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

            if best_additional_results:
                print(indent, "Best additional results:")
                add_results_names = list(best_additional_results.keys())
                add_results_names_align = self.align_para_names(add_results_names)
Severity: Major
Found in src/hyperactive/print_results.py and 1 other location - About 4 hrs to fix
src/hyperactive/print_results.py on lines 102..115

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 83.

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 2 locations. Consider refactoring.
Open

            if best_para:
                print(indent, "Best parameter set:")
                para_names = list(best_para.keys())
                para_names_align = self.align_para_names(para_names)
Severity: Major
Found in src/hyperactive/print_results.py and 1 other location - About 4 hrs to fix
src/hyperactive/print_results.py on lines 86..99

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 83.

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

def gfo2hyper(search_space, para):
    values_dict = {}
    for _, key in enumerate(search_space.keys()):
        pos_ = int(para[key])
        values_dict[key] = search_space[key][pos_]
Severity: Major
Found in src/hyperactive/optimizers/constraint.py and 1 other location - About 3 hrs to fix
src/hyperactive/optimizers/objective_function.py on lines 9..15

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 70.

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

def gfo2hyper(search_space, para):
    values_dict = {}
    for _, key in enumerate(search_space.keys()):
        pos_ = int(para[key])
        values_dict[key] = search_space[key][pos_]
Severity: Major
Found in src/hyperactive/optimizers/objective_function.py and 1 other location - About 3 hrs to fix
src/hyperactive/optimizers/constraint.py on lines 6..12

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 70.

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 _add_result_attributes has a Cognitive Complexity of 19 (exceeds 5 allowed). Consider refactoring.
Open

    def _add_result_attributes(
        self,
        best_para,
        best_score,
        best_since_iter,
Severity: Minor
Found in src/hyperactive/optimizers/strategies/optimizer_attributes.py - About 2 hrs 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

    def __init__(self):
        self.best_para = None
        self.best_score = None
        self.best_since_iter = None
        self.eval_times = None
Severity: Major
Found in src/hyperactive/optimizers/strategies/optimizer_attributes.py and 1 other location - About 2 hrs to fix
src/hyperactive/optimizers/optimizer_attributes.py on lines 7..14

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 55.

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

    def __init__(self):
        self.best_para = None
        self.best_score = None
        self.best_since_iter = None
        self.eval_times = None
Severity: Major
Found in src/hyperactive/optimizers/optimizer_attributes.py and 1 other location - About 2 hrs to fix
src/hyperactive/optimizers/strategies/optimizer_attributes.py on lines 9..16

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 55.

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 search has a Cognitive Complexity of 17 (exceeds 5 allowed). Consider refactoring.
Open

    def search(self, nth_process, p_bar):
        for optimizer_setup in self.optimizer_setup_l:
            hyper_opt = optimizer_setup["optimizer"]
            duration = optimizer_setup["duration"]
            opt_strat_early_stopping = optimizer_setup["early_stopping"]
Severity: Minor
Found in src/hyperactive/optimizers/strategies/optimization_strategy.py - About 2 hrs 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_search has 16 arguments (exceeds 4 allowed). Consider refactoring.
Open

    def add_search(
Severity: Major
Found in src/hyperactive/hyperactive.py - About 2 hrs to fix

    Function setup_search has 14 arguments (exceeds 4 allowed). Consider refactoring.
    Open

        def setup_search(
    Severity: Major
    Found in src/hyperactive/optimizers/strategies/optimization_strategy.py - About 1 hr to fix

      Function setup_search has 14 arguments (exceeds 4 allowed). Consider refactoring.
      Open

          def setup_search(
      Severity: Major
      Found in src/hyperactive/optimizers/hyper_optimizer.py - About 1 hr to fix

        Function _create_shared_memory has a Cognitive Complexity of 13 (exceeds 5 allowed). Consider refactoring.
        Open

            def _create_shared_memory(self):
        _bundle_opt_processes = {}

        for opt_pros in self.opt_pros.values():
            if opt_pros.memory != "share":
        Severity: Minor
        Found in src/hyperactive/hyperactive.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 conv_memory_warm_start has a Cognitive Complexity of 12 (exceeds 5 allowed). Consider refactoring.
        Open

            def conv_memory_warm_start(self, results):
        if results is None:
            return results

        results.reset_index(inplace=True, drop=True)
        Severity: Minor
        Found in src/hyperactive/optimizers/hyper_gradient_conv.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_results has a Cognitive Complexity of 12 (exceeds 5 allowed). Consider refactoring.
        Open

            def _print_results(
        self,
        objective_function,
        best_score,
        best_para,
        Severity: Minor
        Found in src/hyperactive/print_results.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 10 arguments (exceeds 4 allowed). Consider refactoring.
        Open

            def __init__(
        Severity: Major
        Found in src/hyperactive/integrations/sklearn/hyperactive_search_cv.py - About 1 hr to fix

          Function _create_num_str_ss has a Cognitive Complexity of 11 (exceeds 5 allowed). Consider refactoring.
          Open

              def _create_num_str_ss(self):
        func2str = {}
        for dim_key in self.dim_keys:
            if self.data_types[dim_key] == "number":
                func2str[dim_key] = self.search_space[dim_key]
          Severity: Minor
          Found in src/hyperactive/search_space.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

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

          def pathos_wrapper(process_func, search_processes_paras, n_processes):
    import pathos.multiprocessing as pmp

    with pmp.Pool(
        n_processes, initializer=initializer, initargs=initargs
          Severity: Major
          Found in src/hyperactive/distribution.py and 1 other location - About 1 hr to fix
          src/hyperactive/distribution.py on lines 20..26

          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 40.

          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 2 locations. Consider refactoring.
          Open

          def multiprocessing_wrapper(process_func, process_infos, n_processes):
    import multiprocessing as mp

    with mp.Pool(
        n_processes, initializer=initializer, initargs=initargs
          Severity: Major
          Found in src/hyperactive/distribution.py and 1 other location - About 1 hr to fix
          src/hyperactive/distribution.py on lines 29..35

          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 40.

          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 self.best_since_iter is None:
            self.best_since_iter = best_since_iter
        else:
            if best_score > self.best_score:
                self.best_since_iter = best_since_iter
          Severity: Major
          Found in src/hyperactive/optimizers/strategies/optimizer_attributes.py and 2 other locations - About 1 hr to fix
          src/hyperactive/optimizers/strategies/optimizer_attributes.py on lines 28..32
          src/hyperactive/optimizers/strategies/optimizer_attributes.py on lines 34..38

          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 39.

          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 self.best_para is None:
            self.best_para = best_para
        else:
            if best_score > self.best_score:
                self.best_para = best_para
          Severity: Major
          Found in src/hyperactive/optimizers/strategies/optimizer_attributes.py and 2 other locations - About 1 hr to fix
          src/hyperactive/optimizers/strategies/optimizer_attributes.py on lines 34..38
          src/hyperactive/optimizers/strategies/optimizer_attributes.py on lines 40..44

          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 39.

          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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          Status
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