[Mlir-commits] [mlir] f720150 - [mlir] Add transformation to wrap scf::while in zero-trip-check (#81050)
llvmlistbot at llvm.org
llvmlistbot at llvm.org
Thu Feb 8 14:52:12 PST 2024
Author: Jerry Wu
Date: 2024-02-08T17:52:09-05:00
New Revision: f7201505a6ec7a0f904d2f09cece5c770058a991
URL: https://github.com/llvm/llvm-project/commit/f7201505a6ec7a0f904d2f09cece5c770058a991
DIFF: https://github.com/llvm/llvm-project/commit/f7201505a6ec7a0f904d2f09cece5c770058a991.diff
LOG: [mlir] Add transformation to wrap scf::while in zero-trip-check (#81050)
Add `scf::wrapWhileLoopInZeroTripCheck` to wrap scf while loop in
zero-trip-check.
Added:
mlir/lib/Dialect/SCF/Transforms/WrapInZeroTripCheck.cpp
mlir/test/Dialect/SCF/wrap-while-loop-in-zero-trip-check.mlir
mlir/test/lib/Dialect/SCF/TestSCFWrapInZeroTripCheck.cpp
Modified:
mlir/include/mlir/Dialect/SCF/Transforms/Transforms.h
mlir/lib/Dialect/SCF/Transforms/CMakeLists.txt
mlir/test/lib/Dialect/SCF/CMakeLists.txt
mlir/tools/mlir-opt/mlir-opt.cpp
Removed:
################################################################################
diff --git a/mlir/include/mlir/Dialect/SCF/Transforms/Transforms.h b/mlir/include/mlir/Dialect/SCF/Transforms/Transforms.h
index e91f9e4469ab72..690cd146c606e9 100644
--- a/mlir/include/mlir/Dialect/SCF/Transforms/Transforms.h
+++ b/mlir/include/mlir/Dialect/SCF/Transforms/Transforms.h
@@ -30,6 +30,7 @@ namespace scf {
class IfOp;
class ForOp;
class ParallelOp;
+class WhileOp;
/// Fuses all adjacent scf.parallel operations with identical bounds and step
/// into one scf.parallel operations. Uses a naive aliasing and dependency
@@ -181,6 +182,46 @@ FailureOr<ForOp> pipelineForLoop(RewriterBase &rewriter, ForOp forOp,
const PipeliningOption &options,
bool *modifiedIR = nullptr);
+/// Create zero-trip-check around a `while` op and return the new loop op in the
+/// check. The while loop is rotated to avoid evaluating the condition twice
+///
+/// By default the check won't be created for do-while loop as it is not
+/// required. `forceCreateCheck` can force the creation.
+///
+/// It turns:
+///
+/// scf.while (%arg0 = %init) : (i32) -> i64 {
+/// %val = .., %arg0 : i64
+/// %cond = arith.cmpi .., %arg0 : i32
+/// scf.condition(%cond) %val : i64
+/// } do {
+/// ^bb0(%arg1: i64):
+/// %next = .., %arg1 : i32
+/// scf.yield %next : i32
+/// }
+///
+/// into:
+///
+/// %pre_val = .., %init : i64
+/// %pre_cond = arith.cmpi .., %init : i32
+/// scf.if %pre_cond -> i64 {
+/// %res = scf.while (%arg1 = %va0) : (i64) -> i64 {
+/// %next = .., %arg1 : i32
+/// %val = .., %next : i64
+/// %cond = arith.cmpi .., %next : i32
+/// scf.condition(%cond) %val : i64
+/// } do {
+/// ^bb0(%arg2: i64):
+/// %scf.yield %arg2 : i32
+/// }
+/// scf.yield %res : i64
+/// } else {
+/// scf.yield %pre_val : i64
+/// }
+FailureOr<WhileOp> wrapWhileLoopInZeroTripCheck(WhileOp whileOp,
+ RewriterBase &rewriter,
+ bool forceCreateCheck = false);
+
} // namespace scf
} // namespace mlir
diff --git a/mlir/lib/Dialect/SCF/Transforms/CMakeLists.txt b/mlir/lib/Dialect/SCF/Transforms/CMakeLists.txt
index fdaeb2fad9afa4..e5494205e086ac 100644
--- a/mlir/lib/Dialect/SCF/Transforms/CMakeLists.txt
+++ b/mlir/lib/Dialect/SCF/Transforms/CMakeLists.txt
@@ -13,6 +13,7 @@ add_mlir_dialect_library(MLIRSCFTransforms
ParallelLoopTiling.cpp
StructuralTypeConversions.cpp
TileUsingInterface.cpp
+ WrapInZeroTripCheck.cpp
ADDITIONAL_HEADER_DIRS
${MLIR_MAIN_INCLUDE_DIR}/mlir/Dialect/SCF
diff --git a/mlir/lib/Dialect/SCF/Transforms/WrapInZeroTripCheck.cpp b/mlir/lib/Dialect/SCF/Transforms/WrapInZeroTripCheck.cpp
new file mode 100644
index 00000000000000..f829208ce87984
--- /dev/null
+++ b/mlir/lib/Dialect/SCF/Transforms/WrapInZeroTripCheck.cpp
@@ -0,0 +1,132 @@
+//===- WrapInZeroTripCheck.cpp - Loop transforms to add zero-trip-check ---===//
+//
+// 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/SCF/IR/SCF.h"
+#include "mlir/Dialect/SCF/Transforms/Transforms.h"
+#include "mlir/IR/IRMapping.h"
+#include "mlir/IR/PatternMatch.h"
+
+using namespace mlir;
+
+/// Create zero-trip-check around a `while` op and return the new loop op in the
+/// check. The while loop is rotated to avoid evaluating the condition twice.
+///
+/// Given an example below:
+///
+/// scf.while (%arg0 = %init) : (i32) -> i64 {
+/// %val = .., %arg0 : i64
+/// %cond = arith.cmpi .., %arg0 : i32
+/// scf.condition(%cond) %val : i64
+/// } do {
+/// ^bb0(%arg1: i64):
+/// %next = .., %arg1 : i32
+/// scf.yield %next : i32
+/// }
+///
+/// First clone before block to the front of the loop:
+///
+/// %pre_val = .., %init : i64
+/// %pre_cond = arith.cmpi .., %init : i32
+/// scf.while (%arg0 = %init) : (i32) -> i64 {
+/// %val = .., %arg0 : i64
+/// %cond = arith.cmpi .., %arg0 : i32
+/// scf.condition(%cond) %val : i64
+/// } do {
+/// ^bb0(%arg1: i64):
+/// %next = .., %arg1 : i32
+/// scf.yield %next : i32
+/// }
+///
+/// Create `if` op with the condition, rotate and move the loop into the else
+/// branch:
+///
+/// %pre_val = .., %init : i64
+/// %pre_cond = arith.cmpi .., %init : i32
+/// scf.if %pre_cond -> i64 {
+/// %res = scf.while (%arg1 = %va0) : (i64) -> i64 {
+/// // Original after block
+/// %next = .., %arg1 : i32
+/// // Original before block
+/// %val = .., %next : i64
+/// %cond = arith.cmpi .., %next : i32
+/// scf.condition(%cond) %val : i64
+/// } do {
+/// ^bb0(%arg2: i64):
+/// %scf.yield %arg2 : i32
+/// }
+/// scf.yield %res : i64
+/// } else {
+/// scf.yield %pre_val : i64
+/// }
+FailureOr<scf::WhileOp> mlir::scf::wrapWhileLoopInZeroTripCheck(
+ scf::WhileOp whileOp, RewriterBase &rewriter, bool forceCreateCheck) {
+ // If the loop is in do-while form (after block only passes through values),
+ // there is no need to create a zero-trip-check as before block is always run.
+ if (!forceCreateCheck && isa<scf::YieldOp>(whileOp.getAfterBody()->front())) {
+ return whileOp;
+ }
+
+ OpBuilder::InsertionGuard insertion_guard(rewriter);
+
+ IRMapping mapper;
+ Block *beforeBlock = whileOp.getBeforeBody();
+ // Clone before block before the loop for zero-trip-check.
+ for (auto [arg, init] :
+ llvm::zip_equal(beforeBlock->getArguments(), whileOp.getInits())) {
+ mapper.map(arg, init);
+ }
+ rewriter.setInsertionPoint(whileOp);
+ for (auto &op : *beforeBlock) {
+ if (isa<scf::ConditionOp>(op)) {
+ break;
+ }
+ // Safe to clone everything as in a single block all defs have been cloned
+ // and added to mapper in order.
+ rewriter.insert(op.clone(mapper));
+ }
+
+ scf::ConditionOp condOp = whileOp.getConditionOp();
+ Value clonedCondition = mapper.lookupOrDefault(condOp.getCondition());
+ SmallVector<Value> clonedCondArgs = llvm::map_to_vector(
+ condOp.getArgs(), [&](Value arg) { return mapper.lookupOrDefault(arg); });
+
+ // Create rotated while loop.
+ auto newLoopOp = rewriter.create<scf::WhileOp>(
+ whileOp.getLoc(), whileOp.getResultTypes(), clonedCondArgs,
+ [&](OpBuilder &builder, Location loc, ValueRange args) {
+ // Rotate and move the loop body into before block.
+ auto newBlock = builder.getBlock();
+ rewriter.mergeBlocks(whileOp.getAfterBody(), newBlock, args);
+ auto yieldOp = cast<scf::YieldOp>(newBlock->getTerminator());
+ rewriter.mergeBlocks(whileOp.getBeforeBody(), newBlock,
+ yieldOp.getResults());
+ rewriter.eraseOp(yieldOp);
+ },
+ [&](OpBuilder &builder, Location loc, ValueRange args) {
+ // Pass through values.
+ builder.create<scf::YieldOp>(loc, args);
+ });
+
+ // Create zero-trip-check and move the while loop in.
+ auto ifOp = rewriter.create<scf::IfOp>(
+ whileOp.getLoc(), clonedCondition,
+ [&](OpBuilder &builder, Location loc) {
+ // Then runs the while loop.
+ rewriter.moveOpBefore(newLoopOp, builder.getInsertionBlock(),
+ builder.getInsertionPoint());
+ builder.create<scf::YieldOp>(loc, newLoopOp.getResults());
+ },
+ [&](OpBuilder &builder, Location loc) {
+ // Else returns the results from precondition.
+ builder.create<scf::YieldOp>(loc, clonedCondArgs);
+ });
+
+ rewriter.replaceOp(whileOp, ifOp);
+
+ return newLoopOp;
+}
diff --git a/mlir/test/Dialect/SCF/wrap-while-loop-in-zero-trip-check.mlir b/mlir/test/Dialect/SCF/wrap-while-loop-in-zero-trip-check.mlir
new file mode 100644
index 00000000000000..8954839c3c93e7
--- /dev/null
+++ b/mlir/test/Dialect/SCF/wrap-while-loop-in-zero-trip-check.mlir
@@ -0,0 +1,130 @@
+// RUN: mlir-opt %s -test-wrap-scf-while-loop-in-zero-trip-check -split-input-file | FileCheck %s
+// RUN: mlir-opt %s -test-wrap-scf-while-loop-in-zero-trip-check='force-create-check=true' -split-input-file | FileCheck %s --check-prefix FORCE-CREATE-CHECK
+
+func.func @wrap_while_loop_in_zero_trip_check(%bound : i32) -> i32 {
+ %cst0 = arith.constant 0 : i32
+ %cst5 = arith.constant 5 : i32
+ %res:2 = scf.while (%iter = %cst0) : (i32) -> (i32, i32) {
+ %cond = arith.cmpi slt, %iter, %bound : i32
+ %inv = arith.addi %bound, %cst5 : i32
+ scf.condition(%cond) %iter, %inv : i32, i32
+ } do {
+ ^bb0(%arg1: i32, %arg2: i32):
+ %next = arith.addi %arg1, %arg2 : i32
+ scf.yield %next : i32
+ }
+ return %res#0 : i32
+}
+
+// CHECK-LABEL: func.func @wrap_while_loop_in_zero_trip_check(
+// CHECK-SAME: %[[BOUND:.*]]: i32) -> i32 {
+// CHECK-DAG: %[[C0:.*]] = arith.constant 0 : i32
+// CHECK-DAG: %[[C5:.*]] = arith.constant 5 : i32
+// CHECK-DAG: %[[PRE_COND:.*]] = arith.cmpi slt, %[[C0]], %[[BOUND]] : i32
+// CHECK-DAG: %[[PRE_INV:.*]] = arith.addi %[[BOUND]], %[[C5]] : i32
+// CHECK: %[[IF:.*]]:2 = scf.if %[[PRE_COND]] -> (i32, i32) {
+// CHECK: %[[WHILE:.*]]:2 = scf.while (
+// CHECK-SAME: %[[ARG1:.*]] = %[[C0]], %[[ARG2:.*]] = %[[PRE_INV]]
+// CHECK-SAME: ) : (i32, i32) -> (i32, i32) {
+// CHECK: %[[NEXT:.*]] = arith.addi %[[ARG1]], %[[ARG2]] : i32
+// CHECK: %[[COND:.*]] = arith.cmpi slt, %[[NEXT]], %[[BOUND]] : i32
+// CHECK: %[[INV:.*]] = arith.addi %[[BOUND]], %[[C5]] : i32
+// CHECK: scf.condition(%[[COND]]) %[[NEXT]], %[[INV]] : i32, i32
+// CHECK: } do {
+// CHECK: ^bb0(%[[ARG3:.*]]: i32, %[[ARG4:.*]]: i32):
+// CHECK: scf.yield %[[ARG3]], %[[ARG4]] : i32, i32
+// CHECK: }
+// CHECK: scf.yield %[[WHILE]]#0, %[[WHILE]]#1 : i32, i32
+// CHECK: } else {
+// CHECK: scf.yield %[[C0]], %[[PRE_INV]] : i32, i32
+// CHECK: }
+// CHECK: return %[[IF]]#0 : i32
+
+// -----
+
+func.func @wrap_while_loop_with_minimal_before_block(%bound : i32) -> i32 {
+ %cst0 = arith.constant 0 : i32
+ %true = arith.constant true
+ %cst5 = arith.constant 5 : i32
+ %res = scf.while (%iter = %cst0, %arg0 = %true) : (i32, i1) -> i32 {
+ scf.condition(%arg0) %iter : i32
+ } do {
+ ^bb0(%arg1: i32):
+ %next = arith.addi %arg1, %cst5 : i32
+ %cond = arith.cmpi slt, %next, %bound : i32
+ scf.yield %next, %cond : i32, i1
+ }
+ return %res : i32
+}
+
+// CHECK-LABEL: func.func @wrap_while_loop_with_minimal_before_block(
+// CHECK-SAME: %[[BOUND:.*]]: i32) -> i32 {
+// CHECK-DAG: %[[C0:.*]] = arith.constant 0 : i32
+// CHECK-DAG: %[[TRUE:.*]] = arith.constant true
+// CHECK-DAG: %[[C5:.*]] = arith.constant 5 : i32
+// CHECK: %[[IF:.*]] = scf.if %[[TRUE]] -> (i32) {
+// CHECK: %[[WHILE:.*]] = scf.while (%[[ARG1:.*]] = %[[C0]]) : (i32) -> i32 {
+// CHECK: %[[NEXT:.*]] = arith.addi %[[ARG1]], %[[C5]] : i32
+// CHECK: %[[COND:.*]] = arith.cmpi slt, %[[NEXT]], %[[BOUND]] : i32
+// CHECK: scf.condition(%[[COND]]) %[[NEXT]] : i32
+// CHECK: } do {
+// CHECK: ^bb0(%[[ARG2:.*]]: i32):
+// CHECK: scf.yield %[[ARG2]] : i32
+// CHECK: }
+// CHECK: scf.yield %[[WHILE]] : i32
+// CHECK: } else {
+// CHECK: scf.yield %[[C0]] : i32
+// CHECK: }
+// CHECK: return %[[IF]] : i32
+
+// -----
+
+func.func @wrap_do_while_loop_in_zero_trip_check(%bound : i32) -> i32 {
+ %cst0 = arith.constant 0 : i32
+ %cst5 = arith.constant 5 : i32
+ %res = scf.while (%iter = %cst0) : (i32) -> i32 {
+ %next = arith.addi %iter, %cst5 : i32
+ %cond = arith.cmpi slt, %next, %bound : i32
+ scf.condition(%cond) %next : i32
+ } do {
+ ^bb0(%arg1: i32):
+ scf.yield %arg1 : i32
+ }
+ return %res : i32
+}
+
+// CHECK-LABEL: func.func @wrap_do_while_loop_in_zero_trip_check(
+// CHECK-SAME: %[[BOUND:.*]]: i32) -> i32 {
+// CHECK-DAG: %[[C0:.*]] = arith.constant 0 : i32
+// CHECK-DAG: %[[C5:.*]] = arith.constant 5 : i32
+// CHECK-NOT: scf.if
+// CHECK: %[[WHILE:.*]] = scf.while (%[[ARG1:.*]] = %[[C0]]) : (i32) -> i32 {
+// CHECK: %[[NEXT:.*]] = arith.addi %[[ARG1]], %[[C5]] : i32
+// CHECK: %[[COND:.*]] = arith.cmpi slt, %[[NEXT]], %[[BOUND]] : i32
+// CHECK: scf.condition(%[[COND]]) %[[NEXT]] : i32
+// CHECK: } do {
+// CHECK: ^bb0(%[[ARG2:.*]]: i32):
+// CHECK: scf.yield %[[ARG2]] : i32
+// CHECK: }
+// CHECK: return %[[WHILE]] : i32
+
+// FORCE-CREATE-CHECK-LABEL: func.func @wrap_do_while_loop_in_zero_trip_check(
+// FORCE-CREATE-CHECK-SAME: %[[BOUND:.*]]: i32) -> i32 {
+// FORCE-CREATE-CHECK-DAG: %[[C0:.*]] = arith.constant 0 : i32
+// FORCE-CREATE-CHECK-DAG: %[[C5:.*]] = arith.constant 5 : i32
+// FORCE-CREATE-CHECK: %[[PRE_NEXT:.*]] = arith.addi %[[C0]], %[[C5]] : i32
+// FORCE-CREATE-CHECK: %[[PRE_COND:.*]] = arith.cmpi slt, %[[PRE_NEXT]], %[[BOUND]] : i32
+// FORCE-CREATE-CHECK: %[[IF:.*]] = scf.if %[[PRE_COND]] -> (i32) {
+// FORCE-CREATE-CHECK: %[[WHILE:.*]] = scf.while (%[[ARG1:.*]] = %[[PRE_NEXT]]) : (i32) -> i32 {
+// FORCE-CREATE-CHECK: %[[NEXT:.*]] = arith.addi %[[ARG1]], %[[C5]] : i32
+// FORCE-CREATE-CHECK: %[[COND:.*]] = arith.cmpi slt, %[[NEXT]], %[[BOUND]] : i32
+// FORCE-CREATE-CHECK: scf.condition(%[[COND]]) %[[NEXT]] : i32
+// FORCE-CREATE-CHECK: } do {
+// FORCE-CREATE-CHECK: ^bb0(%[[ARG2:.*]]: i32):
+// FORCE-CREATE-CHECK: scf.yield %[[ARG2]] : i32
+// FORCE-CREATE-CHECK: }
+// FORCE-CREATE-CHECK: scf.yield %[[WHILE]] : i32
+// FORCE-CREATE-CHECK: } else {
+// FORCE-CREATE-CHECK: scf.yield %[[PRE_NEXT]] : i32
+// FORCE-CREATE-CHECK: }
+// FORCE-CREATE-CHECK: return %[[IF]] : i32
diff --git a/mlir/test/lib/Dialect/SCF/CMakeLists.txt b/mlir/test/lib/Dialect/SCF/CMakeLists.txt
index 22c2f2388de69b..d93bd559151829 100644
--- a/mlir/test/lib/Dialect/SCF/CMakeLists.txt
+++ b/mlir/test/lib/Dialect/SCF/CMakeLists.txt
@@ -3,6 +3,7 @@ add_mlir_library(MLIRSCFTestPasses
TestLoopParametricTiling.cpp
TestLoopUnrolling.cpp
TestSCFUtils.cpp
+ TestSCFWrapInZeroTripCheck.cpp
TestWhileOpBuilder.cpp
EXCLUDE_FROM_LIBMLIR
diff --git a/mlir/test/lib/Dialect/SCF/TestSCFWrapInZeroTripCheck.cpp b/mlir/test/lib/Dialect/SCF/TestSCFWrapInZeroTripCheck.cpp
new file mode 100644
index 00000000000000..10206dd7cedf61
--- /dev/null
+++ b/mlir/test/lib/Dialect/SCF/TestSCFWrapInZeroTripCheck.cpp
@@ -0,0 +1,72 @@
+//===- TestWrapInZeroTripCheck.cpp -- Passes to test SCF zero-trip-check --===//
+//
+// 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
+//
+//===----------------------------------------------------------------------===//
+//
+// This file implements the passes to test wrap-in-zero-trip-check transforms on
+// SCF loop ops.
+//
+//===----------------------------------------------------------------------===//
+
+#include "mlir/Dialect/Func/IR/FuncOps.h"
+#include "mlir/Dialect/SCF/IR/SCF.h"
+#include "mlir/Dialect/SCF/Transforms/Transforms.h"
+#include "mlir/IR/PatternMatch.h"
+#include "mlir/Pass/Pass.h"
+
+using namespace mlir;
+
+namespace {
+
+struct TestWrapWhileLoopInZeroTripCheckPass
+ : public PassWrapper<TestWrapWhileLoopInZeroTripCheckPass,
+ OperationPass<func::FuncOp>> {
+ MLIR_DEFINE_EXPLICIT_INTERNAL_INLINE_TYPE_ID(
+ TestWrapWhileLoopInZeroTripCheckPass)
+
+ StringRef getArgument() const final {
+ return "test-wrap-scf-while-loop-in-zero-trip-check";
+ }
+
+ StringRef getDescription() const final {
+ return "test scf::wrapWhileLoopInZeroTripCheck";
+ }
+
+ TestWrapWhileLoopInZeroTripCheckPass() = default;
+ TestWrapWhileLoopInZeroTripCheckPass(
+ const TestWrapWhileLoopInZeroTripCheckPass &) {}
+ explicit TestWrapWhileLoopInZeroTripCheckPass(bool forceCreateCheckParam) {
+ forceCreateCheck = forceCreateCheckParam;
+ }
+
+ void runOnOperation() override {
+ func::FuncOp func = getOperation();
+ MLIRContext *context = &getContext();
+ IRRewriter rewriter(context);
+ func.walk([&](scf::WhileOp op) {
+ FailureOr<scf::WhileOp> result =
+ scf::wrapWhileLoopInZeroTripCheck(op, rewriter, forceCreateCheck);
+ // Ignore not implemented failure in tests. The expected output should
+ // catch problems (e.g. transformation doesn't happen).
+ (void)result;
+ });
+ }
+
+ Option<bool> forceCreateCheck{
+ *this, "force-create-check",
+ llvm::cl::desc("Force to create zero-trip-check."),
+ llvm::cl::init(false)};
+};
+
+} // namespace
+
+namespace mlir {
+namespace test {
+void registerTestSCFWrapInZeroTripCheckPasses() {
+ PassRegistration<TestWrapWhileLoopInZeroTripCheckPass>();
+}
+} // namespace test
+} // namespace mlir
diff --git a/mlir/tools/mlir-opt/mlir-opt.cpp b/mlir/tools/mlir-opt/mlir-opt.cpp
index 1b3f60b4b3abd3..cec1e5225d5a6c 100644
--- a/mlir/tools/mlir-opt/mlir-opt.cpp
+++ b/mlir/tools/mlir-opt/mlir-opt.cpp
@@ -127,6 +127,7 @@ void registerTestPadFusion();
void registerTestRecursiveTypesPass();
void registerTestSCFUtilsPass();
void registerTestSCFWhileOpBuilderPass();
+void registerTestSCFWrapInZeroTripCheckPasses();
void registerTestShapeMappingPass();
void registerTestSliceAnalysisPass();
void registerTestTensorCopyInsertionPass();
@@ -250,6 +251,7 @@ void registerTestPasses() {
mlir::test::registerTestRecursiveTypesPass();
mlir::test::registerTestSCFUtilsPass();
mlir::test::registerTestSCFWhileOpBuilderPass();
+ mlir::test::registerTestSCFWrapInZeroTripCheckPasses();
mlir::test::registerTestShapeMappingPass();
mlir::test::registerTestSliceAnalysisPass();
mlir::test::registerTestTensorCopyInsertionPass();
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