Commit Graph

3703 Commits

Author SHA1 Message Date
Tobias Gysi 1555d7f729 [mlir] subview op lowering for target memrefs with const offset
The current standard to llvm conversion pass lowers subview ops only if
dynamic offsets are provided. This commit extends the lowering with a
code path that uses the constant offset of the target memref for the
subview op lowering (see Example 3 of the subview op definition for an
example) if no dynamic offsets are provided.

Differential Revision: https://reviews.llvm.org/D74280
2020-02-10 17:35:17 +01:00
Alex Zinenko 5a1778057f [mlir] use unpacked memref descriptors at function boundaries
The existing (default) calling convention for memrefs in standard-to-LLVM
conversion was motivated by interfacing with LLVM IR produced from C sources.
In particular, it passes a pointer to the memref descriptor structure when
calling the function. Therefore, the descriptor is allocated on stack before
the call. This convention leads to several problems. PR44644 indicates a
problem with stack exhaustion when calling functions with memref-typed
arguments in a loop. Allocating outside of the loop may lead to concurrent
access problems in case the loop is parallel. When targeting GPUs, the contents
of the stack-allocated memory for the descriptor (passed by pointer) needs to
be explicitly copied to the device. Using an aggregate type makes it impossible
to attach pointer-specific argument attributes pertaining to alignment and
aliasing in the LLVM dialect.

Change the default calling convention for memrefs in standard-to-LLVM
conversion to transform a memref into a list of arguments, each of primitive
type, that are comprised in the memref descriptor. This avoids stack allocation
for ranked memrefs (and thus stack exhaustion and potential concurrent access
problems) and simplifies the device function invocation on GPUs.

Provide an option in the standard-to-LLVM conversion to generate auxiliary
wrapper function with the same interface as the previous calling convention,
compatible with LLVM IR porduced from C sources. These auxiliary functions
pack the individual values into a descriptor structure or unpack it. They also
handle descriptor stack allocation if necessary, serving as an allocation
scope: the memory reserved by `alloca` will be freed on exiting the auxiliary
function.

The effect of this change on MLIR-generated only LLVM IR is minimal. When
interfacing MLIR-generated LLVM IR with C-generated LLVM IR, the integration
only needs to require auxiliary functions and change the function name to call
the wrapper function instead of the original function.

This also opens the door to forwarding aliasing and alignment information from
memrefs to LLVM IR pointers in the standrd-to-LLVM conversion.
2020-02-10 15:03:43 +01:00
Frank Laub a248fa90a7 [MLIR][Affine] NFC: Move AffineValueMap and MutableAffineMap
Summary:
The `AffineValueMap` is moved into `Dialect/AffineOps` to prevent a cyclic
dependency between `Analysis` and `Dialect/AffineOps`.

Reviewers: bondhugula, herhut, nicolasvasilache, rriddle, mehdi_amini

Reviewed By: rriddle, mehdi_amini

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

Tags: #llvm

Differential Revision: https://reviews.llvm.org/D74277
2020-02-10 02:26:27 -08:00
MaheshRavishankar aaddca1efd [mlir][GPUToSPIRV] Modify the lowering of gpu.block_dim to be consistent with Vulkan SPEC
The existing lowering of gpu.block_dim added a global variable with
the WorkGroupSize decoration. This raises an error within
Vulkan/SPIR-V validation since Vulkan requires this to have a constant
initializer. This is not yet supported in SPIR-V dialect. Changing the
lowering to return the workgroup size as a constant value instead,
obtained from spv.entry_point_abi attribute gets around the issue for
now. The validation goes through since the workgroup size is specified
using spv.execution_mode operation.
2020-02-08 22:30:03 -08:00
River Riddle 2f94ce0dcf [mlir][DeclarativeParser] Move several missed parsers over to the declarative form.
Differential Revision: https://reviews.llvm.org/D74283
2020-02-08 15:47:55 -08:00
River Riddle 1b2c16f2ae [mlir][DeclarativeParser] Add support for attributes with buildable types.
This revision adds support in the declarative assembly form for printing attributes with buildable types without the type, and moves several more parsers over to the declarative form.

Differential Revision: https://reviews.llvm.org/D74276
2020-02-08 15:46:46 -08:00
Dmitry Murygin 327e062a02 [mlir][quantizer] Add gathering of per-axis statistics in quantizer.
Reviewers: stellaraccident, nicolasvasilache

Reviewed By: stellaraccident

Subscribers: Joonsoo, merge_guards_bot, denis13

Tags: #llvm

Differential Revision: https://reviews.llvm.org/D73556
2020-02-08 15:17:37 -08:00
River Riddle abe3e5babd [mlir] Add support for generating debug locations from intermediate levels of the IR.
Summary:
This revision adds a utility to generate debug locations from the IR during compilation, by snapshotting to a output stream and using the locations that operations were dumped in that stream. The new locations may either;
* Replace the original location of the operation.

old:
   loc("original_source.cpp":1:1)
new:
   loc("snapshot_source.mlir":10:10)

* Fuse with the original locations as NamedLocs with a specific tag.

old:
    loc("original_source.cpp":1:1)
new:
    loc(fused["original_source.cpp":1:1, "snapshot"("snapshot_source.mlir":10:10)])

This feature may be used by a debugger to display the code at various different levels of the IR. It would also be able to show the different levels of IR attached to a specific source line in the original source file.

This feature may also be used to generate locations for operations generated during compilation, that don't necessarily have a user source location to attach to.

This requires changes in the printer to track the locations of operations emitted in the stream. Moving forward we need to properly(and efficiently) track the number of newlines emitted to the stream during printing.

Differential Revision: https://reviews.llvm.org/D74019
2020-02-08 15:11:29 -08:00
River Riddle 5c159b91a2 [mlir] Add a utility method on CallOpInterface for resolving the callable.
Summary: This is the most common operation performed on a CallOpInterface. This just moves the existing functionality from the CallGraph so that other users can access it.

Differential Revision: https://reviews.llvm.org/D74250
2020-02-08 10:44:29 -08:00
Nicolas Vasilache d4fbf8312b [mlir][EDSC] NFC - Move StructuredIndexed and IteratorType out of Linalg
Summary:
This NFC revision will allow those classes to be reused to allow
building structured vector operations.

Reviewers: aartbik, ftynse

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

Tags: #llvm

Differential Revision: https://reviews.llvm.org/D74279
2020-02-08 13:42:28 -05:00
River Riddle 20344d3704 [mlir] Add a document detailing the design of the SymbolTable.
Summary: This document provides insight on the rationale and the design of Symbols in MLIR, and why they are necessary.

Differential Revision: https://reviews.llvm.org/D73590
2020-02-08 10:40:07 -08:00
Benjamin Kramer 7355364f63 Put back makeArrayRef to make GCC 5 happy 2020-02-08 16:15:09 +01:00
Benjamin Kramer ec93c758ce Drop some uses of StringLiteral in favor of StringRef
StringRef can be used in constexpr contexts, so StringLiteral isn't
necessary anymore.
2020-02-08 15:51:33 +01:00
River Riddle 7476e569b5 [mlir][Pass] Enable printing pass options as part of `-help`.
Summary:
This revision adds support for printing pass options as part of the normal help description. This also moves registered passes and pipelines into different sections of the help.

Example:
```
  Compiler passes to run
    --pass-pipeline                                     -   ...
    Passes:
      --affine-data-copy-generate                       -   ...
      --convert-gpu-to-spirv                            -   ...
        --workgroup-size=<long>                         - ...
      --test-options-pass                               -   ...
        --list=<int>                                    - ...
        --string=<string>                               - ...
        --string-list=<string>                          - ...
    Pass Pipelines:
      --test-options-pass-pipeline                      -   ...
        --list=<int>                                    - ...
        --string=<string>                               - ...
        --string-list=<string>                          - ...
```

Differential Revision: https://reviews.llvm.org/D74246
2020-02-07 14:11:50 -08:00
natashaknk 9c1c825b72 [mlir][spirv] Adding sin op in the GLSL extension
Differential Revision: https://reviews.llvm.org/D74151
2020-02-07 16:36:12 -05:00
Nicolas Vasilache 681f929f59 [mlir][VectorOps] Introduce a `vector.fma` op that works on n-D vectors and lowers to `llvm.intrin.fmuladd`
Summary:
The `vector.fma` operation is portable enough across targets that we do not want
to keep it wrapped under `vector.outerproduct` and `llvm.intrin.fmuladd`.
This revision lifts the op into the vector dialect and implements the lowering to LLVM by using two patterns:
1. a pattern that lowers from n-D to (n-1)-D by unrolling when n > 2
2. a pattern that converts from 1-D to the proper LLVM representation

Reviewers: ftynse, stellaraccident, aartbik, dcaballe, jsetoain, tetuante

Reviewed By: aartbik

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

Tags: #llvm

Differential Revision: https://reviews.llvm.org/D74075
2020-02-07 15:44:53 -05:00
Nicolas Vasilache 499ad45877 [mlir][VectorOps] Expose and use llvm.intrin.fma*
Summary:
This revision exposes the portable `llvm.fma` intrinsic in LLVMOps and uses it
in lieu of `llvm.fmuladd` when lowering the `vector.outerproduct` op to LLVM.
This guarantees proper `fma` instructions will be emitted if the target ISA
supports it.

`llvm.fmuladd` does not have this guarantee in its semantics, despite evidence
that the proper x86 instructions are emitted.

For more details, see https://llvm.org/docs/LangRef.html#llvm-fmuladd-intrinsic.

Reviewers: ftynse, aartbik, dcaballe, fhahn

Reviewed By: aartbik

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

Tags: #llvm

Differential Revision: https://reviews.llvm.org/D74219
2020-02-07 15:38:40 -05:00
MaheshRavishankar d06dd29e09 [mlir][Linalg] Implement fusion of linalg.generic operation on tensors.
The initial implementation of the fusion operation exposes a method to
fuse a consumer with its producer, when
- both the producer and consumer operate on tensors
- the producer has only a single result value
- the producer has only "parallel" iterator types
A new interface method hasTensorSemantics is added to verify that an
operation has all operands and results of type RankedTensorType.

Differential Revision: https://reviews.llvm.org/D74172
2020-02-07 10:36:53 -08:00
aartbik e52414b1ae [mlir][VectorOps] Generalized vector.print to i32/i64
Summary:
Lowering to LLVM IR was restricted to float/double.
This CL also adds the integral values.

Reviewers: andydavis1, nicolasvasilache, ftynse

Reviewed By: nicolasvasilache, ftynse

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

Tags: #llvm

Differential Revision: https://reviews.llvm.org/D74179
2020-02-07 09:25:30 -08:00
OuHangKresnik 7edf27f7a7 [mlir] Add NoSideEffect to Affine min max
Add NoSideEffect to Affine min and max operations.

Differential Revision: https://reviews.llvm.org/D74203
2020-02-07 15:19:48 +01:00
River Riddle 58c18ca135 [mlir][AsmPrinter] Fix edge case when printing floating point values.
Summary: In some edge cases the default APFloat printer will generate something that we can't parse back in. In these cases, fallback to using hex instead.

Differential Revision: https://reviews.llvm.org/D74181
2020-02-06 18:05:53 -08:00
River Riddle 1eaa31ce0e [mlir][DialectConversion] Change erroneous return to a continue
This fixes a nasty bug where the loop would return prematurely when
notifying the argument converter that an operation was removed.
2020-02-06 17:55:14 -08:00
Benjamin Kramer b68b8be8e2 [mlir-tblgen] Stop leaking PredNodes
Technically a leak in tblgen is harmless, but this makes asan builds of
mlir very noisy. Just use a SpecificBumpPtrAllocator that knows how to
clean up after itself.
2020-02-06 18:03:15 +01:00
Mehdi Amini 2724ada8d2 Revert "[mlir] Adds affine loop fusion transformation function to LoopFusionUtils."
This reverts commit 64871f778d.

ASAN indicates a use-after-free in in mlir::canFuseLoops(mlir::AffineForOp, mlir::AffineForOp, unsigned int, mlir::ComputationSliceState*) lib/Transforms/Utils/LoopFusionUtils.cpp:202:41
2020-02-06 16:46:28 +00:00
OuHangKresnik 5c3b34930c [mlir] Add AffineMaxOp
Differential Revision: https://reviews.llvm.org/D73848
2020-02-06 10:26:50 +01:00
Kern Handa 8dc3da7d58 [mlir] Build fix for mlir-opt
mlir-opt needs to link against MLIRLoopAnalysis
This shouldn't be needed but MLIR "hack" for
"whole-archive" linking is not compatible with
CMake transitive dependencies management.

Differential Revision: https://reviews.llvm.org/D74097
2020-02-06 05:16:01 +00:00
River Riddle 93dc8bd267 [mlir] Add explicit friendship to LLVM::ModuleTranslation to derived
classes.

This allows for the `LLVM::ModuleTranslation::translateModule` to properly access the constructors of the derived classes.
2020-02-05 18:34:44 -08:00
River Riddle c33d6970e0 [mlir] Add support for basic location translation to LLVM.
Summary:
This revision adds basic support for emitting line table information when exporting to LLVMIR. We don't yet have a story for supporting all of the LLVM debug metadata, so this revision stubs some features(like subprograms) to enable emitting line tables.

Differential Revision: https://reviews.llvm.org/D73934
2020-02-05 17:41:51 -08:00
River Riddle c3f0ed7bcc [mlir] Register the GDB listener with ExecutionEngine to enable debugging JIT'd code
Differential Revision: https://reviews.llvm.org/D73932
2020-02-05 17:41:51 -08:00
aartbik 6e2309d7fa [mlir] [VectorOps] generalized vector.contract semantics
Summary:
Previously, vector.contract did not allow an empty set of
free or batch dimensions (K = 0) which defines a basic
reduction into a scalar (like a dot product). This CL
relaxes that restriction. Also adds constraints on
element type of operands and results. With tests.

Reviewers: nicolasvasilache, andydavis1, rriddle

Reviewed By: andydavis1

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

Tags: #llvm

Differential Revision: https://reviews.llvm.org/D74014
2020-02-05 17:20:32 -08:00
Andy Davis f9efce1dd5 [mlir][VectorOps] Support vector transfer_read/write unrolling for memrefs with vector element type.
Summary:
[mlir][VectorOps] Support vector transfer_read/write unrolling for memrefs with vector element type.  When unrolling vector transfer read/write on memrefs with vector element type, the indices used to index the memref argument must be updated to reflect the unrolled operation.   However, in the case of memrefs with vector element type, we need to be careful to only update the relevant memref indices.

For example, a vector transfer read with the following source/result types, memref<6x2x1xvector<2x4xf32>>, vector<2x1x2x4xf32>, should only update memref indices 1 and 2 during unrolling.

Reviewers: nicolasvasilache, aartbik

Reviewed By: nicolasvasilache, aartbik

Subscribers: lebedev.ri, Joonsoo, 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/D72965
2020-02-05 16:21:58 -08:00
Andy Davis 64871f778d [mlir] Adds affine loop fusion transformation function to LoopFusionUtils.
Summary:
Adds affine loop fusion transformation function to LoopFusionUtils.
Updates TestLoopFusion utility to run loop fusion transformation until a fixed point is reached.
Adds unit tests to test the transformation.

Reviewers: bondhugula, dcaballe, nicolasvasilache

Reviewed By: bondhugula, dcaballe

Subscribers: Joonsoo, 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/D73190
2020-02-05 16:01:06 -08:00
Andy Davis 3ce8095c29 [mlir][VectorOps] Add ShapeCastOp to the vector ops dialect.
Summary:
Add ShapeCastOp to the vector ops dialect.

The shape_cast operation casts between an n-D source vector shape and a k-D result vector shape (the element type remains the same).

Reviewers: nicolasvasilache, aartbik

Reviewed By: nicolasvasilache

Subscribers: Joonsoo, 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/D73635
2020-02-05 15:45:12 -08:00
Jacques Pienaar 2697e8bc1e [mlir] Update generic op ebnf to include region
Summary: Optional regions are supported in the generic op print/parse form, update the docs to match.

Differential Revision: https://reviews.llvm.org/D74061
2020-02-05 13:16:28 -08:00
Stephen Neuendorffer 7b7e505813 [MLIR] Break cyclic dependencies with MLIRAnalysis
Summary:

MLIRAnalysis depended on MLIRVectorOps
MLIRVectorOps depended on MLIRAnalysis for Loop information.

Both of these can be solved by factoring out libraries related to loop
analysis into their own library. The new MLIRLoopAnalysis might be
better off with the Loop Dialect in the future.

Reviewers: nicolasvasilache, rriddle!, mehdi_amini

Reviewed By: mehdi_amini

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

Tags: #llvm

Differential Revision: https://reviews.llvm.org/D73655
2020-02-05 11:27:28 -08:00
Stephen Neuendorffer b692f43e42 [MLIR] Rename MemRefBoundCheck.cpp -> TestMemRefBoundCheck.cpp
Summary:

This makes it consistent with other test passes.

Reviewers: rriddle

Reviewed By: rriddle

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

Tags: #llvm

Differential Revision: https://reviews.llvm.org/D74068
2020-02-05 11:27:09 -08:00
Stephen Neuendorffer b3dd31711a [MLIR] Move test passes out of lib/Analysis
Summary:

This breaks a cyclic library dependency where MLIRPass used the verifier
in MLIRAnalysis, but MLIRAnalysis also contained passes used for testing.
The presence of the test passes here is archaeology, predating
test/lib/Transform.

Reviewers: rriddle

Reviewed By: rriddle

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

Tags: #llvm

Differential Revision: https://reviews.llvm.org/D74067
2020-02-05 11:26:49 -08:00
River Riddle c1bcdb935a [mlir][ODS] Add documentation for the declarative assembly format.
Summary: This details the structure of the format, it's requirements, and gives a few examples.

Differential Revision: https://reviews.llvm.org/D73983
2020-02-05 10:29:46 -08:00
Stephan Herhut 921d4e7c8d [MLIR][GPU] Fix build files for mlir-opt.
The recent refactoring of build files broke building with the MIR CUDA
integration enabled. This fixes it by adding some additional
dependencies to mlir-opt.

Differential Revision: https://reviews.llvm.org/D74041
2020-02-05 17:13:48 +00:00
Stephan Herhut e1e09f0ce6 [MLIR] Add mapping based on ValueRange to BlockAndValueMapper.
Summary:
It is often needed to map entire ranges rather than single values. To avoid
writing the same for loop every time, I have added an overload to the map
method.

Differential Revision: https://reviews.llvm.org/D73894
2020-02-05 15:48:13 +01:00
Kern Handa b8004b7308 [mlir] Mark the MLIR tools for installation in CMake
This binplaces `mlir-translate`, `mlir-cuda-runner`, and `mlir-cpu-runner` when building the CMake install target.

Differential Revision: https://reviews.llvm.org/D73986
2020-02-05 03:42:57 +00:00
Lei Zhang 13b197c7d1 [mlir][spirv] Add dialect-specific attribute for target environment
We were using normal dictionary attribute for target environment
specification. It becomes cumbersome with more and more fields.
This commit changes the modelling to a dialect-specific attribute,
where we can have control over its storage and assembly form.

Differential Revision: https://reviews.llvm.org/D73959
2020-02-04 21:33:13 -05:00
Dimitry Andric 31fd112eb4 Fix x86 32bits MLIR build (NFC)
This is fixing a build error:

error: non-constant-expression cannot be narrowed from type 'unsigned int' to 'Region::iterator::difference_type' (aka 'int') in initializer list

Fix pr44767
2020-02-04 23:58:58 +00:00
River Riddle f0fb09c33e [mlir] Print types to the OpAsmPrinter instead of the raw_ostream.
This allows for reusing the internal state of the printer, which is more
efficient and also allows for using type aliases
2020-02-04 12:17:14 -08:00
aartbik 3c7e9c34b3 [mlir] [VectorOps] refined description of vector.contract
Summary:
A few details were missing in the description. These
changes makes the documented code "compile".

Reviewers: nicolasvasilache, andydavis1

Reviewed By: nicolasvasilache, andydavis1

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

Tags: #llvm

Differential Revision: https://reviews.llvm.org/D73923
2020-02-04 11:18:30 -08:00
Jacques Pienaar 28cd54cdbb [mlir] Fix clang 5 warning for missing braces 2020-02-04 10:35:47 -08:00
Stephen Neuendorffer d7cbef2714 [MLIR] Fixes for shared library dependencies.
Summary:

This patch is a step towards enabling BUILD_SHARED_LIBS=on, which
builds most libraries as DLLs instead of statically linked libraries.
The main effect of this is that incremental build times are greatly
reduced, since usually only one library need be relinked in response
to isolated code changes.

The bulk of this patch is fixing incorrect usage of cmake, where library
dependencies are listed under add_dependencies rather than under
target_link_libraries or under the LINK_LIBS tag.  Correct usage should be
like this:

add_dependencies(MLIRfoo MLIRfooIncGen)
target_link_libraries(MLIRfoo MLIRlib1 MLIRlib2)

A separate issue is that in cmake, dependencies between static libraries
are automatically included in dependencies.  In the above example, if MLIBlib1
depends on MLIRlib2, then it is sufficient to have only MLIRlib1 in the
target_link_libraries.  When compiling with shared libraries, it is necessary
to have both MLIRlib1 and MLIRlib2 specified if MLIRfoo uses symbols from both.

Reviewers: mravishankar, antiagainst, nicolasvasilache, vchuravy, inouehrs, mehdi_amini, jdoerfert

Reviewed By: nicolasvasilache, mehdi_amini

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

Tags: #llvm

Differential Revision: https://reviews.llvm.org/D73653
2020-02-04 08:56:37 -08:00
Lei Zhang aad352f77c [mlir][spirv] Wrap debug-only method in #ifndef NDEBUG 2020-02-04 08:57:29 -05:00
Alexander Belyaev baecae838d [Linalg] Add tiling of Linalg to parallel loops.
Differential Revision: https://reviews.llvm.org/D73955
2020-02-04 14:51:19 +01:00
Lei Zhang 399887c9e4 [mlir][spirv] Add resource limits into target environment
This commit adds two resource limits, max_compute_workgroup_size
and max_compute_workgroup_invocations as resource limits to
the target environment. They are not used at the current moment,
but they will affect the SPIR-V CodeGen. Adding for now to have
a proper target environment modelling.

Differential Revision: https://reviews.llvm.org/D73905
2020-02-04 08:35:19 -05:00
River Riddle abe6d1174d [mlir] Emit a fatal error when the assembly format is invalid
This revision makes sure that errors emitted outside of testing are treated as fatal errors. This avoids the current silent failures that occur when the format is invalid.
2020-02-03 22:14:33 -08:00
River Riddle fbba639517 [mlir][ODS] Refactor BuildableType to use $_builder as part of the format
Summary:
Currently BuildableType is assumed to be preceded by a builder. This prevents constructing types that don't have a callable 'get' method with the builder. This revision reworks the format to be like attribute builders, i.e. by accepting $_builder within the format itself.

Differential Revision: https://reviews.llvm.org/D73736
2020-02-03 21:55:34 -08:00
River Riddle 7ef37a5f99 [mlir] Initial support for type constraints in the declarative assembly format
Summary: This revision add support for accepting a few type constraints, e.g. AllTypesMatch, when inferring types for operands and results. This is used to remove the c++ parsers for several additional operations.

Differential Revision: https://reviews.llvm.org/D73735
2020-02-03 21:55:09 -08:00
Mehdi Amini ea4652ebeb Fix unused variable warning (NFC)
Use isa<> instead of dyn_cast<> when the result isn't used.
2020-02-04 03:38:13 +00:00
Alex Zinenko 3b4d24d770 [mlir] Accept an LLVM::LLVMFuncOp in the builder of LLVM::CallOp
Summary:
Replace the generic zero- and one-result builders in LLVM::CallOp with a custom
builder that takes an LLVMFuncOp, which can be used to extract the result type
and create the symbol reference attribute. This is merely a convenience for
upcoming changes. The ODS-generated builders remain present.

Introduce LLVM::LLVMType::isVoidTy by analogy with the underlying LLVM type.

Differential Revision: https://reviews.llvm.org/D73895
2020-02-03 22:28:17 +01:00
Alexander Belyaev 0da755df85 [MLIR][Linalg] Use GenericLoopNestRangeBuilder in tiling code.
Preparation for adding support for tiling to parallel loops.

Differential Revision: https://reviews.llvm.org/D73872
2020-02-03 21:10:39 +01:00
Alexander Belyaev eda6b2e2b3 [MLIR][Linalg] Allow fusion of more than 2 linalg ops.
LinalgDependenceGraph was not updated after successful producer-consumer
fusion for linalg ops. In this patch it is fixed by reconstructing
LinalgDependenceGraph on every iteration. This is very ineffective and
should be improved by updating LDGraph only when it is necessary.
2020-02-03 21:00:23 +01:00
Alex Zinenko e0ea706a59 [mlir] ConvertStandardToLLVM: do not rely on command line options internally
The patterns for converting `std.alloc` and `std.dealoc` can be configured to
use `llvm.alloca` instead of calling `malloc` and `free`. This configuration
has been only possible through a command-line flag, despite the presence of a
(misleading) parameter in the pass constructor. Use the parameter instead and
only initalize it from the command line flags if the pass is constructed from
the mlir-opt registration.
2020-02-03 13:50:41 +01:00
Alex Zinenko f3fa4a34b6 [mlir] Drop customization hooks from StandardToLLVM conversion
Summary:
These hooks were originally introduced to support passes deriving the
StandardToLLVM conversion, in particular converting types from different
dialects to LLVM types in a single-step conversion. They are no longer in use
since the pass and conversion infrastructure has evolved sufficiently to make
defining new passes with exactly the same functionality simple through the use
of populate* functions, conversion targets and type converters. Remove the
hooks. Any users of this hooks can call the dialect conversion infrastructure
directly instead, which is likely to require less LoC than these hooks.

Differential Revision: https://reviews.llvm.org/D73795
2020-02-03 13:26:17 +01:00
Marius Brehler 9adbb6c468 [mlir] Fix link to 'Getting started with MLIR'
The link in the toy example pointed to the 'tensorflow/mlir' repo and is
replaced with https://mlir.llvm.org.

Differential Revision: https://reviews.llvm.org/D73770
2020-02-03 13:01:22 +01:00
Alexander Belyaev 3dcc1fc61b [MLIR][Linalg] Lower linalg.generic to ploops.
Differential Revision: https://reviews.llvm.org/D73684
2020-02-03 11:52:23 +01:00
Stephan Herhut 283b5e733d [MLIR] Make gpu.launch implicitly capture uses of values defined above.
Summary:
In the original design, gpu.launch required explicit capture of uses
and passing them as operands to the gpu.launch operation. This was
motivated by infrastructure restrictions rather than design. This
change lifts the requirement and removes the concept of kernel
arguments from gpu.launch. Instead, the kernel outlining
transformation now does the explicit capturing.

This is a breaking change for users of gpu.launch.

Differential Revision: https://reviews.llvm.org/D73769
2020-02-03 10:08:48 +01:00
Kazuaki Ishizaki 549588698f [mlir] NFC: Fix trivial typo in comment
Summary: Also, an exercise to merge this into the master myself after a reviewer gives LGTM.

Reviewers: nicolasvasilache, mehdi_amini

Reviewed By: mehdi_amini

Subscribers: Joonsoo, 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/D73432
2020-02-03 17:39:56 +09:00
Nicolas Vasilache 34cd354ea9 [mlir][Linalg][doc] Add Design Document for the Linalg Dialect
Summary: This revision adds a Rationale for the Linalg Dialect

Reviewers: rriddle, mehdi_amini, ftynse, albertcohen

Reviewed By: albertcohen

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

Tags: #llvm

Differential Revision: https://reviews.llvm.org/D73595
2020-02-02 14:55:35 -05:00
Nicolas Vasilache ff50c8dcef Revert "[mlir][Linalg][doc] Add Design Document for the Linalg Dialect"
This reverts commit 1d58a7c82f.
2020-02-02 14:55:35 -05:00
Jacques Pienaar c4b4c0c47c [mlir] Expand shape functions in ShapeInference doc
Summary:
Start filling in some requirements for the shape function descriptions
that will be used to derive shape computations. This requiement part may
later be reworked to be part of the "context" section of shape dialect. Without
examples this may be a bit too abstract but I hope not (given mappings to
existing shape functions).

Differential Revision: https://reviews.llvm.org/D73572
2020-02-01 14:44:38 -08:00
Jacques Pienaar 1544cf2d7c [mlir] Fix errors in release & no-assert
Seen on gcc 8, in release mode & assertions off warnings about logger,
made all statements referencing logger inside LLVM_DEBUG blocks and
ifdef a few variables only used in debug.

This is mechanical fix to get CI green.
2020-02-01 08:57:01 -08:00
Nicolas Vasilache dc1d43cfa0 [mlir][Linalg] NFC - Cleanup and split input file for roundtrip.mlir 2020-01-31 22:01:56 -05:00
Diego Caballero e5aaf30cf1 [mlir] Introduce bare ptr calling convention for MemRefs in LLVM dialect
Summary:
This patch introduces an alternative calling convention for
MemRef function arguments in LLVM dialect. It converts MemRef
function arguments to LLVM bare pointers to the MemRef element
type instead of creating a MemRef descriptor. Bare pointers are
then promoted to a MemRef descriptors at the beginning of the
function. This calling convention is only enabled with a flag.

Reviewers: ftynse, bondhugula, nicolasvasilache, rriddle, mehdi_amini

Reviewed By: ftynse, rriddle, mehdi_amini

Subscribers: Joonsoo, flaub, merge_guards_bot, jholewinski, mehdi_amini, rriddle, jpienaar, burmako, shauheen, antiagainst, csigg, arpith-jacob, mgester, lucyrfox, herhut, aartbik, liufengdb, llvm-commits

Tags: #llvm

Differential Revision: https://reviews.llvm.org/D72802
2020-01-31 15:19:38 -08:00
River Riddle 75c328179e [mlir][DialectConversion] Remove invalid NDEBUG wrapper.
The functions are used, but empty when NDEBUG is set.
2020-01-31 13:26:49 -08:00
Nicolas Vasilache 6f0229bc71 [mlir][EDSC] NFC - Cleanups to builder-api-test.cpp
This revision does the following post-commit cleanups:
1. don't use -1 magic constants,
2. drop commented out old test that does not belong here,
3. reformat and add a proper clang-format off on a CHECK directive.
2020-01-31 16:15:22 -05:00
Nicolas Vasilache f9fa9e1f0e [mlir][Linalg] Adding support for linalg_matmul with tensors.
Summary:
This revision provides 2 versions of matmul with tensors to account for the differences in buffer vs value semantics:
1. `C(i, j) = sum_{r_k} A(i, r_k) * B(r_k, j)`
2. `D(i, j) = C(i, j) + sum_{r_k} A(i, r_k) * B(r_k, j)`

Reviewers: ftynse

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

Tags: #llvm

Differential Revision: https://reviews.llvm.org/D73796
2020-01-31 16:02:21 -05:00
River Riddle 4948b8b3cf [mlir][NFC] Refactor DialectConversion debug logging
Summary:
This revision beefs up the debug logging within dialect conversion. Given the nature of multi-level legalization, and legalization in general, it is one of the harder pieces of infrastructure to debug. This revision adds nice formatting to make the output log easier to parse:

```
Legalizing operation : 'std.constant'(0x608000002420) {
  * Fold {
  } -> FAILURE : unable to fold

  * Pattern : 'std.constant -> ()' {
  } -> FAILURE : pattern failed to match

  * Pattern : 'std.constant -> ()' {
  } -> FAILURE : pattern failed to match

  * Pattern : 'std.constant -> (spv.constant)' {
    ** Insert  : 'spv.constant'(0x608000002c20)
    ** Replace : 'std.constant'(0x608000002420)

    //===-------------------------------------------===//
    Legalizing operation : 'spv.constant'(0x608000002c20) {
    } -> SUCCESS : operation marked legal by the target
    //===-------------------------------------------===//
  } -> SUCCESS : pattern applied successfully
} -> SUCCESS
```

Differential Revision: https://reviews.llvm.org/D73747
2020-01-31 12:07:17 -08:00
aartbik c8fc76a99b [mlir] [VectorOps] fixed bug in vector.insert_strided_slice lowering
Summary:
Rationale:
When lowering to LLVM for different rank insert (n vs k), the offset
arrays needs to drop one dimension (becomes n-1), but the strides
array needs to be preserved (remains k). With regression test.
Note that this example was actually in the documentation, so
extra important to do it right :-)

Reviewers: nicolasvasilache, andydavis1, ftynse

Reviewed By: nicolasvasilache, ftynse

Subscribers: Joonsoo, 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/D73733
2020-01-31 11:29:46 -08:00
Alex Zinenko 23ccc055c7 [mlir] Remove the dependency of StdToLLVM on LoopToStd
This is a leftover of a temporary state where loop operations were in Standard
dialect.
2020-01-31 19:47:33 +01:00
Alex Zinenko 9dfcddfaae [mlir] Linalg tiling: generate code avoding out-of-bounds accesses
Summary:
After the `subview` operation was migrated from Linalg to Standard, it changed
semantics and does not guarantee the absence of out-of-bounds accesses through
the created view anymore. Compute the size of the subview to make sure it
always fits within the view (subviews in last iterations of the loops may be
smaller than those in other iterations).

Differential Revision: https://reviews.llvm.org/D73614
2020-01-31 19:43:47 +01:00
Lei Zhang df71000d7d [mlir][spirv] Convert linalg.generic for reduction to SPIR-V ops
This commit adds a pattern to lower linalg.generic for reduction
to spv.GroupNonUniform* ops. Right now this only supports integer
reduction on 1-D input memref. Shader entry point ABI is queried
to make sure that the input memref's shape matches the local
workgroup's invocation configuration. This makes sure that the
workload fits in one local workgroup so that we can leverage
SPIR-V group non-uniform operations.

linglg.generic is a structured op that preserves the right level
of information. It is easier to recognize reduction at this level
than performing analysis on loops.

This commit also exposes `getElementPtr` in SPIRVLowering.h given
that it's a generally useful utility function.

Differential Revision: https://reviews.llvm.org/D73437
2020-01-31 09:37:04 -05:00
Stephan Herhut 84695dd4d7 Fix conversion of loops to GPU with no block/thread dimensions.
Summary:
The current code assumes that one always maps at least one loop to block
dimensions and at least one loop to thread dimensions. If either is not
the case, a loop would get mapped twice.

Differential Revision: https://reviews.llvm.org/D73685
2020-01-31 11:00:28 +01:00
Tim Shen 3ccaac3cdd [mlir] Add MemRefTypeBuilder and refactor some MemRefType::get().
The refactored MemRefType::get() calls all intend to clone from another
memref type, with some modifications. In fact, some calls dropped memory space
during the cloning. Migrate them to the cloning API so that nothing gets
dropped if they are not explicitly listed.

It's close to NFC but not quite, as it helps with propagating memory spaces in
some places.

Differential Revision: https://reviews.llvm.org/D73296
2020-01-30 23:30:46 -08:00
Alex Zinenko eb67bd78dc [mlir] LLVM dialect: Generate conversions between EnumAttrCase and LLVM API
Summary:
MLIR materializes various enumeration-based LLVM IR operands as enumeration
attributes using ODS. This requires bidirectional conversion between different
but very similar enums, currently hardcoded. Extend the ODS modeling of
LLVM-specific enumeration attributes to include the name of the corresponding
enum in the LLVM C++ API as well as the names of specific enumerants. Use this
new information to automatically generate the conversion functions between enum
attributes and LLVM API enums in the two-way conversion between the LLVM
dialect and LLVM IR proper.

Differential Revision: https://reviews.llvm.org/D73468
2020-01-30 21:54:56 +01:00
River Riddle 389b126210 [mlir][NFC] Update several SPIRV operations to use declarative parsers.
Differential Revision: https://reviews.llvm.org/D73504
2020-01-30 11:43:41 -08:00
River Riddle 528adb2e48 [mlir][NFC] Use declarative format for several operations in LLVM and Linalg dialects
Differential Revision: https://reviews.llvm.org/D73503
2020-01-30 11:43:41 -08:00
River Riddle 82170d5619 [mlir] Update various operations to declaratively specify their assembly format.
Summary:
This revision switches over many operations to use the declarative methods for defining the assembly specification. This updates operations in the NVVM, ROCDL, Standard, and VectorOps dialects.

Differential Revision: https://reviews.llvm.org/D73407
2020-01-30 11:43:40 -08:00
River Riddle 1c158d0f90 [mlir] Add support for generating the parser/printer from the declarative operation format.
Summary:
This revision add support, and testing, for generating the parser and printer from the declarative operation format.

Differential Revision: https://reviews.llvm.org/D73406
2020-01-30 11:43:40 -08:00
River Riddle b3a1d09c1c [mlir] Add initial support for parsing a declarative operation assembly format
Summary:
This is the first revision in a series that adds support for declaratively specifying the asm format of an operation. This revision
focuses solely on parsing the format. Future revisions will add support for generating the proper parser/printer, as well as
transitioning the syntax definition of many existing operations.

This was originally proposed here:
https://llvm.discourse.group/t/rfc-declarative-op-assembly-format/340

Differential Revision: https://reviews.llvm.org/D73405
2020-01-30 11:43:40 -08:00
Lubomir Litchev fcabccd3d9 [MLIR] Add the sqrt operation to mlir.
Summary: Add and pipe through the sqrt operation for Standard and LLVM dialects.

Reviewers: nicolasvasilache, ftynse

Reviewed By: ftynse

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

Tags: #llvm

Differential Revision: https://reviews.llvm.org/D73571
2020-01-30 08:07:38 -08:00
Alex Zinenko fdc496a3d3 [mlir] EnumsGen: dissociate string form of integer enum from C++ symbol name
Summary:
In some cases, one may want to use different names for C++ symbol of an
enumerand from its string representation. In particular, in the LLVM dialect
for, e.g., Linkage, we would like to preserve the same enumerand names as LLVM
API and the same textual IR form as LLVM IR, yet the two are different
(CamelCase vs snake_case with additional limitations on not being a C++
keyword).

Modify EnumAttrCaseInfo in OpBase.td to include both the integer value and its
string representation. By default, this representation is the same as C++
symbol name. Introduce new IntStrAttrCaseBase that allows one to use different
names. Exercise it for LLVM Dialect Linkage attribute. Other attributes will
follow as separate changes.

Differential Revision: https://reviews.llvm.org/D73362
2020-01-30 17:04:00 +01:00
Denis Khalikov 4801522432 [mlir][spirv] Add GroupNonUniform min and max operations.
Add GroupNonUniform atihtmetic operations: FMax, FMin, SMax, SMin,
UMax, UMin.

Differential Revision: https://reviews.llvm.org/D73563
2020-01-30 10:25:15 -05:00
Julian Gross addc27bc43 Changed wrong ROCDL instructions in GPU lowering.
Summary:
In the scope of the lowering phase from GPU to ROCDL, the intructions for the conversion patterns seems to be wrong.
According to https://github.com/ROCm-Developer-Tools/HIP/blob/master/include/hip/hcc_detail/math_fwd.h the instructions need two underscores in the beginning instead of one.

Reviewers: nicolasvasilache, herhut, rriddle

Reviewed By: herhut, rriddle

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

Tags: #llvm

Differential Revision: https://reviews.llvm.org/D73535
2020-01-30 15:37:00 +01:00
Alexander Belyaev 9109cccb4f [Linalg] Format Linalg/fusion.mlir.
Differential Revision: https://reviews.llvm.org/D73689
2020-01-30 14:17:52 +01:00
Shraiysh Vaishay d242aa245c [MLIR] Added llvm.invoke and llvm.landingpad
Summary:
I have tried to implement `llvm.invoke` and `llvm.landingpad`.

  # `llvm.invoke` is similar to `llvm.call` with two successors added, the first one is the normal label and the second one is unwind label.
  # `llvm.launchpad` takes a variable number of args with either `catch` or `filter` associated with them. Catch clauses are not array types and filter clauses are array types. This is same as the criteria used by LLVM (4f82af81a0/llvm/include/llvm/IR/Instructions.h (L2866))

Examples:
LLVM IR
```
define i32 @caller(i32 %a) personality i8* bitcast (i32 (...)* @__gxx_personality_v0 to i8*) {
    invoke i32 @foo(i32 2) to label %success unwind label %fail

  success:
    ret i32 2

  fail:
    landingpad {i8*, i32} catch i8** @_ZTIi catch i8** null catch i8* bitcast (i8** @_ZTIi to i8*) filter [1 x i8] [ i8 1 ]
    ret i32 3
}
```
MLIR LLVM Dialect
```
llvm.func @caller(%arg0: !llvm.i32) -> !llvm.i32 {
  %0 = llvm.mlir.constant(3 : i32) : !llvm.i32
  %1 = llvm.mlir.constant("\01") : !llvm<"[1 x i8]">
  %2 = llvm.mlir.addressof @_ZTIi : !llvm<"i8**">
  %3 = llvm.bitcast %2 : !llvm<"i8**"> to !llvm<"i8*">
  %4 = llvm.mlir.null : !llvm<"i8**">
  %5 = llvm.mlir.addressof @_ZTIi : !llvm<"i8**">
  %6 = llvm.mlir.constant(2 : i32) : !llvm.i32
  %7 = llvm.invoke @foo(%6) to ^bb1 unwind ^bb2 : (!llvm.i32) -> !llvm.i32
^bb1:	// pred: ^bb0
  llvm.return %6 : !llvm.i32
^bb2:	// pred: ^bb0
  %8 = llvm.landingpad (catch %5 : !llvm<"i8**">) (catch %4 : !llvm<"i8**">) (catch %3 : !llvm<"i8*">) (filter %1 : !llvm<"[1 x i8]">) : !llvm<"{ i8*, i32 }">
  llvm.return %0 : !llvm.i32
}
```

Signed-off-by: Shraiysh Vaishay <cs17btech11050@iith.ac.in>

Differential Revision: https://reviews.llvm.org/D72006
2020-01-30 12:55:28 +01:00
Stephan Herhut 2692751895 Add 'gpu.terminator' operation.
Summary:
The 'gpu.terminator' operation is used as the terminator for the
regions of gpu.launch. This is to disambugaute them from the
return operation on 'gpu.func' functions.

This is a breaking change and users of the gpu dialect will need
to adapt their code when producting 'gpu.launch' operations.

Reviewers: nicolasvasilache

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

Tags: #llvm

Differential Revision: https://reviews.llvm.org/D73620
2020-01-30 12:41:41 +01:00
River Riddle 6b9e2be8ec [mlir][NFC] Explicitly initialize dynamic legality when setting op
action.
2020-01-30 00:21:32 -08:00
aartbik 228ea1a46c [mlir] [VectorOps] consolidate all vector utilities to one header/cc file
Reviewers: nicolasvasilache, andydavis1, dcaballe

Reviewed By: andydavis1, dcaballe

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

Tags: #llvm

Differential Revision: https://reviews.llvm.org/D73593
2020-01-29 15:42:08 -08:00
Benjamin Kramer c2b7e4e88a Rewrite test not to rely on StrEq with StringRef
StrEq has some magic inside that should do the explicit conversion from
StringRef to std::string, but apparently this doesn't work with GCC 5.

Just use EXPECT_EQ, it does the same thing with less magic.
2020-01-29 21:43:08 +01:00
Sean Silva 9accbd58fb Add IntegerAttr::verifyConstructionInvariants.
Summary:
This will help catch improper use of the MLIR API's. In particular, this
catches an error that was manifesting as nondeterministic assertion
failures (the nondeterminism was due to the failure happening only when the
StorageUniquer's DenseMap's probing happened to compare two specific
keys).

No test. The fact that all the existing tests pass with this additional
invariant gives confidence that it is correct/useful.

Differential Revision: https://reviews.llvm.org/D73645
2020-01-29 12:22:51 -08:00
Nicolas Vasilache ea1e3369f7 [mlir][Linalg] Introduce folding patterns to remove certain MemRefCastOp
Summary:
Canonicalization and folding patterns in StandardOps may interfere with the needs
of Linalg. This revision introduces specific foldings for dynamic memrefs that can
be proven to be static.

Very concretely:

Determines whether it is possible to fold it away in the parent Linalg op:

```mlir
  %1 = memref_cast %0 : memref<8x16xf32> to memref<?x?xf32>
  %2 = linalg.slice %1 ... : memref<?x?xf32> ...
  // or
  %1 = memref_cast %0 : memref<8x16xf32, affine_map<(i, j)->(16 * i + j)>>
         to memref<?x?xf32>
  linalg.generic(%1 ...) : memref<?x?xf32> ...
```

into

```mlir
  %2 = linalg.slice %0 ... : memref<8x16xf32> ...
  // or
  linalg.generic(%0 ... : memref<8x16xf32, affine_map<(i, j)->(16 * i + j)>>
```

Reviewers: ftynse, aartbik, jsetoain, tetuante, asaadaldien

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

Tags: #llvm

Differential Revision: https://reviews.llvm.org/D73565
2020-01-29 09:52:51 -05:00
David Truby 63c8972562 [MLIR] Add OpenMP dialect with barrier operation
Summary:
Barrier is a simple operation that takes no arguments and returns
nothing, but implies a side effect (synchronization of all threads)

Reviewers: jdoerfert

Subscribers: mgorny, guansong, mehdi_amini, rriddle, jpienaar, burmako, shauheen, antiagainst, nicolasvasilache, arpith-jacob, mgester, lucyrfox, llvm-commits

Tags: #llvm

Differential Revision: https://reviews.llvm.org/D72400
2020-01-29 11:34:58 +00:00
Benjamin Kramer bb39b52950 Fix conversions in clang and examples 2020-01-29 02:48:15 +01:00
Benjamin Kramer 5976067d2c A bunch more implicit string conversions that my Clang didn't detect. 2020-01-29 00:30:16 +01:00