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Function resnet_arg_scope has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

def resnet_arg_scope(weight_decay=0.0001,
                     batch_norm_decay=0.997,
                     batch_norm_epsilon=1e-5,
                     batch_norm_scale=True,
                     activation_fn=tf.nn.relu,
Severity: Minor
Found in research/deeplab/core/resnet_v1_beta.py - About 35 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 pnasnet has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

def pnasnet(images,
            num_classes,
            is_training=True,
            global_pool=False,
            output_stride=16,
Severity: Minor
Found in research/deeplab/core/nas_network.py - About 35 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_branch_logits has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

def get_branch_logits(features,
                      num_classes,
                      atrous_rates=None,
                      aspp_with_batch_norm=False,
                      kernel_size=1,
Severity: Minor
Found in research/deeplab/model.py - About 35 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_vars_to_restore has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

def get_vars_to_restore(ckpt=None):
  """Returns list of variables that should be saved/restored.

  Args:
    ckpt: Path to existing checkpoint.  If present, returns only the subset of
Severity: Minor
Found in research/vid2depth/util.py - About 35 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 _convert_dataset has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

def _convert_dataset(dataset_split):
  """Converts the specified dataset split to TFRecord format.

  Args:
    dataset_split: The dataset split (e.g., train, test).
Severity: Minor
Found in research/deeplab/datasets/build_voc2012_data.py - About 35 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_logits has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

def _get_logits(images,
                model_options,
                weight_decay=0.0001,
                reuse=None,
                is_training=False,
Severity: Minor
Found in research/deeplab/model.py - About 35 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 pad_to_bounding_box has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

def pad_to_bounding_box(image, offset_height, offset_width, target_height,
                        target_width, pad_value):
  """Pads the given image with the given pad_value.

  Works like tf.image.pad_to_bounding_box, except it can pad the image
Severity: Minor
Found in research/deeplab/core/preprocess_utils.py - About 35 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_split has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

def get_split(split_name, dataset_dir, file_pattern=None, reader=None):
  """Gets a dataset tuple with instructions for reading ImageNet.

  Args:
    split_name: A train/test split name.
Severity: Minor
Found in research/slim/datasets/imagenet.py - About 35 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 flip_dim has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

def flip_dim(tensor_list, prob=0.5, dim=1):
  """Randomly flips a dimension of the given tensor.

  The decision to randomly flip the `Tensors` is made together. In other words,
  all or none of the images pass in are flipped.
Severity: Minor
Found in research/deeplab/core/preprocess_utils.py - About 35 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_visual_wakeword_annotations has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

def create_visual_wakeword_annotations(annotations_file,
                                       visualwakewords_annotations_file,
                                       small_object_area_threshold,
                                       foreground_class_of_interest):
  """Generate visual wakewords annotations file.
Severity: Minor
Found in research/slim/datasets/download_and_convert_visualwakewords_lib.py - About 35 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 assertVariablesHaveNormalizerFn has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

  def assertVariablesHaveNormalizerFn(self, use_groupnorm):
    global_variables = [v.name for v in tf.global_variables()]
    has_batch_norm = False
    has_group_norm = False
    for global_variable in global_variables:
Severity: Minor
Found in research/slim/nets/mobilenet/mobilenet_v3_test.py - About 35 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 _gather_clone_loss has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

def _gather_clone_loss(clone, num_clones, regularization_losses):
  """Gather the loss for a single clone.

  Args:
    clone: A Clone namedtuple.
Severity: Minor
Found in research/slim/deployment/model_deploy.py - About 35 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 main has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

def main(_):
  if not FLAGS.dataset_name:
    raise ValueError('You must supply the dataset name with --dataset_name')
  if not FLAGS.dataset_dir:
    raise ValueError('You must supply the dataset directory with --dataset_dir')
Severity: Minor
Found in research/slim/download_and_convert_data.py - About 35 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 main has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

def main(_):
  gin.parse_config_files_and_bindings(FLAGS.gin_config, FLAGS.gin_params)
  print('********')
  print(FLAGS.mode)
  print(FLAGS.gin_config)
Severity: Minor
Found in research/cognitive_planning/viz_active_vision_dataset_main.py - About 35 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 testStridingLastUnitVsSubsampleBlockEnd has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

  def testStridingLastUnitVsSubsampleBlockEnd(self):
    """Compares subsampling at the block's last unit or block's end.

    Makes sure that the final output is the same when we use a stride at the
    last unit of a block vs. we subsample activations at the end of a block.
Severity: Minor
Found in research/slim/nets/resnet_v1_test.py - About 35 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 read_cached_data has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

def read_cached_data(should_load_images, dataset_root, segmentation_file_name,
                     targets_file_name, output_size):
  """Reads all the necessary cached data.

  Args:
Severity: Minor
Found in research/cognitive_planning/envs/active_vision_dataset_env.py - About 35 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 __call__ has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

  def __call__(self, batch_size, **kwargs):
    """Sample a batch of context.

    Args:
      batch_size: Batch size.
Severity: Minor
Found in research/efficient-hrl/context/samplers.py - About 35 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 _validate has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

  def _validate(self, tensors):
    """Validate shapes of tensors."""
    if len(tensors) != len(self._tensors):
      raise ValueError('Expected tensors to have %d elements. Received %d '
                       'instead.' % (len(self._tensors), len(tensors)))
Severity: Minor
Found in research/efficient-hrl/agents/circular_buffer.py - About 35 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 add_noise_fn has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

  def add_noise_fn(self, action_fn, stddev=1.0, debug=False,
                   clip=True, global_step=None):
    """Returns the action_fn with additive Gaussian noise.

    Args:
Severity: Minor
Found in research/efficient-hrl/agent.py - About 35 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 7 (exceeds 5 allowed). Consider refactoring.
Open

  def __init__(self, resnet_type, num_init_channels):
    """Creates the ResNet mask network.

    Args:
      resnet_type: A string of the for resnetN where N where N is in
Severity: Minor
Found in research/object_detection/meta_architectures/deepmac_meta_arch.py - About 35 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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