'''simple docstring'''

import collections
import os
import re
from pathlib import Path


_UpperCAmelCase				: int							    =				'''src/transformers'''


# Matches is_xxx_available()
_UpperCAmelCase				: int							    =				re.compile(r"""is\_([a-z_]*)_available()""")
# Catches a one-line _import_struct = {xxx}
_UpperCAmelCase				: int							    =				re.compile(r"""^_import_structure\s+=\s+\{([^\}]+)\}""")
# Catches a line with a key-values pattern: "bla": ["foo", "bar"]
_UpperCAmelCase				: Optional[int]							    =				re.compile(r"""\s+\"\S*\":\s+\[([^\]]*)\]""")
# Catches a line if not is_foo_available
_UpperCAmelCase				: Dict							    =				re.compile(r"""^\s*if\s+not\s+is\_[a-z_]*\_available\(\)""")
# Catches a line _import_struct["bla"].append("foo")
_UpperCAmelCase				: Any							    =				re.compile(r"""^\s*_import_structure\[\"\S*\"\]\.append\(\"(\S*)\"\)""")
# Catches a line _import_struct["bla"].extend(["foo", "bar"]) or _import_struct["bla"] = ["foo", "bar"]
_UpperCAmelCase				: str							    =				re.compile(r"""^\s*_import_structure\[\S*\](?:\.extend\(|\s*=\s+)\[([^\]]*)\]""")
# Catches a line with an object between quotes and a comma:     "MyModel",
_UpperCAmelCase				: Tuple							    =				re.compile(r"""^\s+\"([^\"]+)\",""")
# Catches a line with objects between brackets only:    ["foo", "bar"],
_UpperCAmelCase				: Any							    =				re.compile(r"""^\s+\[([^\]]+)\]""")
# Catches a line with from foo import bar, bla, boo
_UpperCAmelCase				: str							    =				re.compile(r"""\s+from\s+\S*\s+import\s+([^\(\s].*)\n""")
# Catches a line with try:
_UpperCAmelCase				: Optional[int]							    =				re.compile(r"""^\s*try:""")
# Catches a line with else:
_UpperCAmelCase				: Dict							    =				re.compile(r"""^\s*else:""")

def 							__magic_name__(						lowerCamelCase):




						if _re_test_backend.search(lowerCamelCase) is None:
												return None
						__lowerCAmelCase							       =				[b[0] for b in _re_backend.findall(lowerCamelCase)]
						backends.sort()
						return "_and_".join(lowerCamelCase)

def 							__magic_name__(						lowerCamelCase):




						with open(lowerCamelCase,				'''r''',				encoding='''utf-8''',				newline='''\n''') as f:
												__lowerCAmelCase							       =				f.readlines()

						__lowerCAmelCase							       =				0
						while line_index < len(lowerCamelCase) and not lines[line_index].startswith('''_import_structure = {'''):
												line_index += 1

						# If this is a traditional init, just return.
						if line_index >= len(lowerCamelCase):
												return None

						# First grab the objects without a specific backend in _import_structure
						__lowerCAmelCase							       =				[]
						while not lines[line_index].startswith('''if TYPE_CHECKING''') and find_backend(lines[line_index]) is None:
												__lowerCAmelCase							       =				lines[line_index]
												# If we have everything on a single line, let's deal with it.
												if _re_one_line_import_struct.search(lowerCamelCase):
																		__lowerCAmelCase							       =				_re_one_line_import_struct.search(lowerCamelCase).groups()[0]
																		__lowerCAmelCase							       =				re.findall(r'''\[([^\]]+)\]''',				lowerCamelCase)
																		for imp in imports:
																								objects.extend([obj[1:-1] for obj in imp.split(''', ''')])
																		line_index += 1
																		continue
												__lowerCAmelCase							       =				_re_import_struct_key_value.search(lowerCamelCase)
												if single_line_import_search is not None:
																		__lowerCAmelCase							       =				[obj[1:-1] for obj in single_line_import_search.groups()[0].split(''', ''') if len(lowerCamelCase) > 0]
																		objects.extend(lowerCamelCase)
												elif line.startswith(''' ''' * 8 + '''\"'''):
																		objects.append(line[9:-3])
												line_index += 1

						__lowerCAmelCase							       =				{'''none''': objects}
						# Let's continue with backend-specific objects in _import_structure
						while not lines[line_index].startswith('''if TYPE_CHECKING'''):
												# If the line is an if not is_backend_available, we grab all objects associated.
												__lowerCAmelCase							       =				find_backend(lines[line_index])
												# Check if the backend declaration is inside a try block:
												if _re_try.search(lines[line_index - 1]) is None:
																		__lowerCAmelCase							       =				None

												if backend is not None:
																		line_index += 1

																		# Scroll until we hit the else block of try-except-else
																		while _re_else.search(lines[line_index]) is None:
																								line_index += 1

																		line_index += 1

																		__lowerCAmelCase							       =				[]
																		# Until we unindent, add backend objects to the list
																		while len(lines[line_index]) <= 1 or lines[line_index].startswith(''' ''' * 4):
																								__lowerCAmelCase							       =				lines[line_index]
																								if _re_import_struct_add_one.search(lowerCamelCase) is not None:
																														objects.append(_re_import_struct_add_one.search(lowerCamelCase).groups()[0])
																								elif _re_import_struct_add_many.search(lowerCamelCase) is not None:
																														__lowerCAmelCase							       =				_re_import_struct_add_many.search(lowerCamelCase).groups()[0].split(''', ''')
																														__lowerCAmelCase							       =				[obj[1:-1] for obj in imports if len(lowerCamelCase) > 0]
																														objects.extend(lowerCamelCase)
																								elif _re_between_brackets.search(lowerCamelCase) is not None:
																														__lowerCAmelCase							       =				_re_between_brackets.search(lowerCamelCase).groups()[0].split(''', ''')
																														__lowerCAmelCase							       =				[obj[1:-1] for obj in imports if len(lowerCamelCase) > 0]
																														objects.extend(lowerCamelCase)
																								elif _re_quote_object.search(lowerCamelCase) is not None:
																														objects.append(_re_quote_object.search(lowerCamelCase).groups()[0])
																								elif line.startswith(''' ''' * 8 + '''\"'''):
																														objects.append(line[9:-3])
																								elif line.startswith(''' ''' * 1_2 + '''\"'''):
																														objects.append(line[1_3:-3])
																								line_index += 1

																		__lowerCAmelCase							       =				objects
												else:
																		line_index += 1

    # At this stage we are in the TYPE_CHECKING part, first grab the objects without a specific backend
						__lowerCAmelCase							       =				[]
						while (
						    line_index < len(lowerCamelCase)
						    and find_backend(lines[line_index]) is None
						    and not lines[line_index].startswith('''else''')
						):
												__lowerCAmelCase							       =				lines[line_index]
												__lowerCAmelCase							       =				_re_import.search(lowerCamelCase)
												if single_line_import_search is not None:
																		objects.extend(single_line_import_search.groups()[0].split(''', '''))
												elif line.startswith(''' ''' * 8):
																		objects.append(line[8:-2])
												line_index += 1

						__lowerCAmelCase							       =				{'''none''': objects}
						# Let's continue with backend-specific objects
						while line_index < len(lowerCamelCase):
												# If the line is an if is_backend_available, we grab all objects associated.
												__lowerCAmelCase							       =				find_backend(lines[line_index])
												# Check if the backend declaration is inside a try block:
												if _re_try.search(lines[line_index - 1]) is None:
																		__lowerCAmelCase							       =				None

												if backend is not None:
																		line_index += 1

																		# Scroll until we hit the else block of try-except-else
																		while _re_else.search(lines[line_index]) is None:
																								line_index += 1

																		line_index += 1

																		__lowerCAmelCase							       =				[]
																		# Until we unindent, add backend objects to the list
																		while len(lines[line_index]) <= 1 or lines[line_index].startswith(''' ''' * 8):
																								__lowerCAmelCase							       =				lines[line_index]
																								__lowerCAmelCase							       =				_re_import.search(lowerCamelCase)
																								if single_line_import_search is not None:
																														objects.extend(single_line_import_search.groups()[0].split(''', '''))
																								elif line.startswith(''' ''' * 1_2):
																														objects.append(line[1_2:-2])
																								line_index += 1

																		__lowerCAmelCase							       =				objects
												else:
																		line_index += 1

						return import_dict_objects, type_hint_objects

def 							__magic_name__(						lowerCamelCase,				lowerCamelCase):




						def find_duplicates(lowerCamelCase):
												return [k for k, v in collections.Counter(lowerCamelCase).items() if v > 1]

						if list(import_dict_objects.keys()) != list(type_hint_objects.keys()):
												return ["Both sides of the init do not have the same backends!"]

						__lowerCAmelCase							       =				[]
						for key in import_dict_objects.keys():
												__lowerCAmelCase							       =				find_duplicates(import_dict_objects[key])
												if duplicate_imports:
																		errors.append(F"""Duplicate _import_structure definitions for: {duplicate_imports}""")
												__lowerCAmelCase							       =				find_duplicates(type_hint_objects[key])
												if duplicate_type_hints:
																		errors.append(F"""Duplicate TYPE_CHECKING objects for: {duplicate_type_hints}""")

												if sorted(set(import_dict_objects[key])) != sorted(set(type_hint_objects[key])):
																		__lowerCAmelCase							       =				'''base imports''' if key == '''none''' else F"""{key} backend"""
																		errors.append(F"""Differences for {name}:""")
																		for a in type_hint_objects[key]:
																								if a not in import_dict_objects[key]:
																														errors.append(F"""  {a} in TYPE_HINT but not in _import_structure.""")
																		for a in import_dict_objects[key]:
																								if a not in type_hint_objects[key]:
																														errors.append(F"""  {a} in _import_structure but not in TYPE_HINT.""")
						return errors

def 							__magic_name__(						):
						__lowerCAmelCase							       =				[]
						for root, _, files in os.walk(lowerCamelCase):
												if "__init__.py" in files:
																		__lowerCAmelCase							       =				os.path.join(lowerCamelCase,				'''__init__.py''')
																		__lowerCAmelCase							       =				parse_init(lowerCamelCase)
																		if objects is not None:
																								__lowerCAmelCase							       =				analyze_results(*lowerCamelCase)
																								if len(lowerCamelCase) > 0:
																														__lowerCAmelCase							       =				F"""Problem in {fname}, both halves do not define the same objects.\n{errors[0]}"""
																														failures.append('''\n'''.join(lowerCamelCase))
						if len(lowerCamelCase) > 0:
												raise ValueError('''\n\n'''.join(lowerCamelCase))

def 							__magic_name__(						):
						__lowerCAmelCase							       =				[]
						for path, directories, files in os.walk(lowerCamelCase):
												for folder in directories:
																		# Ignore private modules
																		if folder.startswith('''_'''):
																								directories.remove(lowerCamelCase)
																								continue
																		# Ignore leftovers from branches (empty folders apart from pycache)
																		if len(list((Path(lowerCamelCase) / folder).glob('''*.py'''))) == 0:
																								continue
																		__lowerCAmelCase							       =				str((Path(lowerCamelCase) / folder).relative_to(lowerCamelCase))
																		__lowerCAmelCase							       =				short_path.replace(os.path.sep,				'''.''')
																		submodules.append(lowerCamelCase)
												for fname in files:
																		if fname == "__init__.py":
																								continue
																		__lowerCAmelCase							       =				str((Path(lowerCamelCase) / fname).relative_to(lowerCamelCase))
																		__lowerCAmelCase							       =				short_path.replace('''.py''',				'''''').replace(os.path.sep,				'''.''')
																		if len(submodule.split('''.''')) == 1:
																								submodules.append(lowerCamelCase)
						return submodules


_UpperCAmelCase				: List[str]							    =				[
    '''convert_pytorch_checkpoint_to_tf2''',
    '''modeling_flax_pytorch_utils''',
    '''models.esm.openfold_utils''',
]

def 							__magic_name__(						):
						from transformers.utils import direct_transformers_import

						__lowerCAmelCase							       =				direct_transformers_import(lowerCamelCase)

						__lowerCAmelCase							       =				set(transformers._import_structure.keys())
						# This contains all the base keys of the _import_structure object defined in the init, but if the user is missing
						# some optional dependencies, they may not have all of them. Thus we read the init to read all additions and
						# (potentiall re-) add them.
						with open(os.path.join(lowerCamelCase,				'''__init__.py'''),				'''r''') as f:
												__lowerCAmelCase							       =				f.read()
						import_structure_keys.update(set(re.findall(r'''import_structure\[\"([^\"]*)\"\]''',				lowerCamelCase)))

						__lowerCAmelCase							       =				[
						    module
						    for module in get_transformers_submodules()
						    if module not in IGNORE_SUBMODULES and module not in import_structure_keys
						]

						if len(lowerCamelCase) > 0:
												__lowerCAmelCase							       =				'''\n'''.join(F"""- {module}""" for module in module_not_registered)
												raise ValueError(
												    '''The following submodules are not properly registed in the main init of Transformers:\n'''
												    F"""{list_of_modules}\n"""
												    '''Make sure they appear somewhere in the keys of `_import_structure` with an empty list as value.''')


if __name__ == "__main__":
	check_all_inits()
	check_submodules()





'''simple docstring'''

import json
import sys

def 							__magic_name__(						lowerCamelCase,				lowerCamelCase):
						with open(lowerCamelCase,				encoding='''utf-8''') as f:
												__lowerCAmelCase							       =				json.load(lowerCamelCase)

						__lowerCAmelCase							       =				['''<details>''', '''<summary>Show updated benchmarks!</summary>''', ''' ''']

						for benchmark_name in sorted(lowerCamelCase):
												__lowerCAmelCase							       =				results[benchmark_name]

												__lowerCAmelCase							       =				benchmark_name.split('''/''')[-1]
												output_md.append(F"""### Benchmark: {benchmark_file_name}""")

												__lowerCAmelCase							       =				'''| metric |'''
												__lowerCAmelCase							       =				'''|--------|'''
												__lowerCAmelCase							       =				'''| new / old (diff) |'''
												for metric_name in sorted(lowerCamelCase):
																		__lowerCAmelCase							       =				benchmark_res[metric_name]
																		__lowerCAmelCase							       =				metric_vals['''new''']
																		__lowerCAmelCase							       =				metric_vals.get('''old''',				lowerCamelCase)
																		__lowerCAmelCase							       =				metric_vals.get('''diff''',				lowerCamelCase)

																		__lowerCAmelCase							       =				F""" {new_val:f}""" if isinstance(lowerCamelCase,				(int, float)) else '''None'''

																		if old_val is not None:
																								val_str += F""" / {old_val:f}""" if isinstance(lowerCamelCase,				(int, float)) else "None"
																		if dif_val is not None:
																								val_str += F""" ({dif_val:f})""" if isinstance(lowerCamelCase,				(int, float)) else "None"

																		title += " " + metric_name + " |"
																		lines += "---|"
																		value += val_str + " |"

												output_md += [title, lines, value, " "]

						output_md.append('''</details>''')

						with open(lowerCamelCase,				'''w''',				encoding='''utf-8''') as f:
												f.writelines('''\n'''.join(lowerCamelCase))


if __name__ == "__main__":
	_UpperCAmelCase				: str							    =				sys.argv[1]
	_UpperCAmelCase				: Optional[Any]							    =				sys.argv[2]

	format_json_to_md(input_json_file, output_md_file)

