

'''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
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       UpperCamelCase(     UpperCAmelCase_  ,       UpperCAmelCase_	):
 return line.startswith(SCREAMING_SNAKE_CASE__	) or len(SCREAMING_SNAKE_CASE__	) <= 1 or re.search(R'^\s*\)(\s*->.*:|:)\s*$'  ,       SCREAMING_SNAKE_CASE__	) is not None




def       UpperCamelCase(     UpperCAmelCase_	):
 UpperCAmelCase       :	List[Any]											= object_name.split('.'	)
 UpperCAmelCase       :	Union[str, Any]											= 0

 # First let's find the module where our object lives.
 UpperCAmelCase       :	Optional[Any]											= parts[i]
 while i < len(SCREAMING_SNAKE_CASE__	) and not os.path.isfile(os.path.join(SCREAMING_SNAKE_CASE__  ,       F"""{module}.py"""	)	):
  i += 1
  if i < len(SCREAMING_SNAKE_CASE__	):
   UpperCAmelCase       :	Tuple											= os.path.join(SCREAMING_SNAKE_CASE__  ,       parts[i]	)
 if i >= len(SCREAMING_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(SCREAMING_SNAKE_CASE__  ,       F"""{module}.py"""	)  ,       'r'  ,       encoding='utf-8'  ,       newline='\n'	) as f:
  UpperCAmelCase       :	Optional[int]											= f.readlines()

 # Now let's find the class / func in the code!
 UpperCAmelCase       :	Tuple											= ''
 UpperCAmelCase       :	Optional[Any]											= 0
 for name in parts[i + 1 :]:
  while (
      line_index < len(SCREAMING_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(SCREAMING_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       :	int											= line_index
 while line_index < len(SCREAMING_SNAKE_CASE__	) and _should_continue(lines[line_index]  ,       SCREAMING_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       :	Optional[Any]											= lines[start_index:line_index]
 return "".join(SCREAMING_SNAKE_CASE__	)


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       UpperCamelCase(     UpperCAmelCase_	):
 UpperCAmelCase       :	Optional[int]											= code.split('\n'	)
 UpperCAmelCase       :	List[str]											= 0
 while idx < len(SCREAMING_SNAKE_CASE__	) and len(lines[idx]	) == 0:
  idx += 1
 if idx < len(SCREAMING_SNAKE_CASE__	):
  return re.search(R'^(\s*)\S'  ,       lines[idx]	).groups()[0]
 return ""




def       UpperCamelCase(     UpperCAmelCase_	):
 UpperCAmelCase       :	Optional[Any]											= len(get_indent(SCREAMING_SNAKE_CASE__	)	) > 0
 if has_indent:
  UpperCAmelCase       :	Dict											= F"""class Bla:\n{code}"""
 UpperCAmelCase       :	Union[str, Any]											= black.Mode(target_versions={black.TargetVersion.PYaa}  ,       line_length=1_19  ,       preview=SCREAMING_SNAKE_CASE__	)
 UpperCAmelCase       :	Union[str, Any]											= black.format_str(SCREAMING_SNAKE_CASE__  ,       mode=SCREAMING_SNAKE_CASE__	)
 UpperCAmelCase					, UpperCAmelCase       :	List[Any]											= style_docstrings_in_code(SCREAMING_SNAKE_CASE__	)
 return result[len('class Bla:\n'	) :] if has_indent else result




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

  UpperCAmelCase       :	Any											= line_index + 1 if indent == theoretical_indent else line_index + 2
  UpperCAmelCase       :	str											= theoretical_indent
  UpperCAmelCase       :	List[Any]											= start_index

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

  UpperCAmelCase       :	int											= lines[start_index:line_index]
  UpperCAmelCase       :	List[str]											= ''.join(SCREAMING_SNAKE_CASE__	)

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

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

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

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




def       UpperCamelCase(     UpperCAmelCase_ = False	):
 UpperCAmelCase       :	Tuple											= glob.glob(os.path.join(SCREAMING_SNAKE_CASE__  ,       '**/*.py'	)  ,       recursive=SCREAMING_SNAKE_CASE__	)
 UpperCAmelCase       :	List[str]											= []
 for filename in all_files:
  UpperCAmelCase       :	Optional[int]											= is_copy_consistent(SCREAMING_SNAKE_CASE__  ,       SCREAMING_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(SCREAMING_SNAKE_CASE__	) > 0:
  UpperCAmelCase       :	str											= '\n'.join(SCREAMING_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__":
 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 packaging import version

from ...configuration_utils import PretrainedConfig
from ...onnx import OnnxConfig
from ...utils import logging


_A		       =						logging.get_logger(__name__)

_A		       =						{
    'hustvl/yolos-small': 'https://huggingface.co/hustvl/yolos-small/resolve/main/config.json',
    # See all YOLOS models at https://huggingface.co/models?filter=yolos
}






class     UpperCAmelCase__       (					A_		):



    """simple docstring"""






    UpperCAmelCase__						:		Optional[int]      =  "yolos"






    def __init__(			self					,   A_=768					,   A_=12					,   A_=12					,   A_=3072					,   A_="gelu"					,   A_=0.0					,   A_=0.0					,   A_=0.02					,   A_=1E-12					,   A_=[512, 864]					,   A_=16					,   A_=3					,   A_=True					,   A_=100					,   A_=True					,   A_=False					,   A_=1					,   A_=5					,   A_=2					,   A_=5					,   A_=2					,   A_=0.1					,   **A_					,   )  ->       Any:
         super().__init__(**A_    )

         __UpperCamelCase    							=hidden_size
         __UpperCamelCase    							=num_hidden_layers
         __UpperCamelCase    							=num_attention_heads
         __UpperCamelCase    							=intermediate_size
         __UpperCamelCase    							=hidden_act
         __UpperCamelCase    							=hidden_dropout_prob
         __UpperCamelCase    							=attention_probs_dropout_prob
         __UpperCamelCase    							=initializer_range
         __UpperCamelCase    							=layer_norm_eps
         __UpperCamelCase    							=image_size
         __UpperCamelCase    							=patch_size
         __UpperCamelCase    							=num_channels
         __UpperCamelCase    							=qkv_bias
         __UpperCamelCase    							=num_detection_tokens
         __UpperCamelCase    							=use_mid_position_embeddings
         __UpperCamelCase    							=auxiliary_loss
         # Hungarian matcher
         __UpperCamelCase    							=class_cost
         __UpperCamelCase    							=bbox_cost
         __UpperCamelCase    							=giou_cost
         # Loss coefficients
         __UpperCamelCase    							=bbox_loss_coefficient
         __UpperCamelCase    							=giou_loss_coefficient
         __UpperCamelCase    							=eos_coefficient






class     UpperCAmelCase__       (					A_		):



    """simple docstring"""






    UpperCAmelCase__						:		str      =  version.parse("1.11"		)






    @property
    def _a					(			self    )  ->       Mapping[str, Mapping[int, str]]:
         return OrderedDict(
             [
                 ('pixel_values', {0: 'batch', 1: 'num_channels', 2: 'height', 3: 'width'}),
             ]    )






    @property
    def _a					(			self    )  ->       float:
         return 1E-4






    @property
    def _a					(			self    )  ->       int:
         return 12





