
'''simple docstring'''







import argparse
import os
import re


_lowercase :  int    							=       "src/transformers"

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



						"""simple docstring"""





						lowercase_	:     Any													=       _re_indent.search(__SCREAMING_SNAKE_CASE							)
						return "" if search is None else search.groups()[0]
def 					snake_case_		(				__SCREAMING_SNAKE_CASE					: List[Any]      ,      __SCREAMING_SNAKE_CASE					: Tuple=""      ,      __SCREAMING_SNAKE_CASE					: Optional[Any]=None      ,      __SCREAMING_SNAKE_CASE					: Optional[Any]=None							):



						"""simple docstring"""





						lowercase_	:     Union[str, Any]													=       0
						lowercase_	:     Dict													=       code.split('''\n'''							)
						if start_prompt is not None:
												while not lines[index].startswith(__SCREAMING_SNAKE_CASE							):
																		index += 1
												lowercase_	:     int													=       ['''\n'''.join(lines[:index]							)]
						else:
												lowercase_	:     Optional[Any]													=       []

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

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

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

						return blocks
def 					snake_case_		(				__SCREAMING_SNAKE_CASE					: List[Any]							):



						"""simple docstring"""





						def _inner(__SCREAMING_SNAKE_CASE					: Union[str, Any]							):
												return key(__SCREAMING_SNAKE_CASE							).lower().replace('''_'''      ,      ''''''							)

						return _inner
def 					snake_case_		(				__SCREAMING_SNAKE_CASE					: int      ,      __SCREAMING_SNAKE_CASE					: List[str]=None							):



						"""simple docstring"""





						def noop(__SCREAMING_SNAKE_CASE					: List[str]							):
												return x

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

						lowercase_	:     str													=       ignore_underscore(__SCREAMING_SNAKE_CASE							)
						return sorted(__SCREAMING_SNAKE_CASE      ,      key=__SCREAMING_SNAKE_CASE							) + sorted(__SCREAMING_SNAKE_CASE      ,      key=__SCREAMING_SNAKE_CASE							) + sorted(__SCREAMING_SNAKE_CASE      ,      key=__SCREAMING_SNAKE_CASE							)
def 					snake_case_		(				__SCREAMING_SNAKE_CASE					: List[str]							):



						"""simple docstring"""





						def _replace(__SCREAMING_SNAKE_CASE					: Dict							):
												lowercase_	:     List[str]													=       match.groups()[0]
												if "," not in imports:
																		return F'''[{imports}]'''
												lowercase_	:     Union[str, Any]													=       [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_	:     Dict													=       keys[:-1]
												return "[" + ", ".join([F'''"{k}"''' for k in sort_objects(__SCREAMING_SNAKE_CASE							)]							) + "]"

						lowercase_	:     List[str]													=       import_statement.split('''\n'''							)
						if len(__SCREAMING_SNAKE_CASE							) > 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_	:     int													=       2 if lines[1].strip() == '''[''' else 1
												lowercase_	:     Optional[int]													=       [(i, _re_strip_line.search(__SCREAMING_SNAKE_CASE							).groups()[0]) for i, line in enumerate(lines[idx:-idx]							)]
												lowercase_	:     str													=       sort_objects(__SCREAMING_SNAKE_CASE      ,      key=lambda __SCREAMING_SNAKE_CASE							: x[1]							)
												lowercase_	:     Any													=       [lines[x[0] + idx] for x in sorted_indices]
												return "\n".join(lines[:idx] + sorted_lines + lines[-idx:]							)
						elif len(__SCREAMING_SNAKE_CASE							) == 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_	:     int													=       _re_bracket_content.sub(_replace      ,      lines[1]							)
												else:
																		lowercase_	:     str													=       [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_	:     Optional[int]													=       keys[:-1]
																		lowercase_	:     str													=       get_indent(lines[1]							) + ''', '''.join([F'''"{k}"''' for k in sort_objects(__SCREAMING_SNAKE_CASE							)]							)
												return "\n".join(__SCREAMING_SNAKE_CASE							)
						else:
												# Finally we have to deal with imports fitting on one line
												lowercase_	:     List[str]													=       _re_bracket_content.sub(_replace      ,      __SCREAMING_SNAKE_CASE							)
												return import_statement
def 					snake_case_		(				__SCREAMING_SNAKE_CASE					: Tuple      ,      __SCREAMING_SNAKE_CASE					: Any=True							):



						"""simple docstring"""





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

						if "_import_structure" not in code:
												return

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

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

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

												# We reorder the blocks by leaving empty lines/comments as they were and reorder the rest.
												lowercase_	:     int													=       0
												lowercase_	:     Union[str, Any]													=       []
												for i in range(len(__SCREAMING_SNAKE_CASE							)							):
																		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(__SCREAMING_SNAKE_CASE							)
																								count += 1

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

						if code != "\n".join(__SCREAMING_SNAKE_CASE							):
												if check_only:
																		return True
												else:
																		print(F'''Overwriting {file}.'''							)
																		with open(__SCREAMING_SNAKE_CASE      ,      '''w'''      ,      encoding='''utf-8'''							) as f:
																								f.write('''\n'''.join(__SCREAMING_SNAKE_CASE							)							)
def 					snake_case_		(				__SCREAMING_SNAKE_CASE					: Optional[int]=True							):



						"""simple docstring"""





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


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

							sort_imports_in_all_inits(check_only=args.check_only)





'''simple docstring'''







from pathlib import Path
from typing import List

from transformers import is_torch_available, is_vision_available
from transformers.testing_utils import get_tests_dir, is_tool_test
from transformers.tools.agent_types import AGENT_TYPE_MAPPING, AgentAudio, AgentImage, AgentText


if is_torch_available():
							import torch

if is_vision_available():
							from PIL import Image


_lowercase :  List[str]    							=       ["text", "image", "audio"]
def 					snake_case_		(				__SCREAMING_SNAKE_CASE					: List[str]							):



						"""simple docstring"""





						lowercase_	:     int													=       []

						for input_type in input_types:
												if input_type == "text":
																		inputs.append('''Text input'''							)
												elif input_type == "image":
																		inputs.append(
																		    Image.open(Path(get_tests_dir('''fixtures/tests_samples/COCO'''							)							) / '''000000039769.png'''							).resize((512, 512)							)							)
												elif input_type == "audio":
																		inputs.append(torch.ones(3000							)							)
												elif isinstance(__SCREAMING_SNAKE_CASE      ,      __SCREAMING_SNAKE_CASE							):
																		inputs.append(create_inputs(__SCREAMING_SNAKE_CASE							)							)
												else:
																		raise ValueError(F'''Invalid type requested: {input_type}'''							)

						return inputs
def 					snake_case_		(				__SCREAMING_SNAKE_CASE					: List							):



						"""simple docstring"""





						lowercase_	:     Optional[Any]													=       []

						for output in outputs:
												if isinstance(__SCREAMING_SNAKE_CASE      ,      (str, AgentText)							):
																		output_types.append('''text'''							)
												elif isinstance(__SCREAMING_SNAKE_CASE      ,      (Image.Image, AgentImage)							):
																		output_types.append('''image'''							)
												elif isinstance(__SCREAMING_SNAKE_CASE      ,      (torch.Tensor, AgentAudio)							):
																		output_types.append('''audio'''							)
												else:
																		raise ValueError(F'''Invalid output: {output}'''							)

						return output_types






@is_tool_test
class  lowerCAmelCase__   :






					def 	_snake_case    (   self		):


											"""simple docstring"""





											self.assertTrue(hasattr(self.tool				,							'''inputs'''		)		)
											self.assertTrue(hasattr(self.tool				,							'''outputs'''		)		)

											lowercase_	:     Optional[Any]													=       self.tool.inputs
											for _input in inputs:
																	if isinstance(_input				,							__SCREAMING_SNAKE_CASE		):
																							for __input in _input:
																													self.assertTrue(__input in authorized_types		)
																	else:
																							self.assertTrue(_input in authorized_types		)

											lowercase_	:     int													=       self.tool.outputs
											for _output in outputs:
																	self.assertTrue(_output in authorized_types		)






					def 	_snake_case    (   self		):


											"""simple docstring"""





											lowercase_	:     int													=       create_inputs(self.tool.inputs		)
											lowercase_	:     Tuple													=       self.tool(*__SCREAMING_SNAKE_CASE		)

											# There is a single output
											if len(self.tool.outputs		) == 1:
																	lowercase_	:     Any													=       [outputs]

											self.assertListEqual(output_types(__SCREAMING_SNAKE_CASE		)				,							self.tool.outputs		)






					def 	_snake_case    (   self		):


											"""simple docstring"""





											self.assertTrue(hasattr(self.tool				,							'''description'''		)		)
											self.assertTrue(hasattr(self.tool				,							'''default_checkpoint'''		)		)
											self.assertTrue(self.tool.description.startswith('''This is a tool that'''		)		)






					def 	_snake_case    (   self		):


											"""simple docstring"""





											lowercase_	:     int													=       create_inputs(self.tool.inputs		)
											lowercase_	:     int													=       self.tool(*__SCREAMING_SNAKE_CASE		)

											if not isinstance(__SCREAMING_SNAKE_CASE				,							__SCREAMING_SNAKE_CASE		):
																	lowercase_	:     Optional[Any]													=       [outputs]

											self.assertEqual(len(__SCREAMING_SNAKE_CASE		)				,							len(self.tool.outputs		)		)

											for output, output_type in zip(__SCREAMING_SNAKE_CASE				,							self.tool.outputs		):
																	lowercase_	:     Optional[int]													=       AGENT_TYPE_MAPPING[output_type]
																	self.assertTrue(isinstance(__SCREAMING_SNAKE_CASE				,							__SCREAMING_SNAKE_CASE		)		)






					def 	_snake_case    (   self		):


											"""simple docstring"""





											lowercase_	:     Dict													=       create_inputs(self.tool.inputs		)

											lowercase_	:     int													=       []

											for _input, input_type in zip(__SCREAMING_SNAKE_CASE				,							self.tool.inputs		):
																	if isinstance(__SCREAMING_SNAKE_CASE				,							__SCREAMING_SNAKE_CASE		):
																							_inputs.append([AGENT_TYPE_MAPPING[_input_type](_input		) for _input_type in input_type]		)
																	else:
																							_inputs.append(AGENT_TYPE_MAPPING[input_type](_input		)		)

        # Should not raise an error
											lowercase_	:     Optional[Any]													=       self.tool(*__SCREAMING_SNAKE_CASE		)

											if not isinstance(__SCREAMING_SNAKE_CASE				,							__SCREAMING_SNAKE_CASE		):
																	lowercase_	:     Dict													=       [outputs]

											self.assertEqual(len(__SCREAMING_SNAKE_CASE		)				,							len(self.tool.outputs		)		)



