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

def read_delimited_protobuf(stream: IO[bytes], proto_class_name: Type[T], offset: int = 0) -> T:
    """Read a single length-delimited message from the given stream."""
    size = _read_varint(stream, offset=offset)
    if size == 0:
        return proto_class_name()
Severity: Minor
Found in python/whylogs/core/utils/protobuf_utils.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 notebook_session_log has a Cognitive Complexity of 15 (exceeds 5 allowed). Consider refactoring.
Open

def notebook_session_log(
    result_set: ResultSet,
    obj: Any = None,
    *,
    pandas: Optional[pd.DataFrame] = None,
Severity: Minor
Found in python/whylogs/api/whylabs/session/notebook_logger.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 process_messages has a Cognitive Complexity of 15 (exceeds 5 allowed). Consider refactoring.
Open

    def process_messages(self) -> None:
        messages: Optional[List[Union[MessageType, CloseMessage]]] = []
        while messages is not None:
            messages = self._load_messages()
Severity: Minor
Found in python/whylogs/api/logger/experimental/logger/actor/actor.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 _start_poll_conn has a Cognitive Complexity of 15 (exceeds 5 allowed). Consider refactoring.
Open

    def _start_poll_conn(self) -> None:
        while not self._end_polling.is_set():
            try:
                messages = self.queue.get_many(
                    timeout=self._queue_config.message_poll_wait,
Severity: Minor
Found in python/whylogs/api/logger/experimental/logger/actor/pipe_signaler.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 log has a Cognitive Complexity of 15 (exceeds 5 allowed). Consider refactoring.
Open

def log(
    obj: Any = None,
    *,
    pandas: Optional[pd.DataFrame] = None,
    row: Optional[Dict[str, Any]] = None,
Severity: Minor
Found in python/whylogs/api/logger/__init__.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 columnar_update has a Cognitive Complexity of 15 (exceeds 5 allowed). Consider refactoring.
Open

    def columnar_update(self, view: PreprocessedColumn) -> OperationResult:
        successes = 0
        for arr in [view.numpy.floats, view.numpy.ints]:
            if arr is not None:
                self.frequent_strings.value.update_np(arr)
Severity: Minor
Found in python/whylogs/core/metrics/metrics.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 _get_column_names has a Cognitive Complexity of 14 (exceeds 5 allowed). Consider refactoring.
Open

def _get_column_names(x: Union[DatasetProfile, DatasetProfileView, SegmentedDatasetProfileView, ResultSet]) -> Set[str]:
    if isinstance(x, DatasetProfile):
        return _get_column_names(x.view())
    elif isinstance(x, DatasetProfileView):
        return set(x.get_columns().keys())
Severity: Minor
Found in python/whylogs/api/writer/whylabs_client.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 deepcopy_validators has a Cognitive Complexity of 14 (exceeds 5 allowed). Consider refactoring.
Open

def deepcopy_validators(obj):
    if isinstance(obj, dict):
        return {k: deepcopy_validators(v) for k, v in obj.items()}
    elif isinstance(obj, list):
        return [deepcopy_validators(item) for item in obj]
Severity: Minor
Found in python/whylogs/core/validators/validator.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 _display_distribution_chart has a Cognitive Complexity of 13 (exceeds 5 allowed). Consider refactoring.
Open

    def _display_distribution_chart(
        self,
        feature_name: str,
        difference: bool,
        cell_height: Optional[str] = None,
Severity: Minor
Found in python/whylogs/viz/notebook_profile_viz.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 add has a Cognitive Complexity of 13 (exceeds 5 allowed). Consider refactoring.
Open

    def add(
        self,
        predictions: List[Union[str, int, bool, float]],
        targets: List[Union[str, int, bool, float]],
        scores: Optional[List[float]],
Severity: Minor
Found in python/whylogs/core/model_performance_metrics/confusion_matrix.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 _merge_metrics has a Cognitive Complexity of 13 (exceeds 5 allowed). Consider refactoring.
Open

    def _merge_metrics(self, other: "DatasetProfileView") -> Optional[Dict[str, Any]]:
        dataset_level_metrics: Optional[Dict[str, Any]] = None
        if self._metrics:
            if other._metrics:
                dataset_level_metrics = self._metrics
Severity: Minor
Found in python/whylogs/core/view/dataset_profile_view.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 _compute_chi_squared_score has a Cognitive Complexity of 12 (exceeds 5 allowed). Consider refactoring.
Open

    def _compute_chi_squared_score(
        self, target_distribution: FrequentStats, reference_distribution: FrequentStats, with_thresholds=False
    ) -> Optional[DriftAlgorithmScore]:
        """
        Calculate the Chi-Squared test p-value for two discrete distributions.
Severity: Minor
Found in python/whylogs/viz/drift/column_drift_algorithms.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 columnar_update has a Cognitive Complexity of 12 (exceeds 5 allowed). Consider refactoring.
Open

    def columnar_update(self, view: PreprocessedColumn) -> OperationResult:
        successes = 0
        failures = 0
        for value in list(chain.from_iterable(view.raw_iterator())):
            ok = True
Severity: Minor
Found in python/whylogs/experimental/core/metrics/udf_metric.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 _get_drift_category has a Cognitive Complexity of 12 (exceeds 5 allowed). Consider refactoring.
Open

    def _get_drift_category(self, measure: float) -> Optional[str]:
        """
        Returns the drift category for a given measure.
        If the measure is not within any of the defined thresholds, raises an error.
        If the measure is within the thresholds of multiple categories, priority is given by drift severity.
Severity: Minor
Found in python/whylogs/viz/drift/column_drift_algorithms.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 _uncompound_dataset_profile has a Cognitive Complexity of 12 (exceeds 5 allowed). Consider refactoring.
Open

def _uncompound_dataset_profile(prof: DatasetProfileView, flags: Optional[FeatureFlags] = None) -> DatasetProfileView:
    """
    v0 whylabs doesn't understand compound metrics. This creates a new column for
    each submetric in a compound metric so that whylabs only sees metrics it understands.
    """
Severity: Minor
Found in python/whylogs/migration/uncompound.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 generate_validators has a Cognitive Complexity of 12 (exceeds 5 allowed). Consider refactoring.
Open

def generate_validators(
    initial_validators: Optional[Dict[str, List[Validator]]],
    schema_name: Union[str, List[str]],
    include_default_schema: bool = True,
) -> Dict[str, List[Validator]]:
Severity: Minor
Found in python/whylogs/experimental/core/validators/validator.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 _display_histogram_chart has a Cognitive Complexity of 12 (exceeds 5 allowed). Consider refactoring.
Open

    def _display_histogram_chart(self, feature_name: str, cell_height: Optional[str] = None) -> Optional[HTML]:
        page_spec = PageSpecEnum.DOUBLE_HISTOGRAM.value
        template = _get_compiled_template(page_spec.html)
        if self._target_view:
            target_features: Dict[str, Dict[str, Any]] = {feature_name: {}}
Severity: Minor
Found in python/whylogs/viz/notebook_profile_viz.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 log has a Cognitive Complexity of 12 (exceeds 5 allowed). Consider refactoring.
Open

    def log(
        self,
        data: TrackData,
        timestamp_ms: Optional[int] = None,  # The timestamp that the data happened at
        sync: bool = False,
Severity: Minor
Found in python/whylogs/api/logger/experimental/logger/actor/process_rolling_logger.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 _merge_columns has a Cognitive Complexity of 12 (exceeds 5 allowed). Consider refactoring.
Open

    def _merge_columns(self, other: "DatasetProfileView") -> Optional[Dict[str, ColumnProfileView]]:
        if self._columns:
            if other._columns:
                all_column_names = set(self._columns.keys()).union(other._columns.keys())
            else:
Severity: Minor
Found in python/whylogs/core/view/dataset_profile_view.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 columnar_update has a Cognitive Complexity of 12 (exceeds 5 allowed). Consider refactoring.
Open

    def columnar_update(self, data: PreprocessedColumn) -> OperationResult:
        if data.len <= 0:
            return OperationResult.ok(0)

        successes = 0
Severity: Minor
Found in python/whylogs/core/metrics/column_metrics.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

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