namespace tensorflow {

Variable::Variable(ImmediateExecutionContext* ctx, DataType dtype,
                   TensorShape shape, absl::optional<std::string> name,
                   ImmediateTensorHandlePtr handle)
    : TensorHandleConvertible(std::move(handle)),
      name_(name.has_value() ? *name : "Variable"),
      dtype_(dtype),
      shape_(shape),
      ctx_(ctx) {}

Variable::~Variable() {

/**
 * A variable library entry.
 */
public class Variable extends AbstractLibrary {
    public Variable(Node node, FileReferenceFactory fileReferenceFactory) {
        super(node, fileReferenceFactory);
        setSourcePath(fileReferenceFactory.fromVariablePath((String) node.attribute("sourcepath")));
    }

    public Variable(FileReference library) {
        super(library);
    }

// VariableApplyConfiguration represents an declarative configuration of the Variable type for use
// with apply.
type VariableApplyConfiguration struct {
	Name       *string `json:"name,omitempty"`
	Expression *string `json:"expression,omitempty"`
}

// VariableApplyConfiguration constructs an declarative configuration of the Variable type for use with
// apply.
func Variable() *VariableApplyConfiguration {
	return &VariableApplyConfiguration{}
}

  func.return %0 : tensor<3x2xi32>
}

// CHECK:      {
// CHECK-NEXT:     version: 3,
// CHECK-NEXT:     operator_codes: [ ],
// CHECK-NEXT:     subgraphs: [ {
// CHECK-NEXT:       tensors: [ {
// CHECK-NEXT:         shape: [ 3, 2 ],
// CHECK-NEXT:         type: INT32,
// CHECK-NEXT:         name: "variable",
// CHECK-NEXT:         quantization: {
// CHECK-EMPTY:

package env

import "os"

// Variable is a wrapper for an environment variable.
type Variable string

// Name of the environment variable.
func (e Variable) Name() string {
	return string(e)
}

// Value of the environment variable.
func (e Variable) Value() string {
	return os.Getenv(e.Name())
}

// VariableApplyConfiguration represents an declarative configuration of the Variable type for use
// with apply.
type VariableApplyConfiguration struct {
	Name       *string `json:"name,omitempty"`
	Expression *string `json:"expression,omitempty"`
}

// VariableApplyConfiguration constructs an declarative configuration of the Variable type for use with
// apply.
func Variable() *VariableApplyConfiguration {
	return &VariableApplyConfiguration{}
}

// VariableApplyConfiguration represents an declarative configuration of the Variable type for use
// with apply.
type VariableApplyConfiguration struct {
	Name       *string `json:"name,omitempty"`
	Expression *string `json:"expression,omitempty"`
}

// VariableApplyConfiguration constructs an declarative configuration of the Variable type for use with
// apply.
func Variable() *VariableApplyConfiguration {
	return &VariableApplyConfiguration{}
}

  // CHECK: "tfl.pseudo_const"() <{value = dense<0> : tensor<3x2xi32>}> {tfl.is_variable} : () -> tensor<3x2xi32>
  %0 = "tfl.pseudo_const"() {value = dense<0> : tensor<3x2xi32>, tfl.is_variable} : () -> tensor<3x2xi32> loc("variable")
  func.return %0 : tensor<3x2xi32>

// RUN: tf-opt %s -split-input-file -tf-tpu-variable-runtime-reformatting| FileCheck %s

// Tests that the pass can correctly transform a training loop with 2 replicas.

!tf_res_f32 = tensor<*x!tf_type.resource<tensor<f32>>>
!tf_res_md_f32 = tensor<*x!tf_type.resource<tensor<3x3x1x32xf32>>> // Multi-dim f32

module attributes {tf.versions = {bad_consumers = [], min_consumer = 0 : i32, producer = 268 : i32}} {
  // CHECK-LABEL: func @main

	// time.Time does not honor xml marshaller, it means that we need
	// to encode/format it before giving it to xml marshaling.

	// This below check adds client side verification to see if its
	// truly parsable.

	// listMultipartUploadsResponse - format for list multipart uploads response.
	type listMultipartUploadsResponse struct {