Sign upLogin

tensorflow/models

View on GitHub
Star

Showing 4,999 of 11,531 total issues

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

def collect_prunable_layers(model):
  """Recursively collect the prunable layers in the model."""
  prunable_layers = []
  for layer in model.layers:
    if isinstance(layer, tf_keras.Model):
Severity: Minor
Found in official/projects/pruning/tasks/image_classification.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 annotation_to_entities has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def annotation_to_entities(annotation: Dict[str, Any]) -> List[Dict[str, Any]]:
  """Flatten the annotation dict to a list of 'entities'."""
  entities = []
  for paragraph in annotation['paragraphs']:
    paragraph_id = len(entities)
Severity: Minor
Found in official/projects/unified_detector/data_conversion/utils.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,
               filters: Union[int, Sequence[int]],
               strides: Union[int, Sequence[int]],
               kernel_size: Union[int, Sequence[int]],
               kernel_initializer: str = 'VarianceScaling',
Severity: Minor
Found in official/projects/volumetric_models/modeling/nn_blocks_3d.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 train_step has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def train_step(
      self,
      inputs: Tuple[NestedTensorDict, NestedTensorDict],
      model: ModelType,
      optimizer: tf_keras.optimizers.Optimizer,
Severity: Minor
Found in official/projects/unified_detector/tasks/ocr_task.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 from_config has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def from_config(cls, config, custom_objects=None):
    # Each InputSpec may need to be deserialized
    # This handles the case where we want to load a saved_model loaded with
    # `tf_keras.models.load_model`
    if config['input_specs']:
Severity: Minor
Found in official/projects/movinet/modeling/movinet_model.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 pooling_2d has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def pooling_2d(inputs, pool_type, stride, **kwargs):
  """Perform 2D pooling."""
  if stride > 1:
    if pool_type == 'max':
      pool_op = tf_keras.layers.MaxPool2D
Severity: Minor
Found in official/projects/maxvit/modeling/common_ops.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 build has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def build(self, input_shape):
    if isinstance(input_shape, tf.TensorShape):
      input_tensor_shape = input_shape
    elif isinstance(input_shape, (list, tuple)):
      input_tensor_shape = tf.TensorShape(input_shape[0])
Severity: Minor
Found in official/projects/qat/nlp/modeling/layers/transformer_encoder_block.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 call has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def call(self, inputs):
    word_embeddings = None
    if isinstance(inputs, dict):
      word_ids = inputs.get('input_word_ids')  # input_ids
      mask = inputs.get('input_mask')  # attention_mask
Severity: Minor
Found in official/projects/longformer/longformer_encoder.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 call has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def call(self, inputs):
    """Calls the layer with the given inputs."""
    if self._use_temporal:
      input_shape = [
          tf.shape(inputs)[0],
Severity: Minor
Found in official/projects/movinet/modeling/movinet_layers.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 maybe_reshape_to_2d has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def maybe_reshape_to_2d(x, height=None):
  """Reshape tensor to 2d if not already 2d."""
  if x.shape.rank == 3:
    _, length, num_channel = x.shape.as_list()
    if height is None:
Severity: Minor
Found in official/projects/maxvit/modeling/common_ops.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,
               in_filters,
               out_filters,
               expand_ratio,
               strides,
Severity: Minor
Found in official/projects/qat/vision/modeling/layers/nn_blocks.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 aggregate_logs has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def aggregate_logs(self,
                     state=None,
                     step_outputs=None) -> Mapping[Text, List[List[Text]]]:
    """Aggregates over logs returned from a validation step."""
    if state is None:
Severity: Minor
Found in official/projects/text_classification_example/classification_example.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 call has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def call(
      self,
      inputs: tf.Tensor,
      training: Optional[Union[bool, tf.Tensor]] = None) -> tf.Tensor:
    """Run the BottleneckBlockQuantized logics."""
Severity: Minor
Found in official/projects/qat/vision/n_bit/nn_blocks.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 build_model has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def build_model(self):
    model = super(QuantizedModelQATask, self).build_model()
    # pylint: disable=protected-access
    encoder_network = model._network
    # pylint: enable=protected-access
Severity: Minor
Found in official/projects/qat/nlp/tasks/question_answering.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 call has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def call(
      self,
      inputs: tf.Tensor,
      training: Optional[Union[bool, tf.Tensor]] = None) -> tf.Tensor:
    """Run the BottleneckBlockQuantized logics."""
Severity: Minor
Found in official/projects/qat/vision/modeling/layers/nn_blocks.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 build_qat_segmentation_model has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def build_qat_segmentation_model(
    model: tf_keras.Model, quantization: common.Quantization,
    input_specs: tf_keras.layers.InputSpec) -> tf_keras.Model:
  """Applies quantization aware training for segmentation model.
Severity: Minor
Found in official/projects/qat/vision/modeling/factory.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 test has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def test(self, output: runner.Output) -> bool:
    """Tests `output` to see if it contains a new best metric value.

    If `output` does contain a new best metric value, this method does *not*
    save it (i.e., calling this method multiple times in a row with the same
Severity: Minor
Found in orbit/actions/new_best_metric.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 build has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def build(self, input_shape: Sequence[tf.TensorShape]):
    """Creates the variables of the segmentation head."""
    # When input_shape is a list/tuple, the first corresponds to backbone
    # features used for resizing the decoder features (the second) if feature
    # fusion type is `deeplabv3plus`.
Severity: Minor
Found in official/projects/qat/vision/modeling/layers/nn_layers.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 build has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def build(self, input_shape):
    height = input_shape[1]
    width = input_shape[2]
    channels = input_shape[3]
Severity: Minor
Found in official/projects/qat/vision/modeling/layers/nn_layers.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

Severity
Category
Status
Source
Language