SimonBlanke/Hyperactive

View on GitHub

Showing 11 of 11 total issues

Function add_search has 15 arguments (exceeds 4 allowed). Consider refactoring.
Open

    def add_search(
Severity: Major
Found in hyperactive/hyperactive.py - About 1 hr to fix

    Function setup_search has 13 arguments (exceeds 4 allowed). Consider refactoring.
    Open

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

      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 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 _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 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

      Function _create_shared_memory has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
      Open

          def _create_shared_memory(self, new_opt):
              if new_opt.memory == "share":
                  if len(self.opt_pros) == 0:
      
                      manager = mp.Manager()
      Severity: Minor
      Found in 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_para has a Cognitive Complexity of 8 (exceeds 5 allowed). Consider refactoring.
      Open

          def conv_para(self, para_hyper):
              para_gfo = {}
              for para in self.s_space.dim_keys:
                  value_hyper = para_hyper[para]
                  space_dim = list(self.s_space.func2str[para])
      Severity: Minor
      Found in hyperactive/optimizers/hyper_gradient_conv.py - About 45 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 __init__ has 5 arguments (exceeds 4 allowed). Consider refactoring.
      Open

          def __init__(self, objective_function, optimizer, callbacks, catch, nth_process):
      Severity: Minor
      Found in hyperactive/optimizers/objective_function.py - About 35 mins to fix

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

                print(
                    indent,
                    "Evaluation time   :",
                    eval_time,
                    "sec",
        Severity: Minor
        Found in hyperactive/print_results.py and 1 other location - About 35 mins to fix
        hyperactive/print_results.py on lines 28..34

        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 33.

        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

                print(
                    indent,
                    "Optimization time :",
                    opt_time,
                    "sec",
        Severity: Minor
        Found in hyperactive/print_results.py and 1 other location - About 35 mins to fix
        hyperactive/print_results.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 33.

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

            def check_non_num_values(self):
                for dim_key in self.dim_keys:
                    dim_values = np.array(list(self.search_space[dim_key]))
        
                    try:
        Severity: Minor
        Found in hyperactive/search_space.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 _sort_results_objFunc has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
        Open

            def _sort_results_objFunc(self, objective_function):
                best_score = -np.inf
                best_para = None
                search_data = None
        
        
        Severity: Minor
        Found in hyperactive/results.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

        Severity
        Category
        Status
        Source
        Language