





"""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__				  =   "src/diffusers"
lowerCamelCase__				  =   "."


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




def 					lowercase__    (					lowercase_		,lowercase_			)					->		Tuple:




						"""simple docstring"""

						return line.startswith(lowercase_			) or len(lowercase_			) <= 1 or re.search(r"^\s*\)(\s*->.*:|:)\s*$"		,lowercase_			) is not None




def 					lowercase__    (					lowercase_			)					->		Optional[Any]:




						"""simple docstring"""

						_UpperCamelCase      :	Tuple						=       object_name.split("."			)
						_UpperCamelCase      :	str						=       0

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

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

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

						_UpperCamelCase      :	Union[str, Any]						=       lines[start_index:line_index]
						return "".join(lowercase_			)


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




def 					lowercase__    (					lowercase_			)					->		List[str]:




						"""simple docstring"""

						_UpperCamelCase      :	str						=       code.split("\n"			)
						_UpperCamelCase      :	Optional[int]						=       0
						while idx < len(lowercase_			) and len(lines[idx]			) == 0:
												idx += 1
						if idx < len(lowercase_			):
												return re.search(r"^(\s*)\S"		,lines[idx]			).groups()[0]
						return ""




def 					lowercase__    (					lowercase_			)					->		Tuple:




						"""simple docstring"""

						_UpperCamelCase      :	str						=       len(get_indent(lowercase_			)			) > 0
						if has_indent:
												_UpperCamelCase      :	List[str]						=       F'''class Bla:\n{code}'''
						_UpperCamelCase      :	Tuple						=       black.Mode(target_versions={black.TargetVersion.PYaa}		,line_length=119		,preview=lowercase_			)
						_UpperCamelCase      :	List[str]						=       black.format_str(lowercase_		,mode=lowercase_			)
						_UpperCamelCase      :	Any						=       style_docstrings_in_code(lowercase_			)
						return result[len("class Bla:\n"			) :] if has_indent else result




def 					lowercase__    (					lowercase_		,lowercase_=False			)					->		Any:




						"""simple docstring"""

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

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

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

												_UpperCamelCase      :	Any						=       lines[start_index:line_index]
												_UpperCamelCase      :	Any						=       ''.join(lowercase_			)

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

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

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

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




def 					lowercase__    (					lowercase_ = False			)					->		Optional[int]:




						"""simple docstring"""

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

		check_copies(args.fix_and_overwrite)







"""simple docstring"""


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


lowerCamelCase__				  =   logging.get_logger(__name__)

lowerCamelCase__				  =   {
    "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      __SCREAMING_SNAKE_CASE    (						_UpperCamelCase   ):







  '''simple docstring'''


  SCREAMING_SNAKE_CASE__							:Tuple	     =					"yolos"

  def __init__(		self   :       Dict					,   __a   :       Optional[Any]=768					,   __a   :       List[Any]=12					,   __a   :       Any=12					,   __a   :       List[Any]=3072					,   __a   :       Optional[int]="gelu"					,   __a   :       Dict=0.0					,   __a   :       Optional[Any]=0.0					,   __a   :       Any=0.02					,   __a   :       Optional[int]=1e-1_2					,   __a   :       List[Any]=[512, 864]					,   __a   :       List[str]=16					,   __a   :       str=3					,   __a   :       Optional[Any]=True					,   __a   :       Optional[Any]=100					,   __a   :       List[str]=True					,   __a   :       Any=False					,   __a   :       List[str]=1					,   __a   :       str=5					,   __a   :       Optional[Any]=2					,   __a   :       Tuple=5					,   __a   :       Any=2					,   __a   :       Union[str, Any]=0.1					,   **__a   :       List[str]					,   )		->				List[str]:
        super().__init__(**__a	)

        _UpperCamelCase      :	Dict						=       hidden_size
        _UpperCamelCase      :	Any						=       num_hidden_layers
        _UpperCamelCase      :	str						=       num_attention_heads
        _UpperCamelCase      :	Dict						=       intermediate_size
        _UpperCamelCase      :	List[str]						=       hidden_act
        _UpperCamelCase      :	List[str]						=       hidden_dropout_prob
        _UpperCamelCase      :	str						=       attention_probs_dropout_prob
        _UpperCamelCase      :	Tuple						=       initializer_range
        _UpperCamelCase      :	List[str]						=       layer_norm_eps
        _UpperCamelCase      :	Tuple						=       image_size
        _UpperCamelCase      :	Tuple						=       patch_size
        _UpperCamelCase      :	Dict						=       num_channels
        _UpperCamelCase      :	Any						=       qkv_bias
        _UpperCamelCase      :	str						=       num_detection_tokens
        _UpperCamelCase      :	str						=       use_mid_position_embeddings
        _UpperCamelCase      :	List[str]						=       auxiliary_loss
        # Hungarian matcher
        _UpperCamelCase      :	List[Any]						=       class_cost
        _UpperCamelCase      :	int						=       bbox_cost
        _UpperCamelCase      :	Optional[int]						=       giou_cost
        # Loss coefficients
        _UpperCamelCase      :	List[Any]						=       bbox_loss_coefficient
        _UpperCamelCase      :	str						=       giou_loss_coefficient
        _UpperCamelCase      :	Dict						=       eos_coefficient





class      __SCREAMING_SNAKE_CASE    (						_UpperCamelCase   ):







  '''simple docstring'''


  SCREAMING_SNAKE_CASE__							:List[str]	     =					version.parse("1.11"   )

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

  @property
  def    __SCREAMING_SNAKE_CASE				(		self   :       Optional[Any]	)		->				float:
        return 1e-4


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