Sign upLogin

WenjieDu/PyPOTS

View on GitHub
Star

Showing 455 of 455 total issues

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

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

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

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

              def __init__(
          Severity: Major
          Found in pypots/imputation/scinet/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/imputation/timemixer/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/raindrop/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/classification/grud/model.py - About 1 hr to fix

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

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

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

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

                          Function __init__ has a Cognitive Complexity of 13 (exceeds 5 allowed). Consider refactoring.
                          Open

                              def __init__(
        self,
        task_name,
        n_steps,
        n_features,
                          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 get_filter has a Cognitive Complexity of 13 (exceeds 5 allowed). Consider refactoring.
                          Open

                          def get_filter(base, k):
    def psi(psi1, psi2, i, inp):
        mask = (inp <= 0.5) * 1.0
        return psi1[i](inp) * mask + psi2[i](inp) * (1 - mask)
                          Severity: Minor
                          Found in pypots/nn/modules/fedformer/layers.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 a Cognitive Complexity of 13 (exceeds 5 allowed). Consider refactoring.
                          Open

                              def __init__(
        self,
        n_steps,
        n_features,
        n_predict_features,
                          Severity: Minor
                          Found in pypots/nn/modules/moderntcn/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

                          Similar blocks of code found in 4 locations. Consider refactoring.
                          Open

                                  self.ffn2pw2 = nn.Conv1d(
            in_channels=nvars * dff,
            out_channels=nvars * dmodel,
                          Severity: Major
                          Found in pypots/nn/modules/moderntcn/layers.py and 3 other locations - About 1 hr to fix
                          pypots/nn/modules/moderntcn/layers.py on lines 219..221
                          pypots/nn/modules/moderntcn/layers.py on lines 229..231
                          pypots/nn/modules/moderntcn/layers.py on lines 242..244

                          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 45.

                          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 4 locations. Consider refactoring.
                          Open

                                  self.ffn1pw1 = nn.Conv1d(
            in_channels=nvars * dmodel,
            out_channels=nvars * dff,
                          Severity: Major
                          Found in pypots/nn/modules/moderntcn/layers.py and 3 other locations - About 1 hr to fix
                          pypots/nn/modules/moderntcn/layers.py on lines 229..231
                          pypots/nn/modules/moderntcn/layers.py on lines 242..244
                          pypots/nn/modules/moderntcn/layers.py on lines 252..254

                          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 45.

                          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 4 locations. Consider refactoring.
                          Open

                                  self.ffn2pw1 = nn.Conv1d(
            in_channels=nvars * dmodel,
            out_channels=nvars * dff,
                          Severity: Major
                          Found in pypots/nn/modules/moderntcn/layers.py and 3 other locations - About 1 hr to fix
                          pypots/nn/modules/moderntcn/layers.py on lines 219..221
                          pypots/nn/modules/moderntcn/layers.py on lines 229..231
                          pypots/nn/modules/moderntcn/layers.py on lines 252..254

                          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 45.

                          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 4 locations. Consider refactoring.
                          Open

                                  self.ffn1pw2 = nn.Conv1d(
            in_channels=nvars * dff,
            out_channels=nvars * dmodel,
                          Severity: Major
                          Found in pypots/nn/modules/moderntcn/layers.py and 3 other locations - About 1 hr to fix
                          pypots/nn/modules/moderntcn/layers.py on lines 219..221
                          pypots/nn/modules/moderntcn/layers.py on lines 242..244
                          pypots/nn/modules/moderntcn/layers.py on lines 252..254

                          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 45.

                          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

                          Severity
                          Category
                          Status
                          Source
                          Language