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File layers.py has 817 lines of code (exceeds 250 allowed). Consider refactoring.
Open

"""

"""

# Created by Wenjie Du <wenjay.du@gmail.com>
Severity: Major
Found in pypots/nn/modules/fedformer/layers.py - About 1 day to fix

    File lsh_attention.py has 510 lines of code (exceeds 250 allowed). Consider refactoring.
    Open

    """
Locality-Sensitive Hashing (LSH) Attention from https://github.com/lucidrains/reformer-pytorch
"""

# Created by Wenjie Du <wenjay.du@gmail.com>
    Severity: Major
    Found in pypots/nn/modules/reformer/lsh_attention.py - About 1 day to fix

      File base.py has 434 lines of code (exceeds 250 allowed). Consider refactoring.
      Open

      """
The base (abstract) classes for models in PyPOTS.
"""

# Created by Wenjie Du <wenjay.du@gmail.com>
      Severity: Minor
      Found in pypots/base.py - About 6 hrs to fix

        File model.py has 420 lines of code (exceeds 250 allowed). Consider refactoring.
        Open

        """
The implementation of VaDER for the partially-observed time-series clustering task.

"""
        Severity: Minor
        Found in pypots/clustering/vader/model.py - About 6 hrs to fix

          File model.py has 398 lines of code (exceeds 250 allowed). Consider refactoring.
          Open

          """
The implementation of CSDI for the partially-observed time-series forecasting task.

"""
          Severity: Minor
          Found in pypots/forecasting/csdi/model.py - About 5 hrs to fix

            File model.py has 389 lines of code (exceeds 250 allowed). Consider refactoring.
            Open

            """
The implementation of GP-VAE for the partially-observed time-series imputation task.

"""
            Severity: Minor
            Found in pypots/imputation/gpvae/model.py - About 5 hrs to fix

              File model.py has 384 lines of code (exceeds 250 allowed). Consider refactoring.
              Open

              """
The implementation of USGAN for the partially-observed time-series imputation task.

"""
              Severity: Minor
              Found in pypots/imputation/usgan/model.py - About 5 hrs to fix

                File model.py has 382 lines of code (exceeds 250 allowed). Consider refactoring.
                Open

                """
The implementation of CRLI (Clustering Representation Learning on Incomplete time-series data) for
the partially-observed time-series clustering task.

"""
                Severity: Minor
                Found in pypots/clustering/crli/model.py - About 5 hrs to fix

                  File model.py has 377 lines of code (exceeds 250 allowed). Consider refactoring.
                  Open

                  """
The implementation of CSDI for the partially-observed time-series imputation task.

"""
                  Severity: Minor
                  Found in pypots/imputation/csdi/model.py - About 5 hrs to fix

                    File base.py has 376 lines of code (exceeds 250 allowed). Consider refactoring.
                    Open

                    """
The base classes for PyPOTS classification models.
"""

# Created by Wenjie Du <wenjay.du@gmail.com>
                    Severity: Minor
                    Found in pypots/classification/base.py - About 5 hrs to fix

                      File base.py has 373 lines of code (exceeds 250 allowed). Consider refactoring.
                      Open

                      """
The base classes for PyPOTS forecasting models.
"""

# Created by Wenjie Du <wenjay.du@gmail.com>
                      Severity: Minor
                      Found in pypots/forecasting/base.py - About 4 hrs to fix

                        File base.py has 373 lines of code (exceeds 250 allowed). Consider refactoring.
                        Open

                        """
The base class for PyPOTS imputation models.
"""

# Created by Wenjie Du <wenjay.du@gmail.com>
                        Severity: Minor
                        Found in pypots/imputation/base.py - About 4 hrs to fix

                          File base.py has 372 lines of code (exceeds 250 allowed). Consider refactoring.
                          Open

                          """
The base classes for PyPOTS clustering models.
"""

# Created by Wenjie Du <wenjay.du@gmail.com>
                          Severity: Minor
                          Found in pypots/clustering/base.py - About 4 hrs to fix

                            File base.py has 367 lines of code (exceeds 250 allowed). Consider refactoring.
                            Open

                            """
The base dataset class.
"""

# Created by Wenjie Du <wenjay.du@gmail.com>
                            Severity: Minor
                            Found in pypots/data/dataset/base.py - About 4 hrs to fix

                              Function __init__ has a Cognitive Complexity of 27 (exceeds 5 allowed). Consider refactoring.
                              Open

                                  def __init__(
        self,
        n_out_steps,
        n_in_steps,
        n_in_features,
                              Severity: Minor
                              Found in pypots/nn/modules/scinet/backbone.py - About 3 hrs 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

                              File backbone.py has 325 lines of code (exceeds 250 allowed). Consider refactoring.
                              Open

                              """

"""

# Created by Wenjie Du <wenjay.du@gmail.com>
                              Severity: Minor
                              Found in pypots/nn/modules/timemixer/backbone.py - About 3 hrs to fix

                                File model.py has 324 lines of code (exceeds 250 allowed). Consider refactoring.
                                Open

                                """
The implementation of SAITS for the partially-observed time-series imputation task.

"""
                                Severity: Minor
                                Found in pypots/imputation/saits/model.py - About 3 hrs to fix

                                  Function get_phi_psi has a Cognitive Complexity of 26 (exceeds 5 allowed). Consider refactoring.
                                  Open

                                  def get_phi_psi(k, base):
    x = Symbol("x")
    phi_coeff = np.zeros((k, k))
    phi_2x_coeff = np.zeros((k, k))
    if base == "legendre":
                                  Severity: Minor
                                  Found in pypots/nn/modules/fedformer/layers.py - About 3 hrs 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 _setup_device has a Cognitive Complexity of 26 (exceeds 5 allowed). Consider refactoring.
                                  Open

                                      def _setup_device(self, device: Union[None, str, torch.device, list]) -> None:
        if device is None:
            # if it is None, then use the first cuda device if cuda is available, otherwise use cpu
            if torch.cuda.is_available() and torch.cuda.device_count() > 0:
                self.device = torch.device("cuda")
                                  Severity: Minor
                                  Found in pypots/base.py - About 3 hrs 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 _train_model has a Cognitive Complexity of 24 (exceeds 5 allowed). Consider refactoring.
                                  Open

                                      def _train_model(
        self,
        training_loader: DataLoader,
        val_loader: DataLoader = None,
    ) -> None:
                                  Severity: Minor
                                  Found in pypots/forecasting/csdi/model.py - About 3 hrs 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

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