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WenjieDu/PyPOTS

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

        if not self.is_unconditional:
            side_mask = cond_mask.unsqueeze(1)  # (B,1,K,L)
            side_info = torch.cat([side_info, side_mask], dim=1)
Severity: Major
Found in pypots/imputation/csdi/core.py and 1 other location - About 1 hr to fix
pypots/forecasting/csdi/core.py on lines 83..85

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 39.

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

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

        if not self.is_unconditional:
            side_mask = cond_mask.unsqueeze(1)  # (B,1,K,L)
            side_info = torch.cat([side_info, side_mask], dim=1)
Severity: Major
Found in pypots/forecasting/csdi/core.py and 1 other location - About 1 hr to fix
pypots/imputation/csdi/core.py on lines 77..79

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 39.

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 _BTTF has 8 arguments (exceeds 4 allowed). Consider refactoring.
Open

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

    Function __init__ has 8 arguments (exceeds 4 allowed). Consider refactoring.
    Open

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

      Function __init__ has 8 arguments (exceeds 4 allowed). Consider refactoring.
      Open

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

        Function sample_factor_x has 8 arguments (exceeds 4 allowed). Consider refactoring.
        Open

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

          Function __init__ has 8 arguments (exceeds 4 allowed). Consider refactoring.
          Open

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

            Function __init__ has 8 arguments (exceeds 4 allowed). Consider refactoring.
            Open

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

              Function __init__ has 8 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 get_conv1d has 8 arguments (exceeds 4 allowed). Consider refactoring.
                Open

                def get_conv1d(in_channels, out_channels, kernel_size, stride, padding, dilation, groups, bias):
                Severity: Major
                Found in pypots/nn/modules/moderntcn/layers.py - About 1 hr to fix

                  Function __init__ has 8 arguments (exceeds 4 allowed). Consider refactoring.
                  Open

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

                    Function __init__ has 8 arguments (exceeds 4 allowed). Consider refactoring.
                    Open

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

                      Function conv_bn has 8 arguments (exceeds 4 allowed). Consider refactoring.
                      Open

                      def conv_bn(
                      Severity: Major
                      Found in pypots/nn/modules/moderntcn/layers.py - About 1 hr to fix

                        Function __init__ has 8 arguments (exceeds 4 allowed). Consider refactoring.
                        Open

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

                          Function __init__ has 8 arguments (exceeds 4 allowed). Consider refactoring.
                          Open

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

                            Function FreMLP has 8 arguments (exceeds 4 allowed). Consider refactoring.
                            Open

                                def FreMLP(self, B, nd, dimension, x, r, i, rb, ib):
                            Severity: Major
                            Found in pypots/nn/modules/frets/backbone.py - About 1 hr to fix

                              Function __init__ has 8 arguments (exceeds 4 allowed). Consider refactoring.
                              Open

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

                                Function __init__ has 8 arguments (exceeds 4 allowed). Consider refactoring.
                                Open

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

                                  Function __init__ has 8 arguments (exceeds 4 allowed). Consider refactoring.
                                  Open

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

                                    Function __init__ has 8 arguments (exceeds 4 allowed). Consider refactoring.
                                    Open

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