JohannesHeidecke/irl-benchmark

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Function __init__ has 5 arguments (exceeds 4 allowed). Consider refactoring.
Open

    def __init__(self, env: gym.Env, expert_trajs: List[Dict[str, list]],
Severity: Minor
Found in irl_benchmark/irl/algorithms/mce_irl.py - About 35 mins to fix

    Function __init__ has 5 arguments (exceeds 4 allowed). Consider refactoring.
    Open

        def __init__(self,
    Severity: Minor
    Found in irl_benchmark/irl/algorithms/base_algorithm.py - About 35 mins to fix

      Function get_maps has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
      Open

      def get_maps(ascii_map: List[str]) -> (np.ndarray, np.ndarray):
          """Transform an ASCII-ascii_map into matrices of walls and rewards
      
          Parameters
          ----------
      Severity: Minor
      Found in irl_benchmark/envs/maze_world.py - About 35 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 train has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
      Open

          def train(self, no_episodes: int):
              """ Train the agent
      
              Parameters
              ----------
      Severity: Minor
      Found in irl_benchmark/rl/algorithms/value_iteration.py - About 35 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 unwrap_env has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
      Open

      def unwrap_env(env: gym.Env,
                     until_class: Union[None, gym.Env] = None) -> gym.Env:
          """Unwrap wrapped env until we get an instance that is a until_class.
      
          If until_class is None, env will be unwrapped until the lowest layer.
      Severity: Minor
      Found in irl_benchmark/utils/wrapper.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 domain has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
      Open

          def domain(self) -> Union[State, StateAction, StateActionState]:
              """Return the entire domain of the reward function.
      
              Returns
              -------
      Severity: Minor
      Found in irl_benchmark/irl/reward/reward_function.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 make_env has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
      Open

      def make_env(env_id: str):
          """Make a basic gym environment, without any special wrappers.
      
          Parameters
          ----------
      Severity: Minor
      Found in irl_benchmark/envs/__init__.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 __init__ has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
      Open

          def __init__(self, map_id: int = 0):
              """
      
              Parameters
              ----------
      Severity: Minor
      Found in irl_benchmark/envs/maze_world.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 "__init__" has 8 parameters, which is greater than the 7 authorized.
      Open

          def __init__(self, env_id: str, expert_trajs_path: str,
                       irl_alg_factory: Callable[[gym.Env, List[Dict[str, list]]],
                                                 BaseIRLAlgorithm],
                       metrics: List[BaseMetric], rl_config: dict, irl_config: dict,
                       run_config: dict):

      A long parameter list can indicate that a new structure should be created to wrap the numerous parameters or that the function is doing too many things.

      Noncompliant Code Example

      With a maximum number of 4 parameters:

      def do_something(param1, param2, param3, param4, param5):
          ...
      

      Compliant Solution

      def do_something(param1, param2, param3, param4):
          ...
      

      Refactor this function to reduce its Cognitive Complexity from 20 to the 15 allowed.
      Open

      def collect_trajs(env: gym.Env,

      Cognitive Complexity is a measure of how hard the control flow of a function is to understand. Functions with high Cognitive Complexity will be difficult to maintain.

      See

      Refactor this function to reduce its Cognitive Complexity from 24 to the 15 allowed.
      Open

          def train(self, no_irl_iterations: int,

      Cognitive Complexity is a measure of how hard the control flow of a function is to understand. Functions with high Cognitive Complexity will be difficult to maintain.

      See

      Refactor this function to reduce its Cognitive Complexity from 16 to the 15 allowed.
      Open

          def occupancy_measure(self,

      Cognitive Complexity is a measure of how hard the control flow of a function is to understand. Functions with high Cognitive Complexity will be difficult to maintain.

      See

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