Showing 455 of 455 total issues
File model.py has 252 lines of code (exceeds 250 allowed). Consider refactoring. Open
"""
The implementation of FiLM for the partially-observed time-series imputation task.
"""
File model.py has 251 lines of code (exceeds 250 allowed). Consider refactoring. Open
"""
The implementation of Informer for the partially-observed time-series imputation task.
"""
File model.py has 251 lines of code (exceeds 250 allowed). Consider refactoring. Open
"""
The implementation of TiDE for the partially-observed time-series imputation task.
"""
Function __init__ has 16 arguments (exceeds 4 allowed). Consider refactoring. Open
def __init__(Function __init__ has 16 arguments (exceeds 4 allowed). Consider refactoring. Open
def __init__(Function __init__ has 16 arguments (exceeds 4 allowed). Consider refactoring. Open
def __init__(Function __init__ has 16 arguments (exceeds 4 allowed). Consider refactoring. Open
def __init__(Function __init__ has 16 arguments (exceeds 4 allowed). Consider refactoring. Open
def __init__(Function forward has a Cognitive Complexity of 15 (exceeds 5 allowed). Consider refactoring. Open
def forward(self, observed_data, cond_mask, side_info, n_sampling_times):
B, K, L = observed_data.shape
device = observed_data.device
imputed_samples = torch.zeros(B, n_sampling_times, K, L).to(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 non_uniform_sample has a Cognitive Complexity of 15 (exceeds 5 allowed). Consider refactoring. Open
def non_uniform_sample(data, removal_percent, pre_replacement_probabilities=None, increase_factor=0.5):
"""
Process time-series data by randomly removing a certain percentage of observed values based on pre-defined
replacement probabilities, and compute the necessary features such as forward and backward deltas, masks,
and last observed values.- 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 15 arguments (exceeds 4 allowed). Consider refactoring. Open
def __init__(Function __init__ has 15 arguments (exceeds 4 allowed). Consider refactoring. Open
def __init__(Function __init__ has 14 arguments (exceeds 4 allowed). Consider refactoring. Open
def __init__(Function __init__ has 14 arguments (exceeds 4 allowed). Consider refactoring. Open
def __init__(Function imputation has a Cognitive Complexity of 14 (exceeds 5 allowed). Consider refactoring. Open
def imputation(self, x_enc, x_mark_enc):
B, T, N = x_enc.size()
x_enc, x_mark_enc = self.__multi_scale_process_inputs(x_enc, x_mark_enc)
- 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 14 arguments (exceeds 4 allowed). Consider refactoring. Open
def __init__(Function locf_torch has a Cognitive Complexity of 14 (exceeds 5 allowed). Consider refactoring. Open
def locf_torch(
X: torch.Tensor,
first_step_imputation: str = "backward",
) -> torch.Tensor:
"""Torch implementation of LOCF.- 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 14 arguments (exceeds 4 allowed). Consider refactoring. Open
def __init__(Function plot_cluster_means has a Cognitive Complexity of 14 (exceeds 5 allowed). Consider refactoring. Open
def plot_cluster_means(cluster_means: Dict[int, dict]) -> None:
"""
Generate line plots of cluster means and 95% confidence intervals for each time series variable.
Parameters- 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 14 arguments (exceeds 4 allowed). Consider refactoring. Open
def __init__(