monarch-initiative/N2V

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embiggen/edge_label_prediction/sklearn_like_edge_label_prediction_adapter.py

Summary

Maintainability
C
1 day
Test Coverage

File sklearn_like_edge_label_prediction_adapter.py has 381 lines of code (exceeds 250 allowed). Consider refactoring.
Open

"""Module providing adapter class making edge-label prediction possible in sklearn models."""
from typing import Type, List, Dict, Optional, Any, Union
import numpy as np
import copy
import compress_pickle

    Function _fit has a Cognitive Complexity of 21 (exceeds 5 allowed). Consider refactoring.
    Open

        def _fit(
            self,
            graph: Graph,
            support: Optional[Graph] = None,
            node_features: Optional[List[np.ndarray]] = None,

    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 _trasform_graph_into_edge_embedding has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
    Open

        def _trasform_graph_into_edge_embedding(
            self,
            graph: Graph,
            support: Optional[Graph] = None,
            node_features: Optional[List[np.ndarray]] = None,

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

        def _predict(

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

          def _trasform_graph_into_edge_embedding(

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

            def _fit(

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

              def _predict_proba(

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