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official/projects/longformer/longformer_encoder.py

Summary

Maintainability
B
7 hrs
Test Coverage

File longformer_encoder.py has 291 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/longformer/longformer_encoder.py - About 3 hrs to fix

    Function __init__ has 19 arguments (exceeds 4 allowed). Consider refactoring.
    Open

      def __init__(
    Severity: Major
    Found in official/projects/longformer/longformer_encoder.py - About 2 hrs to fix

      Function _pad_to_window_size has 5 arguments (exceeds 4 allowed). Consider refactoring.
      Open

        def _pad_to_window_size(
      Severity: Minor
      Found in official/projects/longformer/longformer_encoder.py - About 35 mins to fix

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

          def __init__(
      self,
      vocab_size: int,
      attention_window: Union[List[int], int] = 512,
      global_attention_size: int = 0,
        Severity: Minor
        Found in official/projects/longformer/longformer_encoder.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 call has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
        Open

          def call(self, inputs):
    word_embeddings = None
    if isinstance(inputs, dict):
      word_ids = inputs.get('input_word_ids')  # input_ids
      mask = inputs.get('input_mask')  # attention_mask
        Severity: Minor
        Found in official/projects/longformer/longformer_encoder.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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