



'''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_     :       Optional[int]								=						'src/diffusers'
lowerCAmelCase_     :       Optional[Any]								=						'.'


# This is to make sure the diffusers module imported is the one in the repo.
lowerCAmelCase_     :       Optional[Any]								=						importlib.util.spec_from_file_location(
    'diffusers',
    os.path.join(DIFFUSERS_PATH, '__init__.py'),
    submodule_search_locations=[DIFFUSERS_PATH],
)
lowerCAmelCase_     :       Tuple								=						spec.loader.load_module()
def 					UpperCAmelCase   (						A  :				Any					,		A  :				Tuple				):
       return line.startswith(A				) or len(A				) <= 1 or re.search(r'''^\s*\)(\s*->.*:|:)\s*$'''					,		A				) is not None
def 					UpperCAmelCase   (						A  :				Dict				):
       SCREAMING_SNAKE_CASE					:      int     					=			object_name.split('''.'''				)
       SCREAMING_SNAKE_CASE					:      Optional[int]     					=			0

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

       with open(os.path.join(A					,		F"""{module}.py"""				)					,		'''r'''					,		encoding='''utf-8'''					,		newline='''\n'''				) as f:
              SCREAMING_SNAKE_CASE					:      List[str]     					=			f.readlines()

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

       SCREAMING_SNAKE_CASE					:      Optional[int]     					=			lines[start_index:line_index]
       return "".join(A				)


lowerCAmelCase_     :       int								=						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_     :       int								=						re.compile(R'<FILL\s+[^>]*>')
def 					UpperCAmelCase   (						A  :				Dict				):
       SCREAMING_SNAKE_CASE					:      Optional[int]     					=			code.split('''\n'''				)
       SCREAMING_SNAKE_CASE					:      str     					=			0
       while idx < len(A				) and len(lines[idx]				) == 0:
              idx += 1
       if idx < len(A				):
              return re.search(r'''^(\s*)\S'''					,		lines[idx]				).groups()[0]
       return ""
def 					UpperCAmelCase   (						A  :				Any				):
       SCREAMING_SNAKE_CASE					:      Tuple     					=			len(get_indent(A				)				) > 0
       if has_indent:
              SCREAMING_SNAKE_CASE					:      Dict     					=			F"""class Bla:\n{code}"""
       SCREAMING_SNAKE_CASE					:      Any     					=			black.Mode(target_versions={black.TargetVersion.PYaa}					,		line_length=119					,		preview=A				)
       SCREAMING_SNAKE_CASE					:      str     					=			black.format_str(A					,		mode=A				)
       SCREAMING_SNAKE_CASE					,SCREAMING_SNAKE_CASE					:      Optional[int]     					=			style_docstrings_in_code(A				)
       return result[len('''class Bla:\n'''				) :] if has_indent else result
def 					UpperCAmelCase   (						A  :				int					,		A  :				int=False				):


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

              SCREAMING_SNAKE_CASE					:      List[Any]     					=			line_index + 1 if indent == theoretical_indent else line_index + 2
              SCREAMING_SNAKE_CASE					:      Optional[int]     					=			theoretical_indent
              SCREAMING_SNAKE_CASE					:      Optional[int]     					=			start_index

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

              SCREAMING_SNAKE_CASE					:      str     					=			lines[start_index:line_index]
              SCREAMING_SNAKE_CASE					:      Tuple     					=			''''''.join(A				)

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

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

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

       if overwrite and len(A				) > 0:
              # Warn the user a file has been modified.
              print(F"""Detected changes, rewriting {filename}."""				)
              with open(A					,		'''w'''					,		encoding='''utf-8'''					,		newline='''\n'''				) as f:
                     f.writelines(A				)
       return diffs
def 					UpperCAmelCase   (						A  :				bool = False				):
       SCREAMING_SNAKE_CASE					:      List[str]     					=			glob.glob(os.path.join(A					,		'''**/*.py'''				)					,		recursive=A				)
       SCREAMING_SNAKE_CASE					:      Optional[Any]     					=			[]
       for filename in all_files:
              SCREAMING_SNAKE_CASE					:      Any     					=			is_copy_consistent(A					,		A				)
              diffs += [F"""- {filename}: copy does not match {d[0]} at line {d[1]}""" for d in new_diffs]
       if not overwrite and len(A				) > 0:
              SCREAMING_SNAKE_CASE					:      str     					=			'''\n'''.join(A				)
              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_     :       Union[str, Any]								=						argparse.ArgumentParser()
       parser.add_argument('--fix_and_overwrite', action='store_true', help='Whether to fix inconsistencies.')
       lowerCAmelCase_     :       Tuple								=						parser.parse_args()

       check_copies(args.fix_and_overwrite)









'''simple docstring'''



from ...configuration_utils import PretrainedConfig
from ...utils import logging


lowerCAmelCase_     :       Optional[int]								=						logging.get_logger(__name__)

lowerCAmelCase_     :       Optional[Any]								=						{
    'microsoft/swinv2-tiny-patch4-window8-256': (
        'https://huggingface.co/microsoft/swinv2-tiny-patch4-window8-256/resolve/main/config.json'
    ),
}
class 	lowerCamelCase_							(					snake_case_			):
						_lowerCAmelCase     :   str	     =				'swinv2'

						_lowerCAmelCase     :   Optional[int]	     =				{
						    'num_attention_heads': 'num_heads',
						    'num_hidden_layers': 'num_layers',
						}







						def __init__(  self   :      Optional[int]				,    lowerCAmelCase__   :      Any=2_24				,    lowerCAmelCase__   :      Optional[Any]=4				,    lowerCAmelCase__   :      Tuple=3				,    lowerCAmelCase__   :      Tuple=96				,    lowerCAmelCase__   :      Optional[int]=[2, 2, 6, 2]				,    lowerCAmelCase__   :      Tuple=[3, 6, 12, 24]				,    lowerCAmelCase__   :      List[str]=7				,    lowerCAmelCase__   :      Tuple=4.0				,    lowerCAmelCase__   :      Dict=True				,    lowerCAmelCase__   :      Any=0.0				,    lowerCAmelCase__   :      Optional[int]=0.0				,    lowerCAmelCase__   :      Optional[Any]=0.1				,    lowerCAmelCase__   :      int="gelu"				,    lowerCAmelCase__   :      Tuple=False				,    lowerCAmelCase__   :      Tuple=0.02				,    lowerCAmelCase__   :      Dict=1e-5				,    lowerCAmelCase__   :      List[str]=32				,    **lowerCAmelCase__   :      Union[str, Any]				,    ):

													"""simple docstring"""
													super().__init__(**lowerCAmelCase__				)

													SCREAMING_SNAKE_CASE					:      int     					=			image_size
													SCREAMING_SNAKE_CASE					:      Optional[int]     					=			patch_size
													SCREAMING_SNAKE_CASE					:      Union[str, Any]     					=			num_channels
													SCREAMING_SNAKE_CASE					:      int     					=			embed_dim
													SCREAMING_SNAKE_CASE					:      List[Any]     					=			depths
													SCREAMING_SNAKE_CASE					:      str     					=			len(lowerCAmelCase__				)
													SCREAMING_SNAKE_CASE					:      Optional[Any]     					=			num_heads
													SCREAMING_SNAKE_CASE					:      Tuple     					=			window_size
													SCREAMING_SNAKE_CASE					:      Any     					=			mlp_ratio
													SCREAMING_SNAKE_CASE					:      Optional[Any]     					=			qkv_bias
													SCREAMING_SNAKE_CASE					:      Optional[Any]     					=			hidden_dropout_prob
													SCREAMING_SNAKE_CASE					:      int     					=			attention_probs_dropout_prob
													SCREAMING_SNAKE_CASE					:      List[str]     					=			drop_path_rate
													SCREAMING_SNAKE_CASE					:      Any     					=			hidden_act
													SCREAMING_SNAKE_CASE					:      List[Any]     					=			use_absolute_embeddings
													SCREAMING_SNAKE_CASE					:      List[str]     					=			layer_norm_eps
													SCREAMING_SNAKE_CASE					:      Union[str, Any]     					=			initializer_range
													SCREAMING_SNAKE_CASE					:      Dict     					=			encoder_stride
													# we set the hidden_size attribute in order to make Swinv2 work with VisionEncoderDecoderModel
													# this indicates the channel dimension after the last stage of the model
													SCREAMING_SNAKE_CASE					:      Optional[Any]     					=			int(embed_dim * 2 ** (len(lowerCAmelCase__				) - 1)				)
													SCREAMING_SNAKE_CASE					:      int     					=			(0, 0, 0, 0)




