



"""simple docstring"""





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							:       List[Any]          =       '''src/diffusers'''
__lowerCAmelCase							:       Union[str, Any]          =       '''.'''


# This is to make sure the diffusers module imported is the one in the repo.
__lowerCAmelCase							:       Any          =       importlib.util.spec_from_file_location(
    '''diffusers''',
    os.path.join(DIFFUSERS_PATH, '''__init__.py'''),
    submodule_search_locations=[DIFFUSERS_PATH],
)
__lowerCAmelCase							:       Union[str, Any]          =       spec.loader.load_module()
def 						__lowerCAmelCase    (		__UpperCamelCase   :      Dict       ,			__UpperCamelCase   :      List[str]     ):


						'''simple docstring'''






						return line.startswith(__UpperCamelCase     ) or len(__UpperCamelCase     ) <= 1 or re.search(r"""^\s*\)(\s*->.*:|:)\s*$"""       ,			__UpperCamelCase     ) is not None
def 						__lowerCAmelCase    (		__UpperCamelCase   :      Optional[Any]     ):


						'''simple docstring'''






						snake_case_ :			Optional[int]            =      object_name.split("""."""     )
						snake_case_ :			Optional[int]            =      0

						# First let's find the module where our object lives.
						snake_case_ :			Optional[int]            =      parts[i]
						while i < len(__UpperCamelCase     ) and not os.path.isfile(os.path.join(__UpperCamelCase       ,			F'{module}.py'     )     ):
												i += 1
												if i < len(__UpperCamelCase     ):
																		snake_case_ :			List[Any]            =      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:
												snake_case_ :			List[str]            =      f.readlines()

						# Now let's find the class / func in the code!
						snake_case_ :			Any            =      """"""
						snake_case_ :			int            =      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).
						snake_case_ :			List[Any]            =      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

						snake_case_ :			Optional[int]            =      lines[start_index:line_index]
						return "".join(__UpperCamelCase     )


__lowerCAmelCase							:       str          =       re.compile(R'''^(\s*)#\s*Copied from\s+diffusers\.(\S+\.\S+)\s*($|\S.*$)''')
__lowerCAmelCase							:       Union[str, Any]          =       re.compile(R'''^\s*(\S+)->(\S+)(\s+.*|$)''')
__lowerCAmelCase							:       List[str]          =       re.compile(R'''<FILL\s+[^>]*>''')
def 						__lowerCAmelCase    (		__UpperCamelCase   :      List[Any]     ):


						'''simple docstring'''






						snake_case_ :			List[str]            =      code.split("""\n"""     )
						snake_case_ :			Dict            =      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   :      Union[str, Any]     ):


						'''simple docstring'''






						snake_case_ :			Union[str, Any]            =      len(get_indent(__UpperCamelCase     )     ) > 0
						if has_indent:
												snake_case_ :			int            =      F'class Bla:\n{code}'
						snake_case_ :			Optional[Any]            =      black.Mode(target_versions={black.TargetVersion.PYaa}       ,			line_length=1_1_9       ,			preview=__UpperCamelCase     )
						snake_case_ :			List[Any]            =      black.format_str(__UpperCamelCase       ,			mode=__UpperCamelCase     )
						snake_case_      ,		snake_case_ :			Dict            =      style_docstrings_in_code(__UpperCamelCase     )
						return result[len("""class Bla:\n"""     ) :] if has_indent else result
def 						__lowerCAmelCase    (		__UpperCamelCase   :      Any       ,			__UpperCamelCase   :      int=False     ):


						'''simple docstring'''






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

												snake_case_ :			Union[str, Any]            =      line_index + 1 if indent == theoretical_indent else line_index + 2
												snake_case_ :			Optional[int]            =      theoretical_indent
												snake_case_ :			Any            =      start_index

												# Loop to check the observed code, stop when indentation diminishes or if we see a End copy comment.
												snake_case_ :			Union[str, Any]            =      True
												while line_index < len(__UpperCamelCase     ) and should_continue:
																		line_index += 1
																		if line_index >= len(__UpperCamelCase     ):
																								break
																		snake_case_ :			Dict            =      lines[line_index]
																		snake_case_ :			str            =      _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

												snake_case_ :			Dict            =      lines[start_index:line_index]
												snake_case_ :			List[str]            =      """""".join(__UpperCamelCase     )

												# Remove any nested `Copied from` comments to avoid circular copies
												snake_case_ :			Tuple            =      [line for line in theoretical_code.split("""\n"""     ) if _re_copy_warning.search(__UpperCamelCase     ) is None]
												snake_case_ :			Optional[int]            =      """\n""".join(__UpperCamelCase     )

												# Before comparing, use the `replace_pattern` on the original code.
												if len(__UpperCamelCase     ) > 0:
																		snake_case_ :			Union[str, Any]            =      replace_pattern.replace("""with"""       ,			""""""     ).split(""","""     )
																		snake_case_ :			Union[str, Any]            =      [_re_replace_pattern.search(__UpperCamelCase     ) for p in patterns]
																		for pattern in patterns:
																								if pattern is None:
																														continue
																								snake_case_      ,		snake_case_      ,		snake_case_ :			Union[str, Any]            =      pattern.groups()
																								snake_case_ :			List[str]            =      re.sub(__UpperCamelCase       ,			__UpperCamelCase       ,			__UpperCamelCase     )
																								if option.strip() == "all-casing":
																														snake_case_ :			Union[str, Any]            =      re.sub(obja.lower()       ,			obja.lower()       ,			__UpperCamelCase     )
																														snake_case_ :			Union[str, Any]            =      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
																		snake_case_ :			Dict            =      blackify(lines[start_index - 1] + theoretical_code     )
																		snake_case_ :			Any            =      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:
																								snake_case_ :			Optional[Any]            =      lines[:start_index] + [theoretical_code] + lines[line_index:]
																								snake_case_ :			List[Any]            =      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     ):


						'''simple docstring'''






						snake_case_ :			Union[str, Any]            =      glob.glob(os.path.join(__UpperCamelCase       ,			"""**/*.py"""     )       ,			recursive=__UpperCamelCase     )
						snake_case_ :			Dict            =      []
						for filename in all_files:
												snake_case_ :			Optional[int]            =      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:
												snake_case_ :			List[str]            =      """\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__":
					__lowerCAmelCase							:       Any          =       argparse.ArgumentParser()
					parser.add_argument('''--fix_and_overwrite''', action='''store_true''', help='''Whether to fix inconsistencies.''')
					__lowerCAmelCase							:       Dict          =       parser.parse_args()

					check_copies(args.fix_and_overwrite)





import logging
from dataclasses import dataclass, field
from typing import Optional

from seqaseq_trainer import arg_to_scheduler

from transformers import TrainingArguments


UpperCAmelCase   :    Optional[Any]     =		logging.getLogger(__name__)







@dataclass
class        __lowercase       (							a_  ):



		"""simple docstring"""

		UpperCamelCase     :					Optional[float]			       =		field(
		    default=0.0			,							metadata={"help": "The label smoothing epsilon to apply (if not zero)."}  )
		UpperCamelCase     :					bool			       =		field(default=a_			,							metadata={"help": "Whether to SortishSamler or not."}  )
		UpperCamelCase     :					bool			       =		field(
		    default=a_			,							metadata={"help": "Whether to use generate to calculate generative metrics (ROUGE, BLEU)."}  )
		UpperCamelCase     :					bool			       =		field(default=a_			,							metadata={"help": "whether to use adafactor"}  )
		UpperCamelCase     :					Optional[float]			       =		field(
		    default=a_			,							metadata={"help": "Encoder layer dropout probability. Goes into model.config."}  )
		UpperCamelCase     :					Optional[float]			       =		field(
		    default=a_			,							metadata={"help": "Decoder layer dropout probability. Goes into model.config."}  )
		UpperCamelCase     :					Optional[float]			       =		field(default=a_			,							metadata={"help": "Dropout probability. Goes into model.config."}  )
		UpperCamelCase     :					Optional[float]			       =		field(
		    default=a_			,							metadata={"help": "Attention dropout probability. Goes into model.config."}  )
		UpperCamelCase     :					Optional[str]			       =		field(
		    default="linear"			,							metadata={"help": f'''Which lr scheduler to use. Selected in {sorted(arg_to_scheduler.keys()  )}'''}			,							)

