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Function test_build_model has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

  def test_build_model(self, include_mask, use_separable_conv,
                       build_anchor_boxes, use_outer_boxes, is_training):
    num_classes = 3
    min_level = 3
    max_level = 7
Severity: Minor
Found in official/vision/modeling/maskrcnn_model_test.py - About 55 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 build has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

  def build(self, input_shape):
    # First 1x1 conv for channel expansion.
    expand_filters = nn_layers.make_divisible(
        self._in_filters * self._expand_ratio, self._divisible_by
    )
Severity: Minor
Found in official/vision/modeling/layers/nn_blocks.py - About 55 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 testDetectionsOutputShape has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

  def testDetectionsOutputShape(
      self,
      nms_version,
      has_att_heads,
      use_cpu_nms,
Severity: Minor
Found in official/vision/modeling/layers/detection_generator_test.py - About 55 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 serve has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

  def serve(self, images):
    """Cast image to float and run inference.

    Args:
      images: uint8 Tensor of shape [batch_size, None, None, 3]
Severity: Minor
Found in official/vision/serving/semantic_segmentation.py - About 55 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 _decode_multilevel_outputs_and_pre_nms_top_k has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

  def _decode_multilevel_outputs_and_pre_nms_top_k(
      self,
      raw_boxes: Mapping[str, tf.Tensor],
      raw_scores: Mapping[str, tf.Tensor],
      anchor_boxes: Mapping[str, tf.Tensor],
Severity: Minor
Found in official/vision/modeling/layers/detection_generator.py - About 55 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 _mobiledet_base has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

  def _mobiledet_base(self,
                      inputs: tf.Tensor
                      ) -> Tuple[tf.Tensor, Dict[str, tf.Tensor], int]:
    """Builds the base MobileDet architecture.
Severity: Minor
Found in official/vision/modeling/backbones/mobiledet.py - About 55 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 9 (exceeds 5 allowed). Consider refactoring.
Open

  def __init__(
      self,
      min_level: int = 2,
      max_level: int = 5,
      target_level: int = 2,
Severity: Minor
Found in official/vision/modeling/layers/nn_layers.py - About 55 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 9 (exceeds 5 allowed). Consider refactoring.
Open

  def __init__(
      self,
      input_specs: Mapping[str, tf.TensorShape],
      min_level: int = 3,
      max_level: int = 7,
Severity: Minor
Found in official/vision/modeling/decoders/nasfpn.py - About 55 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 9 (exceeds 5 allowed). Consider refactoring.
Open

  def __init__(
      self,
      model_id: int,
      input_specs: tf_keras.layers.InputSpec = layers.InputSpec(
          shape=[None, None, None, 3]),
Severity: Minor
Found in official/vision/modeling/backbones/resnet.py - About 55 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_dataset has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

  def get_dataset(self, batch_size, epochs_between_evals):
    """Construct the dataset to be used for training and eval.

    For local training, data is provided through Dataset.from_generator. For
    remote training (TPUs) the data is first serialized to files and then sent
Severity: Minor
Found in official/recommendation/data_pipeline.py - About 55 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 9 (exceeds 5 allowed). Consider refactoring.
Open

  def __init__(self,
               tasks: Union[Dict[Text, base_task.Task], List[base_task.Task]],
               task_weights: Optional[Dict[str, Union[float, int]]] = None,
               task_eval_steps: Optional[Dict[str, int]] = None,
               name: Optional[str] = None):
Severity: Minor
Found in official/modeling/multitask/multitask.py - About 55 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 coco_annotations_to_lists has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

def coco_annotations_to_lists(bbox_annotations, id_to_name_map,
                              image_height, image_width, include_masks):
  """Converts COCO annotations to feature lists."""

  data = dict((k, list()) for k in
Severity: Minor
Found in official/vision/data/create_coco_tf_record.py - About 55 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 9 (exceeds 5 allowed). Consider refactoring.
Open

  def call(self,
           inputs: Tuple[tf.Tensor, tf.Tensor],
           training: Optional[bool] = None) -> tf.Tensor:
    """Calls this decoder sum-merge block with the given input.
Severity: Minor
Found in official/projects/mosaic/modeling/mosaic_blocks.py - About 55 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 try_count_flops has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

def try_count_flops(model: Union[tf.Module, tf_keras.Model],
                    inputs_kwargs: Optional[Dict[str, Any]] = None,
                    output_path: Optional[str] = None):
  """Counts and returns model FLOPs.
Severity: Minor
Found in official/core/train_utils.py - About 55 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 9 (exceeds 5 allowed). Consider refactoring.
Open

  def __init__(
      self,
      encoder_input_level: Optional[Union[str, int]] = '4',
      branch_filter_depths: Optional[List[int]] = None,
      conv_kernel_sizes: Optional[List[int]] = None,
Severity: Minor
Found in official/projects/mosaic/modeling/mosaic_blocks.py - About 55 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 train_step has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

  def train_step(self,
                 inputs,
                 model: tf_keras.Model,
                 optimizer: tf_keras.optimizers.Optimizer,
                 metrics=None):
Severity: Minor
Found in official/core/base_task.py - About 55 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 override_params_dict has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

def override_params_dict(params, dict_or_string_or_yaml_file, is_strict):
  """Override a given ParamsDict using a dict, JSON/YAML/CSV string or YAML file.

  The logic of the function is outlined below:
  1. Test that the input is a dict. If not, proceed to 2.
Severity: Minor
Found in official/modeling/hyperparams/params_dict.py - About 55 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 build has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

  def build(
      self,
      input_shape: Tuple[tf.TensorShape, tf.TensorShape]) -> None:
    """Builds this block with the given input shape."""
    # Assume backbone features of the same level are concated before input.
Severity: Minor
Found in official/projects/mosaic/qat/modeling/layers/nn_blocks.py - About 55 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 _make_repeated_residual_blocks has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

def _make_repeated_residual_blocks(
    reps: int,
    out_channels: int,
    use_sync_bn: bool = True,
    norm_momentum: float = 0.1,
Severity: Minor
Found in official/projects/centernet/modeling/layers/cn_nn_blocks.py - About 55 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 generate_examples has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

  def generate_examples(self, input_file, output_files):
    """Loads story from input json file and exports examples in output_files."""
    writers = []
    story_partition = []
    for output_file in output_files:
Severity: Minor
Found in official/projects/nhnet/raw_data_processor.py - About 55 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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