InsertCallOnceOpFromSessionInitializerPass)

 private:
  void runOnOperation() override;
};

void InsertCallOnceOpFromSessionInitializerPass::runOnOperation() {
  ModuleOp module = getOperation();

  for (func::FuncOp init_func_op :
       tf_saved_model::GetInitializerFunctions(module)) {
    for (auto func : module.getOps<func::FuncOp>()) {
      auto dict_attr =

  MLIR_DEFINE_EXPLICIT_INTERNAL_INLINE_TYPE_ID(TestPreCalibrationComponentPass)

 private:
  void runOnOperation() override;
};

void TestPreCalibrationComponentPass::runOnOperation() {
  ModuleOp module_op = getOperation();
  MLIRContext& ctx = getContext();

  // Simply runs the PreCalibrationComponent with a default configuration.
  PreCalibrationComponent component(&ctx);
  QuantizationConfig quantization_config{};

    rewriter.replaceOpWithNewOp<func::CallOp>(op, entry_func_op, op.getArgs());
    return success();
  }
};

void XlaCallModuleToCallPass::runOnOperation() {
  ModuleOp module_op = getOperation();
  MLIRContext* ctx = module_op.getContext();
  RewritePatternSet patterns(&getContext());
  patterns.add<XlaCallModuleOpToCallOp>(ctx);
  if (failed(applyPatternsAndFoldGreedily(module_op, std::move(patterns)))) {

        operands.Insert(op->getOperand(0), ValueConstraint::kShape);
    }

    return success();
  }
};

void TestClusteringPolicyPass::runOnOperation() {
  func::FuncOp func = getOperation();
  ValuesConstraintSet constraints;

  ClusteringPolicySet policies;
  policies.Add<TestOpsClusteringPolicy>();

  // Initialize constraints based on the return type attributes.

  }

 public:
  MLIR_DEFINE_EXPLICIT_INTERNAL_INLINE_TYPE_ID(MockSuccessPass)

  explicit MockSuccessPass() = default;

 private:
  void runOnOperation() override {
    getOperation().walk([](Operation* nestedOp) {
      nestedOp->emitError()
          << "Error at " << nestedOp->getName().getStringRef().str() << " op";
    });
  };
};

// MockFailurePass reports errors and fails.

class DedupBoundInputBindingPass
    : public impl::DedupBoundInputBindingPassBase<DedupBoundInputBindingPass> {
  void runOnOperation() final;
};

void DedupBoundInputBindingPass::runOnOperation() {
  func::FuncOp func = getOperation();
  if (!mlir::tf_saved_model::IsExported(func)) return;
  llvm::SmallDenseMap<Attribute, unsigned, 8> unique_bound_inputs;
  llvm::BitVector arg_indices_to_erase(func.getNumArguments());

bool HasXlaOutsideCompilationMarker(Operation& op) {
  return op.getAttrOfType<StringAttr>(kXlaOutsideCompilationAttr) != nullptr;
}

void VerifyNoOutsideCompilationMarkersPass::runOnOperation() {
  Operation* func_op = getOperation();

  auto walk_result = func_op->walk([&](Operation* op) {
    if (IsDeviceClusterOp(*op) && HasChildLaunchDeviceOp(*op)) {
      std::string launch_error =

    : public impl::LegalizeVariablesPassBase<LegalizeVariablesPass> {
 public:
  MLIR_DEFINE_EXPLICIT_INTERNAL_INLINE_TYPE_ID(LegalizeVariablesPass)

  void runOnOperation() override {
    auto module = getOperation();
    // If TFLite variable legalization is not allowed, then we skip this pass.
    if (auto legalize_tfl_variables_attr =
            module->getAttr(kLegalizeTflVariables)) {

  }
  return predecessors;
}

struct TPUColocateSplits
    : public impl::TPUColocateSplitsPassBase<TPUColocateSplits> {
  void runOnOperation() override;
};

void TPUColocateSplits::runOnOperation() {
  getOperation().walk([&](Operation* op) {
    if (auto split = llvm::dyn_cast<TF::SplitOp>(op)) {
      if (HasDevice(split) || split->getAttrOfType<ArrayAttr>(kClassAttr))
        return WalkResult::advance();

    }
    return mlir::WalkResult::advance();
  });
  return failure(result.wasInterrupted());
}

void ConvertToLegacyCompileAndReplicateAttributesPass::runOnOperation() {
  func::FuncOp func_op = getOperation();
  if (failed(ConvertToLegacyAttributes(func_op))) return signalPassFailure();
}

}  // namespace

std::unique_ptr<OperationPass<func::FuncOp>>
CreateConvertToLegacyCompileAndReplicateAttributesPass() {