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HunterMcGushion/hyperparameter_hunter

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hyperparameter_hunter/utils/optimization_utils.py

Summary

Maintainability
A
2 hrs
Test Coverage

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

def visit_feature_engineer(path, key, value):
    """Helper to be used within a `visit` function intended for a `remap`-like function

    Parameters
    ----------
Severity: Minor
Found in hyperparameter_hunter/utils/optimization_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

Similar blocks of code found in 3 locations. Consider refactoring.
Open

    if hyperparameter_key is not None:
        leaderboard = leaderboard.loc[leaderboard["hyperparameter_key"] == hyperparameter_key]
Severity: Major
Found in hyperparameter_hunter/utils/optimization_utils.py and 2 other locations - About 45 mins to fix
hyperparameter_hunter/utils/optimization_utils.py on lines 74..75
hyperparameter_hunter/utils/optimization_utils.py on lines 76..77

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 35.

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 3 locations. Consider refactoring.
Open

    if algorithm_name is not None:
        leaderboard = leaderboard.loc[leaderboard["algorithm_name"] == algorithm_name]
Severity: Major
Found in hyperparameter_hunter/utils/optimization_utils.py and 2 other locations - About 45 mins to fix
hyperparameter_hunter/utils/optimization_utils.py on lines 76..77
hyperparameter_hunter/utils/optimization_utils.py on lines 78..79

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 35.

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 3 locations. Consider refactoring.
Open

    if cross_experiment_key is not None:
        leaderboard = leaderboard.loc[leaderboard["cross_experiment_key"] == cross_experiment_key]
Severity: Major
Found in hyperparameter_hunter/utils/optimization_utils.py and 2 other locations - About 45 mins to fix
hyperparameter_hunter/utils/optimization_utils.py on lines 74..75
hyperparameter_hunter/utils/optimization_utils.py on lines 78..79

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 35.

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

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