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Function init_scheduler has a Cognitive Complexity of 12 (exceeds 5 allowed). Consider refactoring.
Open

    def init_scheduler(self, optimizer):
        """Initialize the scheduler. This method should be called in
        :class:`pypots.optim.base.Optimizer.init_optimizer()` to initialize the scheduler together with the optimizer.

        Parameters
Severity: Minor
Found in pypots/optim/lr_scheduler/base.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 forward has a Cognitive Complexity of 12 (exceeds 5 allowed). Consider refactoring.
Open

    def forward(
        self,
        q: torch.Tensor,
        k: torch.Tensor,
        v: torch.Tensor,
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 sample_factor_x has a Cognitive Complexity of 12 (exceeds 5 allowed). Consider refactoring.
Open

def sample_factor_x(tau_sparse_tensor, tau_ind, time_lags, U, V, X, A, Lambda_x):
    """Sampling T-by-R factor matrix X."""

    dim3, rank = X.shape
    tmax = np.max(time_lags)
Severity: Minor
Found in pypots/forecasting/bttf/submodules.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 cache_method_decorator has a Cognitive Complexity of 12 (exceeds 5 allowed). Consider refactoring.
Open

def cache_method_decorator(cache_attr, cache_namespace, reexecute=False):
    def inner_fn(fn):
        @wraps(fn)
        def wrapper(self, *args, key_namespace=None, fetch=False, set_cache=True, **kwargs):
            namespace_str = str(default(key_namespace, ""))
Severity: Minor
Found in pypots/nn/modules/reformer/lsh_attention.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 12 (exceeds 5 allowed). Consider refactoring.
Open

    def __init__(
        self,
        in_channels: Union[int, Tuple[int, int]],
        out_channels: int,
        n_nodes: int,
Severity: Minor
Found in pypots/nn/modules/raindrop/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 forward has a Cognitive Complexity of 12 (exceeds 5 allowed). Consider refactoring.
Open

    def forward(
        self,
        qk,
        v,
        query_len=None,
Severity: Minor
Found in pypots/nn/modules/reformer/lsh_attention.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 run has a Cognitive Complexity of 12 (exceeds 5 allowed). Consider refactoring.
Open

    def run(self):
        """Execute the given command."""
        # run checks first
        self.checkup()
Severity: Minor
Found in pypots/cli/dev.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 _fetch_data_from_file has a Cognitive Complexity of 12 (exceeds 5 allowed). Consider refactoring.
Open

    def _fetch_data_from_file(self, idx: int) -> Iterable:
        """Fetch data with the lazy-loading strategy, i.e. only loading data from the file while requesting for samples.
        Here the opened file handle doesn't load the entire dataset into RAM but only load the currently accessed slice.

        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 11 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 11 arguments (exceeds 4 allowed). Consider refactoring.
    Open

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

      Function __init__ has 11 arguments (exceeds 4 allowed). Consider refactoring.
      Open

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

        Function __init__ has 11 arguments (exceeds 4 allowed). Consider refactoring.
        Open

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

          Function __init__ has 11 arguments (exceeds 4 allowed). Consider refactoring.
          Open

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

            Function forward has 33 lines of code (exceeds 25 allowed). Consider refactoring.
            Open

                def forward(self, q, k, v, mask=None, input_mask=None, attn_bias=None, window_size=None):

        mask = default(mask, input_mask)

        assert not (
            Severity: Minor
            Found in pypots/nn/modules/reformer/local_attention.py - About 1 hr to fix

              Function __init__ has 32 lines of code (exceeds 25 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 1 hr to fix

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

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

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

                  def get_mask(input_size, window_size, inner_size):
    """Get the attention mask of PAM-Naive"""
    # Get the size of all layers
    all_size = [input_size]
    for i in range(len(window_size)):
                  Severity: Minor
                  Found in pypots/nn/modules/pyraformer/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 10 arguments (exceeds 4 allowed). Consider refactoring.
                  Open

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

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

                        def __multi_scale_process_inputs(self, x_enc, x_mark_enc):
        if self.downsampling_method == "max":
            down_pool = torch.nn.MaxPool1d(self.downsampling_window, return_indices=False)
        elif self.downsampling_method == "avg":
            down_pool = torch.nn.AvgPool1d(self.downsampling_window)
                    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 __init__ has 10 arguments (exceeds 4 allowed). Consider refactoring.
                    Open

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