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Function test_create_center_net_model_mobilenet has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

  def test_create_center_net_model_mobilenet(self):
    """Test building a CenterNet model using bilinear interpolation."""
    proto_txt = """
      center_net {
        num_classes: 10
Severity: Minor
Found in research/object_detection/builders/model_builder_tf2_test.py - About 35 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 _insert_additional_projection_layer has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

  def _insert_additional_projection_layer(
      self, inserted_layer_counter, target_channel):
    projection_layers = []
    if inserted_layer_counter >= 0:
      use_bias = False if (self._apply_batch_norm and not
Severity: Minor
Found in research/object_detection/predictors/convolutional_keras_box_predictor.py - About 35 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 _separate_normal_and_crowd_labels has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

  def _separate_normal_and_crowd_labels(self, crowd_gt_indices,
                                        groundtruth_masks, groundtruth_classes):
    """Separate normal and crowd groundtruth class_labels and masks.

    Args:
Severity: Minor
Found in research/object_detection/metrics/coco_evaluation.py - About 35 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 filter_annotations has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

def filter_annotations(img_all_annotations, used_classes):
  """Filters out annotations from the unused classes and dontcare regions.

  Filters out the annotations that belong to classes we do now wish to use and
  (optionally) also removes all boxes that overlap with dontcare regions.
Severity: Minor
Found in research/object_detection/dataset_tools/create_kitti_tf_record.py - About 35 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 assign_joint_regression_targets has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

  def assign_joint_regression_targets(self,
                                      height,
                                      width,
                                      gt_keypoints_list,
                                      gt_classes_list,
Severity: Minor
Found in research/object_detection/core/target_assigner.py - About 35 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 7 (exceeds 5 allowed). Consider refactoring.
Open

def main(unused_args):

  del unused_args

  with open(FLAGS.json_hierarchy_file) as f:
Severity: Minor
Found in research/object_detection/dataset_tools/oid_hierarchical_labels_expansion.py - About 35 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 random_square_crop_by_scale has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

def random_square_crop_by_scale(image, boxes, labels, label_weights,
                                label_confidences=None, masks=None,
                                keypoints=None, max_border=128, scale_min=0.6,
                                scale_max=1.3, num_scales=8, seed=None,
                                preprocess_vars_cache=None):
Severity: Minor
Found in research/object_detection/core/preprocessor.py - About 35 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 assign_segmentation_targets has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

  def assign_segmentation_targets(
      self, gt_masks_list, gt_classes_list, gt_boxes_list=None,
      gt_mask_weights_list=None, mask_resize_method=ResizeMethod.BILINEAR):
    """Computes the segmentation targets.
Severity: Minor
Found in research/object_detection/core/target_assigner.py - About 35 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_input has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

def train_input(train_config, train_input_config,
                model_config, model=None, params=None, input_context=None):
  """Returns `features` and `labels` tensor dictionaries for training.

  Args:
Severity: Minor
Found in research/object_detection/inputs.py - About 35 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 assign_center_targets_from_boxes has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

  def assign_center_targets_from_boxes(self,
                                       height,
                                       width,
                                       gt_boxes_list,
                                       gt_classes_list,
Severity: Minor
Found in research/object_detection/core/target_assigner.py - About 35 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 assign_keypoints_depth_targets has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

  def assign_keypoints_depth_targets(self,
                                     height,
                                     width,
                                     gt_keypoints_list,
                                     gt_classes_list,
Severity: Minor
Found in research/object_detection/core/target_assigner.py - About 35 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 eval_input has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

def eval_input(eval_config, eval_input_config, model_config,
               model=None, params=None, input_context=None):
  """Returns `features` and `labels` tensor dictionaries for evaluation.

  Args:
Severity: Minor
Found in research/object_detection/inputs.py - About 35 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_plain_hierarchy has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

def _build_plain_hierarchy(hierarchy, skip_root=False):
  """Expands tree hierarchy representation to parent-child dictionary.

  Args:
   hierarchy: labels hierarchy as JSON file.
Severity: Minor
Found in research/object_detection/dataset_tools/oid_hierarchical_labels_expansion.py - About 35 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 random_pad_image has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

def random_pad_image(image,
                     boxes,
                     masks=None,
                     keypoints=None,
                     densepose_surface_coords=None,
Severity: Minor
Found in research/object_detection/core/preprocessor.py - About 35 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 initial_obs has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

  def initial_obs(self, batch_size):
    batched = batch_size is not None
    batch_size = batch_size or 1

    obs = []
Severity: Minor
Found in research/pcl_rl/env_spec.py - About 35 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 7 (exceeds 5 allowed). Consider refactoring.
Open

def gather(boxlist, indices, fields=None, scope=None, use_static_shapes=False):
  """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/core/box_list_ops.py - About 35 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 prepare_eval_dict has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

def prepare_eval_dict(detections, groundtruth, features):
  """Prepares eval dictionary containing detections and groundtruth.

  Takes in `detections` from the model, `groundtruth` and `features` returned
  from the eval tf.data.dataset and creates a dictionary of tensors suitable
Severity: Minor
Found in research/object_detection/model_lib_v2.py - About 35 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 setup has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

  def setup(self, train=True):
    """Setup Tensorflow Graph."""

    self.setup_placeholders()
Severity: Minor
Found in research/pcl_rl/model.py - About 35 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 7 (exceeds 5 allowed). Consider refactoring.
Open

  def __init__(self, env_str, distinct=1, count=1, seeds=None):
    self.distinct = distinct
    self.count = count
    self.total = self.distinct * self.count
    self.seeds = seeds or [random.randint(0, 1e12)
Severity: Minor
Found in research/pcl_rl/gym_wrapper.py - About 35 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 add_to_replay_buffer has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

  def add_to_replay_buffer(self, initial_state,
                           observations, actions, rewards,
                           terminated, pads):
    """Add batch of episodes to replay buffer."""
    if self.replay_buffer is None:
Severity: Minor
Found in research/pcl_rl/controller.py - About 35 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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