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

    def merge_submetrics(self: COMPOUND_METRIC, other: COMPOUND_METRIC) -> Dict[str, Metric]:
        if self.namespace != other.namespace:
            raise ValueError(f"Attempt to merge CompoundMetrics {self.namespace} and {other.namespace}")

        submetric_names = set(self.submetrics.keys())
Severity: Minor
Found in python/whylogs/core/metrics/compound_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 _pandas_or_dict has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
Open

def _pandas_or_dict(
    obj: Any, pandas: Optional[pd.DataFrame] = None, row: Optional[Mapping[str, Any]] = None
) -> Tuple[Optional[pd.DataFrame], Optional[Mapping[str, Any]]]:
    if obj is not None:
        if pandas is not None:
Severity: Minor
Found in python/whylogs/core/input_resolver.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_test_p_value has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

def _compute_chi_squared_test_p_value(
    target_distribution: FrequentStats, reference_distribution: FrequentStats
) -> Optional[ColumnDriftValue]:
    """
    Calculate the Chi-Squared test p-value for two discrete distributions.
Severity: Minor
Found in python/whylogs/viz/utils/drift_calculations.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 notebook_session_log_comparison has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

def notebook_session_log_comparison(
    data: Dict[str, Union["pd.DataFrame", List[Dict[str, Any]]]], result_sets: Dict[str, ResultSet]
) -> None:
    session = get_current_session()
Severity: Minor
Found in python/whylogs/api/whylabs/session/notebook_logger.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 register_multioutput_udf has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

def register_multioutput_udf(
    col_names: List[str],
    udf_name: Optional[str] = None,
    prefix: Optional[str] = None,
    namespace: Optional[str] = None,
Severity: Minor
Found in python/whylogs/experimental/core/udf_schema.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 columnar_update has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

    def columnar_update(self, data: PreprocessedColumn) -> OperationResult:
        reference_dim = self.references.value.shape[1]  # number of columns in reference matrix
        successes = 0
        failures = 0
        pandas_tensors = data.pandas.tensors if data.pandas.tensors is not None else []
Severity: Minor
Found in python/whylogs/experimental/extras/embedding_metric.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 _do_write has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

    def _do_write(self, out_f: BinaryIO) -> Tuple[bool, str]:
        all_metric_component_names = set()
        # capture the list of all metric component paths
        for col in self._columns.values():
            all_metric_component_names.update(col.get_metric_component_paths())
Severity: Minor
Found in python/whylogs/core/view/dataset_profile_view.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 _process_logger_status_message has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

    def _process_logger_status_message(self, messages: List[ProcessStatusMessage]) -> None:
        if self._pipe_signaler is None:
            raise Exception(
                "Can't log synchronously without a pipe signaler. Initialize the process logger with sync_enabled=True."
            )
Severity: Minor
Found in python/whylogs/api/logger/experimental/logger/actor/process_rolling_logger.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 collect_segmented_results has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

def collect_segmented_results(
    input_df: SparkDataFrame,
    schema: DatasetSchema,
    dataset_timestamp: Optional[datetime] = None,
    creation_timestamp: Optional[datetime] = None,
Severity: Minor
Found in python/whylogs/api/pyspark/experimental/segmented_profiler.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 process_batch has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

    def process_batch(
        self,
        batch: List[Union[AdditionalMessages, BuiltinMessageTypes]],
        batch_type: Type[Union[AdditionalMessages, BuiltinMessageTypes]],
    ) -> None:
Severity: Minor
Found in python/whylogs/api/logger/experimental/logger/actor/process_rolling_logger.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 _filter_inputs has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

def _filter_inputs(
    filter: SegmentFilter, pandas: Optional[pd.DataFrame] = None, row: Optional[Mapping[str, Any]] = None
) -> Tuple[Optional[pd.DataFrame], Optional[Dict[str, Any]]]:
    assert (
        filter.filter_function or filter.query_string
Severity: Minor
Found in python/whylogs/api/logger/segment_processing.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 log_image has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

def log_image(
    images: Union[ImageType, List[ImageType], Dict[str, ImageType]],
    default_column_prefix: str = "image",
    schema: Optional[DatasetSchema] = None,
    trace_id: Optional[str] = None,
Severity: Minor
Found in python/whylogs/extras/image_metric.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 submetrics_from_protobuf has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

    def submetrics_from_protobuf(cls: Type[COMPOUND_METRIC], msg: MetricMessage) -> Dict[str, Metric]:
        submetrics: Dict[str, Metric] = {}
        submetric_msgs: Dict[str, Dict[str, MetricComponentMessage]] = {}
        for key, comp_msg in msg.metric_components.items():
            submetric_name, comp_name = key.split("/")
Severity: Minor
Found in python/whylogs/core/metrics/compound_metric.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 __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

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

    def __post_init__(self):
        self.range_definitions["UNKNOWN"] = (0, 0)  # catchall for characters not in a defined range
        for key, range in self.range_definitions.items():
            if range[0] > range[1]:
                raise ValueError(f"Invalid codepoint range {key}")
Severity: Minor
Found in python/whylogs/core/metrics/unicode_range.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 get_component_paths has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

    def get_component_paths(self) -> List[str]:
        res = []
        for sub_name, metrics in self.submetrics.items():
            for namespace, metric in metrics.items():
                for comp_name in metric.get_component_paths():
Severity: Minor
Found in python/whylogs/core/metrics/multimetric.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 _do_match has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

    def _do_match(cls, dtype_or_type: Any, maybe_type: Optional[Any]) -> bool:
        if maybe_type:
            dtype_or_type = maybe_type  # type: ignore

        if not isinstance(dtype_or_type, type):
Severity: Minor
Found in python/whylogs/core/datatypes.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 __init__ has a Cognitive Complexity of 8 (exceeds 5 allowed). Consider refactoring.
Open

    def __init__(
        self,
        aggregate_by: TimeGranularity = TimeGranularity.Hour,
        write_schedule: Optional[Schedule] = Schedule(cadence=TimeGranularity.Minute, interval=10),
        schema: Optional[DatasetSchema] = None,
Severity: Minor
Found in python/whylogs/api/logger/experimental/logger/actor/thread_rolling_logger.py - About 45 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_segmented_result_set_transaction has a Cognitive Complexity of 8 (exceeds 5 allowed). Consider refactoring.
Open

    def _write_segmented_result_set_transaction(self, file: SegmentedResultSet, **kwargs: Any) -> Tuple[bool, str]:
        utc_now = datetime.datetime.now(datetime.timezone.utc)

        files = file.get_writables()
        partitions = file.partitions
Severity: Minor
Found in python/whylogs/api/writer/whylabs.py - About 45 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 _create_client has a Cognitive Complexity of 8 (exceeds 5 allowed). Consider refactoring.
Open

    def _create_client(self, cache_config: ClientCacheConfig) -> Tuple[ApiClient, KeyRefresher]:
        """
        Refresh the API client by comparing various configs. We try to
        re-use the client as much as we can since using a new client
        every time can be expensive.
Severity: Minor
Found in python/whylogs/api/whylabs/session/whylabs_client_cache.py - About 45 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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