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ak-gupta/bayte

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bayte/encoder.py

Summary

Maintainability
C
1 day
Test Coverage

File encoder.py has 335 lines of code (exceeds 250 allowed). Consider refactoring.
Open

"""Bayesian target encoder."""

import logging
from typing import Callable, ClassVar, List, Optional, Tuple, Union
Severity: Minor
Found in bayte/encoder.py - About 4 hrs to fix

    Function _encode_level has a Cognitive Complexity of 16 (exceeds 5 allowed). Consider refactoring.
    Open

    def _encode_level(mask, dist, sample, params, random_state):
    """Encode a given level.

    Parameters
    ----------
    Severity: Minor
    Found in bayte/encoder.py - About 2 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 __init__ has 9 arguments (exceeds 4 allowed). Consider refactoring.
    Open

        def __init__(
    Severity: Major
    Found in bayte/encoder.py - About 1 hr to fix

      Function transform has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
      Open

          def transform(self, X):
        """Transform the input dataset.

        Parameters
        ----------
      Severity: Minor
      Found in bayte/encoder.py - About 55 mins 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 _encode_level has 5 arguments (exceeds 4 allowed). Consider refactoring.
      Open

      def _encode_level(mask, dist, sample, params, random_state):
      Severity: Minor
      Found in bayte/encoder.py - About 35 mins to fix

        Avoid too many return statements within this function.
        Open

                return np.sum(mask) * alpha + params[0], 0, params[2] / (1 + np.sum(y[mask]))
        Severity: Major
        Found in bayte/encoder.py - About 30 mins to fix

          Avoid too many return statements within this function.
          Open

                  return y.shape[0] * alpha, 0, np.sum(y)
          Severity: Major
          Found in bayte/encoder.py - About 30 mins to fix

            Function _init_prior has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
            Open

            def _init_prior(dist: str, y) -> Tuple:
    """Initialize the prior distribution based on the input likelihood.

    Parameters
    ----------
            Severity: Minor
            Found in bayte/encoder.py - About 25 mins 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 _update_posterior has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
            Open

            def _update_posterior(y, mask, dist, params) -> Tuple:
    """Generate the parameters for the posterior distribution.

    Parameters
    ----------
            Severity: Minor
            Found in bayte/encoder.py - About 25 mins 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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