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

def main(unused_argv):
  flags.mark_flag_as_required('model_dir')
  flags.mark_flag_as_required('pipeline_config_path')
  tf.config.set_soft_device_placement(True)
Severity: Minor
Found in research/object_detection/model_main_tf2.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 _make_evaluation_dict has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def _make_evaluation_dict(self,
                            resized_groundtruth_masks=False,
                            batch_size=1,
                            max_gt_boxes=None,
                            scale_to_absolute=False):
Severity: Minor
Found in research/object_detection/eval_util_test.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 evaluate has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def evaluate(self, relationships=None):
    """Compute evaluation result.

    Args:
      relationships: A dictionary of numerical label-text label mapping; if
Severity: Minor
Found in research/object_detection/utils/vrd_evaluation.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_yx_indices_offset_by_radius has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def _get_yx_indices_offset_by_radius(radius):
  """Gets the y and x index offsets that are within the radius."""
  y_offsets = []
  x_offsets = []
  for y_offset in range(-radius, radius + 1, 1):
Severity: Minor
Found in research/object_detection/utils/target_assigner_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,
               is_training,
               depth_multiplier,
               min_depth,
               pad_to_multiple,
Severity: Minor
Found in research/object_detection/models/ssd_efficientnet_bifpn_feature_extractor.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 _make_evaluation_dict has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def _make_evaluation_dict(self,
                            resized_groundtruth_masks=False,
                            batch_size=1,
                            max_gt_boxes=None,
                            scale_to_absolute=False):
Severity: Minor
Found in research/object_detection/utils/object_detection_evaluation_test.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_estimator_eval_metric_ops has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def get_estimator_eval_metric_ops(self, eval_dict):
    """Returns metric ops for use in tf.estimator.EstimatorSpec.

    Args:
      eval_dict: A dictionary that holds an image, groundtruth, and detections
Severity: Minor
Found in research/object_detection/utils/visualization_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 remove_unnecessary_ema has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def remove_unnecessary_ema(variables_to_restore, no_ema_collection=None):
  """Remap and Remove EMA variable that are not created during training.

  ExponentialMovingAverage.variables_to_restore() returns a map of EMA names
  to tf variables to restore. E.g.:
Severity: Minor
Found in research/object_detection/utils/config_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 draw_bounding_boxes_on_image has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def draw_bounding_boxes_on_image(image,
                                 boxes,
                                 color='red',
                                 thickness=4,
                                 display_str_list_list=()):
Severity: Minor
Found in research/object_detection/utils/visualization_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 _is_valid_boxes has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def _is_valid_boxes(self, data):
    """Check whether data fullfills the format of N*[ymin, xmin, ymax, xmin].

    Args:
      data: a numpy array of shape [N, 4] representing box coordinates
Severity: Minor
Found in research/object_detection/utils/np_box_list.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, data):
    """Constructs box collection.

    Args:
      data: a numpy array of shape [N, 4] representing box coordinates
Severity: Minor
Found in research/object_detection/utils/np_box_list.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 gather has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def gather(boxlist, indices, fields=None):
  """Gather boxes from BoxList according to indices and return new BoxList.

  By default, gather returns boxes corresponding to the input index list, as
  well as all additional fields stored in the boxlist (indexing into the
Severity: Minor
Found in research/object_detection/utils/np_box_list_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 _validate_label_map has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def _validate_label_map(label_map):
  """Checks if a label map is valid.

  Args:
    label_map: StringIntLabelMap to validate.
Severity: Minor
Found in research/object_detection/utils/label_map_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 get_configs_from_multiple_files has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def get_configs_from_multiple_files(model_config_path="",
                                    train_config_path="",
                                    train_input_config_path="",
                                    eval_config_path="",
                                    eval_input_config_path="",
Severity: Minor
Found in research/object_detection/utils/config_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 assert_shape_equal has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def assert_shape_equal(shape_a, shape_b):
  """Asserts that shape_a and shape_b are equal.

  If the shapes are static, raises a ValueError when the shapes
  mismatch.
Severity: Minor
Found in research/object_detection/utils/shape_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 _build_center_net_feature_extractor has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def _build_center_net_feature_extractor(feature_extractor_config, is_training):
  """Build a CenterNet feature extractor from the given config."""

  if feature_extractor_config.type not in CENTER_NET_EXTRACTOR_FUNCTION_MAP:
    raise ValueError('\'{}\' is not a known CenterNet feature extractor type'
Severity: Minor
Found in research/object_detection/builders/model_builder.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(graph_rewriter_config, is_training):
  """Returns a function that modifies default graph based on options.

  Args:
    graph_rewriter_config: graph_rewriter_pb2.GraphRewriter proto.
Severity: Minor
Found in research/object_detection/builders/graph_rewriter_builder.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_non_max_suppressor has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def _build_non_max_suppressor(nms_config):
  """Builds non-max suppresson based on the nms config.

  Args:
    nms_config: post_processing_pb2.PostProcessing.BatchNonMaxSuppression proto.
Severity: Minor
Found in research/object_detection/builders/post_processing_builder.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_localization_loss has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def _build_localization_loss(loss_config):
  """Builds a localization loss based on the loss config.

  Args:
    loss_config: A losses_pb2.LocalizationLoss object.
Severity: Minor
Found in research/object_detection/builders/losses_builder.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,
               is_training,
               num_class_slots,
               use_dropout,
               dropout_keep_prob,
Severity: Minor
Found in research/object_detection/predictors/heads/keras_class_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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