code: def testDynamicShapeVariableWithCallableInit(self):
      with ops.Graph().as_default():
          var0 = variable_scope.get_variable(
              "var0",
              initializer=constant_op.constant(1.0),
              validate_shape=False,
          )
  
          grads0 = constant_op.constant(0.1, dtype=dtypes.float32)
          learning_rate = lambda: 3.0
  
          ada_opt = adagrad.AdagradOptimizer(
              learning_rate,
              initial_accumulator_value=0.1,
              use_locking=True,
          )
  
          if not context.executing_eagerly():
              ada_update = ada_opt.apply_gradients(
                  zip([grads0], [var0])
              )
              self.evaluate(variables.global_variables_initializer())
  
          # Fetch params to validate initial values
          v0_val = self.evaluate([var0])
          self.assertAllClose([1.0], v0_val)
  
          # Run 3 steps of adagrad
          for _ in range(3):
              if not context.executing_eagerly():
                  self.evaluate(ada_update)
              else:
                  ada_opt.apply_gradients(zip([grads0], [var0]))
  
          # Validate updated params
          v0_val = self.evaluate([var0])
          self.assertAllCloseAccordingToType(
              np.array([-1.6026098728179932]), v0_val
          )
  
imports: import numpy
  from tensorflow.python.eager import context
  from tensorflow.python.framework import constant_op
  from tensorflow.python.framework import dtypes
  from tensorflow.python.framework import indexed_slices
  from tensorflow.python.framework import ops
  from tensorflow.python.framework import test_util
  from tensorflow.python.ops import embedding_ops
  from tensorflow.python.ops import math_ops
  from tensorflow.python.ops import resource_variable_ops
  from tensorflow.python.ops import variable_scope
  from tensorflow.python.ops import variables
  from tensorflow.python.platform import test
  from tensorflow.python.training import adagrad
label_desc: Use image node_id 13 for calling the AdagradOptimizerTest obj's underlying member method code with example usage: obj.testDynamicShapeVariableWithCallableInit() without return types