File run_lfads.py has 547 lines of code (exceeds 250 allowed). Consider refactoring. Open
# Copyright 2017 Google Inc. 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 build_hyperparameter_dict has 64 lines of code (exceeds 25 allowed). Consider refactoring. Open
def build_hyperparameter_dict(flags):
"""Simple script for saving hyper parameters. Under the hood the
flags structure isn't a dictionary, so it has to be simplified since we
want to be able to view file as text.
Function build_model has a Cognitive Complexity of 13 (exceeds 5 allowed). Consider refactoring. Open
def build_model(hps, kind="train", datasets=None):
"""Builds a model from either random initialization, or saved parameters.
Args:
hps: The hyper parameters for the model.- 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 main has a Cognitive Complexity of 11 (exceeds 5 allowed). Consider refactoring. Open
def main(_):
"""Get this whole shindig off the ground."""
d = build_hyperparameter_dict(FLAGS)
hps = hps_dict_to_obj(d) # hyper parameters
kind = FLAGS.kind- 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 load_datasets has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring. Open
def load_datasets(data_dir, data_filename_stem):
"""Load the datasets from a specified directory.
Example files look like
>data_dir/my_dataset_first_day- 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 jsonify_dict has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring. Open
def jsonify_dict(d):
"""Turns python booleans into strings so hps dict can be written in json.
Creates a shallow-copied dictionary first, then accomplishes string
conversion.
- 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 write_model_samples has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring. Open
def write_model_samples(hps, datasets, dataset_name=None, output_fname=None):
"""Use the prior distribution to generate samples from the model.
Generates batch_size number of samples (set through FLAGS).
LFADS generates a number of outputs for each examples, and these are all- 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"