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Showing 376 of 433 total issues

Function __init__ has a Cognitive Complexity of 24 (exceeds 5 allowed). Consider refactoring.
Open

    def __init__(
        self,
        data: Union[dict, str],
        return_X_ori: bool,
        return_X_pred: bool,
Severity: Minor
Found in pypots/data/dataset/base.py - About 3 hrs 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 _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:
Severity: Minor
Found in pypots/classification/base.py - About 3 hrs 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 _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:
Severity: Minor
Found in pypots/imputation/base.py - About 3 hrs 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 _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:
Severity: Minor
Found in pypots/imputation/csdi/model.py - About 3 hrs 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

File model.py has 306 lines of code (exceeds 250 allowed). Consider refactoring.
Open

"""
The implementation of SAITS for the partially-observed time-series imputation task.

"""
Severity: Minor
Found in pypots/imputation/saits/model.py - About 3 hrs to fix

    Function forecast has a Cognitive Complexity of 23 (exceeds 5 allowed). Consider refactoring.
    Open

        def forecast(self, x_enc, x_mark_enc, x_dec, x_mark_dec):
        if self.use_future_temporal_feature:
            if self.channel_independence == 1:
                B, T, N = x_enc.size()
                x_mark_dec = x_mark_dec.repeat(N, 1, 1)
    Severity: Minor
    Found in pypots/nn/modules/timemixer/backbone.py - About 3 hrs 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 _train_model has a Cognitive Complexity of 23 (exceeds 5 allowed). Consider refactoring.
    Open

        def _train_model(
        self,
        training_loader: DataLoader,
        val_loader: DataLoader = None,
    ) -> None:
    Severity: Minor
    Found in pypots/imputation/usgan/model.py - About 3 hrs 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

    File backbone.py has 301 lines of code (exceeds 250 allowed). Consider refactoring.
    Open

    """

"""

# Created by Wenjie Du <wenjay.du@gmail.com>
    Severity: Minor
    Found in pypots/nn/modules/timemixer/backbone.py - About 3 hrs to fix

      Function __init__ has 25 arguments (exceeds 4 allowed). Consider refactoring.
      Open

          def __init__(
      Severity: Major
      Found in pypots/forecasting/csdi/model.py - About 3 hrs to fix

        Function __init__ has 25 arguments (exceeds 4 allowed). Consider refactoring.
        Open

            def __init__(
        Severity: Major
        Found in pypots/imputation/moderntcn/model.py - About 3 hrs to fix

          Function forward has a Cognitive Complexity of 22 (exceeds 5 allowed). Consider refactoring.
          Open

              def forward(
        self,
        X: torch.Tensor,
        missing_mask: torch.Tensor,
        imputation_latent: torch.Tensor,
          Severity: Minor
          Found in pypots/nn/modules/crli/layers.py - About 3 hrs 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 forward has a Cognitive Complexity of 22 (exceeds 5 allowed). Consider refactoring.
          Open

              def forward(self, X: torch.Tensor, missing_mask: torch.Tensor) -> Tuple[torch.Tensor, torch.Tensor]:

        bz, n_steps, _ = X.shape
        device = X.device
          Severity: Minor
          Found in pypots/nn/modules/crli/layers.py - About 3 hrs 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 _train_model has a Cognitive Complexity of 21 (exceeds 5 allowed). Consider refactoring.
          Open

              def _train_model(
        self,
        training_loader: DataLoader,
        val_loader: DataLoader = None,
    ) -> None:
          Severity: Minor
          Found in pypots/clustering/crli/model.py - About 2 hrs 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

          File layers.py has 287 lines of code (exceeds 250 allowed). Consider refactoring.
          Open

          """

"""

# Created by Wenjie Du <wenjay.du@gmail.com>
          Severity: Minor
          Found in pypots/nn/modules/moderntcn/layers.py - About 2 hrs to fix

            Function __init__ has 23 arguments (exceeds 4 allowed). Consider refactoring.
            Open

                def __init__(
            Severity: Major
            Found in pypots/imputation/patchtst/model.py - About 2 hrs to fix

              Function __init__ has 23 arguments (exceeds 4 allowed). Consider refactoring.
              Open

                  def __init__(
              Severity: Major
              Found in pypots/imputation/saits/model.py - About 2 hrs to fix

                Function __init__ has 23 arguments (exceeds 4 allowed). Consider refactoring.
                Open

                    def __init__(
                Severity: Major
                Found in pypots/imputation/csdi/model.py - About 2 hrs to fix

                  File model.py has 283 lines of code (exceeds 250 allowed). Consider refactoring.
                  Open

                  """
The implementation of PatchTST for the partially-observed time-series imputation task.

Refer to the paper "Yuqi Nie, Nam H Nguyen, Phanwadee Sinthong, and Jayant Kalagnanam.
A time series is worth 64 words: Long-term forecasting with transformers.
                  Severity: Minor
                  Found in pypots/imputation/patchtst/model.py - About 2 hrs to fix

                    Function __init__ has 22 arguments (exceeds 4 allowed). Consider refactoring.
                    Open

                        def __init__(
                    Severity: Major
                    Found in pypots/imputation/timemixer/model.py - About 2 hrs to fix

                      Function __init__ has 22 arguments (exceeds 4 allowed). Consider refactoring.
                      Open

                          def __init__(
                      Severity: Major
                      Found in pypots/imputation/gpvae/model.py - About 2 hrs to fix
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