Separate CHLO transforms for expanding compositions and lowering broadcasts.
* The former is typically invariant regardless of backend. * The latter may need to be done differently depending on capabilities of the lowering target. PiperOrigin-RevId: 374492924
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@ -19,8 +19,10 @@ def ChloLegalizeToHloPass : FunctionPass<"chlo-legalize-to-hlo"> {
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let summary = "Legalize CHLO to HLO.";
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let summary = "Legalize CHLO to HLO.";
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let constructor = "createChloLegalizeToHloPass()";
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let constructor = "createChloLegalizeToHloPass()";
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let options = [
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let options = [
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Option<"broadcast_only_", "broadcast-only", "bool",
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Option<"legalize_broadcasts_", "legalize-broadcasts", "bool",
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/*default=*/"false", "Only lower broadcasting chlo to non-broadcasting equivalents">,
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/*default=*/"true", "Legalize implicit broadcasts to explicit HLO broadcasting forms">,
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Option<"expand_compositions_", "expand-compositions", "bool",
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/*default=*/"true", "Expands client-centric compositions to HLO primitives">,
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];
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];
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}
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}
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@ -46,7 +46,7 @@ std::unique_ptr<OperationPass<FuncOp>> createLegalizeToStdPass();
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/// Lowers from the CHLO dialect to the HLO dialect.
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/// Lowers from the CHLO dialect to the HLO dialect.
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std::unique_ptr<FunctionPass> createChloLegalizeToHloPass(
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std::unique_ptr<FunctionPass> createChloLegalizeToHloPass(
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bool broadcast_only = false);
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bool legalize_broadcasts = true, bool expand_compositions = true);
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/// Lowers from HLO dialect to LHLO dialect allocating/deallocating temporary
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/// Lowers from HLO dialect to LHLO dialect allocating/deallocating temporary
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/// buffers if necessary.
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/// buffers if necessary.
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@ -116,9 +116,10 @@ void PopulateChloBroadcastingPatterns(MLIRContext *context,
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OwningRewritePatternList *patterns);
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OwningRewritePatternList *patterns);
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// Populates a collection of conversion patterns for legalizing client-HLO to
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// Populates a collection of conversion patterns for legalizing client-HLO to
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// HLO. Includes decomposition of operations and inserting of explicit
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// HLO by decomposing client-operations to corresponding sequences of more
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// broadcasts.
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// primitive operations. This does not include the
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void PopulateLegalizeChloToHloPatterns(MLIRContext *context,
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// PopulateChloBroadcastingPatterns above.
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void PopulateDecomposeChloPatterns(MLIRContext *context,
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OwningRewritePatternList *patterns);
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OwningRewritePatternList *patterns);
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} // namespace chlo
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} // namespace chlo
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@ -1234,17 +1234,16 @@ void PopulateChloBroadcastingPatterns(MLIRContext *context,
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PopulateForBroadcastingBinaryOp<ConvertRankedDynamicBroadcastBinaryOp>(
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PopulateForBroadcastingBinaryOp<ConvertRankedDynamicBroadcastBinaryOp>(
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context, patterns, 5);
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context, patterns, 5);
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patterns->insert<ConvertSelectOp>(context);
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patterns->insert<ConvertSelectOp>(context);
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patterns->insert<ConvertConstantLikeOp>(context);
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}
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}
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void PopulateLegalizeChloToHloPatterns(MLIRContext *context,
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void PopulateDecomposeChloPatterns(MLIRContext *context,
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OwningRewritePatternList *patterns) {
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OwningRewritePatternList *patterns) {
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populateWithGenerated(*patterns);
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populateWithGenerated(*patterns);
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PopulateChloBroadcastingPatterns(context, patterns);
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// Other patterns.
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// Other patterns.
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// clang-format off
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// clang-format off
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patterns->insert<ConvertConstantLikeOp,
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patterns->insert<ConvertDigammaOp,
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ConvertDigammaOp,
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ConvertErfOp,
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ConvertErfOp,
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ConvertErfcOp,
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ConvertErfcOp,
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ConvertLgammaOp,
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ConvertLgammaOp,
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@ -31,10 +31,12 @@ namespace {
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struct ChloLegalizeToHloPass
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struct ChloLegalizeToHloPass
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: public ChloLegalizeToHloPassBase<ChloLegalizeToHloPass> {
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: public ChloLegalizeToHloPassBase<ChloLegalizeToHloPass> {
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explicit ChloLegalizeToHloPass(bool broadcast_only)
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explicit ChloLegalizeToHloPass(bool legalize_broadcasts,
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bool expand_compositions)
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: ChloLegalizeToHloPassBase<
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: ChloLegalizeToHloPassBase<
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ChloLegalizeToHloPass>::ChloLegalizeToHloPassBase() {
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ChloLegalizeToHloPass>::ChloLegalizeToHloPassBase() {
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this->broadcast_only_ = broadcast_only;
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this->legalize_broadcasts_ = legalize_broadcasts;
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this->expand_compositions_ = expand_compositions;
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}
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}
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void getDependentDialects(DialectRegistry ®istry) const override {
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void getDependentDialects(DialectRegistry ®istry) const override {
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@ -53,13 +55,15 @@ struct ChloLegalizeToHloPass
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mlir::shape::ShapeDialect, mlir::scf::SCFDialect>();
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mlir::shape::ShapeDialect, mlir::scf::SCFDialect>();
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conversionTarget.addLegalOp<chlo::MinimumBroadcastShapesOp>();
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conversionTarget.addLegalOp<chlo::MinimumBroadcastShapesOp>();
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if (broadcast_only_) {
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if (legalize_broadcasts_) {
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chlo::PopulateChloBroadcastingPatterns(&getContext(),
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chlo::PopulateChloBroadcastingPatterns(&getContext(),
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&conversionPatterns);
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&conversionPatterns);
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conversionTarget.addLegalOp<chlo::ZetaOp, chlo::PolygammaOp>();
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}
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if (expand_compositions_) {
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chlo::PopulateDecomposeChloPatterns(&getContext(), &conversionPatterns);
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} else {
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} else {
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chlo::PopulateLegalizeChloToHloPatterns(&getContext(),
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conversionTarget.addLegalOp<chlo::ZetaOp, chlo::PolygammaOp>();
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&conversionPatterns);
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}
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}
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if (failed(applyPartialConversion(getOperation(), conversionTarget,
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if (failed(applyPartialConversion(getOperation(), conversionTarget,
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@ -71,8 +75,10 @@ struct ChloLegalizeToHloPass
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} // namespace
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} // namespace
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std::unique_ptr<FunctionPass> createChloLegalizeToHloPass(bool broadcast_only) {
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std::unique_ptr<FunctionPass> createChloLegalizeToHloPass(
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return std::make_unique<ChloLegalizeToHloPass>(broadcast_only);
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bool legalize_broadcasts, bool expand_compositions) {
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return std::make_unique<ChloLegalizeToHloPass>(legalize_broadcasts,
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expand_compositions);
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}
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}
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} // namespace mhlo
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} // namespace mhlo
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@ -14,6 +14,10 @@ limitations under the License.
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==============================================================================*/
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==============================================================================*/
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// This is the legalization pattern definition file for CHLO to MHLO.
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// This is the legalization pattern definition file for CHLO to MHLO.
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// These are included in the PopulateDecomposeChloPatterns factory
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// and should only include canonical expansions which are not actually
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// ambiguous/different for various backends. Avoid patterns that are actually
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// lowering to non-canonical forms.
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include "mlir/IR/OpBase.td"
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include "mlir/IR/OpBase.td"
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include "mlir-hlo/Dialect/mhlo/IR/hlo_ops.td"
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include "mlir-hlo/Dialect/mhlo/IR/hlo_ops.td"
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@ -1,4 +1,4 @@
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// RUN: mlir-hlo-opt -chlo-legalize-to-hlo="broadcast-only=true" -cse -canonicalize -split-input-file -verify-diagnostics %s -o - | FileCheck %s
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// RUN: mlir-hlo-opt -chlo-legalize-to-hlo="legalize-broadcasts=true expand-compositions=false" -cse -canonicalize -split-input-file -verify-diagnostics %s -o - | FileCheck %s
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// Check the non-broadcast case for each registered op, then just check a
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// Check the non-broadcast case for each registered op, then just check a
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// representative op for detailed broadcast semantics.
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// representative op for detailed broadcast semantics.
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