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orbit/standard_runner.py

Summary

Maintainability
B
6 hrs
Test Coverage

File standard_runner.py has 343 lines of code (exceeds 250 allowed). Consider refactoring.
Open

# Copyright 2024 The Orbit 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 orbit/standard_runner.py - About 4 hrs to fix

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

      def evaluate(self, num_steps: tf.Tensor) -> Optional[runner.Output]:
    """Implements `num_steps` steps of evaluation.

    Args:
      num_steps: The number of evaluation steps to run. When this is -1,
    Severity: Minor
    Found in orbit/standard_runner.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 create_train_loop_fn has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
    Open

      def create_train_loop_fn(self):
    """Creates a training loop from the current step function and options.

    Returns:
      The train loop function, i.e. wrapper of multiple train steps.
    Severity: Minor
    Found in orbit/standard_runner.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 create_eval_loop_fn has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
    Open

      def create_eval_loop_fn(self, has_state: bool):
    """Creates an eval loop from the current step function and options.

    Args:
      has_state: If the step function has state, state will be kept in the loop.
    Severity: Minor
    Found in orbit/standard_runner.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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