Sign upLogin

whylabs/whylogs-python

View on GitHub
Star

Showing 225 of 3,656 total issues

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

    def __init__(
        self,
        org_id: Optional[str] = None,
        api_key: Optional[str] = None,
        dataset_id: Optional[str] = None,
Severity: Minor
Found in python/whylogs/api/writer/whylabs.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 resolve has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
Open

    def resolve(self, name: str, why_type: DataType, column_schema: ColumnSchema) -> Dict[str, Metric]:
        metrics: List[StandardMetric] = [StandardMetric.counts, StandardMetric.types]

        if isinstance(why_type, Integral):
            metrics.append(StandardMetric.distribution)
Severity: Minor
Found in python/whylogs/core/resolvers.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 set_parameters has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
Open

    def set_parameters(
        self,
        inference_interval: Optional[str] = None,
        baseline_timestamp: Optional[Union[date, datetime]] = None,
        inference_start_timestamp: Optional[Union[date, datetime]] = None,
Severity: Minor
Found in python/whylogs/datasets/weather.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_status_message has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
Open

    def _process_status_message(self, message: StatusMessage) -> None:
        profiles = 0
        segment_caches = 0
        views: List[bytes] = []
        for container in self._cache.values():
Severity: Minor
Found in python/whylogs/api/logger/experimental/logger/actor/thread_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 _tag_custom_perf_metrics has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
Open

    def _tag_custom_perf_metrics(self, view: Union[DatasetProfileView, SegmentedDatasetProfileView]):
        if isinstance(view, DatasetProfileView):
            column_names = view.get_columns().keys()
            for column_name in column_names:
                for perf_col in KNOWN_CUSTOM_PERFORMANCE_METRICS:
Severity: Minor
Found in python/whylogs/api/writer/whylabs.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 _run_udfs_on_dataframe has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
Open

    def _run_udfs_on_dataframe(self, pandas: pd.DataFrame, new_df: pd.DataFrame, input_cols: Collection[str]) -> None:
        for spec in self.multicolumn_udfs:
            if spec.column_names and set(spec.column_names).issubset(set(pandas.keys())):
                if spec.udf is not None:
                    _apply_udf_on_dataframe(
Severity: Minor
Found in python/whylogs/experimental/core/udf_schema.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 _split_tags_and_metadata has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
Open

    def _split_tags_and_metadata(
        tags: Optional[Dict[str, str]]
    ) -> Tuple[Optional[Dict[str, str]], Optional[Dict[str, str]]]:
        # nothing to split, return (None, None)
        # for use in serializing dataset property's tags and metadata
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 output_fields has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
Open

    def output_fields(self) -> Optional[List[str]]:
        output_column_names = None
        if self.field_metadata:
            for column_name in self.field_metadata:
                field_categories = self.field_metadata[column_name]
Severity: Minor
Found in python/whylogs/core/model_performance_metrics/model_performance_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_value has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
Open

def _get_value(
    token: List[str], i: int, metric: Optional[Metric] = None, profile: Optional[DatasetProfile] = None
) -> Tuple[ValueGetter, int]:
    if token[i].startswith('"'):
        return LiteralGetter(token[i][1:-1]), i + 1
Severity: Minor
Found in python/whylogs/core/predicate_parser.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 10 (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 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

Severity
Category
Status
Source
Language