Showing 380 of 437 total issues
File layers.py
has 817 lines of code (exceeds 250 allowed). Consider refactoring. Open
"""
"""
# Created by Wenjie Du <wenjay.du@gmail.com>
File lsh_attention.py
has 510 lines of code (exceeds 250 allowed). Consider refactoring. Open
"""
Locality-Sensitive Hashing (LSH) Attention from https://github.com/lucidrains/reformer-pytorch
"""
# Created by Wenjie Du <wenjay.du@gmail.com>
File base.py
has 434 lines of code (exceeds 250 allowed). Consider refactoring. Open
"""
The base (abstract) classes for models in PyPOTS.
"""
# Created by Wenjie Du <wenjay.du@gmail.com>
File model.py
has 420 lines of code (exceeds 250 allowed). Consider refactoring. Open
"""
The implementation of VaDER for the partially-observed time-series clustering task.
"""
File model.py
has 398 lines of code (exceeds 250 allowed). Consider refactoring. Open
"""
The implementation of CSDI for the partially-observed time-series forecasting task.
"""
File model.py
has 389 lines of code (exceeds 250 allowed). Consider refactoring. Open
"""
The implementation of GP-VAE for the partially-observed time-series imputation task.
"""
File model.py
has 384 lines of code (exceeds 250 allowed). Consider refactoring. Open
"""
The implementation of USGAN for the partially-observed time-series imputation task.
"""
File model.py
has 382 lines of code (exceeds 250 allowed). Consider refactoring. Open
"""
The implementation of CRLI (Clustering Representation Learning on Incomplete time-series data) for
the partially-observed time-series clustering task.
"""
File model.py
has 377 lines of code (exceeds 250 allowed). Consider refactoring. Open
"""
The implementation of CSDI for the partially-observed time-series imputation task.
"""
File base.py
has 376 lines of code (exceeds 250 allowed). Consider refactoring. Open
"""
The base classes for PyPOTS classification models.
"""
# Created by Wenjie Du <wenjay.du@gmail.com>
File base.py
has 373 lines of code (exceeds 250 allowed). Consider refactoring. Open
"""
The base classes for PyPOTS forecasting models.
"""
# Created by Wenjie Du <wenjay.du@gmail.com>
File base.py
has 373 lines of code (exceeds 250 allowed). Consider refactoring. Open
"""
The base class for PyPOTS imputation models.
"""
# Created by Wenjie Du <wenjay.du@gmail.com>
File base.py
has 372 lines of code (exceeds 250 allowed). Consider refactoring. Open
"""
The base classes for PyPOTS clustering models.
"""
# Created by Wenjie Du <wenjay.du@gmail.com>
File base.py
has 367 lines of code (exceeds 250 allowed). Consider refactoring. Open
"""
The base dataset class.
"""
# Created by Wenjie Du <wenjay.du@gmail.com>
Function __init__
has a Cognitive Complexity of 27 (exceeds 5 allowed). Consider refactoring. Open
def __init__(
self,
n_out_steps,
n_in_steps,
n_in_features,
- 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
File backbone.py
has 325 lines of code (exceeds 250 allowed). Consider refactoring. Open
"""
"""
# Created by Wenjie Du <wenjay.du@gmail.com>
File model.py
has 324 lines of code (exceeds 250 allowed). Consider refactoring. Open
"""
The implementation of SAITS for the partially-observed time-series imputation task.
"""
Function get_phi_psi
has a Cognitive Complexity of 26 (exceeds 5 allowed). Consider refactoring. Open
def get_phi_psi(k, base):
x = Symbol("x")
phi_coeff = np.zeros((k, k))
phi_2x_coeff = np.zeros((k, k))
if base == "legendre":
- 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 _setup_device
has a Cognitive Complexity of 26 (exceeds 5 allowed). Consider refactoring. Open
def _setup_device(self, device: Union[None, str, torch.device, list]) -> None:
if device is None:
# if it is None, then use the first cuda device if cuda is available, otherwise use cpu
if torch.cuda.is_available() and torch.cuda.device_count() > 0:
self.device = torch.device("cuda")
- 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_model
has a Cognitive Complexity of 24 (exceeds 5 allowed). Consider refactoring. Open
def _train_model(
self,
training_loader: DataLoader,
val_loader: DataLoader = None,
) -> 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"