tensorflow/models

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official/projects/maxvit/modeling/layers.py

Summary

Maintainability
F
3 days
Test Coverage

File layers.py has 732 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: Major
Found in official/projects/maxvit/modeling/layers.py - About 1 day to fix

    Function __init__ has 20 arguments (exceeds 4 allowed). Consider refactoring.
    Open

      def __init__(
    Severity: Major
    Found in official/projects/maxvit/modeling/layers.py - About 2 hrs to fix

      Function __init__ has 17 arguments (exceeds 4 allowed). Consider refactoring.
      Open

        def __init__(
      Severity: Major
      Found in official/projects/maxvit/modeling/layers.py - About 2 hrs to fix

        Function build has a Cognitive Complexity of 15 (exceeds 5 allowed). Consider refactoring.
        Open

          def build(self, query_shape: Any) -> None:
            ##### Content attention
            # Einsum expression:
            #   B = batch_size
            #   N = num_heads
        Severity: Minor
        Found in official/projects/maxvit/modeling/layers.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 __init__ has 12 arguments (exceeds 4 allowed). Consider refactoring.
        Open

          def __init__(
        Severity: Major
        Found in official/projects/maxvit/modeling/layers.py - About 1 hr to fix

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

            def build(self, input_shape: tf.TensorShape) -> None:
              """Builds block according to the arguments."""
          
              channel_axis = 3 if self._data_format == 'channels_last' else 1
              input_size = input_shape[channel_axis]
          Severity: Minor
          Found in official/projects/maxvit/modeling/layers.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 call has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
          Open

            def call(
                self,
                query: tf.Tensor,
                training: bool,
                context: Optional[tf.Tensor] = None,
          Severity: Minor
          Found in official/projects/maxvit/modeling/layers.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 __init__ has 8 arguments (exceeds 4 allowed). Consider refactoring.
          Open

            def __init__(
          Severity: Major
          Found in official/projects/maxvit/modeling/layers.py - About 1 hr to fix

            Function __init__ has 7 arguments (exceeds 4 allowed). Consider refactoring.
            Open

              def __init__(
            Severity: Major
            Found in official/projects/maxvit/modeling/layers.py - About 50 mins to fix

              Function __init__ has 6 arguments (exceeds 4 allowed). Consider refactoring.
              Open

                def __init__(
              Severity: Minor
              Found in official/projects/maxvit/modeling/layers.py - About 45 mins to fix

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