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Function _toType has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def _toType(self, dtype):
    if dtype == np.float16:
      return dtypes.float16
    elif dtype == np.float32:
      return dtypes.float32
Severity: Minor
Found in tensorflow/python/training/training_ops_test.py - About 25 mins to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Function __init__ has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def __init__(self, name=None):
    if name is None:
      name = camel_to_snake(type(self).__name__)
    else:
      if not valid_identifier(name):
Severity: Minor
Found in tensorflow/python/module/module.py - About 25 mins to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Function testSparse has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def testSparse(self):
    # TODO(yori): Use ParameterizedTest when available
    for (dtype, learning_rate, decay,
         momentum, epsilon, centered, _) in _TESTPARAMS:
      with test_util.use_gpu():
Severity: Minor
Found in tensorflow/python/training/rmsprop_test.py - About 25 mins to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Function as_dict has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def as_dict(self):
    """Returns a dictionary from job names to their tasks.

    For each job, if the task index space is dense, the corresponding
    value will be a list of network addresses; otherwise it will be a
Severity: Minor
Found in tensorflow/python/training/server_lib.py - About 25 mins to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Function _zero_debias has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def _zero_debias(strategy, unbiased_var, value, decay):
  """Compute the delta required for a debiased Variable.

  All exponential moving averages initialized with Tensors are initialized to 0,
  and therefore are biased to 0. Variables initialized to 0 and used as EMAs are
Severity: Minor
Found in tensorflow/python/training/moving_averages.py - About 25 mins to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Function prepare_or_wait_for_session has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def prepare_or_wait_for_session(self,
                                  master="",
                                  config=None,
                                  wait_for_checkpoint=False,
                                  max_wait_secs=7200,
Severity: Minor
Found in tensorflow/python/training/supervisor.py - About 25 mins to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Function __init__ has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def __init__(self, queue=None, enqueue_ops=None, close_op=None,
               cancel_op=None, queue_closed_exception_types=None,
               queue_runner_def=None, import_scope=None):
    """Create a QueueRunner.
Severity: Minor
Found in tensorflow/python/training/queue_runner_impl.py - About 25 mins to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Function doTestSparse has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def doTestSparse(self, use_resource=False):
    for dtype in [dtypes.half, dtypes.float32, dtypes.float64]:
      with self.cached_session():
        # Initialize variables for numpy implementation.
        m0, v0, m1, v1 = 0.0, 0.0, 0.0, 0.0
Severity: Minor
Found in tensorflow/python/training/adam_test.py - About 25 mins to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Function variables_to_restore has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def variables_to_restore(self, moving_avg_variables=None):
    """[Designed for TF 1.x] Returns a map of names to `Variables` to restore.

    (Designed to work with legacy `tf.compat.v1.train.Saver`, sensitive to
    specific variable names and not recommended for TF2)
Severity: Minor
Found in tensorflow/python/training/moving_averages.py - About 25 mins to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Function _init_local_init_op has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def _init_local_init_op(self, local_init_op=USE_DEFAULT):
    """Initializes local_init_op.

    Args:
      local_init_op: `Operation` run for every new supervisor instance. If set
Severity: Minor
Found in tensorflow/python/training/supervisor.py - About 25 mins to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Function testTwoThreadsSmallerBatch has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def testTwoThreadsSmallerBatch(self):
    with ops.Graph().as_default(), self.cached_session():
      extra_elements = 2
      # Two threads, the first generates (0..69, "a").
      num_a = 70 + extra_elements
Severity: Minor
Found in tensorflow/python/training/input_test.py - About 25 mins to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Function _wrap_optimizer has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def _wrap_optimizer(opt, loss_scale):
  """Wraps an optimizer with a LossScaleOptimizer."""

  for _, wrapper_optimizer in _REGISTERED_WRAPPER_OPTIMIZER_CLS.values():
    if isinstance(opt, wrapper_optimizer):
Severity: Minor
Found in tensorflow/python/training/experimental/mixed_precision.py - About 25 mins to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Function _init_global_step has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def _init_global_step(self, global_step=USE_DEFAULT):
    """Initializes global_step.

    Args:
      global_step: An integer Tensor of size 1 that counts steps. If set to
Severity: Minor
Found in tensorflow/python/training/supervisor.py - About 25 mins to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Function _create_slots has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def _create_slots(self, var_list):
    for v in var_list:
      if v.get_shape().is_fully_defined():
        init_rms = init_ops.ones_initializer(dtype=v.dtype.base_dtype)
      else:
Severity: Minor
Found in tensorflow/python/training/rmsprop.py - About 25 mins to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Function after_run has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def after_run(self, run_context, run_values):
    evals_completed = run_values.results['evals_completed']
    # Update number of steps to run in the next iteration
    if self._num_evals is None:
      steps = self._steps_per_run_initial_value
Severity: Minor
Found in tensorflow/python/training/evaluation.py - About 25 mins to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Function assign_moving_average has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def assign_moving_average(variable, value, decay, zero_debias=True, name=None):
  """Compute the moving average of a variable.

  The moving average of 'variable' updated with 'value' is:
    variable * decay + value * (1 - decay)
Severity: Minor
Found in tensorflow/python/training/moving_averages.py - About 25 mins to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Function trace_save_restore_function_map has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def trace_save_restore_function_map(obj, factory_data_list):
  """Traces all save and restore functions in the provided factory list.

  Args:
    obj: `Trackable` object.
Severity: Minor
Found in tensorflow/python/training/saving/trace_saveable_util.py - About 25 mins to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Function get_global_step has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def get_global_step(graph=None):
  """Get the global step tensor.

  The global step tensor must be an integer variable. We first try to find it
  in the collection `GLOBAL_STEP`, or by name `global_step:0`.
Severity: Minor
Found in tensorflow/python/training/training_util.py - About 25 mins to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Function configure_collective_ops has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def configure_collective_ops(
      self,
      collective_leader="",
      scoped_allocator_enabled_ops=("CollectiveReduce",),
      use_nccl_communication=False,
Severity: Minor
Found in tensorflow/python/eager/context.py - About 25 mins to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Function quick_execute has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def quick_execute(op_name, num_outputs, inputs, attrs, ctx, name=None):
  """Execute a TensorFlow operation.

  Args:
    op_name: Name of the TensorFlow operation (see REGISTER_OP in C++ code) to
Severity: Minor
Found in tensorflow/python/eager/execute.py - About 25 mins to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

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