"""simple docstring"""





import argparse
import os
import re


_UpperCamelCase   :						Any      =    "src/transformers"

# Pattern that looks at the indentation in a line.
_UpperCamelCase   :						List[Any]      =    re.compile(r"^(\s*)\S")
# Pattern that matches `"key":" and puts `key` in group 0.
_UpperCamelCase   :						List[str]      =    re.compile(r"^\s*\"([^\"]+)\":")
# Pattern that matches `_import_structure["key"]` and puts `key` in group 0.
_UpperCamelCase   :						Dict      =    re.compile(r"^\s*_import_structure\[\"([^\"]+)\"\]")
# Pattern that matches `"key",` and puts `key` in group 0.
_UpperCamelCase   :						Any      =    re.compile(r"^\s*\"([^\"]+)\",\s*$")
# Pattern that matches any `[stuff]` and puts `stuff` in group 0.
_UpperCamelCase   :						Union[str, Any]      =    re.compile(r"\[([^\]]+)\]")





def 				a_     (      _lowerCAmelCase  : List[str]     ):





       '''simple docstring'''

       lowercase__			:		int       =	_re_indent.search(_lowerCAmelCase     )
       return "" if search is None else search.groups()[0]





def 				a_     (      _lowerCAmelCase  : Tuple   , _lowerCAmelCase  : List[str]=""   , _lowerCAmelCase  : List[str]=None   , _lowerCAmelCase  : Dict=None     ):





       '''simple docstring'''

       lowercase__			:		str       =	0
       lowercase__			:		Union[str, Any]       =	code.split('\n'     )
       if start_prompt is not None:
              while not lines[index].startswith(_lowerCAmelCase     ):
                     index += 1
              lowercase__			:		Tuple       =	["""\n""".join(lines[:index]     )]
       else:
              lowercase__			:		List[str]       =	[]

       # We split into blocks until we get to the `end_prompt` (or the end of the block).
       lowercase__			:		Optional[int]       =	[lines[index]]
       index += 1
       while index < len(_lowerCAmelCase     ) and (end_prompt is None or not lines[index].startswith(_lowerCAmelCase     )):
              if len(lines[index]     ) > 0 and get_indent(lines[index]     ) == indent_level:
                     if len(_lowerCAmelCase     ) > 0 and get_indent(current_block[-1]     ).startswith(indent_level + ' '     ):
                            current_block.append(lines[index]     )
                            blocks.append('\n'.join(_lowerCAmelCase     )     )
                            if index < len(_lowerCAmelCase     ) - 1:
                                   lowercase__			:		str       =	[lines[index + 1]]
                                   index += 1
                            else:
                                   lowercase__			:		int       =	[]
                     else:
                            blocks.append('\n'.join(_lowerCAmelCase     )     )
                            lowercase__			:		Optional[Any]       =	[lines[index]]
              else:
                     current_block.append(lines[index]     )
              index += 1

       # Adds current block if it's nonempty.
       if len(_lowerCAmelCase     ) > 0:
              blocks.append('\n'.join(_lowerCAmelCase     )     )

       # Add final block after end_prompt if provided.
       if end_prompt is not None and index < len(_lowerCAmelCase     ):
              blocks.append('\n'.join(lines[index:]     )     )

       return blocks





def 				a_     (      _lowerCAmelCase  : str     ):





       '''simple docstring'''

       def _inner(_lowerCAmelCase  : Dict     ):
              return key(_lowerCAmelCase     ).lower().replace('_'   , ''     )

       return _inner





def 				a_     (      _lowerCAmelCase  : Dict   , _lowerCAmelCase  : Union[str, Any]=None     ):





       '''simple docstring'''

       def noop(_lowerCAmelCase  : List[Any]     ):
              return x

       if key is None:
              lowercase__			:		Optional[int]       =	noop
       # Constants are all uppercase, they go first.
       lowercase__			:		Optional[int]       =	[obj for obj in objects if key(_lowerCAmelCase     ).isupper()]
       # Classes are not all uppercase but start with a capital, they go second.
       lowercase__			:		int       =	[obj for obj in objects if key(_lowerCAmelCase     )[0].isupper() and not key(_lowerCAmelCase     ).isupper()]
       # Functions begin with a lowercase, they go last.
       lowercase__			:		str       =	[obj for obj in objects if not key(_lowerCAmelCase     )[0].isupper()]

       lowercase__			:		List[str]       =	ignore_underscore(_lowerCAmelCase     )
       return sorted(_lowerCAmelCase   , key=_lowerCAmelCase     ) + sorted(_lowerCAmelCase   , key=_lowerCAmelCase     ) + sorted(_lowerCAmelCase   , key=_lowerCAmelCase     )





def 				a_     (      _lowerCAmelCase  : List[str]     ):





       '''simple docstring'''

       def _replace(_lowerCAmelCase  : Union[str, Any]     ):
              lowercase__			:		Union[str, Any]       =	match.groups()[0]
              if "," not in imports:
                     return f"""[{imports}]"""
              lowercase__			:		int       =	[part.strip().replace('\"'   , ''     ) for part in imports.split(','     )]
              # We will have a final empty element if the line finished with a comma.
              if len(keys[-1]     ) == 0:
                     lowercase__			:		List[str]       =	keys[:-1]
              return "[" + ", ".join([f"""\"{k}\"""" for k in sort_objects(_lowerCAmelCase     )]     ) + "]"

       lowercase__			:		str       =	import_statement.split('\n'     )
       if len(_lowerCAmelCase     ) > 3:
              # Here we have to sort internal imports that are on several lines (one per name):
              # key: [
              #     "object1",
              #     "object2",
              #     ...
              # ]

              # We may have to ignore one or two lines on each side.
              lowercase__			:		Dict       =	2 if lines[1].strip() == """[""" else 1
              lowercase__			:		str       =	[(i, _re_strip_line.search(_lowerCAmelCase     ).groups()[0]) for i, line in enumerate(lines[idx:-idx]     )]
              lowercase__			:		str       =	sort_objects(_lowerCAmelCase   , key=lambda _lowerCAmelCase     : x[1]     )
              lowercase__			:		Union[str, Any]       =	[lines[x[0] + idx] for x in sorted_indices]
              return "\n".join(lines[:idx] + sorted_lines + lines[-idx:]     )
       elif len(_lowerCAmelCase     ) == 3:
              # Here we have to sort internal imports that are on one separate line:
              # key: [
              #     "object1", "object2", ...
              # ]
              if _re_bracket_content.search(lines[1]     ) is not None:
                     lowercase__			:		Union[str, Any]       =	_re_bracket_content.sub(_replace   , lines[1]     )
              else:
                     lowercase__			:		List[Any]       =	[part.strip().replace('\"'   , ''     ) for part in lines[1].split(','     )]
                     # We will have a final empty element if the line finished with a comma.
                     if len(keys[-1]     ) == 0:
                            lowercase__			:		List[str]       =	keys[:-1]
                     lowercase__			:		int       =	get_indent(lines[1]     ) + """, """.join([f"""\"{k}\"""" for k in sort_objects(_lowerCAmelCase     )]     )
              return "\n".join(_lowerCAmelCase     )
       else:
              # Finally we have to deal with imports fitting on one line
              lowercase__			:		Optional[Any]       =	_re_bracket_content.sub(_replace   , _lowerCAmelCase     )
              return import_statement





def 				a_     (      _lowerCAmelCase  : int   , _lowerCAmelCase  : Optional[int]=True     ):





       '''simple docstring'''

       with open(_lowerCAmelCase   , encoding='utf-8'     ) as f:
              lowercase__			:		Optional[int]       =	f.read()

       if "_import_structure" not in code:
              return

       # Blocks of indent level 0
       lowercase__			:		Optional[int]       =	split_code_in_indented_blocks(
           _lowerCAmelCase   , start_prompt='_import_structure = {'   , end_prompt='if TYPE_CHECKING:'     )

       # We ignore block 0 (everything untils start_prompt) and the last block (everything after end_prompt).
       for block_idx in range(1   , len(_lowerCAmelCase     ) - 1     ):
              # Check if the block contains some `_import_structure`s thingy to sort.
              lowercase__			:		Optional[Any]       =	main_blocks[block_idx]
              lowercase__			:		Dict       =	block.split('\n'     )

              # Get to the start of the imports.
              lowercase__			:		Dict       =	0
              while line_idx < len(_lowerCAmelCase     ) and "_import_structure" not in block_lines[line_idx]:
                     # Skip dummy import blocks
                     if "import dummy" in block_lines[line_idx]:
                            lowercase__			:		Union[str, Any]       =	len(_lowerCAmelCase     )
                     else:
                            line_idx += 1
              if line_idx >= len(_lowerCAmelCase     ):
                     continue

              # Ignore beginning and last line: they don't contain anything.
              lowercase__			:		List[str]       =	"""\n""".join(block_lines[line_idx:-1]     )
              lowercase__			:		str       =	get_indent(block_lines[1]     )
              # Slit the internal block into blocks of indent level 1.
              lowercase__			:		Optional[int]       =	split_code_in_indented_blocks(_lowerCAmelCase   , indent_level=_lowerCAmelCase     )
              # We have two categories of import key: list or _import_structure[key].append/extend
              lowercase__			:		Tuple       =	_re_direct_key if """_import_structure = {""" in block_lines[0] else _re_indirect_key
              # Grab the keys, but there is a trap: some lines are empty or just comments.
              lowercase__			:		Optional[Any]       =	[(pattern.search(_lowerCAmelCase     ).groups()[0] if pattern.search(_lowerCAmelCase     ) is not None else None) for b in internal_blocks]
              # We only sort the lines with a key.
              lowercase__			:		Dict       =	[(i, key) for i, key in enumerate(_lowerCAmelCase     ) if key is not None]
              lowercase__			:		Union[str, Any]       =	[x[0] for x in sorted(_lowerCAmelCase   , key=lambda _lowerCAmelCase     : x[1]     )]

              # We reorder the blocks by leaving empty lines/comments as they were and reorder the rest.
              lowercase__			:		List[Any]       =	0
              lowercase__			:		Optional[Any]       =	[]
              for i in range(len(_lowerCAmelCase     )     ):
                     if keys[i] is None:
                            reorderded_blocks.append(internal_blocks[i]     )
                     else:
                            lowercase__			:		Optional[Any]       =	sort_objects_in_import(internal_blocks[sorted_indices[count]]     )
                            reorderded_blocks.append(_lowerCAmelCase     )
                            count += 1

        # And we put our main block back together with its first and last line.
              lowercase__			:		Dict       =	"""\n""".join(block_lines[:line_idx] + reorderded_blocks + [block_lines[-1]]     )

       if code != "\n".join(_lowerCAmelCase     ):
              if check_only:
                     return True
              else:
                     print(f"""Overwriting {file}."""     )
                     with open(_lowerCAmelCase   , 'w'   , encoding='utf-8'     ) as f:
                            f.write('\n'.join(_lowerCAmelCase     )     )





def 				a_     (      _lowerCAmelCase  : List[Any]=True     ):





       '''simple docstring'''

       lowercase__			:		str       =	[]
       for root, _, files in os.walk(_lowerCAmelCase     ):
              if "__init__.py" in files:
                     lowercase__			:		Union[str, Any]       =	sort_imports(os.path.join(_lowerCAmelCase   , '__init__.py'     )   , check_only=_lowerCAmelCase     )
                     if result:
                            lowercase__			:		Union[str, Any]       =	[os.path.join(_lowerCAmelCase   , '__init__.py'     )]
       if len(_lowerCAmelCase     ) > 0:
              raise ValueError(f"""Would overwrite {len(_lowerCAmelCase     )} files, run `make style`."""     )


if __name__ == "__main__":
       _UpperCamelCase   :						Optional[int]      =    argparse.ArgumentParser()
       parser.add_argument("--check_only", action="store_true", help="Whether to only check or fix style.")
       _UpperCamelCase   :						int      =    parser.parse_args()

       sort_imports_in_all_inits(check_only=args.check_only)






'''simple docstring'''





import logging
from dataclasses import dataclass, field
from pathlib import Path
from typing import Optional, Union

from .generation.configuration_utils import GenerationConfig
from .training_args import TrainingArguments
from .utils import add_start_docstrings


__a          =		logging.getLogger(__name__)







@dataclass
@add_start_docstrings(TrainingArguments.__doc__	)
class     UpperCAmelCase_       (       _a	):
    """simple docstring"""







    lowercase					=		field(default=_a		,		metadata={"help": "Whether to use SortishSampler or not."}	)
    lowercase					=		field(
        default=_a		,		metadata={"help": "Whether to use generate to calculate generative metrics (ROUGE, BLEU)."}	)
    lowercase					=		field(
        default=_a		,		metadata={
            "help": (
                "The `max_length` to use on each evaluation loop when `predict_with_generate=True`. Will default "
                "to the `max_length` value of the model configuration."
            )
        }		,		)
    lowercase					=		field(
        default=_a		,		metadata={
            "help": (
                "The `num_beams` to use on each evaluation loop when `predict_with_generate=True`. Will default "
                "to the `num_beams` value of the model configuration."
            )
        }		,		)
    lowercase					=		field(
        default=_a		,		metadata={
            "help": "Model id, file path or url pointing to a GenerationConfig json file, to use during prediction."
        }		,		)




    def lowerCamelCase       (    self					:     List[str]						):
          snake_case__  :    int    						=      super().to_dict()
          for k, v in d.items():
                if isinstance(snake_case_ ,     snake_case_						):
                      snake_case__  :    Optional[int]    						=      v.to_dict()
          return d
