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WenjieDu/PyPOTS

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

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

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

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

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

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

      File model.py has 256 lines of code (exceeds 250 allowed). Consider refactoring.
      Open

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

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

        File model.py has 256 lines of code (exceeds 250 allowed). Consider refactoring.
        Open

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

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

          Function __init__ has 17 arguments (exceeds 4 allowed). Consider refactoring.
          Open

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

            Function __init__ has 17 arguments (exceeds 4 allowed). Consider refactoring.
            Open

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

              Function __init__ has 17 arguments (exceeds 4 allowed). Consider refactoring.
              Open

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

                File data.py has 254 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 forward has a Cognitive Complexity of 16 (exceeds 5 allowed). Consider refactoring.
                  Open

                      def forward(self, x):
        if self.pos_enc:
            pe = self.get_position_encoding(x)
            if pe.shape[2] > x.shape[2]:
                x += pe[:, :, :-1]
                  Severity: Minor
                  Found in pypots/nn/modules/scinet/backbone.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 forward has 52 lines of code (exceeds 25 allowed). Consider refactoring.
                  Open

                      def forward(
        self,
        qk,
        v,
        query_len=None,
                  Severity: Major
                  Found in pypots/nn/modules/reformer/lsh_attention.py - About 2 hrs to fix

                    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.

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

                      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.

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

                        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.

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

                          Function __init__ has 16 arguments (exceeds 4 allowed). Consider refactoring.
                          Open

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

                            Function __init__ has 16 arguments (exceeds 4 allowed). Consider refactoring.
                            Open

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

                              Function __init__ has 16 arguments (exceeds 4 allowed). Consider refactoring.
                              Open

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

                                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)
                                Severity: Minor
                                Found in pypots/nn/modules/csdi/backbone.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 __init__ has 15 arguments (exceeds 4 allowed). Consider refactoring.
                                Open

                                    def __init__(
                                Severity: Major
                                Found in pypots/clustering/vader/model.py - About 1 hr to fix

                                  Function __init__ has 15 arguments (exceeds 4 allowed). Consider refactoring.
                                  Open

                                      def __init__(
                                  Severity: Major
                                  Found in pypots/classification/brits/model.py - About 1 hr to fix

                                    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)
                                    Severity: Minor
                                    Found in pypots/nn/modules/timemixer/backbone.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

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