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WenjieDu/PyPOTS

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File model.py has 268 lines of code (exceeds 250 allowed). Consider refactoring.
Open

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

"""
Severity: Minor
Found in pypots/imputation/fedformer/model.py - About 2 hrs to fix

    Function _train_model has a Cognitive Complexity of 18 (exceeds 5 allowed). Consider refactoring.
    Open

        def _train_model(
        self,
        training_loader: DataLoader,
        val_loader: DataLoader = None,
    ) -> None:
    Severity: Minor
    Found in pypots/clustering/base.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

    Function _train_model has a Cognitive Complexity of 18 (exceeds 5 allowed). Consider refactoring.
    Open

        def _train_model(
        self,
        training_loader: DataLoader,
        val_loader: DataLoader = None,
    ) -> None:
    Severity: Minor
    Found in pypots/clustering/vader/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 model.py has 267 lines of code (exceeds 250 allowed). Consider refactoring.
    Open

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

"""
    Severity: Minor
    Found in pypots/imputation/scinet/model.py - About 2 hrs to fix

      File layers.py has 266 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

        File model.py has 266 lines of code (exceeds 250 allowed). Consider refactoring.
        Open

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

"""
        Severity: Minor
        Found in pypots/imputation/revinscinet/model.py - About 2 hrs to fix

          Function __init__ has 19 arguments (exceeds 4 allowed). Consider refactoring.
          Open

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

            Function __init__ has 19 arguments (exceeds 4 allowed). Consider refactoring.
            Open

                def __init__(
            Severity: Major
            Found in pypots/nn/modules/reformer/lsh_attention.py - About 2 hrs to fix

              Function __init__ has 19 arguments (exceeds 4 allowed). Consider refactoring.
              Open

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

                Function __init__ has 19 arguments (exceeds 4 allowed). Consider refactoring.
                Open

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

                  File model.py has 262 lines of code (exceeds 250 allowed). Consider refactoring.
                  Open

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

"""
                  Severity: Minor
                  Found in pypots/imputation/reformer/model.py - About 2 hrs to fix

                    File model.py has 261 lines of code (exceeds 250 allowed). Consider refactoring.
                    Open

                    """
The package of the partially-observed time-series imputation model iTransformer.

"""
                    Severity: Minor
                    Found in pypots/imputation/itransformer/model.py - About 2 hrs to fix

                      File model.py has 261 lines of code (exceeds 250 allowed). Consider refactoring.
                      Open

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

"""
                      Severity: Minor
                      Found in pypots/imputation/pyraformer/model.py - About 2 hrs to fix

                        File model.py has 261 lines of code (exceeds 250 allowed). Consider refactoring.
                        Open

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

"""
                        Severity: Minor
                        Found in pypots/imputation/crossformer/model.py - About 2 hrs to fix

                          Function forward has a Cognitive Complexity of 17 (exceeds 5 allowed). Consider refactoring.
                          Open

                              def forward(self, q, k, v, mask=None, input_mask=None, attn_bias=None, window_size=None):

        mask = default(mask, input_mask)

        assert not (
                          Severity: Minor
                          Found in pypots/nn/modules/reformer/local_attention.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

                          Function __init__ has 18 arguments (exceeds 4 allowed). Consider refactoring.
                          Open

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

                            Function __init__ has 18 arguments (exceeds 4 allowed). Consider refactoring.
                            Open

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

                              Function __init__ has 18 arguments (exceeds 4 allowed). Consider refactoring.
                              Open

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

                                File layers.py has 260 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 259 lines of code (exceeds 250 allowed). Consider refactoring.
                                  Open

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

"""
                                  Severity: Minor
                                  Found in pypots/imputation/transformer/model.py - About 2 hrs to fix
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