






'''simple docstring'''




import argparse
import os
import re


lowerCAmelCase__          =						'src/transformers'

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







def       __UpperCAmelCase						(  lowerCamelCase_)							->     Any:
		UpperCamelCase__				:					List[Any]					=					_re_indent.search(lowerCamelCase_)
		return "" if search is None else search.groups()[0]







def       __UpperCAmelCase						(  lowerCamelCase_     ,      lowerCamelCase_=""     ,      lowerCamelCase_=None     ,      lowerCamelCase_=None)							->     Tuple:
		UpperCamelCase__				:					List[str]					=					0
		UpperCamelCase__				:					Dict					=					code.split('\n')
		if start_prompt is not None:
				while not lines[index].startswith(lowerCamelCase_):
						index += 1
				UpperCamelCase__				:					Any					=					['\n'.join(lines[:index])]
		else:
				UpperCamelCase__				:					Any					=					[]

		# We split into blocks until we get to the `end_prompt` (or the end of the block).
		UpperCamelCase__				:					List[str]					=					[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:
										UpperCamelCase__				:					Optional[int]					=					[lines[index + 1]]
										index += 1
								else:
										UpperCamelCase__				:					int					=					[]
						else:
								blocks.append('\n'.join(lowerCamelCase_))
								UpperCamelCase__				:					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       __UpperCAmelCase						(  lowerCamelCase_)							->     Dict:

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

		return _inner







def       __UpperCAmelCase						(  lowerCamelCase_     ,      lowerCamelCase_=None)							->     Optional[int]:

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

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

		UpperCamelCase__				:					List[Any]					=					ignore_underscore(lowerCamelCase_)
		return sorted(lowerCamelCase_     ,      key=lowerCamelCase_) + sorted(lowerCamelCase_     ,      key=lowerCamelCase_) + sorted(lowerCamelCase_     ,      key=lowerCamelCase_)







def       __UpperCAmelCase						(  lowerCamelCase_)							->     List[str]:

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

		UpperCamelCase__				:					Dict					=					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.
				UpperCamelCase__				:					Tuple					=					2 if lines[1].strip() == '[' else 1
				UpperCamelCase__				:					str					=					[(i, _re_strip_line.search(lowerCamelCase_).groups()[0]) for i, line in enumerate(lines[idx:-idx])]
				UpperCamelCase__				:					Union[str, Any]					=					sort_objects(lowerCamelCase_     ,      key=lambda lowerCamelCase_: x[1])
				UpperCamelCase__				:					Dict					=					[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:
						UpperCamelCase__				:					Optional[Any]					=					_re_bracket_content.sub(_replace     ,      lines[1])
				else:
						UpperCamelCase__				:					Tuple					=					[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:
								UpperCamelCase__				:					List[str]					=					keys[:-1]
						UpperCamelCase__				:					Dict					=					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
				UpperCamelCase__				:					Dict					=					_re_bracket_content.sub(_replace     ,      lowerCamelCase_)
				return import_statement







def       __UpperCAmelCase						(  lowerCamelCase_     ,      lowerCamelCase_=True)							->     Dict:
		with open(lowerCamelCase_     ,      encoding='utf-8') as f:
				UpperCamelCase__				:					str					=					f.read()

		if "_import_structure" not in code:
				return

		# Blocks of indent level 0
		UpperCamelCase__				:					Tuple					=					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.
				UpperCamelCase__				:					int					=					main_blocks[block_idx]
				UpperCamelCase__				:					str					=					block.split('\n')

				# Get to the start of the imports.
				UpperCamelCase__				:					Optional[Any]					=					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]:
								UpperCamelCase__				:					str					=					len(lowerCamelCase_)
						else:
								line_idx += 1
				if line_idx >= len(lowerCamelCase_):
						continue

				# Ignore beginning and last line: they don't contain anything.
				UpperCamelCase__				:					Dict					=					'\n'.join(block_lines[line_idx:-1])
				UpperCamelCase__				:					List[Any]					=					get_indent(block_lines[1])
				# Slit the internal block into blocks of indent level 1.
				UpperCamelCase__				:					Any					=					split_code_in_indented_blocks(lowerCamelCase_     ,      indent_level=lowerCamelCase_)
				# We have two categories of import key: list or _import_structure[key].append/extend
				UpperCamelCase__				:					List[Any]					=					_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.
				UpperCamelCase__				:					Tuple					=					[(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.
				UpperCamelCase__				:					Union[str, Any]					=					[(i, key) for i, key in enumerate(lowerCamelCase_) if key is not None]
				UpperCamelCase__				:					int					=					[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.
				UpperCamelCase__				:					Any					=					0
				UpperCamelCase__				:					Optional[Any]					=					[]
				for i in range(len(lowerCamelCase_)):
						if keys[i] is None:
								reorderded_blocks.append(internal_blocks[i])
						else:
								UpperCamelCase__				:					List[str]					=					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.
				UpperCamelCase__				:					Union[str, Any]					=					'\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       __UpperCAmelCase						(  lowerCamelCase_=True)							->     int:
		UpperCamelCase__				:					Union[str, Any]					=					[]
		for root, _, files in os.walk(lowerCamelCase_):
				if "__init__.py" in files:
						UpperCamelCase__				:					Any					=					sort_imports(os.path.join(lowerCamelCase_     ,      '__init__.py')     ,      check_only=lowerCamelCase_)
						if result:
								UpperCamelCase__				:					Tuple					=					[os.path.join(lowerCamelCase_     ,      '__init__.py')]
		if len(lowerCamelCase_) > 0:
				raise ValueError(f'Would overwrite {len(lowerCamelCase_)} files, run `make style`.')


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

		sort_imports_in_all_inits(check_only=args.check_only)












'''simple docstring'''




import json
import os
import shutil
import tempfile
import unittest

import numpy as np
import pytest

from transformers import CLIPTokenizer, CLIPTokenizerFast
from transformers.models.clip.tokenization_clip import VOCAB_FILES_NAMES
from transformers.testing_utils import require_vision
from transformers.utils import IMAGE_PROCESSOR_NAME, is_vision_available


if is_vision_available():
		from PIL import Image

		from transformers import CLIPImageProcessor, CLIPProcessor







@require_vision
class       __lowercase					(unittest.TestCase    ):

	def      __UpperCamelCase							(      self   :						List[Any]):
			UpperCamelCase__				:					int					=					tempfile.mkdtemp()

			# fmt: off
			UpperCamelCase__				:					Union[str, Any]					=					['l', 'o', 'w', 'e', 'r', 's', 't', 'i', 'd', 'n', 'lo', 'l</w>', 'w</w>', 'r</w>', 't</w>', 'low</w>', 'er</w>', 'lowest</w>', 'newer</w>', 'wider', '<unk>', '<|startoftext|>', '<|endoftext|>']
			# fmt: on
			UpperCamelCase__				:					Dict					=					dict(zip(UpperCAmelCase_  ,					range(len(UpperCAmelCase_))))
			UpperCamelCase__				:					Optional[Any]					=					['#version: 0.2', 'l o', 'lo w</w>', 'e r</w>', '']
			UpperCamelCase__				:					Union[str, Any]					=					{'unk_token': '<unk>'}

			UpperCamelCase__				:					Union[str, Any]					=					os.path.join(self.tmpdirname  ,					VOCAB_FILES_NAMES['vocab_file'])
			UpperCamelCase__				:					Optional[Any]					=					os.path.join(self.tmpdirname  ,					VOCAB_FILES_NAMES['merges_file'])
			with open(self.vocab_file  ,					'w'  ,					encoding='utf-8') as fp:
					fp.write(json.dumps(UpperCAmelCase_) + '\n')
			with open(self.merges_file  ,					'w'  ,					encoding='utf-8') as fp:
					fp.write('\n'.join(UpperCAmelCase_))

			UpperCamelCase__				:					Dict					=					{
			    'do_resize': True,
			    'size': 20,
			    'do_center_crop': True,
			    'crop_size': 18,
			    'do_normalize': True,
			    'image_mean': [0.48_14_54_66, 0.4_57_82_75, 0.40_82_10_73],
			    'image_std': [0.26_86_29_54, 0.26_13_02_58, 0.27_57_77_11],
			}
			UpperCamelCase__				:					Any					=					os.path.join(self.tmpdirname  ,					UpperCAmelCase_)
			with open(self.image_processor_file  ,					'w'  ,					encoding='utf-8') as fp:
					json.dump(UpperCAmelCase_  ,					UpperCAmelCase_)

	def      __UpperCamelCase							(      self   :						Dict  ,					**UpperCAmelCase_   :						Union[str, Any]):
			return CLIPTokenizer.from_pretrained(self.tmpdirname  ,					**UpperCAmelCase_)

	def      __UpperCamelCase							(      self   :						Optional[int]  ,					**UpperCAmelCase_   :						str):
			return CLIPTokenizerFast.from_pretrained(self.tmpdirname  ,					**UpperCAmelCase_)

	def      __UpperCamelCase							(      self   :						Optional[Any]  ,					**UpperCAmelCase_   :						Union[str, Any]):
			return CLIPImageProcessor.from_pretrained(self.tmpdirname  ,					**UpperCAmelCase_)

	def      __UpperCamelCase							(      self   :						str):
			shutil.rmtree(self.tmpdirname)

	def      __UpperCamelCase							(      self   :						Tuple):
			UpperCamelCase__				:					List[str]					=					[np.random.randint(255  ,					size=(3, 30, 400)  ,					dtype=np.uinta)]

			UpperCamelCase__				:					List[str]					=					[Image.fromarray(np.moveaxis(UpperCAmelCase_  ,					0  ,					-1)) for x in image_inputs]

			return image_inputs

	def      __UpperCamelCase							(      self   :						Dict):
			UpperCamelCase__				:					Union[str, Any]					=					self.get_tokenizer()
			UpperCamelCase__				:					Optional[Any]					=					self.get_rust_tokenizer()
			UpperCamelCase__				:					Any					=					self.get_image_processor()

			UpperCamelCase__				:					str					=					CLIPProcessor(tokenizer=UpperCAmelCase_  ,					image_processor=UpperCAmelCase_)
			processor_slow.save_pretrained(self.tmpdirname)
			UpperCamelCase__				:					Any					=					CLIPProcessor.from_pretrained(self.tmpdirname  ,					use_fast=UpperCAmelCase_)

			UpperCamelCase__				:					str					=					CLIPProcessor(tokenizer=UpperCAmelCase_  ,					image_processor=UpperCAmelCase_)
			processor_fast.save_pretrained(self.tmpdirname)
			UpperCamelCase__				:					Optional[int]					=					CLIPProcessor.from_pretrained(self.tmpdirname)

			self.assertEqual(processor_slow.tokenizer.get_vocab()  ,					tokenizer_slow.get_vocab())
			self.assertEqual(processor_fast.tokenizer.get_vocab()  ,					tokenizer_fast.get_vocab())
			self.assertEqual(tokenizer_slow.get_vocab()  ,					tokenizer_fast.get_vocab())
			self.assertIsInstance(processor_slow.tokenizer  ,					UpperCAmelCase_)
			self.assertIsInstance(processor_fast.tokenizer  ,					UpperCAmelCase_)

			self.assertEqual(processor_slow.image_processor.to_json_string()  ,					image_processor.to_json_string())
			self.assertEqual(processor_fast.image_processor.to_json_string()  ,					image_processor.to_json_string())
			self.assertIsInstance(processor_slow.image_processor  ,					UpperCAmelCase_)
			self.assertIsInstance(processor_fast.image_processor  ,					UpperCAmelCase_)

	def      __UpperCamelCase							(      self   :						List[str]):
			UpperCamelCase__				:					Union[str, Any]					=					CLIPProcessor(tokenizer=self.get_tokenizer()  ,					image_processor=self.get_image_processor())
			processor.save_pretrained(self.tmpdirname)

			UpperCamelCase__				:					List[str]					=					self.get_tokenizer(bos_token='(BOS)'  ,					eos_token='(EOS)')
			UpperCamelCase__				:					Tuple					=					self.get_image_processor(do_normalize=UpperCAmelCase_  ,					padding_value=1.0)

			UpperCamelCase__				:					Dict					=					CLIPProcessor.from_pretrained(
			    self.tmpdirname  ,					bos_token='(BOS)'  ,					eos_token='(EOS)'  ,					do_normalize=UpperCAmelCase_  ,					padding_value=1.0)

			self.assertEqual(processor.tokenizer.get_vocab()  ,					tokenizer_add_kwargs.get_vocab())
			self.assertIsInstance(processor.tokenizer  ,					UpperCAmelCase_)

			self.assertEqual(processor.image_processor.to_json_string()  ,					image_processor_add_kwargs.to_json_string())
			self.assertIsInstance(processor.image_processor  ,					UpperCAmelCase_)

	def      __UpperCamelCase							(      self   :						Dict):
			UpperCamelCase__				:					Optional[Any]					=					self.get_image_processor()
			UpperCamelCase__				:					int					=					self.get_tokenizer()

			UpperCamelCase__				:					List[Any]					=					CLIPProcessor(tokenizer=UpperCAmelCase_  ,					image_processor=UpperCAmelCase_)

			UpperCamelCase__				:					int					=					self.prepare_image_inputs()

			UpperCamelCase__				:					int					=					image_processor(UpperCAmelCase_  ,					return_tensors='np')
			UpperCamelCase__				:					Optional[int]					=					processor(images=UpperCAmelCase_  ,					return_tensors='np')

			for key in input_image_proc.keys():
					self.assertAlmostEqual(input_image_proc[key].sum()  ,					input_processor[key].sum()  ,					delta=1e-2)

	def      __UpperCamelCase							(      self   :						Dict):
			UpperCamelCase__				:					Optional[Any]					=					self.get_image_processor()
			UpperCamelCase__				:					Dict					=					self.get_tokenizer()

			UpperCamelCase__				:					List[Any]					=					CLIPProcessor(tokenizer=UpperCAmelCase_  ,					image_processor=UpperCAmelCase_)

			UpperCamelCase__				:					Any					=					'lower newer'

			UpperCamelCase__				:					Union[str, Any]					=					processor(text=UpperCAmelCase_)

			UpperCamelCase__				:					Optional[Any]					=					tokenizer(UpperCAmelCase_)

			for key in encoded_tok.keys():
					self.assertListEqual(encoded_tok[key]  ,					encoded_processor[key])

	def      __UpperCamelCase							(      self   :						int):
			UpperCamelCase__				:					Optional[int]					=					self.get_image_processor()
			UpperCamelCase__				:					List[str]					=					self.get_tokenizer()

			UpperCamelCase__				:					List[Any]					=					CLIPProcessor(tokenizer=UpperCAmelCase_  ,					image_processor=UpperCAmelCase_)

			UpperCamelCase__				:					Optional[Any]					=					'lower newer'
			UpperCamelCase__				:					List[Any]					=					self.prepare_image_inputs()

			UpperCamelCase__				:					str					=					processor(text=UpperCAmelCase_  ,					images=UpperCAmelCase_)

			self.assertListEqual(list(inputs.keys())  ,					['input_ids', 'attention_mask', 'pixel_values'])

			# test if it raises when no input is passed
			with pytest.raises(UpperCAmelCase_):
					processor()

	def      __UpperCamelCase							(      self   :						Dict):
			UpperCamelCase__				:					Any					=					self.get_image_processor()
			UpperCamelCase__				:					Dict					=					self.get_tokenizer()

			UpperCamelCase__				:					Optional[Any]					=					CLIPProcessor(tokenizer=UpperCAmelCase_  ,					image_processor=UpperCAmelCase_)

			UpperCamelCase__				:					Optional[Any]					=					[[1, 4, 5, 8, 1, 0, 8], [3, 4, 3, 1, 1, 8, 9]]

			UpperCamelCase__				:					List[Any]					=					processor.batch_decode(UpperCAmelCase_)
			UpperCamelCase__				:					Optional[int]					=					tokenizer.batch_decode(UpperCAmelCase_)

			self.assertListEqual(UpperCAmelCase_  ,					UpperCAmelCase_)





	def      __UpperCamelCase							(      self   :						str):
			UpperCamelCase__				:					Union[str, Any]					=					self.get_image_processor()
			UpperCamelCase__				:					List[str]					=					self.get_tokenizer()

			UpperCamelCase__				:					Optional[Any]					=					CLIPProcessor(tokenizer=UpperCAmelCase_  ,					image_processor=UpperCAmelCase_)

			UpperCamelCase__				:					List[Any]					=					'lower newer'
			UpperCamelCase__				:					Optional[int]					=					self.prepare_image_inputs()

			UpperCamelCase__				:					List[str]					=					processor(text=UpperCAmelCase_  ,					images=UpperCAmelCase_)

			self.assertListEqual(list(inputs.keys())  ,					processor.model_input_names)




