Summary:
This is a temporary implementation to support Flang.  The LLVM-IR parser
will need to be extended in some way to support recursive types.  The
exact approach here is still a work-in-progress.

Unfortunately, this won't pass roundtrip testing yet. Adding a comment
to the test file as a reminder.

Differential Revision: https://reviews.llvm.org/D72542
2020-01-17 21:17:06 +01:00
Lei Zhang 927f8f40a4 [mlir][spirv] Explicitly construct ArrayRef from static array
Again for pleasing GCC 5.
2020-01-17 14:53:51 -05:00
Lei Zhang f35b5a7297 [mlir][spirv] Explicitly construct ArrayRef from array
Hopefully this pleases GCC 5.
2020-01-17 13:44:37 -05:00
River Riddle 8fb29d4a50 [mlir] Replace AbstractOperation::classof with a ClassID instance.
Summary: This field is currently not used by anything, and using a ClassID instance provides better support for more efficient classof.

Reviewers: mehdi_amini, nicolasvasilache

Reviewed By: mehdi_amini

Subscribers: merge_guards_bot, jpienaar, burmako, shauheen, antiagainst, nicolasvasilache, arpith-jacob, mgester, lucyrfox, liufengdb, llvm-commits

Tags: #llvm

Differential Revision: https://reviews.llvm.org/D72822
2020-01-17 10:15:38 -08:00
Lei Zhang 859e379ffb [mlir][spirv] Explicitly set the size of static arrays 2020-01-17 12:33:05 -05:00
Alex Zinenko f343544b81 [mlir] Generator converting LLVM intrinsics defs to MLIR ODS
Introduce a new generator for MLIR tablegen driver that consumes LLVM IR
intrinsic definitions and produces MLIR ODS definitions. This is useful to
bulk-generate MLIR operations equivalent to existing LLVM IR intrinsics, such
as additional arithmetic instructions or NVVM.

A test exercising the generation is also added. It reads the main LLVM
intrinsics file and produces ODS to make sure the TableGen model remains in
sync with what is used in LLVM.

Differential Revision: https://reviews.llvm.org/D72926
2020-01-17 18:20:24 +01:00
Andy Davis 78f82e162e [VectorOps] Update vector transfer read op comments.
Summary: Update vector transfer read op comments.

Reviewers: nicolasvasilache, aartbik

Reviewed By: nicolasvasilache, aartbik

Subscribers: merge_guards_bot, mehdi_amini, rriddle, jpienaar, burmako, shauheen, antiagainst, arpith-jacob, mgester, lucyrfox, liufengdb, llvm-commits

Tags: #llvm

Differential Revision: https://reviews.llvm.org/D72731
2020-01-17 12:07:35 -05:00
Denis Khalikov 29779894af [mlir][spirv] Add lowering from `loop.if` to `spv.selection`
When lowering `loop.if` to `spv.selection` we explicitly create
a selection header block before the control flow diverges and a
merge block where control flow subsequently converges.

Differential Revision: https://reviews.llvm.org/D72836
2020-01-17 12:04:12 -05:00
Alex Zinenko a922e23101 [mlir] Improve documentation in ModuleTranslation MLIR to LLVM IR
Several functions were missing documentation.
2020-01-17 18:03:02 +01:00
Lei Zhang 8bcf976841 [mlir][spirv] Add `const` qualifier for static arrays
This makes the local variable `implies` to have the correct
type to satisfy ArrayRef's constructor:

  /*implicit*/ constexpr ArrayRef(const T (&Arr)[N])

Hopefully this should please GCC 5.

Differential Revision: https://reviews.llvm.org/D72924
2020-01-17 11:45:41 -05:00
Lei Zhang 267483ac70 [mlir][spirv] Support implied extensions and capabilities
In SPIR-V, when a new version is introduced, it is possible some
existing extensions will be incorporated into it so that it becomes
implicitly declared if targeting the new version. This affects
conversion target specification because we need to take this into
account when allowing what extensions to use.

For a capability, it may also implies some other capabilities,
for example, the `Shader` capability implies `Matrix` the capability.
This should also be taken into consideration when preparing the
conversion target: when we specify an capability is allowed, all
its recursively implied capabilities are also allowed.

This commit adds utility functions to query implied extensions for
a given version and implied capabilities for a given capability
and updated SPIRVConversionTarget to use them.

This commit also fixes a bug in availability spec. When a symbol
(op or enum case) can be enabled by an extension, we should drop
it's minimal version requirement. Being enabled by an extension
naturally means the symbol can be used by *any* SPIR-V version
as long as the extension is supported. The grammar still encodes
the 'version' field for such cases, but it should be interpreted
as a different way: rather than meaning a minimal version
requirement, it says the symbol becomes core at that specific
version.

Differential Revision: https://reviews.llvm.org/D72765
2020-01-17 08:01:57 -05:00
Lei Zhang 37dfc64687 Revert "[mlir][ods] Support dialect specific content emission via hooks"
This reverts commit 397215cc30 because
this feature needs more discussion.
2020-01-17 07:56:21 -05:00
Lei Zhang 961174f878 [mlir][spirv] Fix SPV_MM_Vulkan extension reqirements
SPV_MM_Vulkan can be enabled by the SPV_KHR_vulkan_memory_model extension.

Differential Revision: https://reviews.llvm.org/D72764
2020-01-16 21:32:01 -05:00
Lei Zhang ccedb918bb [mlir][spirv] Use symbolize functions in enum attribute predicates
By default, for an enum attribute, we will generate a list of equality
comparisons for all supported cases inside it's predicate. This list
can be fairly large for certain SPIR-V enum attributes. Instead, we
already have such a list generated by EnumsGen in the symbolize
functions. Leverage that to simplify the generated C++ code.

Differential Revision: https://reviews.llvm.org/D72763
2020-01-16 21:32:01 -05:00
Lei Zhang 6a97013590 [mlir][spirv] Add implied capabilities and availability for capabilities
Certain SPIR-V capabilities are only available in certain SPIR-V versions
or extensions. Also a SPIR-V capability may implicitly declares other
capabilities.

This commit updates gen_spirv_dialect.py to support generating such
information into SPIRVBase.td. It requires us to topologically sort
all capabilities because now a capability can refer to another one.

This commits also registers a few extensions because their symbols are
used by capability availability.

Note that this commit hasn't updated SPIRVConversionTarget to take
into consideration such relationship yet. That will be done in a
following-up commit.

Differential Revision: https://reviews.llvm.org/D72760
2020-01-16 21:32:01 -05:00
Geoffrey Martin-Noble 933b421256 [mlir] Add missing dependency on LinalgUtils
Differential Revision: https://reviews.llvm.org/D72821
2020-01-16 23:41:26 +00:00
David Blaikie 65eb74e94b PointerLikeTypeTraits: Standardize NumLowBitsAvailable on static constexpr rather than anonymous enum
This is (more?) usable by GDB pretty printers and seems nicer to write.

There's one tricky caveat that in C++14 (LLVM's codebase today) the
static constexpr member declaration is not a definition - so odr use of
this constant requires an out of line definition, which won't be
provided (that'd make all these trait classes more annoyidng/expensive
to maintain). But the use of this constant in the library implementation
is/should always be in a non-odr context - only two unit tests needed to
be touched to cope with this/avoid odr using these constants.

Based on/expanded from D72590 by Christian Sigg.
2020-01-16 15:30:50 -08:00
Alex Zinenko a4a42160c4 [mlir] support translation of multidimensional vectors to LLVM IR
Summary:
MLIR unlike LLVM IR supports multidimensional vector types. Such types are
lowered to nested LLVM IR arrays wrapping an LLVM IR vector for the innermost
dimension of the MLIR vector. MLIR supports constants of such types using
ElementsAttr for values. Introduce support for converting ElementsAttr into
LLVM IR Constant Aggregates recursively. This enables translation of
multidimensional vector constants from MLIR to LLVM IR.

Differential Revision: https://reviews.llvm.org/D72846
2020-01-17 00:05:37 +01:00