const SymbolTable symbol_table(module_op);
      auto entry_func_op =
          dyn_cast_or_null<func::FuncOp>(symbol_table.lookup(function_name));
      auto dot_general_op = *entry_func_op.getOps<DotGeneralOp>().begin();
      if (auto optional_dim = GetDotGeneralQuantizationDim(dot_general_op);
          optional_dim) {
        spec->coeff_op_quant_dim[1] = optional_dim.value();
      } else {

  for (const auto& p : llvm::zip(live_outs, launch_op.getResults())) {
    Value from = std::get<0>(p);
    // TODO(jingpu): move this to RegionUtils.h in MLIR core.
    for (auto& use : llvm::make_early_inc_range(from.getUses())) {
      if (launch_op_region->isAncestor(use.getOwner()->getParentRegion()))
        continue;
      use.set(std::get<1>(p));
    }
  }
}

// Get all escaped live-out values of a region.

                        tokenizerTimestamp = dictionaryTimestamp;
                        userDictionaryField.set(tokenizer, userDictionary);
                        final TokenInfoFST userFst = userDictionary.getFST();
                        userFSTField.set(tokenizer, userFst);
                        userFSTReaderField.set(tokenizer, userFst.getBytesReader());
                        @SuppressWarnings("unchecked")

			return false;
		},
		add_css : function(rule_name, sheet) {
			if($.jstree.css.get_css(rule_name, false, sheet)) { return false; }
			if(sheet.insertRule) { sheet.insertRule(rule_name + ' { }', 0); } else { sheet.addRule(rule_name, null, 0); }
			return $.vakata.css.get_css(rule_name);
		},
		remove_css : function(rule_name, sheet) {
			return $.vakata.css.get_css(rule_name, true, sheet);
		},
		add_sheet : function(opts) {

std::unordered_map<std::string, std::vector<func::FuncOp>>
PickSubgraphsPass::CollectSubgraphFuncs(ModuleOp module) {
  std::unordered_map<std::string, std::vector<func::FuncOp>> func_impls;
  for (auto func : module.getOps<func::FuncOp>()) {
    auto interface_name = GetInterFaceName(func);
    if (interface_name.has_value()) {
      auto impls_iter = func_impls.find(*interface_name);
      if (impls_iter == func_impls.end())

  return IsReplicatedGraph(module);
}

bool HasTPUPartitionedCallOpInModule(mlir::ModuleOp module) {
  bool has_tpu_partitioned_call = false;
  for (auto func_op : module.getOps<mlir::func::FuncOp>()) {
    func_op->walk([&](mlir::TF::TPUPartitionedCallOp op) {
      has_tpu_partitioned_call = true;
    });
    if (has_tpu_partitioned_call) break;
  }
  return has_tpu_partitioned_call;

// Deprecated: Use NameTable_NameInfo.ProtoReflect.Descriptor instead.
func (*NameTable_NameInfo) Descriptor() ([]byte, []int) {
	return file_dns_proto_nds_proto_rawDescGZIP(), []int{0, 0}
}

func (x *NameTable_NameInfo) GetIps() []string {
	if x != nil {
		return x.Ips
	}
	return nil
}

func (x *NameTable_NameInfo) GetRegistry() string {
	if x != nil {
		return x.Registry
	}
	return ""
}

    !!! tip "Tipp"
        Bevorzugen Sie die `Annotated`-Version, falls möglich.

    ```Python hl_lines="85"
    {!> ../../../docs_src/security/tutorial003.py!}
    ```

!!! tip "Tipp"
    Gemäß der Spezifikation sollten Sie ein JSON mit einem `access_token` und einem `token_type` zurückgeben, genau wie in diesem Beispiel.

    Das müssen Sie selbst in Ihrem Code tun und sicherstellen, dass Sie diese JSON-Schlüssel verwenden.

    auto max_op = dyn_cast_or_null<MaxOp>(
        return_op.getOperands().front().getDefiningOp());
    if (!max_op) return false;

    return (max_op.getLhs() == block.getArgument(0)) &&
           (max_op.getRhs() == block.getArgument(1));
  }

  // Whether `op` has the `padding` attribute (which is optional).
  bool HasPadding(mlir::stablehlo::ReduceWindowOp op) const {

    if (!type || !type.getElementType().isF32()) return false;

    Value value = op.getResult();

    // Check whether dynamic range quantization can be applied.
    for (auto& use : value.getUses()) {
      Operation* user = use.getOwner();
      int operand_num = use.getOperandNumber();
      std::unique_ptr<OpQuantSpec> spec = GetTFOpQuantSpec(user);