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WenjieDu/PyPOTS

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pypots/data/utils.py

Summary

Maintainability
A
1 hr
Test Coverage

Function turn_data_into_specified_dtype has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
Open

def turn_data_into_specified_dtype(
    data: Union[np.ndarray, torch.Tensor, list],
    dtype: str = "tensor",
) -> Union[np.ndarray, torch.Tensor]:
    """Turn the given data into the specified data type."""
Severity: Minor
Found in pypots/data/utils.py - About 1 hr to fix

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 _parse_delta_numpy has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def _parse_delta_numpy(missing_mask: np.ndarray) -> np.ndarray:
    """Generate the time-gap matrix (i.e. the delta metrix) from the missing mask.
    Please refer to :cite:`che2018GRUD` for its math definition.

    Parameters
Severity: Minor
Found in pypots/data/utils.py - About 25 mins to fix

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 _parse_delta_torch has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def _parse_delta_torch(missing_mask: torch.Tensor) -> torch.Tensor:
    """Generate the time-gap matrix (i.e. the delta metrix) from the missing mask.
    Please refer to :cite:`che2018GRUD` for its math definition.

    Parameters
Severity: Minor
Found in pypots/data/utils.py - About 25 mins to fix

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

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