



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
_lowercase						  =		"src/diffusers"
_lowercase						  =		"."


# This is to make sure the diffusers module imported is the one in the repo.
_lowercase						  =		importlib.util.spec_from_file_location(
    "diffusers",
    os.path.join(DIFFUSERS_PATH, "__init__.py"),
    submodule_search_locations=[DIFFUSERS_PATH],
)
_lowercase						  =		spec.loader.load_module()



def 		lowerCAmelCase__    (					UpperCamelCase_				:       List[Any] ,       UpperCamelCase_				:       Union[str, Any]	)->  Union[str, Any]:
    return line.startswith(UpperCamelCase_	) or len(UpperCamelCase_	) <= 1 or re.search(r'''^\s*\)(\s*->.*:|:)\s*$''' ,       UpperCamelCase_	) is not None



def 		lowerCAmelCase__    (					UpperCamelCase_				:       str	)->  Optional[Any]:
    A__		 =					object_name.split('''.'''	)
    A__		 =					0

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

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

    # Now let's find the class / func in the code!
    A__		 =					''''''
    A__		 =					0
    for name in parts[i + 1 :]:
        while (
            line_index < len(UpperCamelCase_	) 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(UpperCamelCase_	):
        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).
    A__		 =					line_index
    while line_index < len(UpperCamelCase_	) and _should_continue(lines[line_index] ,       UpperCamelCase_	):
        line_index += 1
    # Clean up empty lines at the end (if any).
    while len(lines[line_index - 1]	) <= 1:
        line_index -= 1

    A__		 =					lines[start_index:line_index]
    return "".join(UpperCamelCase_	)


_lowercase						  =		re.compile(R"^(\s*)#\s*Copied from\s+diffusers\.(\S+\.\S+)\s*($|\S.*$)")
_lowercase						  =		re.compile(R"^\s*(\S+)->(\S+)(\s+.*|$)")
_lowercase						  =		re.compile(R"<FILL\s+[^>]*>")



def 		lowerCAmelCase__    (					UpperCamelCase_				:       List[str]	)->  str:
    A__		 =					code.split('''\n'''	)
    A__		 =					0
    while idx < len(UpperCamelCase_	) and len(lines[idx]	) == 0:
        idx += 1
    if idx < len(UpperCamelCase_	):
        return re.search(r'''^(\s*)\S''' ,       lines[idx]	).groups()[0]
    return ""



def 		lowerCAmelCase__    (					UpperCamelCase_				:       List[str]	)->  Dict:
    A__		 =					len(get_indent(UpperCamelCase_	)	) > 0
    if has_indent:
        A__		 =					f"class Bla:\n{code}"
    A__		 =					black.Mode(target_versions={black.TargetVersion.PYaa} ,       line_length=1_1_9 ,       preview=UpperCamelCase_	)
    A__		 =					black.format_str(UpperCamelCase_ ,       mode=UpperCamelCase_	)
    A__ ,	A__		 =					style_docstrings_in_code(UpperCamelCase_	)
    return result[len('''class Bla:\n'''	) :] if has_indent else result



def 		lowerCAmelCase__    (					UpperCamelCase_				:       List[str] ,       UpperCamelCase_				:       Union[str, Any]=False	)->  Any:
    with open(UpperCamelCase_ ,       '''r''' ,       encoding='''utf-8''' ,       newline='''\n'''	) as f:
        A__		 =					f.readlines()
    A__		 =					[]
    A__		 =					0
    # Not a for loop cause `lines` is going to change (if `overwrite=True`).
    while line_index < len(UpperCamelCase_	):
        A__		 =					_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.
        A__ ,	A__ ,	A__		 =					search.groups()
        A__		 =					find_code_in_diffusers(UpperCamelCase_	)
        A__		 =					get_indent(UpperCamelCase_	)

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

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

        A__		 =					lines[start_index:line_index]
        A__		 =					''''''.join(UpperCamelCase_	)

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

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

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

    if overwrite and len(UpperCamelCase_	) > 0:
        # Warn the user a file has been modified.
        print(f"Detected changes, rewriting {filename}."	)
        with open(UpperCamelCase_ ,       '''w''' ,       encoding='''utf-8''' ,       newline='''\n'''	) as f:
            f.writelines(UpperCamelCase_	)
    return diffs



def 		lowerCAmelCase__    (					UpperCamelCase_				:       bool = False	)->  Union[str, Any]:
    A__		 =					glob.glob(os.path.join(UpperCamelCase_ ,       '''**/*.py'''	) ,       recursive=UpperCamelCase_	)
    A__		 =					[]
    for filename in all_files:
        A__		 =					is_copy_consistent(UpperCamelCase_ ,       UpperCamelCase_	)
        diffs += [f"- {filename}: copy does not match {d[0]} at line {d[1]}" for d in new_diffs]
    if not overwrite and len(UpperCamelCase_	) > 0:
        A__		 =					'''\n'''.join(UpperCamelCase_	)
        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__":
   _lowercase						  =		argparse.ArgumentParser()
   parser.add_argument("--fix_and_overwrite", action="store_true", help="Whether to fix inconsistencies.")
   _lowercase						  =		parser.parse_args()

   check_copies(args.fix_and_overwrite)





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     _UpperCAmelCase			(       A__     ):
     UpperCamelCase__		    =				'''albert'''




     def __init__(				self ,						a__=3_0_0_0_0 ,						a__=1_2_8 ,						a__=4_0_9_6 ,						a__=1_2 ,						a__=1 ,						a__=6_4 ,						a__=1_6_3_8_4 ,						a__=1 ,						a__="gelu_new" ,						a__=0 ,						a__=0 ,						a__=5_1_2 ,						a__=2 ,						a__=0.0_2 ,						a__=1e-12 ,						a__=0.1 ,						a__="absolute" ,						a__=0 ,						a__=2 ,						a__=3 ,						**a__ ,						):
         super().__init__(pad_token_id=a__ ,						bos_token_id=a__ ,						eos_token_id=a__ ,						**a__)

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







class     _UpperCAmelCase			(       A__     ):




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