whylabs/whylogs-python

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Function __post_init__ has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

    def __post_init__(self):
        if self.column_type is not None:
            if self.column_names:
                raise ValueError("UdfSpec cannot specify both column_names and column_type")
        elif self.column_names is None:
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 rename_kwargs has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def rename_kwargs(func_name: str, kwargs: Dict[str, Any], aliases: Dict[str, str]) -> None:
    for alias, new in aliases.items():
        if alias in kwargs:
            if new in kwargs:
                raise TypeError(
Severity: Minor
Found in python/whylogs/core/utils/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 _tag_custom_perf_metrics has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

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

def register_dataset_udf(
    col_names: List[str],
    udf_name: Optional[str] = None,
    metrics: Optional[List[MetricSpec]] = None,
    namespace: Optional[str] = None,
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_result_set has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

    def get_result_set(self, dataset_timestamp: Optional[datetime]) -> SegmentedResultSet:
        segmented_profiles: Dict[str, Dict[Segment, DatasetProfile]] = dict()
        for segment_key in self._cache:
            segments = segmented_profiles.get(segment_key.parent_id)
            if segments is None:
Severity: Minor
Found in python/whylogs/api/logger/segment_cache.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 resolve has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  @Override
  public HashMap<String, Metric<?>> resolve(ColumnSchema schema) {
    HashMap<String, Metric<?>> resolvedMetrics = new HashMap<>();

    if (DataTypes.Integral.includes(schema.getType())) {
Severity: Minor
Found in java/core/src/main/java/com/whylogs/core/resolvers/StandardResolver.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 to_protobuf has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

    def to_protobuf(self) -> ColumnMessage:
        res: Dict[str, MetricComponentMessage] = {}
        for m_name, m in self._metrics.items():
            for mc_name, mc in m.to_protobuf().metric_components.items():
                if not m.exclude_from_serialization:
Severity: Minor
Found in python/whylogs/core/view/column_profile_view.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 column_has_non_zero_types has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def column_has_non_zero_types(column_name: str, types_list: List[str]) -> MetricConstraint:
    def has_non_zero_types(x) -> bool:
        types_dict = x.to_summary_dict()
        for key in types_dict.keys():
            if key in types_list and types_dict[key] == 0:
Severity: Minor
Found in python/whylogs/core/constraints/factories/types_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 len has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

    def len(self) -> int:
        length = 0
        if self.ints is not None:
            length += len(self.ints)
        if self.floats is not None:
Severity: Minor
Found in python/whylogs/core/preprocessing.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 _merge_CM has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def _merge_CM(old_conf_matrix: ConfusionMatrix, new_conf_matrix: ConfusionMatrix):
    """
    Merges two confusion_matrix since distinc or overlaping labels

    Args:
Severity: Minor
Found in python/whylogs/core/model_performance_metrics/confusion_matrix.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 to_protobuf has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

    def to_protobuf(self) -> MetricMessage:
        msg = {}
        for sub_name, metrics in self.submetrics.items():
            for namespace, metric in metrics.items():
                sub_msg = metric.to_protobuf()
Severity: Minor
Found in python/whylogs/core/metrics/multimetric.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 apply has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

    def apply(self, profile: DatasetProfileView) -> List[Metric]:
        if self.metrics_resolver is not None:
            custom_result = self.metrics_resolver(profile)
            if isinstance(custom_result, List):
                return custom_result
Severity: Minor
Found in python/whylogs/core/constraints/metric_constraints.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 _do_write has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

    def _do_write(self, out_f: BinaryIO, **kwargs: Any) -> Tuple[bool, str]:
        if kwargs.get("use_v0") or self.profile_view.model_performance_metrics:
            if self.profile_view.model_performance_metrics:
                logger.info("Converting segmented profile with performance metrics to v0 format before writing.")
            else:
Severity: Minor
Found in python/whylogs/core/view/segmented_dataset_profile_view.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 _do_submetric_merge has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def _do_submetric_merge(lhs: Dict[str, Metric], rhs: Dict[str, Metric]) -> Dict[str, Metric]:
    namespaces = set(lhs.keys())
    namespaces.update(rhs.keys())
    result: Dict[str, Metric] = {}
    for namespace in namespaces:
Severity: Minor
Found in python/whylogs/core/metrics/multimetric.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

Line length
Open

- Then <!-- markdown-link-check-disable-line --> [Fork](https://docs.github.com/en/free-pro-team@latest/github/getting-started-with-github/fork-a-repo) this repo
Severity: Info
Found in .github/CONTRIBUTING.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Line length
Open

- Create a <!-- markdown-link-check-disable-line --> [pull request (PR)](https://docs.github.com/en/free-pro-team@latest/github/collaborating-with-issues-and-pull-requests/about-pull-requests) to incorporate your changes into the upstream project you forked.
Severity: Info
Found in .github/CONTRIBUTING.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Line length
Open

- Code style is enforced with [pre-commit](https://pre-commit.com/), which runs [Git hooks](https://www.git-scm.com/book/en/v2/Customizing-Git-Git-Hooks).
Severity: Info
Found in .github/CONTRIBUTING.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Line length
Open

- **Automatic dependency management**: rather than having to run `pip freeze > requirements.txt`, Poetry automatically manages the dependency file (called _pyproject.toml_), and enables SemVer-level control over dependencies like [npm](https://semver.npmjs.com/). Poetry also manages a lockfile (called _poetry.lock_), which is similar to _package-lock.json_ for npm. Poetry uses this lockfile to automatically track specific versions and hashes for every dependency.
Severity: Info
Found in .github/CONTRIBUTING.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Ordered list item prefix
Open

    3. Project
Severity: Info
Found in .github/CONTRIBUTING.md by markdownlint

MD029 - Ordered list item prefix

Tags: ol

Aliases: ol-prefix

Parameters: style ("one", "ordered"; default "one")

This rule is triggered on ordered lists that do not either start with '1.' or do not have a prefix that increases in numerical order (depending on the configured style, which defaults to 'one').

Example valid list if the style is configured as 'one':

1. Do this.
1. Do that.
1. Done.

Example valid list if the style is configured as 'ordered':

1. Do this.
2. Do that.
3. Done.

Line length
Open

You can run local github actions on ubuntu using [act](https://github.com/nektos/act). Currently, you need to build the latest docker image for ubuntu using the following dockerfile
Severity: Info
Found in .github/DEVELOPMENT.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

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