File simclr.py
has 481 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
Function build_metrics
has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring. Open
def build_metrics(self, training=True):
if training:
metrics = []
metric_names = [
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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 train_step
has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring. Open
def train_step(self, inputs, model, optimizer, metrics=None):
features, labels = inputs
# To do a sanity check that we absolutely use no labels when pretraining, we
# can set the labels here to zero.
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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_model
has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring. Open
def build_model(self):
model_config = self.task_config.model
input_specs = tf_keras.layers.InputSpec(shape=[None] +
model_config.input_size)
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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 initialize
has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring. Open
def initialize(self, model: tf_keras.Model):
"""Loading pretrained checkpoint."""
if not self.task_config.init_checkpoint:
return
- Read upRead up
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 train_step
has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring. Open
def train_step(self, inputs, model, optimizer, metrics=None):
"""Does forward and backward.
Args:
inputs: a dictionary of input tensors.
- Read upRead up
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"