Sign upLogin

tensorflow/models

View on GitHub
Star

Showing 11,634 of 11,634 total issues

Function call has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
Open

  def call(self, inputs, training):
    """Calculate target logits or inferred target sequences.

    Args:
      inputs: input tensor list of size 1 or 2.
Severity: Minor
Found in official/legacy/transformer/transformer.py - About 1 hr 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_subtokens_with_target_vocab_size has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
Open

def _generate_subtokens_with_target_vocab_size(token_counts,
                                               alphabet,
                                               target_size,
                                               threshold,
                                               min_count=None,
Severity: Minor
Found in official/legacy/transformer/utils/tokenizer.py - About 1 hr 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 summaries_with_matching_keyword has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
Open

def summaries_with_matching_keyword(keyword, summary_dir):
  """Yields summary protos matching given keyword from event file."""
  event_paths = tf.io.gfile.glob(os.path.join(summary_dir, 'events*'))
  for event in tf.compat.v1.train.summary_iterator(event_paths[-1]):
    if event.summary is not None:
Severity: Minor
Found in official/legacy/bert/model_training_utils_test.py - About 1 hr 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 10 (exceeds 5 allowed). Consider refactoring.
Open

  def __call__(self, boxes_1, boxes_2, boxes_1_masks=None, boxes_2_masks=None):
    """Compute pairwise IOU similarity between ground truth boxes and anchors.

    B: batch_size
    N: Number of groundtruth boxes.
Severity: Minor
Found in official/vision/ops/iou_similarity.py - About 1 hr 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 assign has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
Open

  def assign(self,
             anchors,
             groundtruth_boxes,
             groundtruth_labels=None,
             groundtruth_weights=None,
Severity: Minor
Found in official/vision/utils/object_detection/target_assigner.py - About 1 hr 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 10 (exceeds 5 allowed). Consider refactoring.
Open

  def aggregate_logs(self, state=None, step_outputs=None):
    if self._task_config.use_coco_metrics:
      if state is None:
        self.coco_metric.reset_states()
      self.coco_metric.update_state(step_outputs[self.coco_metric.name][0],
Severity: Minor
Found in official/vision/tasks/retinanet.py - About 1 hr 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 10 (exceeds 5 allowed). Consider refactoring.
Open

  def build(self, input_shape):
    # Starting depthwise conv.
    if self._start_dw_kernel_size:
      self._start_dw_conv = tf_keras.layers.DepthwiseConv2D(
          kernel_size=self._start_dw_kernel_size,
Severity: Minor
Found in official/vision/modeling/layers/nn_blocks.py - About 1 hr 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 block_spec_decoder has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
Open

def block_spec_decoder(
    specs: dict[Any, Any],
    filter_size_scale: float,
    # Set to 1 for mobilenetv1.
    divisible_by: int = 8,
Severity: Minor
Found in official/vision/modeling/backbones/mobilenet.py - About 1 hr 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_attribute_kwargs has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
Open

  def _init_attribute_kwargs(self):
    self._attribute_kwargs = []
    for att_config in self._config_dict['attribute_heads']:
      att_type = att_config['type']
      att_size = att_config['size']
Severity: Minor
Found in official/vision/modeling/heads/dense_prediction_heads.py - About 1 hr 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 10 (exceeds 5 allowed). Consider refactoring.
Open

  def __init__(
      self,
      model_id: int,
      input_specs: tf_keras.layers.InputSpec = tf_keras.layers.InputSpec(
          shape=[None, None, None, 3]),
Severity: Minor
Found in official/vision/modeling/backbones/revnet.py - About 1 hr 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 10 (exceeds 5 allowed). Consider refactoring.
Open

def main(_):

  params = exp_factory.get_exp_config(_EXPERIMENT.value)
  for config_file in _CONFIG_FILE.value or []:
    try:
Severity: Minor
Found in official/vision/serving/export_saved_model.py - About 1 hr 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 _filter_index_sort has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
Open

def _filter_index_sort(raw_rating_path: Text,
                       cache_path: Text) -> Tuple[pd.DataFrame, bool]:
  """Read in data CSV, and output structured data.

  This function reads in the raw CSV of positive items, and performs three
Severity: Minor
Found in official/recommendation/data_preprocessing.py - About 1 hr 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 evaluate has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
Open

  def evaluate(self, num_steps: tf.Tensor):
    """Performs evaluation for each `EvalTask`."""
    for metric in self.validation_losses.values():
      metric.reset_states()
    for metrics in self.validation_metrics.values():
Severity: Minor
Found in official/modeling/multitask/evaluator.py - About 1 hr 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 _transform_csv has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
Open

def _transform_csv(input_path, output_path, names, skip_first, separator=","):
  """Transform csv to a regularized format.

  Args:
    input_path: The path of the raw csv.
Severity: Minor
Found in official/recommendation/movielens.py - About 1 hr 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_task has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
Open

  def test_task(self, config_name, is_training, use_multi_hot):
    params = exp_factory.get_exp_config(config_name)

    params.task.train_data.global_batch_size = 16
    params.task.validation_data.global_batch_size = 16
Severity: Minor
Found in official/recommendation/ranking/task_test.py - About 1 hr 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_controller has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
Open

  def _build_controller(
      self,
      trainer,
      evaluator,
      save_summary: bool = True,
Severity: Minor
Found in official/core/train_lib.py - About 1 hr 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 _shard_files_then_read has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
Open

def _shard_files_then_read(matched_files: List[str],
                           dataset_fn,
                           input_context: Optional[
                               tf.distribute.InputContext] = None,
                           seed: Optional[Union[int, tf.Tensor]] = None,
Severity: Minor
Found in official/core/input_reader.py - About 1 hr 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 10 (exceeds 5 allowed). Consider refactoring.
Open

  def build(
      self,
      input_shape: Tuple[tf.TensorShape, tf.TensorShape]) -> None:
    """Builds the block with the given input shape."""
    # Assume backbone features of the same level are concated before input.
Severity: Minor
Found in official/projects/mosaic/modeling/mosaic_blocks.py - About 1 hr 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 10 (exceeds 5 allowed). Consider refactoring.
Open

  def __init__(self,
               backbone,
               normalize_feature,
               hidden_dim,
               hidden_layer_num,
Severity: Minor
Found in official/projects/video_ssl/modeling/video_ssl_model.py - About 1 hr 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_export_non_progressive_checkpoint has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
Open

  def _maybe_export_non_progressive_checkpoint(self, export_ckpt_dir):
    """Export checkpoints in non-progressive format.

    This basically removes the wrapping of self._task.cur_checkpoint_items
    -- just save the model, optimizer, etc., directly.
Severity: Minor
Found in official/modeling/fast_training/progressive/trainer.py - About 1 hr 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