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official/nlp/tasks/sentence_prediction.py

Summary

Maintainability
B
4 hrs
Test Coverage

File sentence_prediction.py has 262 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/nlp/tasks/sentence_prediction.py - About 2 hrs to fix

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

    def predict(task: SentencePredictionTask,
            params: cfg.DataConfig,
            model: tf_keras.Model,
            params_aug: Optional[cfg.DataConfig] = None,
            test_time_aug_wgt: float = 0.3) -> List[Union[int, float]]:
    Severity: Minor
    Found in official/nlp/tasks/sentence_prediction.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 predict has 5 arguments (exceeds 4 allowed). Consider refactoring.
    Open

    def predict(task: SentencePredictionTask,
    Severity: Minor
    Found in official/nlp/tasks/sentence_prediction.py - About 35 mins to fix

      Function build_model has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
      Open

        def build_model(self):
    if self.task_config.hub_module_url and self.task_config.init_checkpoint:
      raise ValueError('At most one of `hub_module_url` and '
                       '`init_checkpoint` can be specified.')
    if self.task_config.hub_module_url:
      Severity: Minor
      Found in official/nlp/tasks/sentence_prediction.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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