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Showing 455 of 455 total issues

Function __init__ has 10 arguments (exceeds 4 allowed). Consider refactoring.
Open

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

    Function __init__ has 10 arguments (exceeds 4 allowed). Consider refactoring.
    Open

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

      Function __init__ has 10 arguments (exceeds 4 allowed). Consider refactoring.
      Open

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

        Function clusters_for_plotting has a Cognitive Complexity of 11 (exceeds 5 allowed). Consider refactoring.
        Open

        def clusters_for_plotting(
    cluster_members: Dict[int, np.ndarray],
) -> Dict[int, dict]:
    """
    Organize clustered arrays into format ready for plotting.
        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 calc_binary_classification_metrics has a Cognitive Complexity of 11 (exceeds 5 allowed). Consider refactoring.
        Open

        def calc_binary_classification_metrics(
    prob_predictions: np.ndarray,
    targets: np.ndarray,
    pos_label: int = 1,
) -> dict:
        Severity: Minor
        Found in pypots/utils/metrics/classification.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 10 arguments (exceeds 4 allowed). Consider refactoring.
        Open

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

          Function __init__ has 10 arguments (exceeds 4 allowed). Consider refactoring.
          Open

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

            Function _fetch_data_from_array has a Cognitive Complexity of 11 (exceeds 5 allowed). Consider refactoring.
            Open

                def _fetch_data_from_array(self, idx: int) -> Iterable:
        """Fetch data according to index.

        Parameters
        ----------
            Severity: Minor
            Found in pypots/imputation/csdi/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 10 arguments (exceeds 4 allowed). Consider refactoring.
            Open

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

              Function __init__ has 10 arguments (exceeds 4 allowed). Consider refactoring.
              Open

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

                Similar blocks of code found in 2 locations. Consider refactoring.
                Open

                        if channel_independence == 0:
            self.cross_layer = nn.Sequential(
                nn.Linear(in_features=d_model, out_features=d_ffn),
                nn.GELU(),
                nn.Linear(in_features=d_ffn, out_features=d_model),
                Severity: Major
                Found in pypots/nn/modules/timemixer/layers.py and 1 other location - About 1 hr to fix
                pypots/nn/modules/timemixer/layers.py on lines 185..188

                Duplicated Code

                Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

                Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

                When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

                Tuning

                This issue has a mass of 41.

                We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

                The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

                If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

                See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

                Refactorings

                Further Reading

                Similar blocks of code found in 2 locations. Consider refactoring.
                Open

                        self.out_cross_layer = nn.Sequential(
            nn.Linear(in_features=d_model, out_features=d_ffn),
            nn.GELU(),
            nn.Linear(in_features=d_ffn, out_features=d_model),
                Severity: Major
                Found in pypots/nn/modules/timemixer/layers.py and 1 other location - About 1 hr to fix
                pypots/nn/modules/timemixer/layers.py on lines 164..168

                Duplicated Code

                Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

                Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

                When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

                Tuning

                This issue has a mass of 41.

                We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

                The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

                If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

                See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

                Refactorings

                Further Reading

                Similar blocks of code found in 2 locations. Consider refactoring.
                Open

                        if self.last_epoch == 0:
            return [group["lr"] * self.start_factor for group in self.optimizer.param_groups]
                Severity: Major
                Found in pypots/optim/lr_scheduler/linear_lrs.py and 1 other location - About 1 hr to fix
                pypots/optim/lr_scheduler/constant_lrs.py on lines 64..65

                Duplicated Code

                Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

                Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

                When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

                Tuning

                This issue has a mass of 41.

                We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

                The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

                If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

                See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

                Refactorings

                Further Reading

                Similar blocks of code found in 2 locations. Consider refactoring.
                Open

                        if self.last_epoch == 0:
            return [group["lr"] * self.factor for group in self.optimizer.param_groups]
                Severity: Major
                Found in pypots/optim/lr_scheduler/constant_lrs.py and 1 other location - About 1 hr to fix
                pypots/optim/lr_scheduler/linear_lrs.py on lines 79..80

                Duplicated Code

                Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

                Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

                When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

                Tuning

                This issue has a mass of 41.

                We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

                The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

                If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

                See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

                Refactorings

                Further Reading

                Function __init__ has 9 arguments (exceeds 4 allowed). Consider refactoring.
                Open

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

                  Function __init__ has 9 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 sample_factor_x_partial has 9 arguments (exceeds 4 allowed). Consider refactoring.
                    Open

                    def sample_factor_x_partial(tau_sparse_tensor, tau_ind, time_lags, U, V, X, A, Lambda_x, back_step):
                    Severity: Major
                    Found in pypots/forecasting/bttf/core.py - About 1 hr to fix

                      Function BTTF_forecast has 9 arguments (exceeds 4 allowed). Consider refactoring.
                      Open

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

                        Function __init__ has 9 arguments (exceeds 4 allowed). Consider refactoring.
                        Open

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

                          Function __init__ has 9 arguments (exceeds 4 allowed). Consider refactoring.
                          Open

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