// representing the contents of the converted model. When extended_return
// flag is set to true returns a dictionary that contains string representation
// of the converted model and some statistics like arithmetic ops count.
// `debug_info_str` contains the `GraphDebugInfo` proto. When
// `enable_mlir_converter` is True, use MLIR-based conversion instead of
// TOCO conversion.
PyObject* Convert(PyObject* model_flags_proto_txt_raw,

#include "mlir/IR/BuiltinOps.h"  // from @llvm-project
#include "mlir/Pass/Pass.h"  // from @llvm-project

namespace mlir {
namespace odml {

// Creates a pass which unfuses MHLO batch norm inference op into arithmetic
// ops.
std::unique_ptr<Pass> createUnfuseBatchNormPass();

// Creates a pass which constant folds broadcast_in_dim op conditionally.
std::unique_ptr<Pass> createFoldBroadcastPass();

import com.google.common.annotations.GwtIncompatible;
import com.google.common.annotations.J2ktIncompatible;
import java.math.BigDecimal;
import java.math.RoundingMode;

/**
 * A class for arithmetic on {@link BigDecimal} that is not covered by its built-in methods.
 *
 * @author Louis Wasserman
 * @since 30.0
 */
@J2ktIncompatible
@GwtIncompatible
@ElementTypesAreNonnullByDefault

 *
 * <p>Its speed is comparable to CityHash64, and its quality of hashing is at least as good.
 *
 * <p>Note to maintainers: This implementation relies on signed arithmetic being bit-wise equivalent
 * to unsigned arithmetic in all cases except:
 *
 * <ul>
 *   <li>comparisons (signed values can be negative)
 *   <li>division (avoided here)
 *   <li>shifting (right shift must be unsigned)
 * </ul>
 *

 *
 * <p>Its speed is comparable to CityHash64, and its quality of hashing is at least as good.
 *
 * <p>Note to maintainers: This implementation relies on signed arithmetic being bit-wise equivalent
 * to unsigned arithmetic in all cases except:
 *
 * <ul>
 *   <li>comparisons (signed values can be negative)
 *   <li>division (avoided here)
 *   <li>shifting (right shift must be unsigned)
 * </ul>
 *

Cgo recognizes any use of a qualified identifier C.xxx and uses gcc to
find the definition of xxx.  If xxx is a type, cgo replaces C.xxx with
a Go translation.  C arithmetic types translate to precisely-sized Go
arithmetic types.  A C struct translates to a Go struct, field by
field; unrepresentable fields are replaced with opaque byte arrays.  A
C union translates into a struct containing the first union member and

  }

  virtual ~UniformQuantizedValueConverter() = default;

 private:
  // An optimized implementation to quantize f32 to i8/u8 with C++ native
  // arithmetic.
  virtual APInt quantizeF32ToInt8(const APFloat& expressed_value) const {
    assert(&expressed_value.getSemantics() == &APFloat::IEEEsingle());
    assert(storage_bit_width_ == 8);

import com.google.common.annotations.GwtIncompatible;
import com.google.common.annotations.J2ktIncompatible;
import java.math.BigDecimal;
import java.math.RoundingMode;

/**
 * A class for arithmetic on {@link BigDecimal} that is not covered by its built-in methods.
 *
 * @author Louis Wasserman
 * @since 30.0
 */
@J2ktIncompatible
@GwtIncompatible
@ElementTypesAreNonnullByDefault

// tables to TensorFlow Lite hash tables.
std::unique_ptr<OperationPass<ModuleOp>> CreateLegalizeHashTablesPass();

// Creates get arithmetic count pass, which will calculate the arithmetic count
// for each ops.
std::unique_ptr<OperationPass<func::FuncOp>> CreateGetArithmeticCountPass();

// Creates unfold large constant pass, which will replace large splat constant

// Copyright 2016 The Go Authors. All rights reserved.
// Use of this source code is governed by a BSD-style
// license that can be found in the LICENSE file.

// This program generates a test to verify that the standard arithmetic
// operators properly handle const cases. The test file should be
// generated with a known working version of go.
// launch with `go run arithConstGen.go` a file called arithConst.go