


"""simple docstring"""


import argparse
import os
import re


a_       							=    "src/transformers"

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






def      a__ (				__lowercase   )	->	Optional[Any]:
				_A					  =			_re_indent.search(__lowercase   )
				return "" if search is None else search.groups()[0]






def      a__ (				__lowercase     ,			__lowercase=""     ,			__lowercase=None     ,			__lowercase=None   )	->	Optional[int]:
				_A					  =			0
				_A					  =			code.split("\n"   )
				if start_prompt is not None:
								while not lines[index].startswith(__lowercase   ):
												index += 1
								_A					  =			["\n".join(lines[:index]   )]
				else:
								_A					  =			[]

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

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

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

				return blocks






def      a__ (				__lowercase   )	->	Union[str, Any]:

				def _inner(__lowercase   ):
								return key(__lowercase   ).lower().replace("_"     ,			""   )

				return _inner






def      a__ (				__lowercase     ,			__lowercase=None   )	->	Dict:

				# If no key is provided, we use a noop.
				def noop(__lowercase   ):
								return x

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

				_A					  =			ignore_underscore(__lowercase   )
				return sorted(__lowercase     ,			key=__lowercase   ) + sorted(__lowercase     ,			key=__lowercase   ) + sorted(__lowercase     ,			key=__lowercase   )






def      a__ (				__lowercase   )	->	List[str]:

				# This inner function sort imports between [ ].
				def _replace(__lowercase   ):
								_A					  =			match.groups()[0]
								if "," not in imports:
												return f"""[{imports}]"""
								_A					  =			[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:
												_A					  =			keys[:-1]
								return "[" + ", ".join([f"""\"{k}\"""" for k in sort_objects(__lowercase   )]   ) + "]"

				_A					  =			import_statement.split("\n"   )
				if len(__lowercase   ) > 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.
								_A					  =			2 if lines[1].strip() == "[" else 1
								_A					  =			[(i, _re_strip_line.search(__lowercase   ).groups()[0]) for i, line in enumerate(lines[idx:-idx]   )]
								_A					  =			sort_objects(__lowercase     ,			key=lambda __lowercase   : x[1]   )
								_A					  =			[lines[x[0] + idx] for x in sorted_indices]
								return "\n".join(lines[:idx] + sorted_lines + lines[-idx:]   )
				elif len(__lowercase   ) == 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:
												_A					  =			_re_bracket_content.sub(_replace     ,			lines[1]   )
								else:
												_A					  =			[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:
																_A					  =			keys[:-1]
												_A					  =			get_indent(lines[1]   ) + ", ".join([f"""\"{k}\"""" for k in sort_objects(__lowercase   )]   )
								return "\n".join(__lowercase   )
				else:
								# Finally we have to deal with imports fitting on one line
								_A					  =			_re_bracket_content.sub(_replace     ,			__lowercase   )
								return import_statement






def      a__ (				__lowercase     ,			__lowercase=True   )	->	Tuple:
				with open(__lowercase     ,			encoding="utf-8"   ) as f:
								_A					  =			f.read()

				if "_import_structure" not in code:
								return

				# Blocks of indent level 0
				_A					  =			split_code_in_indented_blocks(
				    __lowercase     ,			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(__lowercase   ) - 1   ):
								# Check if the block contains some `_import_structure`s thingy to sort.
								_A					  =			main_blocks[block_idx]
								_A					  =			block.split("\n"   )

								# Get to the start of the imports.
								_A					  =			0
								while line_idx < len(__lowercase   ) and "_import_structure" not in block_lines[line_idx]:
												# Skip dummy import blocks
												if "import dummy" in block_lines[line_idx]:
																_A					  =			len(__lowercase   )
												else:
																line_idx += 1
								if line_idx >= len(__lowercase   ):
												continue

								# Ignore beginning and last line: they don't contain anything.
								_A					  =			"\n".join(block_lines[line_idx:-1]   )
								_A					  =			get_indent(block_lines[1]   )
								# Slit the internal block into blocks of indent level 1.
								_A					  =			split_code_in_indented_blocks(__lowercase     ,			indent_level=__lowercase   )
								# We have two categories of import key: list or _import_structure[key].append/extend
								_A					  =			_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.
								_A					  =			[(pattern.search(__lowercase   ).groups()[0] if pattern.search(__lowercase   ) is not None else None) for b in internal_blocks]
								# We only sort the lines with a key.
								_A					  =			[(i, key) for i, key in enumerate(__lowercase   ) if key is not None]
								_A					  =			[x[0] for x in sorted(__lowercase     ,			key=lambda __lowercase   : x[1]   )]

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

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

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






def      a__ (				__lowercase=True   )	->	Tuple:
				_A					  =			[]
				for root, _, files in os.walk(__lowercase   ):
								if "__init__.py" in files:
												_A					  =			sort_imports(os.path.join(__lowercase     ,			"__init__.py"   )     ,			check_only=__lowercase   )
												if result:
																_A					  =			[os.path.join(__lowercase     ,			"__init__.py"   )]
				if len(__lowercase   ) > 0:
								raise ValueError(f"""Would overwrite {len(__lowercase   )} files, run `make style`."""   )


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

		sort_imports_in_all_inits(check_only=args.check_only)



"""simple docstring"""


import unittest

from transformers import load_tool

from .test_tools_common import ToolTesterMixin
class snake_case      (  unittest.TestCase     ,				_UpperCamelCase):







		def  a_ (					self      :       Optional[Any]		)       ->						List[str]:





						'''simple docstring'''







						_A					  =			load_tool("text-classification"		)
						self.tool.setup()
						_A					  =			load_tool("text-classification"    ,   remote=a__		)







		def  a_ (					self      :       Optional[int]		)       ->						Dict:





						'''simple docstring'''







						_A					  =			self.tool("That's quite cool"    ,   ["positive", "negative"]		)
						self.assertEqual(a__    ,   "positive"		)







		def  a_ (					self      :       Optional[Any]		)       ->						Dict:





						'''simple docstring'''







						_A					  =			self.remote_tool("That's quite cool"    ,   ["positive", "negative"]		)
						self.assertEqual(a__    ,   "positive"		)







		def  a_ (					self      :       Dict		)       ->						Optional[int]:





						'''simple docstring'''







						_A					  =			self.tool(text="That's quite cool"    ,   labels=["positive", "negative"]		)
						self.assertEqual(a__    ,   "positive"		)







		def  a_ (					self      :       Dict		)       ->						Any:





						'''simple docstring'''







						_A					  =			self.remote_tool(text="That's quite cool"    ,   labels=["positive", "negative"]		)
						self.assertEqual(a__    ,   "positive"		)