


"""simple docstring"""







from typing import List, Union

import numpy as np

from ..utils import add_end_docstrings, is_torch_available, is_vision_available, logging, requires_backends
from .base import PIPELINE_INIT_ARGS, Pipeline


if is_vision_available():
     from PIL import Image

     from ..image_utils import load_image

if is_torch_available():
     import torch

     from ..models.auto.modeling_auto import MODEL_FOR_DEPTH_ESTIMATION_MAPPING

lowerCAmelCase__				    =       logging.get_logger(__name__)


@add_end_docstrings(lowercase    )
class 				SCREAMING_SNAKE_CASE__    (		lowercase    ):
       """simple docstring"""


       def __init__(						self		,					*snake_case__		,					**snake_case__						):






         """simple docstring"""





         super().__init__(*snake_case__		,					**snake_case__						)
         requires_backends(self		,					"vision"						)
         self.check_model_type(snake_case__						)

       def __call__(						self		,					snake_case__		,					**snake_case__						):






         """simple docstring"""





         return super().__call__(snake_case__		,					**snake_case__						)

       def 	lowercase__							(						self		,					**snake_case__						):






         """simple docstring"""





         return {}, {}, {}

       def 	lowercase__							(						self		,					snake_case__						):






         """simple docstring"""





         lowerCAmelCase					:					List[Any]								=							load_image(snake_case__						)
         lowerCAmelCase					:					Optional[Any]								=							image.size
         lowerCAmelCase					:					int								=							self.image_processor(images=snake_case__		,					return_tensors=self.framework						)
         return model_inputs

       def 	lowercase__							(						self		,					snake_case__						):






         """simple docstring"""





         lowerCAmelCase					:					Union[str, Any]								=							self.model(**snake_case__						)
         return model_outputs







       def 	lowercase__							(						self		,					snake_case__						):






         """simple docstring"""





         lowerCAmelCase					:					Dict								=							model_outputs.predicted_depth
         lowerCAmelCase					:					Tuple								=							torch.nn.functional.interpolate(
             predicted_depth.unsqueeze(1						)		,					size=self.image_size[::-1]		,					mode="bicubic"		,					align_corners=snake_case__						)
         lowerCAmelCase					:					List[str]								=							prediction.squeeze().cpu().numpy()
         lowerCAmelCase					:					Optional[Any]								=							(output * 255 / np.max(snake_case__						)).astype("uint8"						)
         lowerCAmelCase					:					Optional[int]								=							Image.fromarray(snake_case__						)
         lowerCAmelCase					:					int								=							{}
         lowerCAmelCase					:					Any								=							predicted_depth
         lowerCAmelCase					:					List[Any]								=							depth
         return output_dict









"""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  a__      (    SCREAMING_SNAKE_CASE   :   int    ,				SCREAMING_SNAKE_CASE   :   int    ):


  '''simple docstring'''







  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  a__      (    SCREAMING_SNAKE_CASE   :   Tuple    ):


  '''simple docstring'''







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

  # First let's find the module where our object lives.
  lowerCAmelCase					:					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    ):
      lowerCAmelCase					:					Optional[Any]								=							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:
    lowerCAmelCase					:					List[Any]								=							f.readlines()

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

  lowerCAmelCase					:					List[Any]								=							lines[start_index:line_index]
  return "".join(SCREAMING_SNAKE_CASE    )


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  a__      (    SCREAMING_SNAKE_CASE   :   str    ):


  '''simple docstring'''







  lowerCAmelCase					:					int								=							code.split("\n"    )
  lowerCAmelCase					:					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  a__      (    SCREAMING_SNAKE_CASE   :   Optional[int]    ):


  '''simple docstring'''







  lowerCAmelCase					:					List[Any]								=							len(get_indent(SCREAMING_SNAKE_CASE    )    ) > 0
  if has_indent:
    lowerCAmelCase					:					Tuple								=							f"""class Bla:\n{code}"""
  lowerCAmelCase					:					Optional[Any]								=							black.Mode(target_versions={black.TargetVersion.PYaa}    ,				line_length=1_1_9    ,				preview=SCREAMING_SNAKE_CASE    )
  lowerCAmelCase					:					Dict								=							black.format_str(SCREAMING_SNAKE_CASE    ,				mode=SCREAMING_SNAKE_CASE    )
  lowerCAmelCase						,  lowerCAmelCase					:					List[Any]								=							style_docstrings_in_code(SCREAMING_SNAKE_CASE    )
  return result[len("class Bla:\n"    ) :] if has_indent else result
def  a__      (    SCREAMING_SNAKE_CASE   :   Optional[Any]    ,				SCREAMING_SNAKE_CASE   :   int=False    ):


  '''simple docstring'''







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

    lowerCAmelCase					:					Dict								=							line_index + 1 if indent == theoretical_indent else line_index + 2
    lowerCAmelCase					:					Optional[int]								=							theoretical_indent
    lowerCAmelCase					:					List[str]								=							start_index

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

    lowerCAmelCase					:					Tuple								=							lines[start_index:line_index]
    lowerCAmelCase					:					List[str]								=							"".join(SCREAMING_SNAKE_CASE    )

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

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


  '''simple docstring'''







  lowerCAmelCase					:					List[Any]								=							glob.glob(os.path.join(SCREAMING_SNAKE_CASE    ,				"**/*.py"    )    ,				recursive=SCREAMING_SNAKE_CASE    )
  lowerCAmelCase					:					str								=							[]
  for filename in all_files:
    lowerCAmelCase					:					List[Any]								=							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:
    lowerCAmelCase					:					List[Any]								=							"\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__":
     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)





