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

                self.GLUs.append(GLU(self.time_step * 4, self.time_step * self.output_channel))
Severity: Minor
Found in pypots/nn/modules/stemgnn/layers.py and 1 other location - About 40 mins to fix
pypots/nn/modules/stemgnn/layers.py on lines 43..43

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 34.

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

                    torch.nn.Linear(
                        n_steps // (downsampling_window**i),
                        n_steps // (downsampling_window**i),
Severity: Minor
Found in pypots/nn/modules/timemixer/layers.py and 1 other location - About 40 mins to fix
pypots/nn/modules/timemixer/backbone.py on lines 100..102

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 34.

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

                        torch.nn.Linear(
                            n_steps // (downsampling_window**i),
                            n_steps // (downsampling_window**i),
Severity: Minor
Found in pypots/nn/modules/timemixer/backbone.py and 1 other location - About 40 mins to fix
pypots/nn/modules/timemixer/layers.py on lines 103..105

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 34.

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

                self.GLUs.append(GLU(self.time_step * 4, self.time_step * self.output_channel))
Severity: Minor
Found in pypots/nn/modules/stemgnn/layers.py and 1 other location - About 40 mins to fix
pypots/nn/modules/stemgnn/layers.py on lines 44..44

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 34.

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 fit has 5 arguments (exceeds 4 allowed). Consider refactoring.
Open

    def fit(
Severity: Minor
Found in pypots/forecasting/csdi/model.py - About 35 mins to fix

    Function forward has 5 arguments (exceeds 4 allowed). Consider refactoring.
    Open

        def forward(
    Severity: Minor
    Found in pypots/nn/modules/informer/layers.py - About 35 mins to fix

      Function forward has 5 arguments (exceeds 4 allowed). Consider refactoring.
      Open

          def forward(
      Severity: Minor
      Found in pypots/nn/modules/transformer/attention.py - About 35 mins to fix

        Function forward has 5 arguments (exceeds 4 allowed). Consider refactoring.
        Open

            def forward(self, X, missing_mask, deltas, empirical_mean, X_filledLOCF) -> Tuple[torch.Tensor, ...]:
        Severity: Minor
        Found in pypots/nn/modules/grud/backbone.py - About 35 mins to fix

          Function __init__ has 5 arguments (exceeds 4 allowed). Consider refactoring.
          Open

              def __init__(self, input_size, hidden_size, output_size=None, n_layers=1, dropout=0.0):
          Severity: Minor
          Found in pypots/nn/modules/imputeformer/mlp.py - About 35 mins to fix

            Function __init__ has 5 arguments (exceeds 4 allowed). Consider refactoring.
            Open

                def __init__(
            Severity: Minor
            Found in pypots/optim/lr_scheduler/linear_lrs.py - About 35 mins to fix

              Function calc_loss_valid has 5 arguments (exceeds 4 allowed). Consider refactoring.
              Open

                  def calc_loss_valid(self, observed_data, cond_mask, indicating_mask, side_info, is_train):
              Severity: Minor
              Found in pypots/nn/modules/csdi/backbone.py - About 35 mins to fix

                Function forward has 5 arguments (exceeds 4 allowed). Consider refactoring.
                Open

                    def forward(
                Severity: Minor
                Found in pypots/nn/modules/transformer/attention.py - About 35 mins to fix

                  Function __init__ has 5 arguments (exceeds 4 allowed). Consider refactoring.
                  Open

                      def __init__(
                  Severity: Minor
                  Found in pypots/nn/modules/transformer/attention.py - About 35 mins to fix

                    Function __init__ has 5 arguments (exceeds 4 allowed). Consider refactoring.
                    Open

                        def __init__(
                    Severity: Minor
                    Found in pypots/optim/adadelta.py - About 35 mins to fix

                      Function forward has 5 arguments (exceeds 4 allowed). Consider refactoring.
                      Open

                          def forward(self, x, mask, deltas, last_obs, h=None):
                      Severity: Minor
                      Found in pypots/nn/modules/csai/backbone.py - About 35 mins to fix

                        Function forward has 5 arguments (exceeds 4 allowed). Consider refactoring.
                        Open

                            def forward(
                        Severity: Minor
                        Found in pypots/nn/modules/fedformer/layers.py - About 35 mins to fix

                          Function forward has 5 arguments (exceeds 4 allowed). Consider refactoring.
                          Open

                              def forward(
                          Severity: Minor
                          Found in pypots/nn/modules/transformer/attention.py - About 35 mins to fix

                            Function __init__ has 5 arguments (exceeds 4 allowed). Consider refactoring.
                            Open

                                def __init__(
                            Severity: Minor
                            Found in pypots/nn/modules/patchtst/layers.py - About 35 mins to fix

                              Function forward has 5 arguments (exceeds 4 allowed). Consider refactoring.
                              Open

                                  def forward(
                              Severity: Minor
                              Found in pypots/nn/modules/transformer/autoencoder.py - About 35 mins to fix

                                Function forward has 5 arguments (exceeds 4 allowed). Consider refactoring.
                                Open

                                    def forward(
                                Severity: Minor
                                Found in pypots/nn/modules/autoformer/layers.py - About 35 mins to fix
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