tensorflow/models

View on GitHub
official/projects/detr/tasks/detection.py

Summary

Maintainability
C
7 hrs
Test Coverage

File detection.py has 310 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/detr/tasks/detection.py - About 3 hrs to fix

    Function build_losses has 30 lines of code (exceeds 25 allowed). Consider refactoring.
    Open

      def build_losses(self, outputs, labels, aux_losses=None):
        """Builds DETR losses."""
        cls_outputs = outputs['cls_outputs']
        box_outputs = outputs['box_outputs']
        cls_targets = labels['classes']
    Severity: Minor
    Found in official/projects/detr/tasks/detection.py - About 1 hr to fix

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

        def validation_step(self, inputs, model, metrics=None):
          """Validatation step.
      
          Args:
            inputs: a dictionary of input tensors.
      Severity: Minor
      Found in official/projects/detr/tasks/detection.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_inputs has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
      Open

        def build_inputs(self,
                         params,
                         input_context: Optional[tf.distribute.InputContext] = None):
          """Build input dataset."""
          if isinstance(params, coco.COCODataConfig):
      Severity: Minor
      Found in official/projects/detr/tasks/detection.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 train_step has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
      Open

        def train_step(self, inputs, model, optimizer, metrics=None):
          """Does forward and backward.
      
          Args:
            inputs: a dictionary of input tensors.
      Severity: Minor
      Found in official/projects/detr/tasks/detection.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

      There are no issues that match your filters.

      Category
      Status