

# flake8: noqa
# Lint as: python3

from typing import Dict, List, Optional, Type

from .. import config
from ..utils import logging
from .formatting import (
    ArrowFormatter,
    CustomFormatter,
    Formatter,
    PandasFormatter,
    PythonFormatter,
    TensorFormatter,
    format_table,
    query_table,
)
from .np_formatter import NumpyFormatter


_UpperCAmelCase						:  Optional[Any]									=			logging.get_logger(__name__)

_UpperCAmelCase						:  Dict[Optional[str], Type[Formatter]]									=			{}
_UpperCAmelCase						:  Dict[Optional[str], str]									=			{}
_UpperCAmelCase						:  Dict[Optional[str], Exception]									=			{}





def    __lowerCamelCase      (					UpperCamelCase__  ,				UpperCamelCase__  ,				UpperCamelCase__ = None  ,				):







							'''simple docstring'''






							snake_case_     							=       aliases if aliases is not None else []
							if format_type in _FORMAT_TYPES:
														logger.warning(
														    F'''Overwriting format type \'{format_type}\' ({_FORMAT_TYPES[format_type].__name__} -> {formatter_cls.__name__})''' )
							snake_case_     							=       formatter_cls
							for alias in set(aliases + [format_type] ):
														if alias in _FORMAT_TYPES_ALIASES:
																					logger.warning(
																					    F'''Overwriting format type alias \'{alias}\' ({_FORMAT_TYPES_ALIASES[alias]} -> {format_type})''' )
														snake_case_     							=       format_type





def    __lowerCamelCase      (					UpperCamelCase__  ,				UpperCamelCase__  ,				UpperCamelCase__ = None ):







							'''simple docstring'''






							snake_case_     							=       aliases if aliases is not None else []
							for alias in set(aliases + [format_type] ):
														snake_case_     							=       unavailable_error


# Here we define all the available formatting functions that can be used by `Dataset.set_format`
_register_formatter(PythonFormatter, None, aliases=["""python"""])
_register_formatter(ArrowFormatter, """arrow""", aliases=["""pa""", """pyarrow"""])
_register_formatter(NumpyFormatter, """numpy""", aliases=["""np"""])
_register_formatter(PandasFormatter, """pandas""", aliases=["""pd"""])
_register_formatter(CustomFormatter, """custom""")

if config.TORCH_AVAILABLE:
					from .torch_formatter import TorchFormatter

					_register_formatter(TorchFormatter, """torch""", aliases=["""pt""", """pytorch"""])
else:
					_UpperCAmelCase						:  Dict									=			ValueError("""PyTorch needs to be installed to be able to return PyTorch tensors.""")
					_register_unavailable_formatter(_torch_error, """torch""", aliases=["""pt""", """pytorch"""])

if config.TF_AVAILABLE:
					from .tf_formatter import TFFormatter

					_register_formatter(TFFormatter, """tensorflow""", aliases=["""tf"""])
else:
					_UpperCAmelCase						:  Any									=			ValueError("""Tensorflow needs to be installed to be able to return Tensorflow tensors.""")
					_register_unavailable_formatter(_tf_error, """tensorflow""", aliases=["""tf"""])

if config.JAX_AVAILABLE:
					from .jax_formatter import JaxFormatter

					_register_formatter(JaxFormatter, """jax""", aliases=[])
else:
					_UpperCAmelCase						:  Optional[int]									=			ValueError("""JAX needs to be installed to be able to return JAX arrays.""")
					_register_unavailable_formatter(_jax_error, """jax""", aliases=[])





def    __lowerCamelCase      (					UpperCamelCase__ ):







							'''simple docstring'''






							if format_type in _FORMAT_TYPES_ALIASES:
														return _FORMAT_TYPES_ALIASES[format_type]
							else:
														return format_type





def    __lowerCamelCase      (					UpperCamelCase__  ,				**UpperCamelCase__ ):







							'''simple docstring'''






							snake_case_     							=       get_format_type_from_alias(UpperCamelCase__ )
							if format_type in _FORMAT_TYPES:
														return _FORMAT_TYPES[format_type](**UpperCamelCase__ )
							if format_type in _FORMAT_TYPES_ALIASES_UNAVAILABLE:
														raise _FORMAT_TYPES_ALIASES_UNAVAILABLE[format_type]
							else:
														raise ValueError(
														    F'''Return type should be None or selected in {list(type for type in _FORMAT_TYPES.keys() if type != None )}, but got \'{format_type}\'''' )







import string





def    __lowerCamelCase      (					UpperCamelCase__ ):







							'''simple docstring'''






							snake_case_     							=       ''
							for i in sequence:
														snake_case_     							=       ord(UpperCamelCase__ )
														if 65 <= extract <= 90:
																					output += chr(155 - extract )
														elif 97 <= extract <= 122:
																					output += chr(219 - extract )
														else:
																					output += i
							return output





def    __lowerCamelCase      (					UpperCamelCase__ ):







							'''simple docstring'''






							snake_case_     							=       string.ascii_letters
							snake_case_     							=       string.ascii_lowercase[::-1] + string.ascii_uppercase[::-1]
							return "".join(
							    letters_reversed[letters.index(UpperCamelCase__ )] if c in letters else c for c in sequence )





def    __lowerCamelCase      (					):







							'''simple docstring'''






							from timeit import timeit

							print('Running performance benchmarks...' )
							snake_case_     							=       'from string import printable ; from __main__ import atbash, atbash_slow'
							print(F'''> atbash_slow(): {timeit("atbash_slow(printable)"  ,				setup=UpperCamelCase__ )} seconds''' )
							print(F'''>      atbash(): {timeit("atbash(printable)"  ,				setup=UpperCamelCase__ )} seconds''' )


if __name__ == "__main__":
					for example in ("ABCDEFGH", "123GGjj", "testStringtest", "with space"):
										print(F'''{example} encrypted in atbash: {atbash(example)}''')
					benchmark()




