File model_deploy.py has 507 lines of code (exceeds 250 allowed). Consider refactoring. Open
# Copyright 2016 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 atFunction deploy has a Cognitive Complexity of 17 (exceeds 5 allowed). Consider refactoring. Open
def deploy(config,
model_fn,
args=None,
kwargs=None,
optimizer=None,- 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 _sum_clones_gradients has a Cognitive Complexity of 12 (exceeds 5 allowed). Consider refactoring. Open
def _sum_clones_gradients(clone_grads):
"""Calculate the sum gradient for each shared variable across all clones.
This function assumes that the clone_grads has been scaled appropriately by
1 / num_clones.- 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 __init__ has a Cognitive Complexity of 11 (exceeds 5 allowed). Consider refactoring. Open
def __init__(self,
num_clones=1,
clone_on_cpu=False,
replica_id=0,
num_replicas=1,- 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 variables_device has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring. Open
def variables_device(self):
"""Returns the device to use for variables created inside the clone.
Returns:
A value suitable for `tf.device()`.- 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 __init__ has 7 arguments (exceeds 4 allowed). Consider refactoring. Open
def __init__(self,Function _add_gradients_summaries has a Cognitive Complexity of 8 (exceeds 5 allowed). Consider refactoring. Open
def _add_gradients_summaries(grads_and_vars):
"""Add histogram summaries to gradients.
Note: The summaries are also added to the SUMMARIES collection.
- 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
Avoid deeply nested control flow statements. Open
if clone_loss is not None:
clones_losses.append(clone_loss)
# Only use regularization_losses for the first clone
regularization_losses = NoneFunction deploy has 6 arguments (exceeds 4 allowed). Consider refactoring. Open
def deploy(config,Avoid deeply nested control flow statements. Open
with tf.variable_scope(tf.get_variable_scope(),
reuse=True if i > 0 else None):
outputs = model_fn(*args, **kwargs)
clones.append(Clone(outputs, clone_scope, clone_device))Function _optimize_clone has 5 arguments (exceeds 4 allowed). Consider refactoring. Open
def _optimize_clone(optimizer, clone, num_clones, regularization_losses,Function _gather_clone_loss has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring. Open
def _gather_clone_loss(clone, num_clones, regularization_losses):
"""Gather the loss for a single clone.
Args:
clone: A Clone namedtuple.- 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"