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

  def from_search_config(cls,
                         input_filters: int,
                         output_filters: int,
                         block_search_config: BlockSearchConfig,
                         num_repeat: int = 1,
Severity: Minor
Found in official/projects/edgetpu/vision/modeling/mobilenet_edgetpu_v2_model_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 fuse has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def fuse(self):
    """Performs re-parameterization on ConvBN and RepConv layers."""
    logging.info('Fusing ConvBN and RepConv layers.')
    if not self._fused:
      self._fused = True
Severity: Minor
Found in official/projects/yolo/modeling/yolov7_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 _get_data_decoder has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def _get_data_decoder(self, params):
    """Get a decoder object to decode the dataset."""
    if params.tfds_name:
      decoder = tfds_factory.get_detection_decoder(params.tfds_name)
    else:
Severity: Minor
Found in official/projects/yolo/tasks/yolo.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):
    boxes = []
    class_scores = []
    object_scores = []
    levels = list(inputs.keys())
Severity: Minor
Found in official/projects/yolo/modeling/layers/detection_generator.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 conv2d_block has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def conv2d_block(inputs: tf.Tensor,
                 conv_filters: Optional[int],
                 config: ModelConfig,
                 kernel_size: Any = (1, 1),
                 strides: Any = (1, 1),
Severity: Minor
Found in official/projects/edgetpu/vision/modeling/mobilenet_edgetpu_v1_model_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 _search has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def _search(self, var, keys):
    """Search all all keys for matches. Return True on match."""
    if keys is not None:
      # variable group is not ignored so search for the keys.
      for r in keys:
Severity: Minor
Found in official/projects/yolo/optimization/sgd_torch.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[Any, Any],
                 model: tf_keras.Model,
                 optimizer: tf_keras.optimizers.Optimizer,
                 metrics: Optional[List[Any]] = None):
Severity: Minor
Found in official/projects/edgetpu/vision/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 _csp_stack has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def _csp_stack(self, inputs, config, name):
    if config.bottleneck:
      csp_filter_scale = 1
      residual_filter_scale = 2
      scale_filters = 1
Severity: Minor
Found in official/projects/yolo/modeling/backbones/darknet.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=False):
    x = inputs
    for layer in self.expand_block:
      x = layer(x)
    if self.squeeze_excitation:
Severity: Minor
Found in official/projects/edgetpu/vision/modeling/mobilenet_edgetpu_v2_model_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 call has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def call(self, inputs, backbone_feats, training):
    """Call SegClassNet."""

    seg_output = self.fnode(inputs, training)
    net = seg_output[-1]
Severity: Minor
Found in official/projects/edgetpu/vision/modeling/heads/bifpn_head.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_inputs has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def build_inputs(
      self, params, input_context: Optional[tf.distribute.InputContext] = None
  ):
    """Build input dataset."""
Severity: Minor
Found in official/projects/pix2seq/tasks/pix2seq_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 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/detr/modeling/transformer.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: bool = False, mask: Any = None):
    """Calls ResNet3DY model."""
    del mask
    x = self._stem_conv(inputs, training=training)
    x = self._stem_bn(x, training=training)
Severity: Minor
Found in official/projects/const_cl/modeling/backbones/resnet_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 __init__ has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def __init__(self,
               num_hidden_layers: int,
               num_hidden_channels: int,
               num_output_channels: int,
               use_sync_bn: bool,
Severity: Minor
Found in official/projects/const_cl/modeling/heads/simple.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 fuse_features has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def fuse_features(self, nodes):
    """Fuses features from different resolutions and return a weighted sum.

    Args:
      nodes: a list of tensorflow features at different levels
Severity: Minor
Found in official/projects/edgetpu/vision/modeling/heads/bifpn_head.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_tflite_converter has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def configure_tflite_converter(export_config, converter):
  """Common code for picking up quantization parameters."""
  quantization_config = export_config.quantization_config
  if quantization_config.quantize:
    if (quantization_config.dataset_dir is
Severity: Minor
Found in official/projects/edgetpu/vision/serving/export_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 __init__ has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def __init__(
      self,
      num_hidden_layers: int,
      num_hidden_channels: int,
      num_output_channels: int,
Severity: Minor
Found in official/projects/videoglue/modeling/heads/simple.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, model, optimizer, metrics=None):
    """Does forward and backward.

    Args:
      inputs: a dictionary of input tensors.
Severity: Minor
Found in official/projects/detr/tasks/detection.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 activation_fn has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def activation_fn(features: tf.Tensor, act_type: Text):
  """Customized non-linear activation type."""
  if act_type in ('silu', 'swish'):
    return tf.nn.swish(features)
  elif act_type == 'swish_native':
Severity: Minor
Found in official/projects/edgetpu/vision/modeling/heads/bifpn_head.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: Mapping[str, Any],
                 model: tf_keras.Model,
                 optimizer: tf_keras.optimizers.Optimizer,
                 metrics: Optional[List[Any]] = None):
Severity: Minor
Found in official/projects/videoglue/tasks/multihead_video_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

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