


from .integrations import (
    is_optuna_available,
    is_ray_available,
    is_sigopt_available,
    is_wandb_available,
    run_hp_search_optuna,
    run_hp_search_ray,
    run_hp_search_sigopt,
    run_hp_search_wandb,
)
from .trainer_utils import (
    HPSearchBackend,
    default_hp_space_optuna,
    default_hp_space_ray,
    default_hp_space_sigopt,
    default_hp_space_wandb,
)
from .utils import logging


SCREAMING_SNAKE_CASE :   int							      =				logging.get_logger(__name__)






class _lowerCamelCase:
       lowercase_				:			str
       lowercase_				:			str									=    None
       @staticmethod
       def     UpperCamelCase  (      ) ->     Union[str, Any]:




           """simple docstring"""

           raise NotImplementedError
       def     UpperCamelCase  (      self,   lowerCamelCase,   lowerCamelCase,   lowerCamelCase,   **lowerCamelCase) ->     Any:




           """simple docstring"""

           raise NotImplementedError
       def     UpperCamelCase  (      self,   lowerCamelCase) ->     str:




           """simple docstring"""

           raise NotImplementedError
       def     UpperCamelCase  (      self) ->     int:




           """simple docstring"""

           if not self.is_available():
               raise RuntimeError(
                   F'''You picked the {self.name} backend, but it is not installed. Run {self.pip_install()}.''')




       @classmethod
       def     UpperCamelCase  (      cls) ->     str:




           """simple docstring"""

           return F'''`pip install {cls.pip_package or cls.name}`'''






class _lowerCamelCase(		_a     ):
       lowercase_				:			Any									=    """optuna"""
       @staticmethod
       def     UpperCamelCase  (      ) ->     str:




           """simple docstring"""

           return is_optuna_available()
       def     UpperCamelCase  (      self,   lowerCamelCase,   lowerCamelCase,   lowerCamelCase,   **lowerCamelCase) ->     Union[str, Any]:




           """simple docstring"""

           return run_hp_search_optuna(lowerCamelCase,   lowerCamelCase,   lowerCamelCase,   **lowerCamelCase)




       def     UpperCamelCase  (      self,   lowerCamelCase) ->     Optional[Any]:




           """simple docstring"""

           return default_hp_space_optuna(lowerCamelCase)






class _lowerCamelCase(		_a     ):
       lowercase_				:			List[Any]									=    """ray"""
       lowercase_				:			Dict									=    """'ray[tune]'"""
       @staticmethod
       def     UpperCamelCase  (      ) ->     Union[str, Any]:




           """simple docstring"""

           return is_ray_available()
       def     UpperCamelCase  (      self,   lowerCamelCase,   lowerCamelCase,   lowerCamelCase,   **lowerCamelCase) ->     List[Any]:




           """simple docstring"""

           return run_hp_search_ray(lowerCamelCase,   lowerCamelCase,   lowerCamelCase,   **lowerCamelCase)




       def     UpperCamelCase  (      self,   lowerCamelCase) ->     Optional[Any]:




           """simple docstring"""

           return default_hp_space_ray(lowerCamelCase)






class _lowerCamelCase(		_a     ):
       lowercase_				:			int									=    """sigopt"""
       @staticmethod
       def     UpperCamelCase  (      ) ->     Any:




           """simple docstring"""

           return is_sigopt_available()
       def     UpperCamelCase  (      self,   lowerCamelCase,   lowerCamelCase,   lowerCamelCase,   **lowerCamelCase) ->     Union[str, Any]:




           """simple docstring"""

           return run_hp_search_sigopt(lowerCamelCase,   lowerCamelCase,   lowerCamelCase,   **lowerCamelCase)




       def     UpperCamelCase  (      self,   lowerCamelCase) ->     int:




           """simple docstring"""

           return default_hp_space_sigopt(lowerCamelCase)






class _lowerCamelCase(		_a     ):
       lowercase_				:			Any									=    """wandb"""
       @staticmethod
       def     UpperCamelCase  (      ) ->     Optional[int]:




           """simple docstring"""

           return is_wandb_available()
       def     UpperCamelCase  (      self,   lowerCamelCase,   lowerCamelCase,   lowerCamelCase,   **lowerCamelCase) ->     str:




           """simple docstring"""

           return run_hp_search_wandb(lowerCamelCase,   lowerCamelCase,   lowerCamelCase,   **lowerCamelCase)




       def     UpperCamelCase  (      self,   lowerCamelCase) ->     Optional[int]:




           """simple docstring"""

           return default_hp_space_wandb(lowerCamelCase)


SCREAMING_SNAKE_CASE :   Union[str, Any]							      =				{
    HPSearchBackend(backend.name): backend for backend in [OptunaBackend, RayTuneBackend, SigOptBackend, WandbBackend]
}



def        UpperCamelCase_(   )					->		str:
    _lowercase :							int   	=	[backend for backend in ALL_HYPERPARAMETER_SEARCH_BACKENDS.values() if backend.is_available()]
    if len(lowerCamelCase_				) > 0:
        _lowercase :							Tuple   	=	available_backends[0].name
        if len(lowerCamelCase_				) > 1:
            logger.info(
                F'''{len(lowerCamelCase_				)} hyperparameter search backends available. Using {name} as the default.'''				)
        return name
    raise RuntimeError(
        'No hyperparameter search backend available.\n'
        + '\n'.join(
            F''' - To install {backend.name} run {backend.pip_install()}'''
            for backend in ALL_HYPERPARAMETER_SEARCH_BACKENDS.values()				)				)






# this script reports modified .py files under the desired list of top-level sub-dirs passed as a list of arguments, e.g.:
#   python ./utils/get_modified_files.py utils src tests examples
#
# it uses git to find the forking point and which files were modified - i.e. files not under git won't be considered
# since the output of this script is fed into Makefile commands it doesn't print a newline after the results

import re
import subprocess
import sys


SCREAMING_SNAKE_CASE :   List[Any]							      =				subprocess.check_output("git merge-base main HEAD".split()).decode("utf-8")
SCREAMING_SNAKE_CASE :   Optional[int]							      =				(
    subprocess.check_output(F"git diff --diff-filter=d --name-only {fork_point_sha}".split()).decode("utf-8").split()
)

SCREAMING_SNAKE_CASE :   Any							      =				"|".join(sys.argv[1:])
SCREAMING_SNAKE_CASE :   Union[str, Any]							      =				re.compile(rF"^({joined_dirs}).*?\.py$")

SCREAMING_SNAKE_CASE :   List[Any]							      =				[x for x in modified_files if regex.match(x)]
print(" ".join(relevant_modified_files), end="")


