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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/yolov7.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 build_inputs has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def build_inputs(self,
                   params: exp_cfg.DataConfig,
                   input_context: Optional[tf.distribute.InputContext] = None):
    """Build input dataset."""
    if params.tfds_name:
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 load_weights_backbone has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def load_weights_backbone(backbone, weights_dict, backbone_name):
  """Loads the weights defined in the weights_dict into the backbone.

  This function loads the backbone weights by first fetching the necessary
  config classes for the backbone, then loads them in one by one for
Severity: Minor
Found in official/projects/centernet/utils/checkpoints/load_weights.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_body has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def _search_body(self, pred_box, pred_class, boxes, classes, running_boxes,
                   running_classes, max_iou, idx):
    """Main search fn."""

    # capture the batch size to be used, and gather a slice of
Severity: Minor
Found in official/projects/yolo/ops/loss_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 _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 _create_slots has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def _create_slots(self, var_list):
    """Create a momentum variable for each variable."""
    if self._momentum:
      for var in var_list:
        # check if trainable to support GPU EMA.
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 __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 _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

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