"to be 0 but found 1");
}

TEST(NodeMatchers, Attrs) {
  Scope root = Scope::NewRootScope().ExitOnError();
  Output enter = ops::internal::Enter(
      root.WithOpName("enter"),
      ops::Placeholder(root.WithOpName("data"), DT_FLOAT), "frame_name",
      ops::internal::Enter::Attrs{}.IsConstant(true));
  EXPECT_THAT(enter.node(), NodeWith(Attr("is_constant", true)));

              value.add_int64_val(dim.size());
            }
          }
          AddNodeAttr("value", value, &const_def);
          for (auto const& attr : n->attrs()) {
            if (*attr.first.begin() == '_') {
              AddNodeAttr(attr.first, attr.second, &const_def);
            }
          }

          TF_ASSIGN_OR_RETURN(Node * const_node, graph->AddNode(const_def));

  const char* key = pair.getName().data();
  const auto attr = pair.getValue();

  if (mlir::isa<::mlir::IntegerAttr>(attr)) {
    fbb->Int(key, mlir::dyn_cast<mlir::IntegerAttr>(attr).getInt());
    return success();
  }

  if (mlir::isa<::mlir::FloatAttr>(attr)) {
    fbb->Double(key, mlir::dyn_cast<mlir::FloatAttr>(attr).getValueAsDouble());
    return success();
  }

        // Same type repeated "repeats" times.
        Attribute attr = attrs_[output_arg.type_attr()];
        if (!attr)
          return InvalidArgument("Missing attribute '", output_arg.type_attr(),
                                 "' required for output '", output_arg.name(),
                                 "'");
        TypedAttr type_attr = mlir::dyn_cast<TypedAttr>(attr);
        if (!type_attr)

  let description = [{
    The `attr` operation stores TF op's attribute, which doesn't support
    arithmetic operations.

    Example:

    ```mlir
    %1 = "tfr.constant"() { value: i32 } : () -> !tfr.attr
    %2 = "tfr.constant"() { value: [i32, f32] } : () -> !tfr.attr
    %3 = tfr.constant [i32, f32] -> !tfr.attr
    %4 = tfr.constant f32 -> !tfr.attr
    ```
  }];

    attrs = {
        "model_name": attr.string(),
        "srcs": attr.label_list(mandatory = True, allow_files = True),
        "header_out": attr.output(),
        "cmd": attr.string(),
        "tfcompile_tool": attr.label(cfg = "exec", executable = True, allow_files = True),
        "tfcompile_graph": attr.label(allow_single_file = True),
        "tfcompile_config": attr.label(allow_single_file = True),

		if attrs.UID != nil {
			uid = *attrs.UID
		}
		if attrs.GID != nil {
			gid = *attrs.GID
		}
		inDev, outDev := "", ""
		if attrs.InDev != nil {
			ii, err := net.InterfaceByIndex(int(*attrs.InDev))
			if err == nil {
				inDev = ii.Name
			}
		}
		if attrs.OutDev != nil {
			ii, err := net.InterfaceByIndex(int(*attrs.OutDev))
			if err == nil {
				outDev = ii.Name
			}
		}
		iptablesTrace.WithLabels(

    const Operation& colocate_with_op) const {
  std::unordered_set<string> current_constraints(colocation_constraints_);
  const AttrSlice attrs = colocate_with_op.node()->attrs();
  std::vector<string> node_constraints;
  if (TryGetNodeAttr(attrs, kColocationAttrName, &node_constraints)) {
    for (const string& entry : node_constraints) {
      StringPiece s(entry);

    (TFL_TransposeOp
      (TFL_ResizeBilinearOp
        (TFL_TransposeOp $input,
          (Arith_ConstantOp
            ConstantAttr<RankedI32ElementsAttr<[4]>,"{0, 2, 3, 1}">)),
        (Arith_ConstantOp:$output_size (GetI32DenseAttr (GetAsVectorAttr<"output"> $attrs))),
        (GetCompositeAttributeAs<"align_corners", "BoolAttr"> $attrs),
        ConstBoolAttrTrue,

    auto operand_size_attr = builder.getDenseI32ArrayAttr(operand_sizes);
    NamedAttrList attrs(send_op->getAttrs());
    attrs.set(send_op.getOperandSegmentSizeAttr(), operand_size_attr);

    AddOperandAndRewriteAs<XlaSendTPUEmbeddingGradientsOp>(send_op, dedup_op,
                                                           attrs, &builder);
  }
  return success();
}

void RewriteTPUEmbeddingOps::runOnOperation() {