Sign upLogin

WenjieDu/PyPOTS

View on GitHub
Star

Showing 356 of 356 total issues

File error.py has 296 lines of code (exceeds 250 allowed). Consider refactoring.
Open

"""
Evaluation metrics related to error calculation (like in tasks regression, imputation etc).
"""

# Created by Wenjie Du <wenjay.du@gmail.com>
Severity: Minor
Found in pypots/utils/metrics/error.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
    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 __init__ has 24 arguments (exceeds 4 allowed). Consider refactoring.
    Open

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

      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 286 lines of code (exceeds 250 allowed). Consider refactoring.
      Open

      """

"""

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

        File model.py has 285 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

          File layers.py has 282 lines of code (exceeds 250 allowed). Consider refactoring.
          Open

          """

"""

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

                  File data.py has 280 lines of code (exceeds 250 allowed). Consider refactoring.
                  Open

                  """
Dataset class for the forecasting model CSDI.
"""

# Created by Wenjie Du <wenjay.du@gmail.com>
                  Severity: Minor
                  Found in pypots/forecasting/csdi/data.py - About 2 hrs to fix

                    Function __init__ has 21 arguments (exceeds 4 allowed). Consider refactoring.
                    Open

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

                      Function __init__ has 21 arguments (exceeds 4 allowed). Consider refactoring.
                      Open

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

                        Function __init__ has 21 arguments (exceeds 4 allowed). Consider refactoring.
                        Open

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

                          Function __init__ has 21 arguments (exceeds 4 allowed). Consider refactoring.
                          Open

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

                            Function __init__ has 20 arguments (exceeds 4 allowed). Consider refactoring.
                            Open

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

                              Function __init__ has 20 arguments (exceeds 4 allowed). Consider refactoring.
                              Open

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

                                Function __init__ has 20 arguments (exceeds 4 allowed). Consider refactoring.
                                Open

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

                                  Function __init__ has 20 arguments (exceeds 4 allowed). Consider refactoring.
                                  Open

                                      def __init__(
                                  Severity: Major
                                  Found in pypots/imputation/itransformer/model.py - About 2 hrs to fix
                                    Severity
                                    Category
                                    Status
                                    Source
                                    Language