whylabs/whylogs-python

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python/whylogs/core/relations.py

Summary

Maintainability
C
1 day
Test Coverage

Function __call__ has a Cognitive Complexity of 28 (exceeds 5 allowed). Consider refactoring.
Open

    def __call__(self, x: Any) -> bool:
        if isinstance(x, Metric):
            metric = x
            if self._op != Relation._udf:
                if not self._component:
Severity: Minor
Found in python/whylogs/core/relations.py - About 4 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 a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

    def __init__(
        self,
        op: Relation = Relation.no_op,
        value: Union[str, int, float, ValueGetter] = 0,
        udf: Optional[Callable[[Any], bool]] = None,
Severity: Minor
Found in python/whylogs/core/relations.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

Avoid too many return statements within this function.
Open

            return x != value
Severity: Major
Found in python/whylogs/core/relations.py - About 30 mins to fix

    Avoid too many return statements within this function.
    Open

                return x >= value
    Severity: Major
    Found in python/whylogs/core/relations.py - About 30 mins to fix

      Avoid too many return statements within this function.
      Open

                  return not self._right(metric or x)  # type: ignore
      Severity: Major
      Found in python/whylogs/core/relations.py - About 30 mins to fix

        Avoid too many return statements within this function.
        Open

                    return x <= value
        Severity: Major
        Found in python/whylogs/core/relations.py - About 30 mins to fix

          Avoid too many return statements within this function.
          Open

                      return self._left(metric or x) and self._right(metric or x)  # type: ignore
          Severity: Major
          Found in python/whylogs/core/relations.py - About 30 mins to fix

            Avoid too many return statements within this function.
            Open

                        return self._left(metric or x) or self._right(metric or x)  # type: ignore
            Severity: Major
            Found in python/whylogs/core/relations.py - About 30 mins to fix

              Avoid too many return statements within this function.
              Open

                          return x > value
              Severity: Major
              Found in python/whylogs/core/relations.py - About 30 mins to fix

                Avoid too many return statements within this function.
                Open

                            return x < value
                Severity: Major
                Found in python/whylogs/core/relations.py - About 30 mins to fix

                  Avoid too many return statements within this function.
                  Open

                              return self._udf(metric or x)  # type: ignore
                  Severity: Major
                  Found in python/whylogs/core/relations.py - About 30 mins to fix

                    Line too long (87 > 79 characters)
                    Open

                                return self._left(metric or x) and self._right(metric or x)  # type: ignore
                    Severity: Minor
                    Found in python/whylogs/core/relations.py by pep8

                    Limit all lines to a maximum of 79 characters.

                    There are still many devices around that are limited to 80 character
                    lines; plus, limiting windows to 80 characters makes it possible to
                    have several windows side-by-side.  The default wrapping on such
                    devices looks ugly.  Therefore, please limit all lines to a maximum
                    of 79 characters. For flowing long blocks of text (docstrings or
                    comments), limiting the length to 72 characters is recommended.
                    
                    Reports error E501.

                    Line too long (82 > 79 characters)
                    Open

                                return Predicate(Relation._not, right=pred, component=self._component)
                    Severity: Minor
                    Found in python/whylogs/core/relations.py by pep8

                    Limit all lines to a maximum of 79 characters.

                    There are still many devices around that are limited to 80 character
                    lines; plus, limiting windows to 80 characters makes it possible to
                    have several windows side-by-side.  The default wrapping on such
                    devices looks ugly.  Therefore, please limit all lines to a maximum
                    of 79 characters. For flowing long blocks of text (docstrings or
                    comments), limiting the length to 72 characters is recommended.
                    
                    Reports error E501.

                    Line too long (97 > 79 characters)
                    Open

                                return f"{self._component or 'x'} {_TOKEN[self._op.value]} {self._value.serialize()}"
                    Severity: Minor
                    Found in python/whylogs/core/relations.py by pep8

                    Limit all lines to a maximum of 79 characters.

                    There are still many devices around that are limited to 80 character
                    lines; plus, limiting windows to 80 characters makes it possible to
                    have several windows side-by-side.  The default wrapping on such
                    devices looks ugly.  Therefore, please limit all lines to a maximum
                    of 79 characters. For flowing long blocks of text (docstrings or
                    comments), limiting the length to 72 characters is recommended.
                    
                    Reports error E501.

                    Line too long (87 > 79 characters)
                    Open

                                    raise ValueError("match requires a string regular expression argument")
                    Severity: Minor
                    Found in python/whylogs/core/relations.py by pep8

                    Limit all lines to a maximum of 79 characters.

                    There are still many devices around that are limited to 80 character
                    lines; plus, limiting windows to 80 characters makes it possible to
                    have several windows side-by-side.  The default wrapping on such
                    devices looks ugly.  Therefore, please limit all lines to a maximum
                    of 79 characters. For flowing long blocks of text (docstrings or
                    comments), limiting the length to 72 characters is recommended.
                    
                    Reports error E501.

                    Line too long (81 > 79 characters)
                    Open

                        def matches(self, value: Union[str, int, float, ValueGetter]) -> "Predicate":
                    Severity: Minor
                    Found in python/whylogs/core/relations.py by pep8

                    Limit all lines to a maximum of 79 characters.

                    There are still many devices around that are limited to 80 character
                    lines; plus, limiting windows to 80 characters makes it possible to
                    have several windows side-by-side.  The default wrapping on such
                    devices looks ugly.  Therefore, please limit all lines to a maximum
                    of 79 characters. For flowing long blocks of text (docstrings or
                    comments), limiting the length to 72 characters is recommended.
                    
                    Reports error E501.

                    Line too long (86 > 79 characters)
                    Open

                                return self._left(metric or x) or self._right(metric or x)  # type: ignore
                    Severity: Minor
                    Found in python/whylogs/core/relations.py by pep8

                    Limit all lines to a maximum of 79 characters.

                    There are still many devices around that are limited to 80 character
                    lines; plus, limiting windows to 80 characters makes it possible to
                    have several windows side-by-side.  The default wrapping on such
                    devices looks ugly.  Therefore, please limit all lines to a maximum
                    of 79 characters. For flowing long blocks of text (docstrings or
                    comments), limiting the length to 72 characters is recommended.
                    
                    Reports error E501.

                    Line too long (98 > 79 characters)
                    Open

                        def _maybe_not(self, op: Relation, value: Union[str, int, float, ValueGetter]) -> "Predicate":
                    Severity: Minor
                    Found in python/whylogs/core/relations.py by pep8

                    Limit all lines to a maximum of 79 characters.

                    There are still many devices around that are limited to 80 character
                    lines; plus, limiting windows to 80 characters makes it possible to
                    have several windows side-by-side.  The default wrapping on such
                    devices looks ugly.  Therefore, please limit all lines to a maximum
                    of 79 characters. For flowing long blocks of text (docstrings or
                    comments), limiting the length to 72 characters is recommended.
                    
                    Reports error E501.

                    Line too long (89 > 79 characters)
                    Open

                            return Predicate(Relation._or, left=self, right=right, component=self._component)
                    Severity: Minor
                    Found in python/whylogs/core/relations.py by pep8

                    Limit all lines to a maximum of 79 characters.

                    There are still many devices around that are limited to 80 character
                    lines; plus, limiting windows to 80 characters makes it possible to
                    have several windows side-by-side.  The default wrapping on such
                    devices looks ugly.  Therefore, please limit all lines to a maximum
                    of 79 characters. For flowing long blocks of text (docstrings or
                    comments), limiting the length to 72 characters is recommended.
                    
                    Reports error E501.

                    Line too long (88 > 79 characters)
                    Open

                        def less_or_equals(self, value: Union[str, int, float, ValueGetter]) -> "Predicate":
                    Severity: Minor
                    Found in python/whylogs/core/relations.py by pep8

                    Limit all lines to a maximum of 79 characters.

                    There are still many devices around that are limited to 80 character
                    lines; plus, limiting windows to 80 characters makes it possible to
                    have several windows side-by-side.  The default wrapping on such
                    devices looks ugly.  Therefore, please limit all lines to a maximum
                    of 79 characters. For flowing long blocks of text (docstrings or
                    comments), limiting the length to 72 characters is recommended.
                    
                    Reports error E501.

                    Line too long (91 > 79 characters)
                    Open

                        def greater_or_equals(self, value: Union[str, int, float, ValueGetter]) -> "Predicate":
                    Severity: Minor
                    Found in python/whylogs/core/relations.py by pep8

                    Limit all lines to a maximum of 79 characters.

                    There are still many devices around that are limited to 80 character
                    lines; plus, limiting windows to 80 characters makes it possible to
                    have several windows side-by-side.  The default wrapping on such
                    devices looks ugly.  Therefore, please limit all lines to a maximum
                    of 79 characters. For flowing long blocks of text (docstrings or
                    comments), limiting the length to 72 characters is recommended.
                    
                    Reports error E501.

                    Line too long (90 > 79 characters)
                    Open

                    _TOKEN = ["", "~", "~=", "==", "<", "<=", ">", ">=", "!=", "and", "or", "not", "udf", "%"]
                    Severity: Minor
                    Found in python/whylogs/core/relations.py by pep8

                    Limit all lines to a maximum of 79 characters.

                    There are still many devices around that are limited to 80 character
                    lines; plus, limiting windows to 80 characters makes it possible to
                    have several windows side-by-side.  The default wrapping on such
                    devices looks ugly.  Therefore, please limit all lines to a maximum
                    of 79 characters. For flowing long blocks of text (docstrings or
                    comments), limiting the length to 72 characters is recommended.
                    
                    Reports error E501.

                    Line too long (83 > 79 characters)
                    Open

                        def fullmatch(self, value: Union[str, int, float, ValueGetter]) -> "Predicate":
                    Severity: Minor
                    Found in python/whylogs/core/relations.py by pep8

                    Limit all lines to a maximum of 79 characters.

                    There are still many devices around that are limited to 80 character
                    lines; plus, limiting windows to 80 characters makes it possible to
                    have several windows side-by-side.  The default wrapping on such
                    devices looks ugly.  Therefore, please limit all lines to a maximum
                    of 79 characters. For flowing long blocks of text (docstrings or
                    comments), limiting the length to 72 characters is recommended.
                    
                    Reports error E501.

                    Line too long (97 > 79 characters)
                    Open

                                return f"{_TOKEN[self._op.value]} {self._component or 'x'} {self._value.serialize()}"
                    Severity: Minor
                    Found in python/whylogs/core/relations.py by pep8

                    Limit all lines to a maximum of 79 characters.

                    There are still many devices around that are limited to 80 character
                    lines; plus, limiting windows to 80 characters makes it possible to
                    have several windows side-by-side.  The default wrapping on such
                    devices looks ugly.  Therefore, please limit all lines to a maximum
                    of 79 characters. For flowing long blocks of text (docstrings or
                    comments), limiting the length to 72 characters is recommended.
                    
                    Reports error E501.

                    Line too long (80 > 79 characters)
                    Open

                        def equals(self, value: Union[str, int, float, ValueGetter]) -> "Predicate":
                    Severity: Minor
                    Found in python/whylogs/core/relations.py by pep8

                    Limit all lines to a maximum of 79 characters.

                    There are still many devices around that are limited to 80 character
                    lines; plus, limiting windows to 80 characters makes it possible to
                    have several windows side-by-side.  The default wrapping on such
                    devices looks ugly.  Therefore, please limit all lines to a maximum
                    of 79 characters. For flowing long blocks of text (docstrings or
                    comments), limiting the length to 72 characters is recommended.
                    
                    Reports error E501.

                    Line too long (104 > 79 characters)
                    Open

                                        raise ValueError(f"{self._component} is not available in {metric.namespace} metric")
                    Severity: Minor
                    Found in python/whylogs/core/relations.py by pep8

                    Limit all lines to a maximum of 79 characters.

                    There are still many devices around that are limited to 80 character
                    lines; plus, limiting windows to 80 characters makes it possible to
                    have several windows side-by-side.  The default wrapping on such
                    devices looks ugly.  Therefore, please limit all lines to a maximum
                    of 79 characters. For flowing long blocks of text (docstrings or
                    comments), limiting the length to 72 characters is recommended.
                    
                    Reports error E501.

                    Line too long (84 > 79 characters)
                    Open

                                    raise ValueError("negation operator requires a predicate to negate")
                    Severity: Minor
                    Found in python/whylogs/core/relations.py by pep8

                    Limit all lines to a maximum of 79 characters.

                    There are still many devices around that are limited to 80 character
                    lines; plus, limiting windows to 80 characters makes it possible to
                    have several windows side-by-side.  The default wrapping on such
                    devices looks ugly.  Therefore, please limit all lines to a maximum
                    of 79 characters. For flowing long blocks of text (docstrings or
                    comments), limiting the length to 72 characters is recommended.
                    
                    Reports error E501.

                    Line too long (80 > 79 characters)
                    Open

                        def search(self, value: Union[str, int, float, ValueGetter]) -> "Predicate":
                    Severity: Minor
                    Found in python/whylogs/core/relations.py by pep8

                    Limit all lines to a maximum of 79 characters.

                    There are still many devices around that are limited to 80 character
                    lines; plus, limiting windows to 80 characters makes it possible to
                    have several windows side-by-side.  The default wrapping on such
                    devices looks ugly.  Therefore, please limit all lines to a maximum
                    of 79 characters. For flowing long blocks of text (docstrings or
                    comments), limiting the length to 72 characters is recommended.
                    
                    Reports error E501.

                    Line too long (83 > 79 characters)
                    Open

                            return f"({str(self._left)}) {_TOKEN[self._op.value]} ({str(self._right)})"
                    Severity: Minor
                    Found in python/whylogs/core/relations.py by pep8

                    Limit all lines to a maximum of 79 characters.

                    There are still many devices around that are limited to 80 character
                    lines; plus, limiting windows to 80 characters makes it possible to
                    have several windows side-by-side.  The default wrapping on such
                    devices looks ugly.  Therefore, please limit all lines to a maximum
                    of 79 characters. For flowing long blocks of text (docstrings or
                    comments), limiting the length to 72 characters is recommended.
                    
                    Reports error E501.

                    Line too long (83 > 79 characters)
                    Open

                        def less_than(self, value: Union[str, int, float, ValueGetter]) -> "Predicate":
                    Severity: Minor
                    Found in python/whylogs/core/relations.py by pep8

                    Limit all lines to a maximum of 79 characters.

                    There are still many devices around that are limited to 80 character
                    lines; plus, limiting windows to 80 characters makes it possible to
                    have several windows side-by-side.  The default wrapping on such
                    devices looks ugly.  Therefore, please limit all lines to a maximum
                    of 79 characters. For flowing long blocks of text (docstrings or
                    comments), limiting the length to 72 characters is recommended.
                    
                    Reports error E501.

                    Line too long (86 > 79 characters)
                    Open

                        def greater_than(self, value: Union[str, int, float, ValueGetter]) -> "Predicate":
                    Severity: Minor
                    Found in python/whylogs/core/relations.py by pep8

                    Limit all lines to a maximum of 79 characters.

                    There are still many devices around that are limited to 80 character
                    lines; plus, limiting windows to 80 characters makes it possible to
                    have several windows side-by-side.  The default wrapping on such
                    devices looks ugly.  Therefore, please limit all lines to a maximum
                    of 79 characters. For flowing long blocks of text (docstrings or
                    comments), limiting the length to 72 characters is recommended.
                    
                    Reports error E501.

                    Line too long (90 > 79 characters)
                    Open

                            return Predicate(Relation._and, left=self, right=right, component=self._component)
                    Severity: Minor
                    Found in python/whylogs/core/relations.py by pep8

                    Limit all lines to a maximum of 79 characters.

                    There are still many devices around that are limited to 80 character
                    lines; plus, limiting windows to 80 characters makes it possible to
                    have several windows side-by-side.  The default wrapping on such
                    devices looks ugly.  Therefore, please limit all lines to a maximum
                    of 79 characters. For flowing long blocks of text (docstrings or
                    comments), limiting the length to 72 characters is recommended.
                    
                    Reports error E501.

                    Line too long (119 > 79 characters)
                    Open

                        return '"' + input[1:-1].replace(r"\"", '"').replace("\\\\", "\\") + '"' if input[0] == input[-1] == '"' else input
                    Severity: Minor
                    Found in python/whylogs/core/relations.py by pep8

                    Limit all lines to a maximum of 79 characters.

                    There are still many devices around that are limited to 80 character
                    lines; plus, limiting windows to 80 characters makes it possible to
                    have several windows side-by-side.  The default wrapping on such
                    devices looks ugly.  Therefore, please limit all lines to a maximum
                    of 79 characters. For flowing long blocks of text (docstrings or
                    comments), limiting the length to 72 characters is recommended.
                    
                    Reports error E501.

                    Line too long (88 > 79 characters)
                    Open

                                        raise ValueError("Metric constraints require a specified component")
                    Severity: Minor
                    Found in python/whylogs/core/relations.py by pep8

                    Limit all lines to a maximum of 79 characters.

                    There are still many devices around that are limited to 80 character
                    lines; plus, limiting windows to 80 characters makes it possible to
                    have several windows side-by-side.  The default wrapping on such
                    devices looks ugly.  Therefore, please limit all lines to a maximum
                    of 79 characters. For flowing long blocks of text (docstrings or
                    comments), limiting the length to 72 characters is recommended.
                    
                    Reports error E501.

                    Line too long (83 > 79 characters)
                    Open

                        def not_equal(self, value: Union[str, int, float, ValueGetter]) -> "Predicate":
                    Severity: Minor
                    Found in python/whylogs/core/relations.py by pep8

                    Limit all lines to a maximum of 79 characters.

                    There are still many devices around that are limited to 80 character
                    lines; plus, limiting windows to 80 characters makes it possible to
                    have several windows side-by-side.  The default wrapping on such
                    devices looks ugly.  Therefore, please limit all lines to a maximum
                    of 79 characters. For flowing long blocks of text (docstrings or
                    comments), limiting the length to 72 characters is recommended.
                    
                    Reports error E501.

                    Line too long (109 > 79 characters)
                    Open

                            return f"{_TOKEN[self._op.value]} {self._left.serialize()} {self._right.serialize()}"  # type: ignore
                    Severity: Minor
                    Found in python/whylogs/core/relations.py by pep8

                    Limit all lines to a maximum of 79 characters.

                    There are still many devices around that are limited to 80 character
                    lines; plus, limiting windows to 80 characters makes it possible to
                    have several windows side-by-side.  The default wrapping on such
                    devices looks ugly.  Therefore, please limit all lines to a maximum
                    of 79 characters. For flowing long blocks of text (docstrings or
                    comments), limiting the length to 72 characters is recommended.
                    
                    Reports error E501.

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