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WenjieDu/PyPOTS

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pypots/nn/modules/csdi/backbone.py

Summary

Maintainability
B
4 hrs
Test Coverage

Function forward has a Cognitive Complexity of 15 (exceeds 5 allowed). Consider refactoring.
Open

    def forward(self, observed_data, cond_mask, side_info, n_sampling_times):
        B, K, L = observed_data.shape
        device = observed_data.device
        imputed_samples = torch.zeros(B, n_sampling_times, K, L).to(device)
Severity: Minor
Found in pypots/nn/modules/csdi/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 12 arguments (exceeds 4 allowed). Consider refactoring.
Open

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

    Function calc_loss has 6 arguments (exceeds 4 allowed). Consider refactoring.
    Open

        def calc_loss(
    Severity: Minor
    Found in pypots/nn/modules/csdi/backbone.py - About 45 mins to fix

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

          def calc_loss_valid(
      Severity: Minor
      Found in pypots/nn/modules/csdi/backbone.py - About 35 mins to fix

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