




import collections
import os
import re
from pathlib import Path


_lowerCamelCase      :  List[Any]      						=						"src/transformers"


# Matches is_xxx_available()
_lowerCamelCase      :  Optional[Any]      						=						re.compile(R"is\_([a-z_]*)_available()")
# Catches a one-line _import_struct = {xxx}
_lowerCamelCase      :  Any      						=						re.compile(R"^_import_structure\s+=\s+\{([^\}]+)\}")
# Catches a line with a key-values pattern: "bla": ["foo", "bar"]
_lowerCamelCase      :  Union[str, Any]      						=						re.compile(R"\s+\"\S*\":\s+\[([^\]]*)\]")
# Catches a line if not is_foo_available
_lowerCamelCase      :  Optional[int]      						=						re.compile(R"^\s*if\s+not\s+is\_[a-z_]*\_available\(\)")
# Catches a line _import_struct["bla"].append("foo")
_lowerCamelCase      :  List[str]      						=						re.compile(R"^\s*_import_structure\[\"\S*\"\]\.append\(\"(\S*)\"\)")
# Catches a line _import_struct["bla"].extend(["foo", "bar"]) or _import_struct["bla"] = ["foo", "bar"]
_lowerCamelCase      :  Any      						=						re.compile(R"^\s*_import_structure\[\S*\](?:\.extend\(|\s*=\s+)\[([^\]]*)\]")
# Catches a line with an object between quotes and a comma:     "MyModel",
_lowerCamelCase      :  List[Any]      						=						re.compile(R"^\s+\"([^\"]+)\",")
# Catches a line with objects between brackets only:    ["foo", "bar"],
_lowerCamelCase      :  Optional[Any]      						=						re.compile(R"^\s+\[([^\]]+)\]")
# Catches a line with from foo import bar, bla, boo
_lowerCamelCase      :  Union[str, Any]      						=						re.compile(R"\s+from\s+\S*\s+import\s+([^\(\s].*)\n")
# Catches a line with try:
_lowerCamelCase      :  int      						=						re.compile(R"^\s*try:")
# Catches a line with else:
_lowerCamelCase      :  Any      						=						re.compile(R"^\s*else:")




def 							_UpperCAmelCase  (UpperCamelCase_ : Optional[Any]       ):
    '''simple docstring'''


    if _re_test_backend.search(_UpperCamelCase       ) is None:
        return None
    _lowerCAmelCase    :    Tuple										=      [b[0] for b in _re_backend.findall(_UpperCamelCase       )]
    backends.sort()
    return "_and_".join(_UpperCamelCase       )




def 							_UpperCAmelCase  (UpperCamelCase_ : int       ):
    '''simple docstring'''


    with open(_UpperCamelCase      ,    """r"""      ,    encoding="""utf-8"""      ,    newline="""\n"""       ) as f:
        _lowerCAmelCase    :    Union[str, Any]										=      f.readlines()

    _lowerCAmelCase    :    Tuple										=      0
    while line_index < len(_UpperCamelCase       ) and not lines[line_index].startswith("""_import_structure = {"""       ):
        line_index += 1

    # If this is a traditional init, just return.
    if line_index >= len(_UpperCamelCase       ):
        return None

    # First grab the objects without a specific backend in _import_structure
    _lowerCAmelCase    :    Tuple										=      []
    while not lines[line_index].startswith("""if TYPE_CHECKING"""       ) and find_backend(lines[line_index]       ) is None:
        _lowerCAmelCase    :    int										=      lines[line_index]
        # If we have everything on a single line, let's deal with it.
        if _re_one_line_import_struct.search(_UpperCamelCase       ):
            _lowerCAmelCase    :    Tuple										=      _re_one_line_import_struct.search(_UpperCamelCase       ).groups()[0]
            _lowerCAmelCase    :    Tuple										=      re.findall(R"""\[([^\]]+)\]"""      ,    _UpperCamelCase       )
            for imp in imports:
                objects.extend([obj[1:-1] for obj in imp.split(""", """       )]       )
            line_index += 1
            continue
        _lowerCAmelCase    :    Dict										=      _re_import_struct_key_value.search(_UpperCamelCase       )
        if single_line_import_search is not None:
            _lowerCAmelCase    :    Optional[int]										=      [obj[1:-1] for obj in single_line_import_search.groups()[0].split(""", """       ) if len(_UpperCamelCase       ) > 0]
            objects.extend(_UpperCamelCase       )
        elif line.startswith(""" """ * 8 + """\""""       ):
            objects.append(line[9:-3]       )
        line_index += 1

    _lowerCAmelCase    :    Optional[Any]										=      {"""none""": objects}
    # Let's continue with backend-specific objects in _import_structure
    while not lines[line_index].startswith("""if TYPE_CHECKING"""       ):
        # If the line is an if not is_backend_available, we grab all objects associated.
        _lowerCAmelCase    :    Any										=      find_backend(lines[line_index]       )
        # Check if the backend declaration is inside a try block:
        if _re_try.search(lines[line_index - 1]       ) is None:
            _lowerCAmelCase    :    str										=      None

        if backend is not None:
            line_index += 1

            # Scroll until we hit the else block of try-except-else
            while _re_else.search(lines[line_index]       ) is None:
                line_index += 1

            line_index += 1

            _lowerCAmelCase    :    List[Any]										=      []
            # Until we unindent, add backend objects to the list
            while len(lines[line_index]       ) <= 1 or lines[line_index].startswith(""" """ * 4       ):
                _lowerCAmelCase    :    Optional[int]										=      lines[line_index]
                if _re_import_struct_add_one.search(_UpperCamelCase       ) is not None:
                    objects.append(_re_import_struct_add_one.search(_UpperCamelCase       ).groups()[0]       )
                elif _re_import_struct_add_many.search(_UpperCamelCase       ) is not None:
                    _lowerCAmelCase    :    Tuple										=      _re_import_struct_add_many.search(_UpperCamelCase       ).groups()[0].split(""", """       )
                    _lowerCAmelCase    :    Union[str, Any]										=      [obj[1:-1] for obj in imports if len(_UpperCamelCase       ) > 0]
                    objects.extend(_UpperCamelCase       )
                elif _re_between_brackets.search(_UpperCamelCase       ) is not None:
                    _lowerCAmelCase    :    List[Any]										=      _re_between_brackets.search(_UpperCamelCase       ).groups()[0].split(""", """       )
                    _lowerCAmelCase    :    Optional[Any]										=      [obj[1:-1] for obj in imports if len(_UpperCamelCase       ) > 0]
                    objects.extend(_UpperCamelCase       )
                elif _re_quote_object.search(_UpperCamelCase       ) is not None:
                    objects.append(_re_quote_object.search(_UpperCamelCase       ).groups()[0]       )
                elif line.startswith(""" """ * 8 + """\""""       ):
                    objects.append(line[9:-3]       )
                elif line.startswith(""" """ * 12 + """\""""       ):
                    objects.append(line[13:-3]       )
                line_index += 1

            _lowerCAmelCase    :    Any										=      objects
        else:
            line_index += 1

    # At this stage we are in the TYPE_CHECKING part, first grab the objects without a specific backend
    _lowerCAmelCase    :    Optional[Any]										=      []
    while (
        line_index < len(_UpperCamelCase       )
        and find_backend(lines[line_index]       ) is None
        and not lines[line_index].startswith("""else"""       )
    ):
        _lowerCAmelCase    :    List[str]										=      lines[line_index]
        _lowerCAmelCase    :    Tuple										=      _re_import.search(_UpperCamelCase       )
        if single_line_import_search is not None:
            objects.extend(single_line_import_search.groups()[0].split(""", """       )       )
        elif line.startswith(""" """ * 8       ):
            objects.append(line[8:-2]       )
        line_index += 1

    _lowerCAmelCase    :    Optional[Any]										=      {"""none""": objects}
    # Let's continue with backend-specific objects
    while line_index < len(_UpperCamelCase       ):
        # If the line is an if is_backend_available, we grab all objects associated.
        _lowerCAmelCase    :    Tuple										=      find_backend(lines[line_index]       )
        # Check if the backend declaration is inside a try block:
        if _re_try.search(lines[line_index - 1]       ) is None:
            _lowerCAmelCase    :    Union[str, Any]										=      None

        if backend is not None:
            line_index += 1

            # Scroll until we hit the else block of try-except-else
            while _re_else.search(lines[line_index]       ) is None:
                line_index += 1

            line_index += 1

            _lowerCAmelCase    :    Dict										=      []
            # Until we unindent, add backend objects to the list
            while len(lines[line_index]       ) <= 1 or lines[line_index].startswith(""" """ * 8       ):
                _lowerCAmelCase    :    Optional[int]										=      lines[line_index]
                _lowerCAmelCase    :    Any										=      _re_import.search(_UpperCamelCase       )
                if single_line_import_search is not None:
                    objects.extend(single_line_import_search.groups()[0].split(""", """       )       )
                elif line.startswith(""" """ * 12       ):
                    objects.append(line[12:-2]       )
                line_index += 1

            _lowerCAmelCase    :    str										=      objects
        else:
            line_index += 1

    return import_dict_objects, type_hint_objects




def 							_UpperCAmelCase  (UpperCamelCase_ : int      ,    UpperCamelCase_ : Optional[Any]       ):
    '''simple docstring'''


    def find_duplicates(UpperCamelCase_ : Tuple       ):
        return [k for k, v in collections.Counter(_UpperCamelCase       ).items() if v > 1]

    if list(import_dict_objects.keys()       ) != list(type_hint_objects.keys()       ):
        return ["Both sides of the init do not have the same backends!"]

    _lowerCAmelCase    :    Optional[Any]										=      []
    for key in import_dict_objects.keys():
        _lowerCAmelCase    :    int										=      find_duplicates(import_dict_objects[key]       )
        if duplicate_imports:
            errors.append(F"Duplicate _import_structure definitions for: {duplicate_imports}"       )
        _lowerCAmelCase    :    Dict										=      find_duplicates(type_hint_objects[key]       )
        if duplicate_type_hints:
            errors.append(F"Duplicate TYPE_CHECKING objects for: {duplicate_type_hints}"       )

        if sorted(set(import_dict_objects[key]       )       ) != sorted(set(type_hint_objects[key]       )       ):
            _lowerCAmelCase    :    Union[str, Any]										=      """base imports""" if key == """none""" else F"{key} backend"
            errors.append(F"Differences for {name}:"       )
            for a in type_hint_objects[key]:
                if a not in import_dict_objects[key]:
                    errors.append(F"  {a} in TYPE_HINT but not in _import_structure."       )
            for a in import_dict_objects[key]:
                if a not in type_hint_objects[key]:
                    errors.append(F"  {a} in _import_structure but not in TYPE_HINT."       )
    return errors




def 							_UpperCAmelCase  ():
    '''simple docstring'''
    _lowerCAmelCase    :    Dict										=      []
    for root, _, files in os.walk(_UpperCamelCase       ):
        if "__init__.py" in files:
            _lowerCAmelCase    :    str										=      os.path.join(_UpperCamelCase      ,    """__init__.py"""       )
            _lowerCAmelCase    :    Any										=      parse_init(_UpperCamelCase       )
            if objects is not None:
                _lowerCAmelCase    :    Optional[int]										=      analyze_results(*_UpperCamelCase       )
                if len(_UpperCamelCase       ) > 0:
                    _lowerCAmelCase    :    Dict										=      F"Problem in {fname}, both halves do not define the same objects.\n{errors[0]}"
                    failures.append("""\n""".join(_UpperCamelCase       )       )
    if len(_UpperCamelCase       ) > 0:
        raise ValueError("""\n\n""".join(_UpperCamelCase       )       )




def 							_UpperCAmelCase  ():
    '''simple docstring'''
    _lowerCAmelCase    :    str										=      []
    for path, directories, files in os.walk(_UpperCamelCase       ):
        for folder in directories:
            # Ignore private modules
            if folder.startswith("""_"""       ):
                directories.remove(_UpperCamelCase       )
                continue
            # Ignore leftovers from branches (empty folders apart from pycache)
            if len(list((Path(_UpperCamelCase       ) / folder).glob("""*.py"""       )       )       ) == 0:
                continue
            _lowerCAmelCase    :    str										=      str((Path(_UpperCamelCase       ) / folder).relative_to(_UpperCamelCase       )       )
            _lowerCAmelCase    :    Dict										=      short_path.replace(os.path.sep      ,    """."""       )
            submodules.append(_UpperCamelCase       )
        for fname in files:
            if fname == "__init__.py":
                continue
            _lowerCAmelCase    :    Dict										=      str((Path(_UpperCamelCase       ) / fname).relative_to(_UpperCamelCase       )       )
            _lowerCAmelCase    :    int										=      short_path.replace(""".py"""      ,    """"""       ).replace(os.path.sep      ,    """."""       )
            if len(submodule.split("""."""       )       ) == 1:
                submodules.append(_UpperCamelCase       )
    return submodules


_lowerCamelCase      :  Union[str, Any]      						=						[
    "convert_pytorch_checkpoint_to_tf2",
    "modeling_flax_pytorch_utils",
    "models.esm.openfold_utils",
]




def 							_UpperCAmelCase  ():
    '''simple docstring'''
    from transformers.utils import direct_transformers_import

    _lowerCAmelCase    :    int										=      direct_transformers_import(_UpperCamelCase       )

    _lowerCAmelCase    :    Optional[Any]										=      set(transformers._import_structure.keys()       )
    # This contains all the base keys of the _import_structure object defined in the init, but if the user is missing
    # some optional dependencies, they may not have all of them. Thus we read the init to read all additions and
    # (potentiall re-) add them.
    with open(os.path.join(_UpperCamelCase      ,    """__init__.py"""       )      ,    """r"""       ) as f:
        _lowerCAmelCase    :    Tuple										=      f.read()
    import_structure_keys.update(set(re.findall(R"""import_structure\[\"([^\"]*)\"\]"""      ,    _UpperCamelCase       )       )       )

    _lowerCAmelCase    :    List[str]										=      [
        module
        for module in get_transformers_submodules()
        if module not in IGNORE_SUBMODULES and module not in import_structure_keys
    ]

    if len(_UpperCamelCase       ) > 0:
        _lowerCAmelCase    :    List[Any]										=      """\n""".join(F"- {module}" for module in module_not_registered       )
        raise ValueError(
            """The following submodules are not properly registed in the main init of Transformers:\n"""
            F"{list_of_modules}\n"
            """Make sure they appear somewhere in the keys of `_import_structure` with an empty list as value."""       )


if __name__ == "__main__":
 check_all_inits()
 check_submodules()







import cva
import numpy as np
class        __snake_case  :



				def __init__(      self      :		List[str]		,	_UpperCAmelCase      :		float		,	_UpperCAmelCase      :		int      )  ->    int:





								'''simple docstring'''




								if k in (0.04, 0.06):
												_lowerCAmelCase    :    str										=      k
												_lowerCAmelCase    :    Optional[Any]										=      window_size
								else:
												raise ValueError("""invalid k value"""      )



				def __str__(      self      :		int      )  ->    str:





								'''simple docstring'''




								return str(self.k      )



				def       SCREAMING_SNAKE_CASE       (      self      :		Optional[int]		,	_UpperCAmelCase      :		str      )  ->    tuple[cva.Mat, list[list[int]]]:





								'''simple docstring'''




								_lowerCAmelCase    :    Tuple										=      cva.imread(_UpperCAmelCase		,	0      )
								_lowerCAmelCase					,    _lowerCAmelCase    :    Tuple										=      img.shape
								_lowerCAmelCase    :    list[list[int]]										=      []
								_lowerCAmelCase    :    int										=      img.copy()
								_lowerCAmelCase    :    str										=      cva.cvtColor(_UpperCAmelCase		,	cva.COLOR_GRAY2RGB      )
								_lowerCAmelCase					,    _lowerCAmelCase    :    int										=      np.gradient(_UpperCAmelCase      )
								_lowerCAmelCase    :    Any										=      dx**2
								_lowerCAmelCase    :    Optional[int]										=      dy**2
								_lowerCAmelCase    :    Optional[Any]										=      dx * dy
								_lowerCAmelCase    :    Dict										=      0.04
								_lowerCAmelCase    :    Tuple										=      self.window_size // 2
								for y in range(_UpperCAmelCase		,	h - offset      ):
												for x in range(_UpperCAmelCase		,	w - offset      ):
																_lowerCAmelCase    :    Optional[int]										=      ixx[
																    y - offset : y + offset + 1, x - offset : x + offset + 1
																].sum()
																_lowerCAmelCase    :    int										=      iyy[
																    y - offset : y + offset + 1, x - offset : x + offset + 1
																].sum()
																_lowerCAmelCase    :    Any										=      ixy[
																    y - offset : y + offset + 1, x - offset : x + offset + 1
																].sum()

																_lowerCAmelCase    :    Dict										=      (wxx * wyy) - (wxy**2)
																_lowerCAmelCase    :    Union[str, Any]										=      wxx + wyy
																_lowerCAmelCase    :    int										=      det - k * (trace**2)
																# Can change the value
																if r > 0.5:
																				corner_list.append([x, y, r]      )
																				color_img.itemset((y, x, 0)		,	0      )
																				color_img.itemset((y, x, 1)		,	0      )
																				color_img.itemset((y, x, 2)		,	255      )
								return color_img, corner_list


if __name__ == "__main__":
	_lowerCamelCase      :  int      						=						HarrisCorner(0.0_4, 3)
	_lowerCamelCase						, _lowerCamelCase      :  Any      						=						edge_detect.detect("path_to_image")
	cva.imwrite("detect.png", color_img)

