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kiwi/systems/encoders/bert.py

Summary

Maintainability
B
5 hrs
Test Coverage
D
69%

File bert.py has 316 lines of code (exceeds 250 allowed). Consider refactoring.
Open

#  OpenKiwi: Open-Source Machine Translation Quality Estimation
#  Copyright (C) 2020 Unbabel <openkiwi@unbabel.com>
#
#  This program is free software: you can redistribute it and/or modify
#  it under the terms of the GNU Affero General Public License as published
Severity: Minor
Found in kiwi/systems/encoders/bert.py - About 3 hrs to fix

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

        def fit_vocab(
    Severity: Minor
    Found in kiwi/systems/encoders/bert.py - About 45 mins to fix

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

          def forward(
      Severity: Minor
      Found in kiwi/systems/encoders/bert.py - About 35 mins to fix

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

            def __init__(
        self, vocabs: Dict[str, Vocabulary], config: Config, pre_load_model: bool = True
    ):
        super().__init__(config=config)
        Severity: Minor
        Found in kiwi/systems/encoders/bert.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 forward has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
        Open

            def forward(
        self,
        batch_inputs,
        *args,
        include_target_logits=False,
        Severity: Minor
        Found in kiwi/systems/encoders/bert.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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