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[MLIR][KernelGen] Rename `legalize-tanh-to-approximation` to `legalize-trigonometric-to-approximation` 

To add more approximation lowerings in the future, generalize the pass name.

PiperOrigin-RevId: 333340075
This commit is contained in:
A. Unique TensorFlower 2020-09-23 11:53:08 -07:00 committed by TensorFlow MLIR Team
parent e13904c92a
commit 08e0d09463
7 changed files with 141 additions and 142 deletions
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6
include/mlir-hlo/Dialect/mhlo/transforms/mhlo_passes.td
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@ -41,9 +41,9 @@ def LegalizeGatherToTorchIndexSelectPass : Pass<"mhlo-legalize-gather-to-torch-i
} }
def LegalizeTanhToApproximationPass : Pass<"mhlo-legalize-tanh-to-approximation", "FuncOp"> { def LegalizeTanhToApproximationPass : Pass<"mhlo-legalize-trigonometric-to-approximation", "FuncOp"> {
let summary = "Legalize tanh from standard dialect to an approximation."; let summary = "Legalize trigonometric operations from standard dialect to an approximation.";
let constructor = "createLegalizeTanhToApproximationPass()"; let constructor = "createLegalizeTrigonometricToApproximationPass()";
} }

6
include/mlir-hlo/Dialect/mhlo/transforms/passes.h
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@ -62,8 +62,10 @@ std::unique_ptr<OperationPass<FuncOp>> createSinkConstantsToControlFlowPass();
// fuse mhlo ops to kLoop/kInput fusion patterns // fuse mhlo ops to kLoop/kInput fusion patterns
std::unique_ptr<OperationPass<FuncOp>> createMhloFusionPass(); std::unique_ptr<OperationPass<FuncOp>> createMhloFusionPass();
/// Lowers the standard TanhOp to an approximation that does not use intrinsics. /// Lowers trigonometric operations from the standard dialect to approximations
std::unique_ptr<OperationPass<FuncOp>> createLegalizeTanhToApproximationPass(); // that do not use intrinsics.
std::unique_ptr<OperationPass<FuncOp>>
createLegalizeTrigonometricToApproximationPass();
std::unique_ptr<FunctionPass> createOptimizeMhloPass(); std::unique_ptr<FunctionPass> createOptimizeMhloPass();
std::unique_ptr<FunctionPass> createLowerComplexPass(); std::unique_ptr<FunctionPass> createLowerComplexPass();

8
include/mlir-hlo/Dialect/mhlo/transforms/rewriters.h
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@ -88,10 +88,10 @@ void PopulateTransformUnrankedHloPatterns(MLIRContext *context,
void PopulateUnfuseBatchNormPatterns(MLIRContext *context, void PopulateUnfuseBatchNormPatterns(MLIRContext *context,
OwningRewritePatternList *patterns); OwningRewritePatternList *patterns);
// Populates a pattern that translates the standard TanhOp to an approximation // Populates patterns that translate the trigonometric operations from the
// that does not use intrinsics. // standard dialect to approximations that do not use intrinsics.
void PopulateTanhToApproximationPatterns(MLIRContext *context, void PopulateTrigonometricToApproximationPatterns(
OwningRewritePatternList *patterns); MLIRContext *context, OwningRewritePatternList *patterns);
} // namespace mhlo } // namespace mhlo

2
lib/Dialect/mhlo/transforms/CMakeLists.txt
View File

@ -49,7 +49,7 @@ add_mlir_library(ChloPasses
add_mlir_library(MhloPasses add_mlir_library(MhloPasses
legalize_gather_to_torch_index_select.cc legalize_gather_to_torch_index_select.cc
legalize_tanh_to_approximation.cc legalize_trigonometric_to_approximation.cc
lower_complex.cc lower_complex.cc
lower_complex_patterns.td lower_complex_patterns.td
lower_general_dot.cc lower_general_dot.cc

15
lib/Dialect/mhlo/transforms/legalize_tanh_to_approximation.cc → lib/Dialect/mhlo/transforms/legalize_trigonometric_to_approximation.cc
View File

@ -126,12 +126,13 @@ class ApproximateTanhLowering : public OpRewritePattern<TanhOp> {
} }
}; };
struct LegalizeTanhToApproximationPass struct LegalizeTrigonometricToApproximationPass
: public PassWrapper<LegalizeTanhToApproximationPass, FunctionPass> { : public PassWrapper<LegalizeTrigonometricToApproximationPass,
FunctionPass> {
/// Perform the lowering of standard dialect operations to approximations. /// Perform the lowering of standard dialect operations to approximations.
void runOnFunction() override { void runOnFunction() override {
OwningRewritePatternList patterns; OwningRewritePatternList patterns;
PopulateTanhToApproximationPatterns(&getContext(), &patterns); PopulateTrigonometricToApproximationPatterns(&getContext(), &patterns);
applyPatternsAndFoldGreedily(getFunction(), patterns); applyPatternsAndFoldGreedily(getFunction(), patterns);
} }
}; };
@ -139,12 +140,12 @@ struct LegalizeTanhToApproximationPass
} // anonymous namespace } // anonymous namespace
std::unique_ptr<mlir::OperationPass<mlir::FuncOp>> std::unique_ptr<mlir::OperationPass<mlir::FuncOp>>
createLegalizeTanhToApproximationPass() { createLegalizeTrigonometricToApproximationPass() {
return std::make_unique<LegalizeTanhToApproximationPass>(); return std::make_unique<LegalizeTrigonometricToApproximationPass>();
} }
void PopulateTanhToApproximationPatterns(mlir::MLIRContext *context, void PopulateTrigonometricToApproximationPatterns(
OwningRewritePatternList *patterns) { mlir::MLIRContext *context, OwningRewritePatternList *patterns) {
patterns->insert<ApproximateTanhLowering>(context); patterns->insert<ApproximateTanhLowering>(context);
} }

121
tests/legalize-trigonometric-to-approximation.mlir Normal file
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@ -0,0 +1,121 @@
// RUN: mlir-hlo-opt --mhlo-legalize-trigonometric-to-approximation --split-input-file %s | FileCheck %s
func @tanh_f64(%arg0 : f64) -> f64 {
%res = tanh %arg0 : f64
return %res : f64
}
// CHECK-LABEL: @tanh_f64
// CHECK: tanh
// -----
func @tanh_f32(%arg0 : f32) -> f32 {
%res = tanh %arg0 : f32
return %res : f32
}
// NOTE: Assertions have been autogenerated by utils/generate-test-checks.py
// CHECK-LABEL: func @tanh_f32
// CHECK-SAME: (%[[VAL_0:.*]]: f32) -> f32
// CHECK: %[[VAL_1:.*]] = constant 4.000000e-04 : f32
// CHECK: %[[VAL_2:.*]] = constant 7.90531111 : f32
// CHECK: %[[VAL_3:.*]] = constant -7.90531111 : f32
// CHECK: %[[VAL_4:.*]] = constant -2.76076837E-16 : f32
// CHECK: %[[VAL_5:.*]] = constant 2.00018794E-13 : f32
// CHECK: %[[VAL_6:.*]] = constant -8.60467184E-11 : f32
// CHECK: %[[VAL_7:.*]] = constant 5.12229725E-8 : f32
// CHECK: %[[VAL_8:.*]] = constant 1.48572235E-5 : f32
// CHECK: %[[VAL_9:.*]] = constant 6.37261954E-4 : f32
// CHECK: %[[VAL_10:.*]] = constant 0.00489352457 : f32
// CHECK: %[[VAL_11:.*]] = constant 1.19825836E-6 : f32
// CHECK: %[[VAL_12:.*]] = constant 1.18534706E-4 : f32
// CHECK: %[[VAL_13:.*]] = constant 0.00226843474 : f32
// CHECK: %[[VAL_14:.*]] = constant 0.00489352504 : f32
// CHECK: %[[VAL_15:.*]] = absf %[[VAL_0]] : f32
// CHECK: %[[VAL_16:.*]] = cmpf "olt", %[[VAL_15]], %[[VAL_1]] : f32
// CHECK: %[[VAL_17:.*]] = cmpf "ule", %[[VAL_0]], %[[VAL_2]] : f32
// CHECK: %[[VAL_18:.*]] = select %[[VAL_17]], %[[VAL_0]], %[[VAL_2]] : f32
// CHECK: %[[VAL_19:.*]] = cmpf "uge", %[[VAL_18]], %[[VAL_3]] : f32
// CHECK: %[[VAL_20:.*]] = select %[[VAL_19]], %[[VAL_18]], %[[VAL_3]] : f32
// CHECK: %[[VAL_21:.*]] = mulf %[[VAL_20]], %[[VAL_20]] : f32
// CHECK: %[[VAL_22:.*]] = mulf %[[VAL_21]], %[[VAL_4]] : f32
// CHECK: %[[VAL_23:.*]] = addf %[[VAL_22]], %[[VAL_5]] : f32
// CHECK: %[[VAL_24:.*]] = mulf %[[VAL_21]], %[[VAL_23]] : f32
// CHECK: %[[VAL_25:.*]] = addf %[[VAL_24]], %[[VAL_6]] : f32
// CHECK: %[[VAL_26:.*]] = mulf %[[VAL_21]], %[[VAL_25]] : f32
// CHECK: %[[VAL_27:.*]] = addf %[[VAL_26]], %[[VAL_7]] : f32
// CHECK: %[[VAL_28:.*]] = mulf %[[VAL_21]], %[[VAL_27]] : f32
// CHECK: %[[VAL_29:.*]] = addf %[[VAL_28]], %[[VAL_8]] : f32
// CHECK: %[[VAL_30:.*]] = mulf %[[VAL_21]], %[[VAL_29]] : f32
// CHECK: %[[VAL_31:.*]] = addf %[[VAL_30]], %[[VAL_9]] : f32
// CHECK: %[[VAL_32:.*]] = mulf %[[VAL_21]], %[[VAL_31]] : f32
// CHECK: %[[VAL_33:.*]] = addf %[[VAL_32]], %[[VAL_10]] : f32
// CHECK: %[[VAL_34:.*]] = mulf %[[VAL_20]], %[[VAL_33]] : f32
// CHECK: %[[VAL_35:.*]] = mulf %[[VAL_21]], %[[VAL_11]] : f32
// CHECK: %[[VAL_36:.*]] = addf %[[VAL_35]], %[[VAL_12]] : f32
// CHECK: %[[VAL_37:.*]] = mulf %[[VAL_21]], %[[VAL_36]] : f32
// CHECK: %[[VAL_38:.*]] = addf %[[VAL_37]], %[[VAL_13]] : f32
// CHECK: %[[VAL_39:.*]] = mulf %[[VAL_21]], %[[VAL_38]] : f32
// CHECK: %[[VAL_40:.*]] = addf %[[VAL_39]], %[[VAL_14]] : f32
// CHECK: %[[VAL_41:.*]] = divf %[[VAL_34]], %[[VAL_40]] : f32
// CHECK: %[[VAL_42:.*]] = select %[[VAL_16]], %[[VAL_0]], %[[VAL_41]] : f32
// CHECK: return %[[VAL_42]] : f32
// -----
func @tanh_f16(%arg0 : f16) -> f16 {
%res = tanh %arg0 : f16
return %res : f16
}
// NOTE: Assertions have been autogenerated by utils/generate-test-checks.py
// CHECK-LABEL: func @tanh_f16
// CHECK-SAME: (%[[VAL_0:.*]]: f16) -> f16
// CHECK: %[[VAL_1:.*]] = constant 4.000000e-04 : f32
// CHECK: %[[VAL_2:.*]] = constant 7.90531111 : f32
// CHECK: %[[VAL_3:.*]] = constant -7.90531111 : f32
// CHECK: %[[VAL_4:.*]] = constant -2.76076837E-16 : f32
// CHECK: %[[VAL_5:.*]] = constant 2.00018794E-13 : f32
// CHECK: %[[VAL_6:.*]] = constant -8.60467184E-11 : f32
// CHECK: %[[VAL_7:.*]] = constant 5.12229725E-8 : f32
// CHECK: %[[VAL_8:.*]] = constant 1.48572235E-5 : f32
// CHECK: %[[VAL_9:.*]] = constant 6.37261954E-4 : f32
// CHECK: %[[VAL_10:.*]] = constant 0.00489352457 : f32
// CHECK: %[[VAL_11:.*]] = constant 1.19825836E-6 : f32
// CHECK: %[[VAL_12:.*]] = constant 1.18534706E-4 : f32
// CHECK: %[[VAL_13:.*]] = constant 0.00226843474 : f32
// CHECK: %[[VAL_14:.*]] = constant 0.00489352504 : f32
// CHECK: %[[VAL_15:.*]] = fpext %[[VAL_0]] : f16 to f32
// CHECK: %[[VAL_16:.*]] = absf %[[VAL_15]] : f32
// CHECK: %[[VAL_17:.*]] = cmpf "olt", %[[VAL_16]], %[[VAL_1]] : f32
// CHECK: %[[VAL_18:.*]] = cmpf "ule", %[[VAL_15]], %[[VAL_2]] : f32
// CHECK: %[[VAL_19:.*]] = select %[[VAL_18]], %[[VAL_15]], %[[VAL_2]] : f32
// CHECK: %[[VAL_20:.*]] = cmpf "uge", %[[VAL_19]], %[[VAL_3]] : f32
// CHECK: %[[VAL_21:.*]] = select %[[VAL_20]], %[[VAL_19]], %[[VAL_3]] : f32
// CHECK: %[[VAL_22:.*]] = mulf %[[VAL_21]], %[[VAL_21]] : f32
// CHECK: %[[VAL_23:.*]] = mulf %[[VAL_22]], %[[VAL_4]] : f32
// CHECK: %[[VAL_24:.*]] = addf %[[VAL_23]], %[[VAL_5]] : f32
// CHECK: %[[VAL_25:.*]] = mulf %[[VAL_22]], %[[VAL_24]] : f32
// CHECK: %[[VAL_26:.*]] = addf %[[VAL_25]], %[[VAL_6]] : f32
// CHECK: %[[VAL_27:.*]] = mulf %[[VAL_22]], %[[VAL_26]] : f32
// CHECK: %[[VAL_28:.*]] = addf %[[VAL_27]], %[[VAL_7]] : f32
// CHECK: %[[VAL_29:.*]] = mulf %[[VAL_22]], %[[VAL_28]] : f32
// CHECK: %[[VAL_30:.*]] = addf %[[VAL_29]], %[[VAL_8]] : f32
// CHECK: %[[VAL_31:.*]] = mulf %[[VAL_22]], %[[VAL_30]] : f32
// CHECK: %[[VAL_32:.*]] = addf %[[VAL_31]], %[[VAL_9]] : f32
// CHECK: %[[VAL_33:.*]] = mulf %[[VAL_22]], %[[VAL_32]] : f32
// CHECK: %[[VAL_34:.*]] = addf %[[VAL_33]], %[[VAL_10]] : f32
// CHECK: %[[VAL_35:.*]] = mulf %[[VAL_21]], %[[VAL_34]] : f32
// CHECK: %[[VAL_36:.*]] = mulf %[[VAL_22]], %[[VAL_11]] : f32
// CHECK: %[[VAL_37:.*]] = addf %[[VAL_36]], %[[VAL_12]] : f32
// CHECK: %[[VAL_38:.*]] = mulf %[[VAL_22]], %[[VAL_37]] : f32
// CHECK: %[[VAL_39:.*]] = addf %[[VAL_38]], %[[VAL_13]] : f32
// CHECK: %[[VAL_40:.*]] = mulf %[[VAL_22]], %[[VAL_39]] : f32
// CHECK: %[[VAL_41:.*]] = addf %[[VAL_40]], %[[VAL_14]] : f32
// CHECK: %[[VAL_42:.*]] = divf %[[VAL_35]], %[[VAL_41]] : f32
// CHECK: %[[VAL_43:.*]] = select %[[VAL_17]], %[[VAL_15]], %[[VAL_42]] : f32
// CHECK: %[[VAL_44:.*]] = fptrunc %[[VAL_43]] : f32 to f16
// CHECK: return %[[VAL_44]] : f16

125
tests/legalize_tanh_to_approximation.mlir
View File

@ -1,125 +0,0 @@
// RUN: mlir-hlo-opt -mhlo-legalize-tanh-to-approximation -split-input-file %s | FileCheck %s
func @tanh_f64(%arg0 : f64) -> f64 {
%res = tanh %arg0 : f64
return %res : f64
}
// CHECK-LABEL: @tanh_f64
// CHECK: tanh
// -----
func @tanh_f32(%arg0 : f32) -> f32 {
%res = tanh %arg0 : f32
return %res : f32
}
// NOTE: Assertions have been autogenerated by utils/generate-test-checks.py
// CHECK-LABEL: func @tanh_f32(
// CHECK-SAME: %[[VAL_0:.*]]: f32) -> f32 {
// CHECK: %[[VAL_1:.*]] = constant 4.000000e-04 : f32
// CHECK: %[[VAL_2:.*]] = constant 7.90531111 : f32
// CHECK: %[[VAL_3:.*]] = constant -7.90531111 : f32
// CHECK: %[[VAL_4:.*]] = constant -2.76076837E-16 : f32
// CHECK: %[[VAL_5:.*]] = constant 2.00018794E-13 : f32
// CHECK: %[[VAL_6:.*]] = constant -8.60467184E-11 : f32
// CHECK: %[[VAL_7:.*]] = constant 5.12229725E-8 : f32
// CHECK: %[[VAL_8:.*]] = constant 1.48572235E-5 : f32
// CHECK: %[[VAL_9:.*]] = constant 6.37261954E-4 : f32
// CHECK: %[[VAL_10:.*]] = constant 0.00489352457 : f32
// CHECK: %[[VAL_11:.*]] = constant 1.19825836E-6 : f32
// CHECK: %[[VAL_12:.*]] = constant 1.18534706E-4 : f32
// CHECK: %[[VAL_13:.*]] = constant 0.00226843474 : f32
// CHECK: %[[VAL_14:.*]] = constant 0.00489352504 : f32
// CHECK: %[[VAL_15:.*]] = absf %[[VAL_0]] : f32
// CHECK: %[[VAL_16:.*]] = cmpf "olt", %[[VAL_15]], %[[VAL_1]] : f32
// CHECK: %[[VAL_17:.*]] = cmpf "ule", %[[VAL_0]], %[[VAL_2]] : f32
// CHECK: %[[VAL_18:.*]] = select %[[VAL_17]], %[[VAL_0]], %[[VAL_2]] : f32
// CHECK: %[[VAL_19:.*]] = cmpf "uge", %[[VAL_18]], %[[VAL_3]] : f32
// CHECK: %[[VAL_20:.*]] = select %[[VAL_19]], %[[VAL_18]], %[[VAL_3]] : f32
// CHECK: %[[VAL_21:.*]] = mulf %[[VAL_20]], %[[VAL_20]] : f32
// CHECK: %[[VAL_22:.*]] = mulf %[[VAL_21]], %[[VAL_4]] : f32
// CHECK: %[[VAL_23:.*]] = addf %[[VAL_22]], %[[VAL_5]] : f32
// CHECK: %[[VAL_24:.*]] = mulf %[[VAL_21]], %[[VAL_23]] : f32
// CHECK: %[[VAL_25:.*]] = addf %[[VAL_24]], %[[VAL_6]] : f32
// CHECK: %[[VAL_26:.*]] = mulf %[[VAL_21]], %[[VAL_25]] : f32
// CHECK: %[[VAL_27:.*]] = addf %[[VAL_26]], %[[VAL_7]] : f32
// CHECK: %[[VAL_28:.*]] = mulf %[[VAL_21]], %[[VAL_27]] : f32
// CHECK: %[[VAL_29:.*]] = addf %[[VAL_28]], %[[VAL_8]] : f32
// CHECK: %[[VAL_30:.*]] = mulf %[[VAL_21]], %[[VAL_29]] : f32
// CHECK: %[[VAL_31:.*]] = addf %[[VAL_30]], %[[VAL_9]] : f32
// CHECK: %[[VAL_32:.*]] = mulf %[[VAL_21]], %[[VAL_31]] : f32
// CHECK: %[[VAL_33:.*]] = addf %[[VAL_32]], %[[VAL_10]] : f32
// CHECK: %[[VAL_34:.*]] = mulf %[[VAL_20]], %[[VAL_33]] : f32
// CHECK: %[[VAL_35:.*]] = mulf %[[VAL_21]], %[[VAL_11]] : f32
// CHECK: %[[VAL_36:.*]] = addf %[[VAL_35]], %[[VAL_12]] : f32
// CHECK: %[[VAL_37:.*]] = mulf %[[VAL_21]], %[[VAL_36]] : f32
// CHECK: %[[VAL_38:.*]] = addf %[[VAL_37]], %[[VAL_13]] : f32
// CHECK: %[[VAL_39:.*]] = mulf %[[VAL_21]], %[[VAL_38]] : f32
// CHECK: %[[VAL_40:.*]] = addf %[[VAL_39]], %[[VAL_14]] : f32
// CHECK: %[[VAL_41:.*]] = divf %[[VAL_34]], %[[VAL_40]] : f32
// CHECK: %[[VAL_42:.*]] = select %[[VAL_16]], %[[VAL_0]], %[[VAL_41]] : f32
// CHECK: return %[[VAL_42]] : f32
// CHECK: }
// -----
func @tanh_f16(%arg0 : f16) -> f16 {
%res = tanh %arg0 : f16
return %res : f16
}
// NOTE: Assertions have been autogenerated by utils/generate-test-checks.py
// CHECK-LABEL: func @tanh_f16(
// CHECK-SAME: %[[VAL_0:.*]]: f16) -> f16 {
// CHECK: %[[VAL_1:.*]] = constant 4.000000e-04 : f32
// CHECK: %[[VAL_2:.*]] = constant 7.90531111 : f32
// CHECK: %[[VAL_3:.*]] = constant -7.90531111 : f32
// CHECK: %[[VAL_4:.*]] = constant -2.76076837E-16 : f32
// CHECK: %[[VAL_5:.*]] = constant 2.00018794E-13 : f32
// CHECK: %[[VAL_6:.*]] = constant -8.60467184E-11 : f32
// CHECK: %[[VAL_7:.*]] = constant 5.12229725E-8 : f32
// CHECK: %[[VAL_8:.*]] = constant 1.48572235E-5 : f32
// CHECK: %[[VAL_9:.*]] = constant 6.37261954E-4 : f32
// CHECK: %[[VAL_10:.*]] = constant 0.00489352457 : f32
// CHECK: %[[VAL_11:.*]] = constant 1.19825836E-6 : f32
// CHECK: %[[VAL_12:.*]] = constant 1.18534706E-4 : f32
// CHECK: %[[VAL_13:.*]] = constant 0.00226843474 : f32
// CHECK: %[[VAL_14:.*]] = constant 0.00489352504 : f32
// CHECK: %[[VAL_15:.*]] = fpext %[[VAL_0]] : f16 to f32
// CHECK: %[[VAL_16:.*]] = absf %[[VAL_15]] : f32
// CHECK: %[[VAL_17:.*]] = cmpf "olt", %[[VAL_16]], %[[VAL_1]] : f32
// CHECK: %[[VAL_18:.*]] = cmpf "ule", %[[VAL_15]], %[[VAL_2]] : f32
// CHECK: %[[VAL_19:.*]] = select %[[VAL_18]], %[[VAL_15]], %[[VAL_2]] : f32
// CHECK: %[[VAL_20:.*]] = cmpf "uge", %[[VAL_19]], %[[VAL_3]] : f32
// CHECK: %[[VAL_21:.*]] = select %[[VAL_20]], %[[VAL_19]], %[[VAL_3]] : f32
// CHECK: %[[VAL_22:.*]] = mulf %[[VAL_21]], %[[VAL_21]] : f32
// CHECK: %[[VAL_23:.*]] = mulf %[[VAL_22]], %[[VAL_4]] : f32
// CHECK: %[[VAL_24:.*]] = addf %[[VAL_23]], %[[VAL_5]] : f32
// CHECK: %[[VAL_25:.*]] = mulf %[[VAL_22]], %[[VAL_24]] : f32
// CHECK: %[[VAL_26:.*]] = addf %[[VAL_25]], %[[VAL_6]] : f32
// CHECK: %[[VAL_27:.*]] = mulf %[[VAL_22]], %[[VAL_26]] : f32
// CHECK: %[[VAL_28:.*]] = addf %[[VAL_27]], %[[VAL_7]] : f32
// CHECK: %[[VAL_29:.*]] = mulf %[[VAL_22]], %[[VAL_28]] : f32
// CHECK: %[[VAL_30:.*]] = addf %[[VAL_29]], %[[VAL_8]] : f32
// CHECK: %[[VAL_31:.*]] = mulf %[[VAL_22]], %[[VAL_30]] : f32
// CHECK: %[[VAL_32:.*]] = addf %[[VAL_31]], %[[VAL_9]] : f32
// CHECK: %[[VAL_33:.*]] = mulf %[[VAL_22]], %[[VAL_32]] : f32
// CHECK: %[[VAL_34:.*]] = addf %[[VAL_33]], %[[VAL_10]] : f32
// CHECK: %[[VAL_35:.*]] = mulf %[[VAL_21]], %[[VAL_34]] : f32
// CHECK: %[[VAL_36:.*]] = mulf %[[VAL_22]], %[[VAL_11]] : f32
// CHECK: %[[VAL_37:.*]] = addf %[[VAL_36]], %[[VAL_12]] : f32
// CHECK: %[[VAL_38:.*]] = mulf %[[VAL_22]], %[[VAL_37]] : f32
// CHECK: %[[VAL_39:.*]] = addf %[[VAL_38]], %[[VAL_13]] : f32
// CHECK: %[[VAL_40:.*]] = mulf %[[VAL_22]], %[[VAL_39]] : f32
// CHECK: %[[VAL_41:.*]] = addf %[[VAL_40]], %[[VAL_14]] : f32
// CHECK: %[[VAL_42:.*]] = divf %[[VAL_35]], %[[VAL_41]] : f32
// CHECK: %[[VAL_43:.*]] = select %[[VAL_17]], %[[VAL_15]], %[[VAL_42]] : f32
// CHECK: %[[VAL_44:.*]] = fptrunc %[[VAL_43]] : f32 to f16
// CHECK: return %[[VAL_44]] : f16
// CHECK: }