Sign upLogin

whylabs/whylogs-python

View on GitHub
Star

Showing 3,918 of 3,918 total issues

Similar blocks of code found in 8 locations. Consider refactoring.
Open

      feature[1].nullRatio.forEach((nullRatio, index) => {
        if (selectedProfiles.includes(String(index))) {
          nullRatio ? (nullRationString += `<div> ${nullRatio}</div>`) : (nullRationString += `<div>-</div>`);
        }
      });
Severity: Major
Found in python/whylogs/viz/html/js/whylogs-script.js and 7 other locations - About 2 hrs to fix
python/whylogs/viz/html/js/whylogs-script.js on lines 807..811
python/whylogs/viz/html/js/whylogs-script.js on lines 813..817
python/whylogs/viz/html/js/whylogs-script.js on lines 825..829
python/whylogs/viz/html/js/whylogs-script.js on lines 831..835
python/whylogs/viz/html/js/whylogs-script.js on lines 837..841
python/whylogs/viz/html/js/whylogs-script.js on lines 843..847
python/whylogs/viz/html/js/whylogs-script.js on lines 849..855

Duplicated Code

Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

Tuning

This issue has a mass of 76.

We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

Refactorings

Further Reading

Similar blocks of code found in 8 locations. Consider refactoring.
Open

      feature[1].dataType.forEach((dataType, index) => {
        if (selectedProfiles.includes(String(index))) {
          dataType ? (dataTypeString += `<div>${dataType}</div>`) : (dataTypeString += `<div>-</div>`);
        }
      });
Severity: Major
Found in python/whylogs/viz/html/js/whylogs-script.js and 7 other locations - About 2 hrs to fix
python/whylogs/viz/html/js/whylogs-script.js on lines 807..811
python/whylogs/viz/html/js/whylogs-script.js on lines 813..817
python/whylogs/viz/html/js/whylogs-script.js on lines 819..823
python/whylogs/viz/html/js/whylogs-script.js on lines 825..829
python/whylogs/viz/html/js/whylogs-script.js on lines 831..835
python/whylogs/viz/html/js/whylogs-script.js on lines 837..841
python/whylogs/viz/html/js/whylogs-script.js on lines 849..855

Duplicated Code

Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

Tuning

This issue has a mass of 76.

We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

Refactorings

Further Reading

Similar blocks of code found in 8 locations. Consider refactoring.
Open

      feature[1].dataTypeCount.forEach((dataTypeCount, index) => {
        if (selectedProfiles.includes(String(index))) {
          dataTypeCount
            ? (dataTypeCountString += `<div>${dataTypeCount}</div>`)
            : (dataTypeCountString += `<div>-</div>`);
Severity: Major
Found in python/whylogs/viz/html/js/whylogs-script.js and 7 other locations - About 2 hrs to fix
python/whylogs/viz/html/js/whylogs-script.js on lines 807..811
python/whylogs/viz/html/js/whylogs-script.js on lines 813..817
python/whylogs/viz/html/js/whylogs-script.js on lines 819..823
python/whylogs/viz/html/js/whylogs-script.js on lines 825..829
python/whylogs/viz/html/js/whylogs-script.js on lines 831..835
python/whylogs/viz/html/js/whylogs-script.js on lines 837..841
python/whylogs/viz/html/js/whylogs-script.js on lines 843..847

Duplicated Code

Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

Tuning

This issue has a mass of 76.

We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

Refactorings

Further Reading

Method apply has a Cognitive Complexity of 15 (exceeds 5 allowed). Consider refactoring.
Open

  public static PreprocessedColumn apply(Collection<?> data) {
    PreprocessedColumn result = new PreprocessedColumn();
    result.setOriginalColumn(data);

    result.length = data.size();
Severity: Minor
Found in java/core/src/main/java/com/whylogs/core/PreprocessedColumn.java - 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 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

Identical blocks of code found in 2 locations. Consider refactoring.
Open

               tempFeatureValues.referenceFrequentItems.items.forEach((item, index) => {
                 featureDataForTableForAllProfiles[feature[0]].chartData[1].push({
                   axisY: item.estimate,
                   axisX: index,
                 });
Severity: Major
Found in python/whylogs/viz/html/js/whylogs-script.js and 1 other location - About 1 hr to fix
python/whylogs/viz/html/js/whylogs-script.js on lines 1174..1179

Duplicated Code

Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

Tuning

This issue has a mass of 68.

We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

Refactorings

Further Reading

Identical blocks of code found in 2 locations. Consider refactoring.
Open

            tempFeatureValues.referenceFrequentItems.items.forEach((item, index) => {
              featureDataForTableForAllProfiles[feature[0]].chartData[1].push({
                axisY: item.estimate,
                axisX: index,
              });
Severity: Major
Found in python/whylogs/viz/html/js/whylogs-script.js and 1 other location - About 1 hr to fix
python/whylogs/viz/html/js/whylogs-script.js on lines 1251..1256

Duplicated Code

Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

Tuning

This issue has a mass of 68.

We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

Refactorings

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

Identical blocks of code found in 2 locations. Consider refactoring.
Open

    for (String columnName : allNames) {
      ColumnProfileView thisColumn = this.columns.get(columnName);
      ColumnProfileView otherColumn = otherView.columns.get(columnName);

      ColumnProfileView result = thisColumn;
Severity: Major
Found in java/core/src/main/java/com/whylogs/core/views/DatasetProfileView.java and 1 other location - About 1 hr to fix
java/core/src/main/java/com/whylogs/core/views/ColumnProfileView.java on lines 40..53

Duplicated Code

Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

Tuning

This issue has a mass of 104.

We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

Refactorings

Further Reading

Identical blocks of code found in 2 locations. Consider refactoring.
Open

    for (String metricName : allMetricNames) {
      Metric<?> thisMetric = this.metrics.get(metricName);
      Metric<?> otherMetric = otherView.metrics.get(metricName);

      Metric<?> result = thisMetric;
Severity: Major
Found in java/core/src/main/java/com/whylogs/core/views/ColumnProfileView.java and 1 other location - About 1 hr to fix
java/core/src/main/java/com/whylogs/core/views/DatasetProfileView.java on lines 39..51

Duplicated Code

Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

Tuning

This issue has a mass of 104.

We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

Refactorings

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

Severity
Category
Status
Source
Language