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

  def _apply(self, grad, var, weight_decay, momentum, lr):
    """Uses Pytorch Optimizer with Weight decay SGDW."""
    dparams = grad
    groups = []
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 fuse has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def fuse(self):
    """Fuses all Convolution and Batchnorm layers to get better latency."""
    print('Fusing Conv Batch Norm Layers.')
    if not self._fused:
      self._fused = True
Severity: Minor
Found in official/projects/yolo/modeling/yolo_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 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/centernet/tasks/centernet.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 main has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def main(argv: Sequence[str]) -> None:
  if len(argv) > 1:
    raise app.UsageError('Too many command-line arguments.')

  # Set up experiment params and load the configs from file/files.
Severity: Minor
Found in official/projects/edgetpu/nlp/serving/export_tflite_squad.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 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 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 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 _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 create_yolo_export_module has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def create_yolo_export_module(
    params: cfg.ExperimentConfig,
    input_type: str,
    batch_size: int,
    input_image_size: List[int],
Severity: Minor
Found in official/projects/yolo/serving/export_module_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 freeze_large_filters has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def freeze_large_filters(model: tf_keras.Model, threshold: int):
  """Freezes layer with large number of filters."""
  for layer in model.layers:
    if isinstance(layer.output_shape, tuple):
      filter_size = layer.output_shape[-1]
Severity: Minor
Found in official/projects/edgetpu/vision/modeling/backbones/mobilenet_edgetpu.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 __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 _residual_stack has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def _residual_stack(self, inputs, config, name):
    self._default_dict['activation'] = self._get_activation(config.activation)
    self._default_dict['name'] = f'{name}_residual_down'
    if self._dilate:
      self._default_dict['dilation_rate'] = config.dilation_rate
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 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 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 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

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

  def build_losses(self,
                   labels: tf.Tensor,
                   model_outputs: tf.Tensor,
                   aux_losses: Optional[Any] = None) -> tf.Tensor:
    """Builds sparse categorical cross entropy loss.
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 __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 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

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