





'''simple docstring'''







import argparse
import os
import re


lowerCAmelCase_					:    Optional[int]      	=			'src/transformers'

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






def  _lowerCamelCase				( lowercase						:      Union[str, Any]						)	->	Any:
				_a								= _re_indent.search(lowercase						)
				return "" if search is None else search.groups()[0]






def  _lowerCamelCase				( lowercase						:      Dict    ,							lowercase						:      Union[str, Any]=""    ,							lowercase						:      Tuple=None    ,							lowercase						:      List[Any]=None						)	->	str:
				_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  _lowerCamelCase				( lowercase						:      str						)	->	int:

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

				return _inner






def  _lowerCamelCase				( lowercase						:      str    ,							lowercase						:      Tuple=None						)	->	Optional[int]:

				# If no key is provided, we use a noop.
				def noop(lowercase						:      List[str]						):
								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  _lowerCamelCase				( lowercase						:      Union[str, Any]						)	->	str:

				# This inner function sort imports between [ ].
				def _replace(lowercase						:      List[str]						):
								_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  _lowerCamelCase				( lowercase						:      Tuple    ,							lowercase						:      List[Any]=True						)	->	str:
				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  _lowerCamelCase				( lowercase						:      List[str]=True						)	->	List[str]:
				_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__":
					lowerCAmelCase_					:    Optional[Any]      	=			argparse.ArgumentParser()
					parser.add_argument('--check_only', action='store_true', help='Whether to only check or fix style.')
					lowerCAmelCase_					:    List[str]      	=			parser.parse_args()

					sort_imports_in_all_inits(check_only=args.check_only)







'''simple docstring'''







import json
import sys
import tempfile
import unittest
from pathlib import Path

import transformers
from transformers import (
    CONFIG_MAPPING,
    FEATURE_EXTRACTOR_MAPPING,
    AutoConfig,
    AutoFeatureExtractor,
    WavaVecaConfig,
    WavaVecaFeatureExtractor,
)
from transformers.testing_utils import DUMMY_UNKNOWN_IDENTIFIER, get_tests_dir


sys.path.append(str(Path(__file__).parent.parent.parent.parent / 'utils'))

from test_module.custom_configuration import CustomConfig  # noqa E402
from test_module.custom_feature_extraction import CustomFeatureExtractor  # noqa E402


lowerCAmelCase_					:    Any      	=			get_tests_dir('fixtures')
lowerCAmelCase_					:    Union[str, Any]      	=			get_tests_dir('fixtures/dummy_feature_extractor_config.json')
lowerCAmelCase_					:    Dict      	=			get_tests_dir('fixtures/dummy-config.json')
class 				__SCREAMING_SNAKE_CASE  (unittest.TestCase      ):






				"""simple docstring"""







				def   UpperCamelCase__   (  self     :					Optional[int]					):
								_a								= 0




				def   UpperCamelCase__   (  self     :					str					):
								_a								= AutoFeatureExtractor.from_pretrained("facebook/wav2vec2-base-960h"					)
								self.assertIsInstance(__a					,				__a					)




				def   UpperCamelCase__   (  self     :					Tuple					):
								_a								= AutoFeatureExtractor.from_pretrained(__a					)
								self.assertIsInstance(__a					,				__a					)




				def   UpperCamelCase__   (  self     :					List[Any]					):
								with tempfile.TemporaryDirectory() as tmpdirname:
												_a								= WavaVecaConfig()

												# remove feature_extractor_type to make sure config.json alone is enough to load feature processor locally
												_a								= AutoFeatureExtractor.from_pretrained(__a					).to_dict()

												config_dict.pop("feature_extractor_type"					)
												_a								= WavaVecaFeatureExtractor(**__a					)

												# save in new folder
												model_config.save_pretrained(__a					)
												config.save_pretrained(__a					)

												_a								= AutoFeatureExtractor.from_pretrained(__a					)

												# make sure private variable is not incorrectly saved
												_a								= json.loads(config.to_json_string()					)
												self.assertTrue("_processor_class" not in dict_as_saved					)

								self.assertIsInstance(__a					,				__a					)




				def   UpperCamelCase__   (  self     :					Tuple					):
								_a								= AutoFeatureExtractor.from_pretrained(__a					)
								self.assertIsInstance(__a					,				__a					)




				def   UpperCamelCase__   (  self     :					Union[str, Any]					):
								with self.assertRaisesRegex(
								    __a					,				"bert-base is not a local folder and is not a valid model identifier"					):
												_a								= AutoFeatureExtractor.from_pretrained("bert-base"					)




				def   UpperCamelCase__   (  self     :					Optional[Any]					):
								with self.assertRaisesRegex(
								    __a					,				r"aaaaaa is not a valid git identifier \(branch name, tag name or commit id\)"					):
												_a								= AutoFeatureExtractor.from_pretrained(__a					,				revision="aaaaaa"					)




				def   UpperCamelCase__   (  self     :					List[Any]					):
								with self.assertRaisesRegex(
								    __a					,				"hf-internal-testing/config-no-model does not appear to have a file named preprocessor_config.json."					,				):
												_a								= AutoFeatureExtractor.from_pretrained("hf-internal-testing/config-no-model"					)




				def   UpperCamelCase__   (  self     :					List[Any]					):
								# If remote code is not set, we will time out when asking whether to load the model.
								with self.assertRaises(__a					):
												_a								= AutoFeatureExtractor.from_pretrained(
												    "hf-internal-testing/test_dynamic_feature_extractor"					)
								# If remote code is disabled, we can't load this config.
								with self.assertRaises(__a					):
												_a								= AutoFeatureExtractor.from_pretrained(
												    "hf-internal-testing/test_dynamic_feature_extractor"					,				trust_remote_code=__a					)

								_a								= AutoFeatureExtractor.from_pretrained(
								    "hf-internal-testing/test_dynamic_feature_extractor"					,				trust_remote_code=__a					)
								self.assertEqual(feature_extractor.__class__.__name__					,				"NewFeatureExtractor"					)

								# Test feature extractor can be reloaded.
								with tempfile.TemporaryDirectory() as tmp_dir:
												feature_extractor.save_pretrained(__a					)
												_a								= AutoFeatureExtractor.from_pretrained(__a					,				trust_remote_code=__a					)
								self.assertEqual(reloaded_feature_extractor.__class__.__name__					,				"NewFeatureExtractor"					)




				def   UpperCamelCase__   (  self     :					Any					):
								try:
												AutoConfig.register("custom"					,				__a					)
												AutoFeatureExtractor.register(__a					,				__a					)
												# Trying to register something existing in the Transformers library will raise an error
												with self.assertRaises(__a					):
																AutoFeatureExtractor.register(__a					,				__a					)

												# Now that the config is registered, it can be used as any other config with the auto-API
												_a								= CustomFeatureExtractor.from_pretrained(__a					)
												with tempfile.TemporaryDirectory() as tmp_dir:
																feature_extractor.save_pretrained(__a					)
																_a								= AutoFeatureExtractor.from_pretrained(__a					)
																self.assertIsInstance(__a					,				__a					)

								finally:
												if "custom" in CONFIG_MAPPING._extra_content:
																del CONFIG_MAPPING._extra_content["custom"]
												if CustomConfig in FEATURE_EXTRACTOR_MAPPING._extra_content:
																del FEATURE_EXTRACTOR_MAPPING._extra_content[CustomConfig]




				def   UpperCamelCase__   (  self     :					Tuple					):
								class 				__SCREAMING_SNAKE_CASE  (lowerCamelCase_      ):






												"""simple docstring"""







												__a            =True

								try:
												AutoConfig.register("custom"					,				__a					)
												AutoFeatureExtractor.register(__a					,				__a					)
												# If remote code is not set, the default is to use local
												_a								= AutoFeatureExtractor.from_pretrained(
												    "hf-internal-testing/test_dynamic_feature_extractor"					)
												self.assertEqual(feature_extractor.__class__.__name__					,				"NewFeatureExtractor"					)
												self.assertTrue(feature_extractor.is_local					)

												# If remote code is disabled, we load the local one.
												_a								= AutoFeatureExtractor.from_pretrained(
												    "hf-internal-testing/test_dynamic_feature_extractor"					,				trust_remote_code=__a					)
												self.assertEqual(feature_extractor.__class__.__name__					,				"NewFeatureExtractor"					)
												self.assertTrue(feature_extractor.is_local					)

												# If remote is enabled, we load from the Hub
												_a								= AutoFeatureExtractor.from_pretrained(
												    "hf-internal-testing/test_dynamic_feature_extractor"					,				trust_remote_code=__a					)
												self.assertEqual(feature_extractor.__class__.__name__					,				"NewFeatureExtractor"					)
												self.assertTrue(not hasattr(__a					,				"is_local"					)					)

								finally:
												if "custom" in CONFIG_MAPPING._extra_content:
																del CONFIG_MAPPING._extra_content["custom"]
												if CustomConfig in FEATURE_EXTRACTOR_MAPPING._extra_content:
																del FEATURE_EXTRACTOR_MAPPING._extra_content[CustomConfig]
