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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 _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 _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 get_pil_exif_metadata has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def get_pil_exif_metadata(img: ImageType) -> Dict:
    """
    Grab EXIF metadata from image

    Args:
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 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 sum_gains has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

    def sum_gains(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 unregister_udf has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def unregister_udf(udf_name: str, namespace: Optional[str] = None, schema_name: str = "") -> None:
    global _multicolumn_udfs, _resolver_specs
    name = f"{namespace}.{udf_name}" if namespace else udf_name
    if schema_name not in _multicolumn_udfs:
        logger.warn(f"Can't unregister UDF {name} from non-existant schema {schema_name}")
Severity: Minor
Found in python/whylogs/experimental/core/udf_schema.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 _get_user_choice has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def _get_user_choice(prompt: str, options: List[str]) -> int:
    il.question(prompt, ignore_suppress=True)
    for i, option in enumerate(options, 1):
        il.option(f"{i}. {option}", ignore_suppress=True)
Severity: Minor
Found in python/whylogs/api/whylabs/session/prompts.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

Method getMetricComponentPaths has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  public List<String> getMetricComponentPaths() {
    ArrayList<String> paths = new ArrayList<>();
    for (String metricName : this.getMetricNames()) {
      Optional<Metric<?>> metric = this.getMetric(metricName);
      if (metric.isPresent()) {
Severity: Minor
Found in java/core/src/main/java/com/whylogs/core/views/ColumnProfileView.java - 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 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 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 set_explicit_names has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

    def set_explicit_names(self, key_names: List[str] = []) -> None:
        if self.col_names:
            for name in key_names:
                if name in self.col_names:
                    raise ValueError(
Severity: Minor
Found in python/whylogs/core/segmentation_partition.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

Method toSummaryDict has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  public HashMap<String, Object> toSummaryDict(
      Optional<String> columnMetric, Optional<SummaryConfig> config) throws UnsupportedError {
    SummaryConfig summaryConfig = config.orElse(new SummaryConfig());
    HashMap<String, Object> summary = new HashMap<>();
Severity: Minor
Found in java/core/src/main/java/com/whylogs/core/views/ColumnProfileView.java - 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 wait_result_while has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def wait_result_while(future: "Future[T]", predicate: Callable[[], bool]) -> T:
    """
    Wait on a future while the condition is true.
    """
    try:
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 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

Method merge has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  @Override
  public T merge(T lhs, T rhs) throws UnsupportedError {
    if (lhs instanceof Double) {
      Double result = lhs.doubleValue() + rhs.doubleValue();
      return (T) result;
Severity: Minor
Found in java/core/src/main/java/com/whylogs/core/metrics/aggregators/NumberSumAggregator.java - 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 _tag_custom_output_metrics has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

    def _tag_custom_output_metrics(
        self, view: Union[DatasetProfile, DatasetProfileView, SegmentedDatasetProfileView, ResultSet]
    ) -> None:
        column_names = _get_column_names(view)
        for column_name in column_names:
Severity: Minor
Found in python/whylogs/api/writer/whylabs_client.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 generate_column_distribution_constraints has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def generate_column_distribution_constraints(
    column_name: str, column_profile: ColumnProfileView
) -> List[MetricConstraint]:
    """Generates constraints for the count metrics of a column.
    Parameters
Severity: Minor
Found in python/whylogs/experimental/constraints_generation/distribution_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 zero_padding_frequent_items has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def zero_padding_frequent_items(
    target_feature_items: List[FrequentItemEstimate], reference_feature_items: List[FrequentItemEstimate]
) -> Tuple[List[FrequentItemEstimate], List[FrequentItemEstimate]]:
    """Fills estimate value of item with 0 when such item is present in the other profile but absent in the current profile.
    This is done for both profiles passed.
Severity: Minor
Found in python/whylogs/viz/utils/frequent_items_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

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