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official/projects/pointpillars/tasks/pointpillars.py

Summary

Maintainability
B
6 hrs
Test Coverage

File pointpillars.py has 306 lines of code (exceeds 250 allowed). Consider refactoring.
Open

# Copyright 2024 The TensorFlow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
Severity: Minor
Found in official/projects/pointpillars/tasks/pointpillars.py - About 3 hrs to fix

    Function compute_losses has 26 lines of code (exceeds 25 allowed). Consider refactoring.
    Open

      def compute_losses(
      self,
      outputs: Mapping[str, Any],
      labels: Mapping[str, Any],
      aux_losses: Optional[Any] = None) -> Mapping[str, float]:
    Severity: Minor
    Found in official/projects/pointpillars/tasks/pointpillars.py - About 1 hr to fix

      Function initialize has a Cognitive Complexity of 8 (exceeds 5 allowed). Consider refactoring.
      Open

        def initialize(self, model: tf_keras.Model):
    """Loading pretrained checkpoint."""
    if not self.task_config.init_checkpoint:
      return
      Severity: Minor
      Found in official/projects/pointpillars/tasks/pointpillars.py - About 45 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_metrics has a Cognitive Complexity of 8 (exceeds 5 allowed). Consider refactoring.
      Open

        def build_metrics(self, training: bool = True) -> List[tf.metrics.Metric]:
    """Define metrics and how to calculate them."""
    # train/validation loss metrics
    loss_names = [
        'class_loss', 'box_loss', 'attribute_loss', 'model_loss', 'total_loss'
      Severity: Minor
      Found in official/projects/pointpillars/tasks/pointpillars.py - About 45 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 compute_attribute_losses has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
      Open

        def compute_attribute_losses(
      self,
      outputs: Mapping[str, Any],
      labels: Mapping[str, Any],
      box_sample_weight: tf.Tensor) -> Mapping[str, float]:
      Severity: Minor
      Found in official/projects/pointpillars/tasks/pointpillars.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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