





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
_UpperCAmelCase        =				'src/diffusers'
_UpperCAmelCase        =				'.'


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




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




def  lowerCAmelCase_ (							UpperCamelCase_  )     ->		List[Any]:
       UpperCamelCase_          =  object_name.split("."  )
       UpperCamelCase_          =  0

       # First let's find the module where our object lives.
       UpperCamelCase_          =  parts[i]
       while i < len(UpperCamelCase_  ) and not os.path.isfile(os.path.join(UpperCamelCase_					,		F'''{module}.py'''  )  ):
              i += 1
              if i < len(UpperCamelCase_  ):
                     UpperCamelCase_          =  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:
              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(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).
       UpperCamelCase_          =  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

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


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




def  lowerCAmelCase_ (							UpperCamelCase_  )     ->		int:
       UpperCamelCase_          =  code.split("\n"  )
       UpperCamelCase_          =  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_  )     ->		Optional[Any]:
       UpperCamelCase_          =  len(get_indent(UpperCamelCase_  )  ) > 0
       if has_indent:
              UpperCamelCase_          =  F'''class Bla:\n{code}'''
       UpperCamelCase_          =  black.Mode(target_versions={black.TargetVersion.PYaa}					,		line_length=119					,		preview=UpperCamelCase_  )
       UpperCamelCase_          =  black.format_str(UpperCamelCase_					,		mode=UpperCamelCase_  )
       UpperCamelCase_       , UpperCamelCase_          =  style_docstrings_in_code(UpperCamelCase_  )
       return result[len("class Bla:\n"  ) :] if has_indent else result




def  lowerCAmelCase_ (							UpperCamelCase_					,		UpperCamelCase_=False  )     ->		Tuple:
       with open(UpperCamelCase_					,		"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(UpperCamelCase_  ):
              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(UpperCamelCase_  )
              UpperCamelCase_          =  get_indent(UpperCamelCase_  )

              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(UpperCamelCase_  ) and should_continue:
                     line_index += 1
                     if line_index >= len(UpperCamelCase_  ):
                            break
                     UpperCamelCase_          =  lines[line_index]
                     UpperCamelCase_          =  _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

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

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

              # Before comparing, use the `replace_pattern` on the original code.
              if len(UpperCamelCase_  ) > 0:
                     UpperCamelCase_          =  replace_pattern.replace("with"					,		""  ).split(","  )
                     UpperCamelCase_          =  [_re_replace_pattern.search(UpperCamelCase_  ) for p in patterns]
                     for pattern in patterns:
                            if pattern is None:
                                   continue
                            UpperCamelCase_       , UpperCamelCase_       , UpperCamelCase_          =  pattern.groups()
                            UpperCamelCase_          =  re.sub(UpperCamelCase_					,		UpperCamelCase_					,		UpperCamelCase_  )
                            if option.strip() == "all-casing":
                                   UpperCamelCase_          =  re.sub(obja.lower()					,		obja.lower()					,		UpperCamelCase_  )
                                   UpperCamelCase_          =  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
                     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(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_ = False  )     ->		int:
       UpperCamelCase_          =  glob.glob(os.path.join(UpperCamelCase_					,		"**/*.py"  )					,		recursive=UpperCamelCase_  )
       UpperCamelCase_          =  []
       for filename in all_files:
              UpperCamelCase_          =  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:
              UpperCamelCase_          =  "\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__":
     _UpperCAmelCase        =				argparse.ArgumentParser()
     parser.add_argument('--fix_and_overwrite', action='store_true', help='Whether to fix inconsistencies.')
     _UpperCAmelCase        =				parser.parse_args()

     check_copies(args.fix_and_overwrite)








import jax.numpy as jnp

from ...utils import logging
from ..ta.modeling_flax_ta import FlaxTaEncoderModel, FlaxTaForConditionalGeneration, FlaxTaModel
from .configuration_mta import MTaConfig


_UpperCAmelCase        =				logging.get_logger(__name__)

_UpperCAmelCase        =				'T5Config'




def  lowerCAmelCase_ (							UpperCamelCase_					,		UpperCamelCase_					,		UpperCamelCase_  )     ->		jnp.ndarray:
       UpperCamelCase_          =  jnp.zeros_like(UpperCamelCase_  )
       UpperCamelCase_          =  shifted_input_ids.at[:, 1:].set(input_ids[:, :-1]  )
       UpperCamelCase_          =  shifted_input_ids.at[:, 0].set(UpperCamelCase_  )

       UpperCamelCase_          =  jnp.where(shifted_input_ids == -100					,		UpperCamelCase_					,		UpperCamelCase_  )
       return shifted_input_ids



class 							_UpperCamelCase					(	lowerCAmelCase_     ):
       _UpperCamelCase				:					Dict         =   '''mt5'''
       _UpperCamelCase				:					Union[str, Any]         =   MTaConfig



class 							_UpperCamelCase					(	lowerCAmelCase_     ):
       _UpperCamelCase				:					Dict         =   '''mt5'''
       _UpperCamelCase				:					Optional[int]         =   MTaConfig



class 							_UpperCamelCase					(	lowerCAmelCase_     ):
       _UpperCamelCase				:					Union[str, Any]         =   '''mt5'''
       _UpperCamelCase				:					List[Any]         =   MTaConfig

