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

def _wait_result(future: "Future[T]", timeout: Optional[float] = None) -> T:
    """
    Wait on a future with an optional timeout without side effects. This won't update
    the status of the future for errors/timeouts.
    """
Severity: Minor
Found in python/whylogs/api/logger/experimental/logger/actor/future_util.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 write has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

    def write(
        self,
        file: _Writable,
        dest: Optional[str] = None,
        **kwargs: Any,
Severity: Minor
Found in python/whylogs/api/writer/mlflow.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 _histogram_from_sketch has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def _histogram_from_sketch(
    sketch: kll_doubles_sketch,
    max_buckets: Optional[int] = None,
    avg_per_bucket: Optional[float] = None,
    min_n_buckets: Optional[int] = None,
Severity: Minor
Found in python/whylogs/viz/utils/histogram_calculations.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 relevant_counter has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

    def relevant_counter(self, row: pd.core.series.Series, k: int) -> int:
        if self.convert_non_numeric:
            return sum(
                [1 if pred_val in row[self.target_column] else 0 for pred_val in row[self.prediction_column][:k]]
            )
Severity: Minor
Found in python/whylogs/experimental/api/logger/__init__.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 resolve has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

    def resolve(self, name: str, why_type: DataType, fi_disabled: bool = False) -> Dict[str, Metric]:
        metrics: Dict[str, Metric] = {
            "counts": StandardMetric.counts.zero(MetricConfig()),
            "types": StandardMetric.types.zero(MetricConfig()),
            "cardinality": StandardMetric.cardinality.zero(MetricConfig()),
Severity: Minor
Found in python/whylogs/extras/image_metric.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 _validate_timestamp has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def _validate_timestamp(timestamp: Union[date, datetime, pd.Timestamp, str]) -> datetime:
    if isinstance(timestamp, pd.Timestamp):
        return timestamp.to_pydatetime()
    if isinstance(timestamp, str):
        try:
Severity: Minor
Found in python/whylogs/datasets/utils.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 process_batch has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

    def process_batch(self, batch: List[LoggerMessage], batch_type: Type[LoggerMessage]) -> None:
        if batch_type == TrackMessage:
            self._process_track_messages(cast(List[TrackMessage], batch))
        elif batch_type == FlushMessage:
            self._process_flush_messages(cast(List[FlushMessage], batch))
Severity: Minor
Found in python/whylogs/api/logger/experimental/logger/actor/thread_rolling_logger.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 truncate_time_ms has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def truncate_time_ms(t: int, granularity: TimeGranularity) -> int:
    dt = datetime.fromtimestamp(t / 1000, tz=tz.tzutc()).replace(second=0, microsecond=0)

    if granularity == TimeGranularity.Minute:
        trunc = dt
Severity: Minor
Found in python/whylogs/api/logger/experimental/logger/actor/time_util.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 to_protobuf has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

    def to_protobuf(self) -> MetricMessage:
        msg = {}
        for sub_name, metrics in self.submetrics.items():
            for namespace, metric in metrics.items():
                sub_msg = metric.to_protobuf()
Severity: Minor
Found in python/whylogs/core/metrics/multimetric.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 _do_write has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

    def _do_write(self, out_f: BinaryIO, **kwargs: Any) -> Tuple[bool, str]:
        if kwargs.get("use_v0") or self.profile_view.model_performance_metrics:
            if self.profile_view.model_performance_metrics:
                logger.info("Converting segmented profile with performance metrics to v0 format before writing.")
            else:
Severity: Minor
Found in python/whylogs/core/view/segmented_dataset_profile_view.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 _do_submetric_merge has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def _do_submetric_merge(lhs: Dict[str, Metric], rhs: Dict[str, Metric]) -> Dict[str, Metric]:
    namespaces = set(lhs.keys())
    namespaces.update(rhs.keys())
    result: Dict[str, Metric] = {}
    for namespace in namespaces:
Severity: Minor
Found in python/whylogs/core/metrics/multimetric.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 len has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

    def len(self) -> int:
        length = 0
        if self.ints is not None:
            length += len(self.ints)
        if self.floats is not None:
Severity: Minor
Found in python/whylogs/core/preprocessing.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 _merge_CM has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def _merge_CM(old_conf_matrix: ConfusionMatrix, new_conf_matrix: ConfusionMatrix):
    """
    Merges two confusion_matrix since distinc or overlaping labels

    Args:
Severity: Minor
Found in python/whylogs/core/model_performance_metrics/confusion_matrix.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 to_protobuf has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

    def to_protobuf(self) -> ColumnMessage:
        res: Dict[str, MetricComponentMessage] = {}
        for m_name, m in self._metrics.items():
            for mc_name, mc in m.to_protobuf().metric_components.items():
                if not m.exclude_from_serialization:
Severity: Minor
Found in python/whylogs/core/view/column_profile_view.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 column_has_non_zero_types has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def column_has_non_zero_types(column_name: str, types_list: List[str]) -> MetricConstraint:
    def has_non_zero_types(x) -> bool:
        types_dict = x.to_summary_dict()
        for key in types_dict.keys():
            if key in types_list and types_dict[key] == 0:
Severity: Minor
Found in python/whylogs/core/constraints/factories/types_metrics.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 apply has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

    def apply(self, profile: DatasetProfileView) -> List[Metric]:
        if self.metrics_resolver is not None:
            custom_result = self.metrics_resolver(profile)
            if isinstance(custom_result, List):
                return custom_result
Severity: Minor
Found in python/whylogs/core/constraints/metric_constraints.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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