
import functools
import logging
import os
import sys
import threading
from logging import (
    CRITICAL,  # NOQA
    DEBUG,  # NOQA
    ERROR,  # NOQA
    FATAL,  # NOQA
    INFO,  # NOQA
    NOTSET,  # NOQA
    WARN,  # NOQA
    WARNING,  # NOQA
)
from typing import Optional

import huggingface_hub.utils as hf_hub_utils
from tqdm import auto as tqdm_lib


__magic_name__            =  threading.Lock()
__magic_name__            =  None

__magic_name__            =  {
    '''debug''': logging.DEBUG,
    '''info''': logging.INFO,
    '''warning''': logging.WARNING,
    '''error''': logging.ERROR,
    '''critical''': logging.CRITICAL,
}

__magic_name__            =  logging.WARNING

__magic_name__            =  True





def 	SCREAMING_SNAKE_CASE__    (      ):
    snake_case__						=				os.getenv("TRANSFORMERS_VERBOSITY"    ,		__lowerCAmelCase							)
    if env_level_str:
        if env_level_str in log_levels:
            return log_levels[env_level_str]
        else:
            logging.getLogger().warning(
                F"""Unknown option TRANSFORMERS_VERBOSITY={env_level_str}, """
                F"""has to be one of: { ", ".join(log_levels.keys()							) }"""							)
    return _default_log_level





def 	SCREAMING_SNAKE_CASE__    (      ):
    return __name__.split("."							)[0]





def 	SCREAMING_SNAKE_CASE__    (      ):
    return logging.getLogger(_get_library_name()							)





def 	SCREAMING_SNAKE_CASE__    (      ):
    global _default_handler

    with _lock:
        if _default_handler:
            # This library has already configured the library root logger.
            return
        snake_case__						=				logging.StreamHandler()  # Set sys.stderr as stream.
        snake_case__						=				sys.stderr.flush

        # Apply our default configuration to the library root logger.
        snake_case__						=				_get_library_root_logger()
        library_root_logger.addHandler(_default_handler							)
        library_root_logger.setLevel(_get_default_logging_level()							)
        snake_case__						=				False





def 	SCREAMING_SNAKE_CASE__    (      ):
    global _default_handler

    with _lock:
        if not _default_handler:
            return

        snake_case__						=				_get_library_root_logger()
        library_root_logger.removeHandler(_default_handler							)
        library_root_logger.setLevel(logging.NOTSET							)
        snake_case__						=				None





def 	SCREAMING_SNAKE_CASE__    (      ):
    return log_levels





def 	SCREAMING_SNAKE_CASE__    (      __lowerCAmelCase = None							):

    if name is None:
        snake_case__						=				_get_library_name()

    _configure_library_root_logger()
    return logging.getLogger(__lowerCAmelCase							)





def 	SCREAMING_SNAKE_CASE__    (      ):
    _configure_library_root_logger()
    return _get_library_root_logger().getEffectiveLevel()





def 	SCREAMING_SNAKE_CASE__    (      __lowerCAmelCase							):
    _configure_library_root_logger()
    _get_library_root_logger().setLevel(__lowerCAmelCase							)





def 	SCREAMING_SNAKE_CASE__    (      ):
    return set_verbosity(__lowerCAmelCase							)





def 	SCREAMING_SNAKE_CASE__    (      ):
    return set_verbosity(__lowerCAmelCase							)





def 	SCREAMING_SNAKE_CASE__    (      ):
    return set_verbosity(__lowerCAmelCase							)





def 	SCREAMING_SNAKE_CASE__    (      ):
    return set_verbosity(__lowerCAmelCase							)





def 	SCREAMING_SNAKE_CASE__    (      ):
    _configure_library_root_logger()

    assert _default_handler is not None
    _get_library_root_logger().removeHandler(_default_handler							)





def 	SCREAMING_SNAKE_CASE__    (      ):
    _configure_library_root_logger()

    assert _default_handler is not None
    _get_library_root_logger().addHandler(_default_handler							)





def 	SCREAMING_SNAKE_CASE__    (      __lowerCAmelCase							):
    _configure_library_root_logger()

    assert handler is not None
    _get_library_root_logger().addHandler(__lowerCAmelCase							)





def 	SCREAMING_SNAKE_CASE__    (      __lowerCAmelCase							):
    _configure_library_root_logger()

    assert handler is not None and handler not in _get_library_root_logger().handlers
    _get_library_root_logger().removeHandler(__lowerCAmelCase							)





def 	SCREAMING_SNAKE_CASE__    (      ):
    _configure_library_root_logger()
    snake_case__						=				False





def 	SCREAMING_SNAKE_CASE__    (      ):
    _configure_library_root_logger()
    snake_case__						=				True





def 	SCREAMING_SNAKE_CASE__    (      ):
    snake_case__						=				_get_library_root_logger().handlers

    for handler in handlers:
        snake_case__						=				logging.Formatter("[%(levelname)s|%(filename)s:%(lineno)s] %(asctime)s >> %(message)s"							)
        handler.setFormatter(__lowerCAmelCase							)





def 	SCREAMING_SNAKE_CASE__    (      ):
    snake_case__						=				_get_library_root_logger().handlers

    for handler in handlers:
        handler.setFormatter(__lowerCAmelCase							)





def 	SCREAMING_SNAKE_CASE__    (      self    ,		*__lowerCAmelCase    ,		**__lowerCAmelCase							):
    snake_case__						=				os.getenv("TRANSFORMERS_NO_ADVISORY_WARNINGS"    ,		__lowerCAmelCase							)
    if no_advisory_warnings:
        return
    self.warning(*__lowerCAmelCase    ,		**__lowerCAmelCase							)


__magic_name__            =  warning_advice





@functools.lru_cache(__lowerCAmelCase							)
def 	SCREAMING_SNAKE_CASE__    (      self    ,		*__lowerCAmelCase    ,		**__lowerCAmelCase							):
    self.warning(*__lowerCAmelCase    ,		**__lowerCAmelCase							)


__magic_name__            =  warning_once




class 					_SCREAMING_SNAKE_CASE  :
      def __init__(			self		,	*lowerCamelCase		,	**lowerCamelCase ):  # pylint: disable=unused-argument
          snake_case__						=				args[0] if args else None
      def __iter__(			self ):
          return iter(self._iterator )
      def __getattr__(			self		,	lowerCamelCase ):

          def empty_fn(*lowerCamelCase		,	**lowerCamelCase ):  # pylint: disable=unused-argument
              return

          return empty_fn
      def __enter__(			self ):
          return self



      def __exit__(			self		,	lowerCamelCase		,	lowerCamelCase		,	lowerCamelCase ):
          return





class 					_SCREAMING_SNAKE_CASE  :
      def __call__(			self		,	*lowerCamelCase		,	**lowerCamelCase ):
          if _tqdm_active:
              return tqdm_lib.tqdm(*lowerCamelCase		,	**lowerCamelCase )
          else:
              return EmptyTqdm(*lowerCamelCase		,	**lowerCamelCase )
      def A_			(			self		,	*lowerCamelCase		,	**lowerCamelCase ):
          snake_case__						=				None
          if _tqdm_active:
              return tqdm_lib.tqdm.set_lock(*lowerCamelCase		,	**lowerCamelCase )



      def A_			(			self ):
          if _tqdm_active:
              return tqdm_lib.tqdm.get_lock()





__magic_name__            =  _tqdm_cls()





def 	SCREAMING_SNAKE_CASE__    (      ):
    global _tqdm_active
    return bool(_tqdm_active							)





def 	SCREAMING_SNAKE_CASE__    (      ):
    global _tqdm_active
    snake_case__						=				True
    hf_hub_utils.enable_progress_bars()





def 	SCREAMING_SNAKE_CASE__    (      ):
    global _tqdm_active
    snake_case__						=				False
    hf_hub_utils.disable_progress_bars()





import numpy as np
from cva import COLOR_BGR2GRAY, CV_8UC3, cvtColor, filteraD, imread, imshow, waitKey





def 	SCREAMING_SNAKE_CASE__    (      __lowerCAmelCase    ,		__lowerCAmelCase    ,		__lowerCAmelCase    ,		__lowerCAmelCase    ,		__lowerCAmelCase    ,		__lowerCAmelCase							):

    # prepare kernel
    # the kernel size have to be odd
    if (ksize % 2) == 0:
        snake_case__						=				ksize + 1
    snake_case__						=				np.zeros((ksize, ksize)    ,		dtype=np.floataa							)

    # each value
    for y in range(__lowerCAmelCase							):
        for x in range(__lowerCAmelCase							):
            # distance from center
            snake_case__						=				x - ksize // 2
            snake_case__						=				y - ksize // 2

            # degree to radiant
            snake_case__						=				theta / 180 * np.pi
            snake_case__						=				np.cos(_theta							)
            snake_case__						=				np.sin(_theta							)

            # get kernel x
            snake_case__						=				cos_theta * px + sin_theta * py

            # get kernel y
            snake_case__						=				-sin_theta * px + cos_theta * py

            # fill kernel
            snake_case__						=				np.exp(
                -(_x**2 + gamma**2 * _y**2) / (2 * sigma**2)							) * np.cos(2 * np.pi * _x / lambd + psi							)

    return gabor


if __name__ == "__main__":
     import doctest

     doctest.testmod()
     # read original image
     __magic_name__            =  imread('''../image_data/lena.jpg''')
     # turn image in gray scale value
     __magic_name__            =  cvtColor(img, COLOR_BGR2GRAY)

     # Apply multiple Kernel to detect edges
     __magic_name__            =  np.zeros(gray.shape[:2])
     for theta in [0, 30, 60, 90, 120, 150]:
          __magic_name__            =  gabor_filter_kernel(10, 8, theta, 10, 0, 0)
          out += filteraD(gray, CV_8UC3, kernel_aa)
     __magic_name__            =  out / out.max() * 255
     __magic_name__            =  out.astype(np.uinta)

     imshow('''Original''', gray)
     imshow('''Gabor filter with 20x20 mask and 6 directions''', out)

     waitKey(0)



