official/projects/mobilebert/distillation.py
File distillation.py
has 458 lines of code (exceeds 250 allowed). Consider refactoring. Open
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# 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
Function build_model
has a Cognitive Complexity of 15 (exceeds 5 allowed). Consider refactoring. Open
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def build_model(self, stage_id) -> tf_keras.Model:
"""Build teacher/student keras models with outputs for current stage."""
# Freeze the teacher model.
self._teacher_pretrainer.trainable = False
layer_wise_config = self._progressive_config.layer_wise_distill_config
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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 build_losses
has a Cognitive Complexity of 14 (exceeds 5 allowed). Consider refactoring. Open
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def build_losses(self, labels, outputs, metrics) -> tf.Tensor:
"""Builds losses and update loss-related metrics for the current stage."""
last_stage = 'student_pretrainer_output' in outputs
# Layer-wise warmup stage
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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 __init__
has 5 arguments (exceeds 4 allowed). Consider refactoring. Open
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def __init__(self,