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Function cook_estimator has a Cognitive Complexity of 15 (exceeds 5 allowed). Consider refactoring.
Open

def cook_estimator(base_estimator, space=None, **kwargs):
    """Cook a default estimator

    For the special `base_estimator` called "DUMMY", the return value is None. This corresponds to
    sampling points at random, hence there is no need for an estimator
Severity: Minor
Found in hyperparameter_hunter/optimization/backends/skopt/engine.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 __call__ has a Cognitive Complexity of 15 (exceeds 5 allowed). Consider refactoring.
Open

    def __call__(self, wrapped, instance, args, kwargs):
        file = self.file
        file_params = {}

        #################### Locate Parameters File ####################
Severity: Minor
Found in hyperparameter_hunter/utils/file_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 parameters_by_signature has a Cognitive Complexity of 14 (exceeds 5 allowed). Consider refactoring.
Open

def parameters_by_signature(instance, signature_filter=None):
    """Get a dict of the parameters used to create an instance of a class. This is only suited for
    classes whose attributes are named according to their input parameters

    Parameters
Severity: Minor
Found in hyperparameter_hunter/compat/keras_helper.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 _validate_parameters has a Cognitive Complexity of 14 (exceeds 5 allowed). Consider refactoring.
Open

    def _validate_parameters(self):
        """Ensure all logging parameters are properly formatted"""
        #################### reporting_type ####################
        valid_types = ["logging", "standard", "advanced"]
        if not isinstance(self.reporting_type, str):
Severity: Minor
Found in hyperparameter_hunter/i_o/reporting.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_to_json has a Cognitive Complexity of 14 (exceeds 5 allowed). Consider refactoring.
Open

def add_to_json(file_path, data_to_add, key=None, condition=None, default=None, append_value=False):
    """Append `data_to_add` to the contents of the .json file specified by `file_path`

    Parameters
    ----------
Severity: Minor
Found in hyperparameter_hunter/utils/file_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 __init__ has a Cognitive Complexity of 13 (exceeds 5 allowed). Consider refactoring.
Open

    def __init__(self):
        """Base class for other classes that record various Experiment result files. Critical
        attributes of the descendants of :class`recorders.BaseRecorder` are set here, enabling them
        to function properly
Severity: Minor
Found in hyperparameter_hunter/i_o/recorders.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 format_result_paths has a Cognitive Complexity of 12 (exceeds 5 allowed). Consider refactoring.
Open

    def format_result_paths(self):
        """Remove paths contained in file_blacklist, and format others to prepare for saving results"""
        if self.file_blacklist == "ALL" or self.results_path is None:
            return
Severity: Minor
Found in hyperparameter_hunter/environment.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 _compare_main_version has a Cognitive Complexity of 12 (exceeds 5 allowed). Consider refactoring.
Open

    def _compare_main_version(self, other: "HHVersion") -> int:
        """Compare major.minor.micro main version segment numbers

        Parameters
        ----------
Severity: Minor
Found in hyperparameter_hunter/utils/version_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 aggregator_epochs_elapsed has a Cognitive Complexity of 12 (exceeds 5 allowed). Consider refactoring.
Open

def aggregator_epochs_elapsed(on_run=True, on_fold=True, on_rep=True, on_exp=True):
    """Callback function to aggregate and average the number of epochs elapsed during model training
    at each stage of the Experiment

    Parameters
Severity: Minor
Found in hyperparameter_hunter/callbacks/recipes.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 hash_callable has a Cognitive Complexity of 12 (exceeds 5 allowed). Consider refactoring.
Open

def hash_callable(
    obj,
    ignore_line_comments=True,
    ignore_first_line=False,
    ignore_module=False,
Severity: Minor
Found in hyperparameter_hunter/keys/hashing.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 _optimization_loop has a Cognitive Complexity of 12 (exceeds 5 allowed). Consider refactoring.
Open

    def _optimization_loop(self, iteration=0):
        """Perform Experiment execution loop while `iteration` < `iterations`. At each iteration, an
        Experiment will be executed, its results will be logged, and it will be compared to the
        current best experiment
Severity: Minor
Found in hyperparameter_hunter/optimization/protocol_core.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 print_result has a Cognitive Complexity of 11 (exceeds 5 allowed). Consider refactoring.
Open

    def print_result(self, hyperparameters, evaluation, experiment_id=None):
        """Print a row containing the results of an Experiment just executed

        Parameters
        ----------
Severity: Minor
Found in hyperparameter_hunter/i_o/reporting.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 does_match_guidelines has a Cognitive Complexity of 11 (exceeds 5 allowed). Consider refactoring.
Open

def does_match_guidelines(
    candidate_params: dict,
    space: Space,
    template_params: dict,
    visitors=(),
Severity: Minor
Found in hyperparameter_hunter/i_o/result_reader.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 format_evaluation has a Cognitive Complexity of 11 (exceeds 5 allowed). Consider refactoring.
Open

def format_evaluation(results, separator="  |  ", float_format="{:.5f}"):
    """Construct a string to neatly display the results of a model evaluation

    Parameters
    ----------
Severity: Minor
Found in hyperparameter_hunter/i_o/reporting.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 validate_file_blacklist has a Cognitive Complexity of 11 (exceeds 5 allowed). Consider refactoring.
Open

def validate_file_blacklist(blacklist):
    """Validate contents of blacklist. For most values, the corresponding file is saved upon
    completion of the experiment. See the "Notes" section below for details on some special cases

    Parameters
Severity: Minor
Found in hyperparameter_hunter/environment.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 check_x_in_space has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
Open

def check_x_in_space(x, space):
    """Check that an arbitrary point, or list of points, fits within the bounds of `space`

    Parameters
    ----------
Severity: Minor
Found in hyperparameter_hunter/optimization/backends/skopt/engine.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 _compare has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
Open

    def _compare(self, other: Union[str, "HHVersion"]) -> int:
        """Compare full versions, comprising main release, pre-release, and development segments

        Parameters
        ----------
Severity: Minor
Found in hyperparameter_hunter/utils/version_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 does_key_exist has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
Open

    def does_key_exist(self):
        """Check that 1) there is a file for :attr:`cross_experiment_key.key`, 2) the aforementioned
        file contains the key :attr:`key`, and 3) the value at :attr:`key` is a non-empty list

        Returns
Severity: Minor
Found in hyperparameter_hunter/keys/makers.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 _ask has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
Open

    def _ask(self):
        """Suggest next point at which to evaluate the objective

        Returns
        -------
Severity: Minor
Found in hyperparameter_hunter/optimization/backends/skopt/engine.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 __init__ has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

    def __init__(self, file_blacklist=None, extra_recorders=None):
        """Collection of :class:`BaseRecorder` subclasses to facilitate executing group methods

        Parameters
        ----------
Severity: Minor
Found in hyperparameter_hunter/i_o/recorders.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

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