tensorflow/models

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official/projects/triviaqa/train.py

Summary

Maintainability
C
1 day
Test Coverage

File train.py has 318 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/triviaqa/train.py - About 3 hrs to fix

    Function fit has 12 arguments (exceeds 4 allowed). Consider refactoring.
    Open

    def fit(model,
    Severity: Major
    Found in official/projects/triviaqa/train.py - About 1 hr to fix

      Function evaluate has 9 arguments (exceeds 4 allowed). Consider refactoring.
      Open

      def evaluate(sp_processor, features_map_fn, labels_map_fn, logits_fn,
      Severity: Major
      Found in official/projects/triviaqa/train.py - About 1 hr to fix

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

        def evaluate(sp_processor, features_map_fn, labels_map_fn, logits_fn,
                     decode_logits_fn, split_and_pad_fn, distribute_strategy,
                     validation_dataset, ground_truth):
          """Run evaluation."""
          loss_metric = tf_keras.metrics.Mean()
        Severity: Minor
        Found in official/projects/triviaqa/train.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 fit has a Cognitive Complexity of 8 (exceeds 5 allowed). Consider refactoring.
        Open

        def fit(model,
                strategy,
                train_dataset,
                model_dir,
                init_checkpoint_path=None,
        Severity: Minor
        Found in official/projects/triviaqa/train.py - About 45 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 read_model_config has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
        Open

        def read_model_config(encoder,
                              path,
                              bigbird_block_size=None) -> encoders.EncoderConfig:
          """Merges the JSON configuration into the encoder configuration."""
          with tf.io.gfile.GFile(path) as f:
        Severity: Minor
        Found in official/projects/triviaqa/train.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

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