Showing 455 of 455 total issues
Similar blocks of code found in 2 locations. Consider refactoring. Open
if training: # for training
(observed_data, indicating_mask, cond_mask, observed_tp, feature_id) = (
inputs["X_ori"],
inputs["indicating_mask"],
inputs["cond_mask"],
- Read upRead up
Duplicated Code
Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:
Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.
When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).
Tuning
This issue has a mass of 89.
We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.
The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.
If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.
See codeclimate-duplication
's documentation for more information about tuning the mass threshold in your .codeclimate.yml
.
Refactorings
- Extract Method
- Extract Class
- Form Template Method
- Introduce Null Object
- Pull Up Method
- Pull Up Field
- Substitute Algorithm
Further Reading
- Don't Repeat Yourself on the C2 Wiki
- Duplicated Code on SourceMaking
- Refactoring: Improving the Design of Existing Code by Martin Fowler. Duplicated Code, p76
File data.py
has 375 lines of code (exceeds 250 allowed). Consider refactoring. Open
"""
"""
# Created by Linglong Qian, Joseph Arul Raj <linglong.qian@kcl.ac.uk, joseph_arul_raj@kcl.ac.uk>
File model.py
has 369 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 367 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 366 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 365 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 365 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 model.py
has 364 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 362 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 base.py
has 362 lines of code (exceeds 250 allowed). Consider refactoring. Open
"""
The base classes for PyPOTS clustering models.
"""
# Created by Wenjie Du <wenjay.du@gmail.com>
Similar blocks of code found in 2 locations. Consider refactoring. Open
elif not training and n_sampling_times == 0: # for validating
(observed_data, indicating_mask, cond_mask, observed_tp) = (
inputs["X_ori"],
inputs["indicating_mask"],
inputs["cond_mask"],
- Read upRead up
Duplicated Code
Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:
Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.
When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).
Tuning
This issue has a mass of 80.
We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.
The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.
If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.
See codeclimate-duplication
's documentation for more information about tuning the mass threshold in your .codeclimate.yml
.
Refactorings
- Extract Method
- Extract Class
- Form Template Method
- Introduce Null Object
- Pull Up Method
- Pull Up Field
- Substitute Algorithm
Further Reading
- Don't Repeat Yourself on the C2 Wiki
- Duplicated Code on SourceMaking
- Refactoring: Improving the Design of Existing Code by Martin Fowler. Duplicated Code, p76
Similar blocks of code found in 2 locations. Consider refactoring. Open
if training: # for training
(observed_data, indicating_mask, cond_mask, observed_tp) = (
inputs["X_ori"],
inputs["indicating_mask"],
inputs["cond_mask"],
- Read upRead up
Duplicated Code
Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:
Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.
When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).
Tuning
This issue has a mass of 80.
We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.
The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.
If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.
See codeclimate-duplication
's documentation for more information about tuning the mass threshold in your .codeclimate.yml
.
Refactorings
- Extract Method
- Extract Class
- Form Template Method
- Introduce Null Object
- Pull Up Method
- Pull Up Field
- Substitute Algorithm
Further Reading
- Don't Repeat Yourself on the C2 Wiki
- Duplicated Code on SourceMaking
- Refactoring: Improving the Design of Existing Code by Martin Fowler. Duplicated Code, p76
File base.py
has 350 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
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 25 (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"
Further reading
Function _train_model
has a Cognitive Complexity of 25 (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"
Further reading
Function _train_model
has a Cognitive Complexity of 25 (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"
Further reading
Function _train_model
has a Cognitive Complexity of 25 (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"