WenjieDu/PyPOTS

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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/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/frets/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/fits/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 non_uniform_sample has a Cognitive Complexity of 15 (exceeds 5 allowed). Consider refactoring.
          Open

          def non_uniform_sample(data, removal_percent, pre_replacement_probabilities=None, increase_factor=0.5):
              """
              Process time-series data by randomly removing a certain percentage of observed values based on pre-defined
              replacement probabilities, and compute the necessary features such as forward and backward deltas, masks,
              and last observed values.
          Severity: Minor
          Found in pypots/imputation/csai/data.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 __init__ has 14 arguments (exceeds 4 allowed). Consider refactoring.
              Open

                  def __init__(
              Severity: Major
              Found in pypots/nn/modules/scinet/backbone.py - About 1 hr to fix

                Function __init__ has 14 arguments (exceeds 4 allowed). Consider refactoring.
                Open

                    def __init__(
                Severity: Major
                Found in pypots/nn/modules/fedformer/layers.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

                  Function __init__ has 14 arguments (exceeds 4 allowed). Consider refactoring.
                  Open

                      def __init__(
                  Severity: Major
                  Found in pypots/imputation/patchtst/core.py - About 1 hr to fix

                    Function locf_torch has a Cognitive Complexity of 14 (exceeds 5 allowed). Consider refactoring.
                    Open

                    def locf_torch(
                        X: torch.Tensor,
                        first_step_imputation: str = "backward",
                    ) -> torch.Tensor:
                        """Torch implementation of LOCF.
                    Severity: Minor
                    Found in pypots/imputation/locf/core.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 14 arguments (exceeds 4 allowed). Consider refactoring.
                    Open

                        def __init__(
                    Severity: Major
                    Found in pypots/nn/modules/reformer/local_attention.py - About 1 hr to fix

                      Function plot_cluster_means has a Cognitive Complexity of 14 (exceeds 5 allowed). Consider refactoring.
                      Open

                      def plot_cluster_means(cluster_means: Dict[int, dict]) -> None:
                          """
                          Generate line plots of cluster means and 95% confidence intervals for each time series variable.
                      
                          Parameters
                      Severity: Minor
                      Found in pypots/utils/visual/clustering.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 14 arguments (exceeds 4 allowed). Consider refactoring.
                      Open

                          def __init__(
                      Severity: Major
                      Found in pypots/imputation/fedformer/core.py - About 1 hr to fix

                        Function locf_numpy has a Cognitive Complexity of 14 (exceeds 5 allowed). Consider refactoring.
                        Open

                        def locf_numpy(
                            X: np.ndarray,
                            first_step_imputation: str = "backward",
                        ) -> np.ndarray:
                            """Numpy implementation of LOCF.
                        Severity: Minor
                        Found in pypots/imputation/locf/core.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 14 arguments (exceeds 4 allowed). Consider refactoring.
                        Open

                            def __init__(
                        Severity: Major
                        Found in pypots/imputation/saits/core.py - About 1 hr to fix

                          Function __init__ has 13 arguments (exceeds 4 allowed). Consider refactoring.
                          Open

                              def __init__(
                          Severity: Major
                          Found in pypots/nn/modules/gpvae/backbone.py - About 1 hr to fix

                            Function __init__ has 13 arguments (exceeds 4 allowed). Consider refactoring.
                            Open

                                def __init__(
                            Severity: Major
                            Found in pypots/forecasting/csdi/core.py - About 1 hr to fix
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