[mlir][transform] LISH: Add transform op (#70630)

Add a transform op for loop-invariant subset hoisting. Delete the old
transform op from the Linalg dialect.
This commit is contained in:
Matthias Springer
2023-11-05 11:40:51 +09:00
committed by GitHub
parent f0535c72bf
commit b9fe461e73
19 changed files with 352 additions and 89 deletions

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@@ -2247,56 +2247,6 @@ def ConvertConv2DToImg2ColOp : Op<Transform_Dialect,
}];
}
//===----------------------------------------------------------------------===//
// HoistRedundantTensorSubsetsOp
//===----------------------------------------------------------------------===//
def HoistRedundantTensorSubsetsOp :
Op<Transform_Dialect, "structured.hoist_redundant_tensor_subsets",
[DeclareOpInterfaceMethods<MemoryEffectsOpInterface>,
TransformEachOpTrait,
TransformOpInterface,
ReportTrackingListenerFailuresOpTrait]> {
let description = [{
Hoists supported tensor subset extract/insert operation pairs out of
immediately enclosing loop iteratively, if the following conditions
are true:
1. The 2 ops access the same tensor subset.
2. All operands are invariant under the enclosing loop.
The supported subset extract/insert operation pairs currently comprise:
- tensor.extract_slice / tensor.insert_slice
- vector.transfer_read / vector.transfer_write on tensors
Only scf.for loops are currently supported.
When applied to:
1. an scf.for loop, hoist out of this loop only.
2. a non-loop op, apply hoisting to all the contained loop ops.
#### Return modes:
The operation always succeeds and returns nothing.
}];
let arguments = (ins TransformHandleTypeInterface:$target);
let results = (outs);
let assemblyFormat = [{
$target
attr-dict
`:` functional-type(operands, results)
}];
let extraClassDeclaration = [{
::mlir::DiagnosedSilenceableFailure applyToOne(
::mlir::transform::TransformRewriter &rewriter,
::mlir::Operation *target,
::mlir::transform::ApplyToEachResultList &results,
::mlir::transform::TransformState &state);
}];
}
//===----------------------------------------------------------------------===//
// InsertSliceToCopyOp
//===----------------------------------------------------------------------===//

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@@ -1,3 +1,4 @@
add_subdirectory(IR)
add_subdirectory(LoopExtension)
add_subdirectory(PDLExtension)
add_subdirectory(Transforms)

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@@ -0,0 +1,6 @@
set(LLVM_TARGET_DEFINITIONS LoopExtensionOps.td)
mlir_tablegen(LoopExtensionOps.h.inc -gen-op-decls)
mlir_tablegen(LoopExtensionOps.cpp.inc -gen-op-defs)
add_public_tablegen_target(MLIRTransformDialectLoopExtensionOpsIncGen)
add_mlir_doc(LoopExtensionOps LoopExtensionOps Dialects/ -gen-op-doc)

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@@ -0,0 +1,16 @@
//===- LoopExtension.h - Loop extension for Transform dialect ---*- C++ -*-===//
//
// Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions.
// See https://llvm.org/LICENSE.txt for license information.
// SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception
//
//===----------------------------------------------------------------------===//
namespace mlir {
class DialectRegistry;
namespace transform {
/// Registers the loop extension of the Transform dialect in the given registry.
void registerLoopExtension(DialectRegistry &dialectRegistry);
} // namespace transform
} // namespace mlir

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@@ -0,0 +1,23 @@
//===- LoopExtensionOps.h - Loop ext. for Transform dialect -----*- C++ -*-===//
//
// Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions.
// See https://llvm.org/LICENSE.txt for license information.
// SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception
//
//===----------------------------------------------------------------------===//
#ifndef MLIR_DIALECT_TRANSFORM_LOOPEXTENSION_LOOPEXTENSIONOPS_H
#define MLIR_DIALECT_TRANSFORM_LOOPEXTENSION_LOOPEXTENSIONOPS_H
#include "mlir/Bytecode/BytecodeOpInterface.h"
#include "mlir/Dialect/Transform/IR/TransformDialect.h"
#include "mlir/Dialect/Transform/IR/TransformInterfaces.h"
#include "mlir/IR/OpDefinition.h"
#include "mlir/IR/OpImplementation.h"
#include "mlir/Interfaces/LoopLikeInterface.h"
#include "mlir/Interfaces/SideEffectInterfaces.h"
#define GET_OP_CLASSES
#include "mlir/Dialect/Transform/LoopExtension/LoopExtensionOps.h.inc"
#endif // MLIR_DIALECT_TRANSFORM_LOOPEXTENSION_LOOPEXTENSIONOPS_H

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@@ -0,0 +1,76 @@
//===- LoopExtensionOps.td - Transform dialect operations --*- tablegen -*-===//
//
// Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions.
// See https://llvm.org/LICENSE.txt for license information.
// SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception
//
//===----------------------------------------------------------------------===//
#ifndef MLIR_DIALECT_TRANSFORM_LOOPEXTENSION_LOOPEXTENSIONOPS
#define MLIR_DIALECT_TRANSFORM_LOOPEXTENSION_LOOPEXTENSIONOPS
include "mlir/Dialect/Transform/IR/TransformDialect.td"
include "mlir/Dialect/Transform/IR/TransformInterfaces.td"
include "mlir/Interfaces/SideEffectInterfaces.td"
def HoistLoopInvariantSubsetsOp
: TransformDialectOp<"loop.hoist_loop_invariant_subsets",
[TransformOpInterface, TransformEachOpTrait,
DeclareOpInterfaceMethods<MemoryEffectsOpInterface>,
ReportTrackingListenerFailuresOpTrait]> {
let summary = "Hoist loop invariant subset ops";
let description = [{
This transform hoists loop-invariant subset ops out of the targeted
loop-like op. It looks for matching subset extraction/insertion op pairs and
hoists them. The loop body operates on a newly introduced region iter_arg.
Subset ops are hoisted only from the targeted op. If subset ops should be
hoisted from an entire loop nest, this transformation must be applied to
each loop-like op of the loop nest, starting with the innermost loop and
ending with the outermost loop.
Example:
```
%r = scf.for ... iter_args(%t = %a) -> (tensor<?xf32>) {
%0 = tensor.extract_slice %t[0][5][1] : tensor<?xf32> to tensor<5xf32>
%1 = "test.foo"(%0) : (tensor<5xf32>) -> (tensor<5xf32>)
%2 = tensor.insert_slice %1 into %t[0][5][1]
: tensor<5xf32> into tensor<?xf32>
scf.yield %2 : tensor<?xf32>
}
```
Is transformed to:
```
%0 = tensor.extract_slice %a[0][5][1] : tensor<?xf32> to tensor<5xf32>
%new_loop:2 = scf.for ... iter_args(%t = %a, %h = %0) -> (tensor<?xf32>) {
%1 = "test.foo"(%h) : (tensor<5xf32>) -> (tensor<5xf32>)
scf.yield %t, %2 : tensor<?xf32>, tensor<5xf32>
}
%r = tensor.insert_slice %new_loop#1 into %new_loop#0
: tensor<5xf32> into tensor<?xf32>
```
Subset ops are hoisted only if there are no conflicting subset ops. E.g.,
if there were a second overlapping extraction in the above example, no ops
could be hoisted safely.
This transform reads the target handle and modifies the payload. This
transform does not invalidate any handles, but loop-like ops are replaced
with new loop-like ops when a subset op is hoisted. The transform rewriter
updates all handles accordingly.
}];
let arguments = (ins TransformHandleTypeInterface:$target);
let results = (outs);
let assemblyFormat = "$target attr-dict `:` type($target)";
let extraClassDeclaration = [{
::mlir::DiagnosedSilenceableFailure applyToOne(
::mlir::transform::TransformRewriter &rewriter,
::mlir::LoopLikeOpInterface loopLikeOp,
::mlir::transform::ApplyToEachResultList &results,
::mlir::transform::TransformState &state);
}];
}
#endif // MLIR_DIALECT_TRANSFORM_LOOPEXTENSION_LOOPEXTENSIONOPS

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@@ -1,4 +1,4 @@
//===- TransformOps.td - Transform dialect operations ------*- tablegen -*-===//
//===- PDLExtensionOps.td - Transform dialect operations ---*- tablegen -*-===//
//
// Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions.
// See https://llvm.org/LICENSE.txt for license information.

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@@ -34,6 +34,7 @@
#include "mlir/Dialect/SCF/TransformOps/SCFTransformOps.h"
#include "mlir/Dialect/SparseTensor/TransformOps/SparseTensorTransformOps.h"
#include "mlir/Dialect/Tensor/TransformOps/TensorTransformOps.h"
#include "mlir/Dialect/Transform/LoopExtension/LoopExtension.h"
#include "mlir/Dialect/Transform/PDLExtension/PDLExtension.h"
#include "mlir/Dialect/Vector/TransformOps/VectorTransformOps.h"
#include "mlir/Target/LLVMIR/Dialect/Builtin/BuiltinToLLVMIRTranslation.h"
@@ -74,6 +75,7 @@ inline void registerAllExtensions(DialectRegistry &registry) {
scf::registerTransformDialectExtension(registry);
sparse_tensor::registerTransformDialectExtension(registry);
tensor::registerTransformDialectExtension(registry);
transform::registerLoopExtension(registry);
transform::registerPDLExtension(registry);
vector::registerTransformDialectExtension(registry);

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@@ -18,6 +18,7 @@ namespace mlir {
class LoopLikeOpInterface;
class Operation;
class Region;
class RewriterBase;
class Value;
/// Given a list of regions, perform loop-invariant code motion. An operation is
@@ -108,7 +109,8 @@ size_t moveLoopInvariantCode(LoopLikeOpInterface loopLike);
/// %r = tensor.insert_slice %new_loop#1 into %new_loop#0
/// : tensor<5xf32> into tensor<?xf32>
/// ```
LoopLikeOpInterface hoistLoopInvariantSubsets(LoopLikeOpInterface loopLike);
LoopLikeOpInterface hoistLoopInvariantSubsets(RewriterBase &rewriter,
LoopLikeOpInterface loopLike);
} // end namespace mlir

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@@ -3163,35 +3163,6 @@ DiagnosedSilenceableFailure transform::ConvertConv2DToImg2ColOp::applyToOne(
return DiagnosedSilenceableFailure::success();
}
//===----------------------------------------------------------------------===//
// HoistRedundantTensorSubsetsOp
//===----------------------------------------------------------------------===//
DiagnosedSilenceableFailure
transform::HoistRedundantTensorSubsetsOp::applyToOne(
transform::TransformRewriter &rewriter, Operation *target,
transform::ApplyToEachResultList &results,
transform::TransformState &state) {
auto forOp = dyn_cast<scf::ForOp>(target);
if (forOp) {
linalg::hoistRedundantSubsetExtractInsert(rewriter, forOp);
return DiagnosedSilenceableFailure::success();
}
// TODO: walking in some reverse / inside-out order would be more efficient
// and would capture more cases.
target->walk([&](scf::ForOp forOp) {
hoistRedundantSubsetExtractInsert(rewriter, forOp);
});
return DiagnosedSilenceableFailure::success();
}
void transform::HoistRedundantTensorSubsetsOp::getEffects(
SmallVectorImpl<MemoryEffects::EffectInstance> &effects) {
transform::onlyReadsHandle(getTarget(), effects);
transform::modifiesPayload(effects);
}
//===----------------------------------------------------------------------===//
// InsertSliceToCopyOp
//===----------------------------------------------------------------------===//

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@@ -1,4 +1,5 @@
add_subdirectory(IR)
add_subdirectory(LoopExtension)
add_subdirectory(PDLExtension)
add_subdirectory(Transforms)
add_subdirectory(Utils)

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@@ -0,0 +1,13 @@
add_mlir_dialect_library(MLIRTransformLoopExtension
LoopExtension.cpp
LoopExtensionOps.cpp
DEPENDS
MLIRTransformDialectLoopExtensionOpsIncGen
LINK_LIBS PUBLIC
MLIRIR
MLIRLoopLikeInterface
MLIRTransformDialect
MLIRTransforms
)

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@@ -0,0 +1,34 @@
//===- LoopExtension.cpp - Loop extension for the Transform dialect -------===//
//
// Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions.
// See https://llvm.org/LICENSE.txt for license information.
// SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception
//
//===----------------------------------------------------------------------===//
#include "mlir/Dialect/Transform/LoopExtension/LoopExtension.h"
#include "mlir/Dialect/Transform/IR/TransformDialect.h"
#include "mlir/Dialect/Transform/LoopExtension/LoopExtensionOps.h"
#include "mlir/IR/DialectRegistry.h"
using namespace mlir;
namespace {
/// Loop extension of the Transform dialect. This provides "core" transform
/// operations for loop-like ops.
class LoopExtension
: public transform::TransformDialectExtension<LoopExtension> {
public:
void init() {
registerTransformOps<
#define GET_OP_LIST
#include "mlir/Dialect/Transform/LoopExtension/LoopExtensionOps.cpp.inc"
>();
}
};
} // namespace
void mlir::transform::registerLoopExtension(DialectRegistry &dialectRegistry) {
dialectRegistry.addExtensions<LoopExtension>();
}

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@@ -0,0 +1,36 @@
//===- LoopExtensionOps.cpp - Loop extension for the Transform dialect ----===//
//
// Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions.
// See https://llvm.org/LICENSE.txt for license information.
// SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception
//
//===----------------------------------------------------------------------===//
#include "mlir/Dialect/Transform/LoopExtension/LoopExtensionOps.h"
#include "mlir/IR/OpImplementation.h"
#include "mlir/IR/PatternMatch.h"
#include "mlir/Transforms/LoopInvariantCodeMotionUtils.h"
using namespace mlir;
#define GET_OP_CLASSES
#include "mlir/Dialect/Transform/LoopExtension/LoopExtensionOps.cpp.inc"
//===----------------------------------------------------------------------===//
// HoistLoopInvariantSubsetsOp
//===----------------------------------------------------------------------===//
DiagnosedSilenceableFailure transform::HoistLoopInvariantSubsetsOp::applyToOne(
transform::TransformRewriter &rewriter, LoopLikeOpInterface loopLikeOp,
transform::ApplyToEachResultList &results,
transform::TransformState &state) {
hoistLoopInvariantSubsets(rewriter, loopLikeOp);
return DiagnosedSilenceableFailure::success();
}
void transform::HoistLoopInvariantSubsetsOp::getEffects(
SmallVectorImpl<MemoryEffects::EffectInstance> &effects) {
transform::onlyReadsHandle(getTarget(), effects);
transform::modifiesPayload(effects);
}

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@@ -12,6 +12,7 @@
#include "mlir/Transforms/Passes.h"
#include "mlir/IR/PatternMatch.h"
#include "mlir/Interfaces/LoopLikeInterface.h"
#include "mlir/Interfaces/SideEffectInterfaces.h"
#include "mlir/Transforms/LoopInvariantCodeMotionUtils.h"
@@ -47,11 +48,12 @@ void LoopInvariantCodeMotion::runOnOperation() {
}
void LoopInvariantSubsetHoisting::runOnOperation() {
IRRewriter rewriter(getOperation()->getContext());
// Walk through all loops in a function in innermost-loop-first order. This
// way, we first hoist from the inner loop, and place the ops in the outer
// loop, which in turn can be further hoisted from.
getOperation()->walk([&](LoopLikeOpInterface loopLike) {
(void)hoistLoopInvariantSubsets(loopLike);
(void)hoistLoopInvariantSubsets(rewriter, loopLike);
});
}

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@@ -311,12 +311,12 @@ MatchingSubsets::populateSubsetOpsAtIterArg(LoopLikeOpInterface loopLike,
/// loop-like op and index into loop-invariant subset locations. Return the
/// newly created loop op (that has extra iter_args) or the original loop op if
/// nothing was hoisted.
static LoopLikeOpInterface hoistSubsetAtIterArg(LoopLikeOpInterface loopLike,
static LoopLikeOpInterface hoistSubsetAtIterArg(RewriterBase &rewriter,
LoopLikeOpInterface loopLike,
BlockArgument iterArg) {
assert(iterArg.getOwner()->getParentOp() == loopLike && "invalid iter_arg");
auto it = llvm::find(loopLike.getRegionIterArgs(), iterArg);
int64_t iterArgIdx = std::distance(loopLike.getRegionIterArgs().begin(), it);
IRRewriter rewriter(loopLike.getContext());
MatchingSubsets subsets;
if (failed(subsets.populateSubsetOpsAtIterArg(loopLike, iterArg)))
return loopLike;
@@ -367,11 +367,12 @@ static LoopLikeOpInterface hoistSubsetAtIterArg(LoopLikeOpInterface loopLike,
OpResult newLoopResult = loopLike.getLoopResults()->back();
extractionOp->moveBefore(loopLike);
insertionOp->moveAfter(loopLike);
insertionOp.getUpdatedDestination().replaceAllUsesWith(
insertionOp.getDestinationOperand().get());
rewriter.replaceAllUsesWith(insertionOp.getUpdatedDestination(),
insertionOp.getDestinationOperand().get());
extractionOp.getSourceOperand().set(
loopLike.getTiedLoopInit(iterArg)->get());
loopResult.replaceAllUsesWith(insertionOp.getUpdatedDestination());
rewriter.replaceAllUsesWith(loopResult,
insertionOp.getUpdatedDestination());
insertionOp.getSourceOperand().set(newLoopResult);
insertionOp.getDestinationOperand().set(loopResult);
}
@@ -381,13 +382,15 @@ static LoopLikeOpInterface hoistSubsetAtIterArg(LoopLikeOpInterface loopLike,
}
LoopLikeOpInterface
mlir::hoistLoopInvariantSubsets(LoopLikeOpInterface loopLike) {
mlir::hoistLoopInvariantSubsets(RewriterBase &rewriter,
LoopLikeOpInterface loopLike) {
// Note: As subset ops are getting hoisted, the number of region iter_args
// increases. This can enable further hoisting opportunities on the new
// iter_args.
for (int64_t i = 0;
i < static_cast<int64_t>(loopLike.getRegionIterArgs().size()); ++i) {
loopLike = hoistSubsetAtIterArg(loopLike, loopLike.getRegionIterArgs()[i]);
loopLike = hoistSubsetAtIterArg(rewriter, loopLike,
loopLike.getRegionIterArgs()[i]);
}
return loopLike;
}

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@@ -0,0 +1,78 @@
// RUN: mlir-opt %s --transform-interpreter --split-input-file \
// RUN: --verify-diagnostics | FileCheck %s
// UNSUPPORTED: target=aarch64-pc-windows-msvc
// CHECK-LABEL: func @test_loop_invariant_subset_hoisting(
// CHECK-SAME: %[[arg:.*]]: tensor<?xf32>
func.func @test_loop_invariant_subset_hoisting(%arg: tensor<?xf32>) -> tensor<?xf32> {
%lb = "test.foo"() : () -> (index)
%ub = "test.foo"() : () -> (index)
%step = "test.foo"() : () -> (index)
// CHECK: %[[extract:.*]] = tensor.extract_slice %[[arg]]
// CHECK: %[[for:.*]]:2 = scf.for {{.*}} iter_args(%[[t:.*]] = %[[arg]], %[[hoisted:.*]] = %[[extract]])
// expected-remark @below{{new loop op}}
%0 = scf.for %iv = %lb to %ub step %step iter_args(%t = %arg) -> (tensor<?xf32>) {
%1 = tensor.extract_slice %t[0][5][1] : tensor<?xf32> to tensor<5xf32>
// CHECK: %[[foo:.*]] = "test.foo"(%[[hoisted]])
%2 = "test.foo"(%1) : (tensor<5xf32>) -> (tensor<5xf32>)
// Obfuscate the IR by inserting at offset %sub instead of 0; both of them
// have the same value.
%3 = tensor.insert_slice %2 into %t[0][5][1] : tensor<5xf32> into tensor<?xf32>
// CHECK: scf.yield %[[t]], %[[foo]]
scf.yield %3 : tensor<?xf32>
}
// CHECK: %[[insert:.*]] = tensor.insert_slice %[[for]]#1 into %[[for]]#0
// CHECK: return %[[insert]]
return %0 : tensor<?xf32>
}
module attributes {transform.with_named_sequence} {
transform.named_sequence @__transform_main(%arg0: !transform.any_op {transform.readonly}) {
%0 = transform.structured.match ops{["scf.for"]} in %arg0 : (!transform.any_op) -> !transform.any_op
%1 = transform.structured.match ops{["tensor.extract_slice"]} in %arg0 : (!transform.any_op) -> !transform.any_op
%2 = transform.structured.match ops{["tensor.insert_slice"]} in %arg0 : (!transform.any_op) -> !transform.any_op
transform.loop.hoist_loop_invariant_subsets %0 : !transform.any_op
// Make sure that the handles are still valid (and were updated in case of
// the loop).
// expected-remark @below{{1}}
transform.test_print_number_of_associated_payload_ir_ops %0 : !transform.any_op
transform.test_print_remark_at_operand %0, "new loop op" : !transform.any_op
// expected-remark @below{{1}}
transform.test_print_number_of_associated_payload_ir_ops %1 : !transform.any_op
// expected-remark @below{{1}}
transform.test_print_number_of_associated_payload_ir_ops %2 : !transform.any_op
transform.yield
}
}
// -----
// Checks that transform ops from LoopExtensionOps and SCFTransformOps can be
// used together.
// CHECK-LABEL: func @test_mixed_loop_extension_scf_transform(
func.func @test_mixed_loop_extension_scf_transform(%arg: tensor<?xf32>) -> tensor<?xf32> {
%lb = "test.foo"() : () -> (index)
%ub = "test.foo"() : () -> (index)
%step = "test.foo"() : () -> (index)
// CHECK: scf.for
// CHECK: scf.for
%0 = scf.for %iv = %lb to %ub step %step iter_args(%t = %arg) -> (tensor<?xf32>) {
%1 = "test.foo"(%t) : (tensor<?xf32>) -> (tensor<?xf32>)
scf.yield %1 : tensor<?xf32>
}
return %0 : tensor<?xf32>
}
module attributes {transform.with_named_sequence} {
transform.named_sequence @__transform_main(%arg0: !transform.any_op {transform.readonly}) {
%0 = transform.structured.match ops{["scf.for"]} in %arg0 : (!transform.any_op) -> !transform.any_op
transform.loop.hoist_loop_invariant_subsets %0 : !transform.any_op
transform.loop.unroll %0 { factor = 4 } : !transform.any_op
transform.yield
}
}

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@@ -21,5 +21,6 @@ add_mlir_library(MLIRTestTransformDialect
MLIRPDLDialect
MLIRTransformDialect
MLIRTransformDialectTransforms
MLIRTransformLoopExtension
MLIRTransformPDLExtension
)

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@@ -4416,6 +4416,7 @@ cc_library(
":SCFTransformOps",
":SparseTensorTransformOps",
":TensorTransformOps",
":TransformLoopExtension",
":TransformPDLExtension",
":UBToLLVM",
":VectorTransformOps",
@@ -8677,6 +8678,7 @@ cc_library(
":TosaToLinalg",
":TransformDialect",
":TransformDialectTransforms",
":TransformLoopExtension",
":TransformPDLExtension",
":Transforms",
":TransformsPassIncGen",
@@ -11401,6 +11403,52 @@ cc_library(
],
)
td_library(
name = "TransformLoopExtensionTdFiles",
srcs = glob(["include/mlir/Dialect/Transform/LoopExtension/*.td"]),
deps = [
":TransformDialectTdFiles",
],
)
gentbl_cc_library(
name = "TransformLoopExtensionOpsIncGen",
tbl_outs = [
(
[
"-gen-op-decls",
],
"include/mlir/Dialect/Transform/LoopExtension/LoopExtensionOps.h.inc",
),
(
[
"-gen-op-defs",
],
"include/mlir/Dialect/Transform/LoopExtension/LoopExtensionOps.cpp.inc",
),
],
tblgen = ":mlir-tblgen",
td_file = "include/mlir/Dialect/Transform/LoopExtension/LoopExtensionOps.td",
deps = [":TransformLoopExtensionTdFiles"],
)
cc_library(
name = "TransformLoopExtension",
srcs = glob(["lib/Dialect/Transform/LoopExtension/*.cpp"]),
hdrs = glob(["include/mlir/Dialect/Transform/LoopExtension/*.h"]),
deps = [
":IR",
":LoopLikeInterface",
":Rewrite",
":SideEffectInterfaces",
":Support",
":TransformDialect",
":TransformLoopExtensionOpsIncGen",
":Transforms",
"//llvm:Support",
],
)
td_library(
name = "TransformDialectTransformsTdFiles",
srcs = glob(["include/mlir/Dialect/Transform/Transforms/*.td"]),