tensorflow/models

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

def extract_features(images,
                     output_stride=8,
                     multi_grid=None,
                     depth_multiplier=1.0,
                     divisible_by=None,
Severity: Minor
Found in research/deeplab/core/feature_extractor.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 resnet_v2 has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
Open

def resnet_v2(inputs,
              blocks,
              num_classes=None,
              is_training=True,
              global_pool=True,
Severity: Minor
Found in research/slim/nets/resnet_v2.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(_):
  if not FLAGS.output_file:
    raise ValueError('You must supply the path to save to with --output_file')
  if FLAGS.is_video_model and not FLAGS.num_frames:
    raise ValueError(
Severity: Minor
Found in research/slim/export_inference_graph.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(_):
  if not FLAGS.dataset_dir:
    raise ValueError('You must supply the dataset directory with --dataset_dir')

  tf.logging.set_verbosity(tf.logging.INFO)
Severity: Minor
Found in research/slim/eval_image_classifier.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 visualize has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
Open

def visualize(env, input_folder, output_root_folder):
  """visualizes images for sequence of steps from the evals folder."""
  def which_env(file_name):
    img_name = file_name.split('_')[0][2:5]
    env_dict = {'161': 'Home_016_1', '131': 'Home_013_1', '111': 'Home_011_1'}
Severity: Minor
Found in research/cognitive_planning/viz_active_vision_dataset_main.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 variables_device has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
Open

  def variables_device(self):
    """Returns the device to use for variables created inside the clone.

    Returns:
      A value suitable for `tf.device()`.
Severity: Minor
Found in research/slim/deployment/model_deploy.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 _pad_or_clip_array has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
Open

def _pad_or_clip_array(np_arr, arr_len, is_front_clip=True, output_mask=False):
  """Make np_arr array to have length arr_len.

  If the array is shorter than arr_len, then it is padded from the front with
  zeros. If it is longer, then it is clipped either from the back or from the
Severity: Minor
Found in research/cognitive_planning/tasks.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 benchmark has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
Open

def benchmark(env, targets):
  """Benchmarks the speed of sequence generation by env.

  Args:
    env: environment.
Severity: Minor
Found in research/cognitive_planning/viz_active_vision_dataset_main.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 _largest_detection_for_image has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
Open

  def _largest_detection_for_image(self, image_id, detections_dict):
    """Assigns area of the largest box for the view with given image id.

    Args:
      image_id: Image id of the view.
Severity: Minor
Found in research/cognitive_planning/envs/active_vision_dataset_env.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 create_maze_env has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
Open

def create_maze_env(env_name=None, top_down_view=False):
  n_bins = 0
  manual_collision = False
  if env_name.startswith('Ego'):
    n_bins = 8
Severity: Minor
Found in research/efficient-hrl/environments/create_maze_env.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_targets has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
Open

  def _assign_targets(self,
                      groundtruth_boxes_list,
                      groundtruth_classes_list,
                      groundtruth_keypoints_list=None,
                      groundtruth_weights_list=None,
Severity: Minor
Found in research/object_detection/meta_architectures/ssd_meta_arch.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 _predict_third_stage has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
Open

  def _predict_third_stage(self, prediction_dict, image_shapes):
    """Predicts non-box, non-class outputs using refined detections.

    For training, masks as predicted directly on the box_classifier_features,
    which are region-features from the initial anchor boxes.

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

  def _create_model(
      self,
      model_fn=ssd_meta_arch.SSDMetaArch,
      apply_hard_mining=True,
      normalize_loc_loss_by_codesize=False,

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, feature_pyramid):
    """Compute BiFPN feature maps from input feature pyramid.

    Executed when calling the `.__call__` method on input.

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, image_features):
    """Generate the multi-resolution feature maps.

    Executed when calling the `.__call__` method on input.

Severity: Minor
Found in research/object_detection/models/feature_map_generators.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 extract_features has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
Open

  def extract_features(self, preprocessed_inputs):
    """Extract features from preprocessed inputs.

    Args:
      preprocessed_inputs: a [batch, height, width, channels] float tensor

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

  def extract_features(self, preprocessed_inputs):
    """Extract features from preprocessed inputs.

    Args:
      preprocessed_inputs: a [batch, height, width, channels] float tensor

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

def multi_class_non_max_suppression(boxlist, score_thresh, iou_thresh,
                                    max_output_size):
  """Multi-class version of non maximum suppression.

  This op greedily selects a subset of detection bounding boxes, pruning
Severity: Minor
Found in research/object_detection/utils/np_box_list_ops.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 multi_class_non_max_suppression has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
Open

def multi_class_non_max_suppression(box_mask_list, score_thresh, iou_thresh,
                                    max_output_size):
  """Multi-class version of non maximum suppression.

  This op greedily selects a subset of detection bounding boxes, pruning
Severity: Minor
Found in research/object_detection/utils/np_box_mask_list_ops.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 add_single_ground_truth_image_info has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
Open

  def add_single_ground_truth_image_info(self, image_id, groundtruth_dict):
    """Adds groundtruth for a single image to be used for evaluation.

    Args:
      image_id: A unique string/integer identifier for the image.
Severity: Minor
Found in research/object_detection/utils/object_detection_evaluation.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

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