import argparse
import glob
import importlib.util
import os
import re

import black
from doc_builder.style_doc import style_docstrings_in_code


# All paths are set with the intent you should run this script from the root of the repo with the command
# python utils/check_copies.py
_lowerCAmelCase       =		"src/diffusers"
_lowerCAmelCase       =		"."


# This is to make sure the diffusers module imported is the one in the repo.
_lowerCAmelCase       =		importlib.util.spec_from_file_location(
    "diffusers",
    os.path.join(DIFFUSERS_PATH, "__init__.py"),
    submodule_search_locations=[DIFFUSERS_PATH],
)
_lowerCAmelCase       =		spec.loader.load_module()
def 					_snake_case	(  __snake_case  ,     __snake_case						):
					return line.startswith(__snake_case						) or len(__snake_case						) <= 1 or re.search(R'''^\s*\)(\s*->.*:|:)\s*$'''  ,     __snake_case						) is not None
def 					_snake_case	(  __snake_case						):
					_UpperCamelCase			     =     object_name.split('''.'''						)
					_UpperCamelCase			     =     0

					# First let's find the module where our object lives.
					_UpperCamelCase			     =     parts[i]
					while i < len(__snake_case						) and not os.path.isfile(os.path.join(__snake_case  ,     f"""{module}.py"""						)						):
										i += 1
										if i < len(__snake_case						):
															_UpperCamelCase			     =     os.path.join(__snake_case  ,     parts[i]						)
					if i >= len(__snake_case						):
										raise ValueError(f"""`object_name` should begin with the name of a module of diffusers but got {object_name}."""						)

					with open(os.path.join(__snake_case  ,     f"""{module}.py"""						)  ,     '''r'''  ,     encoding='''utf-8'''  ,     newline='''\n'''						) as f:
										_UpperCamelCase			     =     f.readlines()

					# Now let's find the class / func in the code!
					_UpperCamelCase			     =     ''''''
					_UpperCamelCase			     =     0
					for name in parts[i + 1 :]:
										while (
										    line_index < len(__snake_case						) and re.search(Rf"""^{indent}(class|def)\s+{name}(\(|\:)"""  ,     lines[line_index]						) is None
										):
															line_index += 1
										indent += "    "
										line_index += 1

					if line_index >= len(__snake_case						):
										raise ValueError(f""" {object_name} does not match any function or class in {module}."""						)

					# We found the beginning of the class / func, now let's find the end (when the indent diminishes).
					_UpperCamelCase			     =     line_index
					while line_index < len(__snake_case						) and _should_continue(lines[line_index]  ,     __snake_case						):
										line_index += 1
					# Clean up empty lines at the end (if any).
					while len(lines[line_index - 1]						) <= 1:
										line_index -= 1

					_UpperCamelCase			     =     lines[start_index:line_index]
					return "".join(__snake_case						)


_lowerCAmelCase       =		re.compile(r"^(\s*)#\s*Copied from\s+diffusers\.(\S+\.\S+)\s*($|\S.*$)")
_lowerCAmelCase       =		re.compile(r"^\s*(\S+)->(\S+)(\s+.*|$)")
_lowerCAmelCase       =		re.compile(r"<FILL\s+[^>]*>")
def 					_snake_case	(  __snake_case						):
					_UpperCamelCase			     =     code.split('''\n'''						)
					_UpperCamelCase			     =     0
					while idx < len(__snake_case						) and len(lines[idx]						) == 0:
										idx += 1
					if idx < len(__snake_case						):
										return re.search(R'''^(\s*)\S'''  ,     lines[idx]						).groups()[0]
					return ""
def 					_snake_case	(  __snake_case						):
					_UpperCamelCase			     =     len(get_indent(__snake_case						)						) > 0
					if has_indent:
										_UpperCamelCase			     =     f"""class Bla:\n{code}"""
					_UpperCamelCase			     =     black.Mode(target_versions={black.TargetVersion.PYaa}  ,     line_length=119  ,     preview=__snake_case						)
					_UpperCamelCase			     =     black.format_str(__snake_case  ,     mode=__snake_case						)
					_UpperCamelCase     ,    _UpperCamelCase			     =     style_docstrings_in_code(__snake_case						)
					return result[len('''class Bla:\n'''						) :] if has_indent else result
def 					_snake_case	(  __snake_case  ,     __snake_case=False						):
					with open(__snake_case  ,     '''r'''  ,     encoding='''utf-8'''  ,     newline='''\n'''						) as f:
										_UpperCamelCase			     =     f.readlines()
					_UpperCamelCase			     =     []
					_UpperCamelCase			     =     0
					# Not a for loop cause `lines` is going to change (if `overwrite=True`).
					while line_index < len(__snake_case						):
										_UpperCamelCase			     =     _re_copy_warning.search(lines[line_index]						)
										if search is None:
															line_index += 1
															continue

										# There is some copied code here, let's retrieve the original.
										_UpperCamelCase     ,    _UpperCamelCase     ,    _UpperCamelCase			     =     search.groups()
										_UpperCamelCase			     =     find_code_in_diffusers(__snake_case						)
										_UpperCamelCase			     =     get_indent(__snake_case						)

										_UpperCamelCase			     =     line_index + 1 if indent == theoretical_indent else line_index + 2
										_UpperCamelCase			     =     theoretical_indent
										_UpperCamelCase			     =     start_index

										# Loop to check the observed code, stop when indentation diminishes or if we see a End copy comment.
										_UpperCamelCase			     =     True
										while line_index < len(__snake_case						) and should_continue:
															line_index += 1
															if line_index >= len(__snake_case						):
																				break
															_UpperCamelCase			     =     lines[line_index]
															_UpperCamelCase			     =     _should_continue(__snake_case  ,     __snake_case						) and re.search(f"""^{indent}# End copy"""  ,     __snake_case						) is None
										# Clean up empty lines at the end (if any).
										while len(lines[line_index - 1]						) <= 1:
															line_index -= 1

										_UpperCamelCase			     =     lines[start_index:line_index]
										_UpperCamelCase			     =     ''''''.join(__snake_case						)

										# Remove any nested `Copied from` comments to avoid circular copies
										_UpperCamelCase			     =     [line for line in theoretical_code.split('''\n'''						) if _re_copy_warning.search(__snake_case						) is None]
										_UpperCamelCase			     =     '''\n'''.join(__snake_case						)

										# Before comparing, use the `replace_pattern` on the original code.
										if len(__snake_case						) > 0:
															_UpperCamelCase			     =     replace_pattern.replace('''with'''  ,     ''''''						).split(''','''						)
															_UpperCamelCase			     =     [_re_replace_pattern.search(__snake_case						) for p in patterns]
															for pattern in patterns:
																				if pattern is None:
																									continue
																				_UpperCamelCase     ,    _UpperCamelCase     ,    _UpperCamelCase			     =     pattern.groups()
																				_UpperCamelCase			     =     re.sub(__snake_case  ,     __snake_case  ,     __snake_case						)
																				if option.strip() == "all-casing":
																									_UpperCamelCase			     =     re.sub(obja.lower()  ,     obja.lower()  ,     __snake_case						)
																									_UpperCamelCase			     =     re.sub(obja.upper()  ,     obja.upper()  ,     __snake_case						)

            # Blackify after replacement. To be able to do that, we need the header (class or function definition)
            # from the previous line
															_UpperCamelCase			     =     blackify(lines[start_index - 1] + theoretical_code						)
															_UpperCamelCase			     =     theoretical_code[len(lines[start_index - 1]						) :]

										# Test for a diff and act accordingly.
										if observed_code != theoretical_code:
															diffs.append([object_name, start_index]						)
															if overwrite:
																				_UpperCamelCase			     =     lines[:start_index] + [theoretical_code] + lines[line_index:]
																				_UpperCamelCase			     =     start_index + 1

					if overwrite and len(__snake_case						) > 0:
										# Warn the user a file has been modified.
										print(f"""Detected changes, rewriting {filename}."""						)
										with open(__snake_case  ,     '''w'''  ,     encoding='''utf-8'''  ,     newline='''\n'''						) as f:
															f.writelines(__snake_case						)
					return diffs
def 					_snake_case	(  __snake_case = False						):
					_UpperCamelCase			     =     glob.glob(os.path.join(__snake_case  ,     '''**/*.py'''						)  ,     recursive=__snake_case						)
					_UpperCamelCase			     =     []
					for filename in all_files:
										_UpperCamelCase			     =     is_copy_consistent(__snake_case  ,     __snake_case						)
										diffs += [f"""- {filename}: copy does not match {d[0]} at line {d[1]}""" for d in new_diffs]
					if not overwrite and len(__snake_case						) > 0:
										_UpperCamelCase			     =     '''\n'''.join(__snake_case						)
										raise Exception(
										    '''Found the following copy inconsistencies:\n'''
										    + diff
										    + '''\nRun `make fix-copies` or `python utils/check_copies.py --fix_and_overwrite` to fix them.'''						)


if __name__ == "__main__":
					_lowerCAmelCase       =		argparse.ArgumentParser()
					parser.add_argument("--fix_and_overwrite", action="store_true", help="Whether to fix inconsistencies.")
					_lowerCAmelCase       =		parser.parse_args()

					check_copies(args.fix_and_overwrite)

'''simple docstring'''




from collections import OrderedDict
from typing import Mapping

from ...configuration_utils import PretrainedConfig
from ...onnx import OnnxConfig


__lowercase        =    {
    '''albert-base-v1''': '''https://huggingface.co/albert-base-v1/resolve/main/config.json''',
    '''albert-large-v1''': '''https://huggingface.co/albert-large-v1/resolve/main/config.json''',
    '''albert-xlarge-v1''': '''https://huggingface.co/albert-xlarge-v1/resolve/main/config.json''',
    '''albert-xxlarge-v1''': '''https://huggingface.co/albert-xxlarge-v1/resolve/main/config.json''',
    '''albert-base-v2''': '''https://huggingface.co/albert-base-v2/resolve/main/config.json''',
    '''albert-large-v2''': '''https://huggingface.co/albert-large-v2/resolve/main/config.json''',
    '''albert-xlarge-v2''': '''https://huggingface.co/albert-xlarge-v2/resolve/main/config.json''',
    '''albert-xxlarge-v2''': '''https://huggingface.co/albert-xxlarge-v2/resolve/main/config.json''',
}






class 							a__(   lowerCAmelCase__      ):


			'''simple docstring'''






			UpperCAmelCase_     :	List[str]						=			'''albert'''



			def __init__(  self			,       __lowerCAmelCase=30000			,       __lowerCAmelCase=128			,       __lowerCAmelCase=4096			,       __lowerCAmelCase=12			,       __lowerCAmelCase=1			,       __lowerCAmelCase=64			,       __lowerCAmelCase=16384			,       __lowerCAmelCase=1			,       __lowerCAmelCase="gelu_new"			,       __lowerCAmelCase=0			,       __lowerCAmelCase=0			,       __lowerCAmelCase=512			,       __lowerCAmelCase=2			,       __lowerCAmelCase=0.02			,       __lowerCAmelCase=1E-1_2			,       __lowerCAmelCase=0.1			,       __lowerCAmelCase="absolute"			,       __lowerCAmelCase=0			,       __lowerCAmelCase=2			,       __lowerCAmelCase=3			,       **__lowerCAmelCase			,       ):




					"""simple docstring"""


					super().__init__(pad_token_id=__lowerCAmelCase			,       bos_token_id=__lowerCAmelCase			,       eos_token_id=__lowerCAmelCase			,       **__lowerCAmelCase)

					lowerCAmelCase     =    vocab_size
					lowerCAmelCase     =    embedding_size
					lowerCAmelCase     =    hidden_size
					lowerCAmelCase     =    num_hidden_layers
					lowerCAmelCase     =    num_hidden_groups
					lowerCAmelCase     =    num_attention_heads
					lowerCAmelCase     =    inner_group_num
					lowerCAmelCase     =    hidden_act
					lowerCAmelCase     =    intermediate_size
					lowerCAmelCase     =    hidden_dropout_prob
					lowerCAmelCase     =    attention_probs_dropout_prob
					lowerCAmelCase     =    max_position_embeddings
					lowerCAmelCase     =    type_vocab_size
					lowerCAmelCase     =    initializer_range
					lowerCAmelCase     =    layer_norm_eps
					lowerCAmelCase     =    classifier_dropout_prob
					lowerCAmelCase     =    position_embedding_type







class 							a__(   lowerCAmelCase__      ):


			'''simple docstring'''






			@property
			def 				a_			(  self):




					"""simple docstring"""


					if self.task == "multiple-choice":
							lowerCAmelCase     =    {0: """batch""", 1: """choice""", 2: """sequence"""}
					else:
							lowerCAmelCase     =    {0: """batch""", 1: """sequence"""}
					return OrderedDict(
					    [
					        ("""input_ids""", dynamic_axis),
					        ("""attention_mask""", dynamic_axis),
					        ("""token_type_ids""", dynamic_axis),
					    ])




