


"""simple docstring"""
from collections import OrderedDict
from typing import List, Mapping

from packaging import version

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


SCREAMING_SNAKE_CASE__      						=  logging.get_logger(__name__)

SCREAMING_SNAKE_CASE__      						=  {
    "google/efficientnet-b7": "https://huggingface.co/google/efficientnet-b7/resolve/main/config.json",
}



class   lowerCAmelCase_    (			lowerCAmelCase					):



				"""simple docstring"""
				_lowerCAmelCase     :    Any			  =						"""efficientnet"""

				def __init__(				self		,    lowerCAmelCase = 3		,    lowerCAmelCase = 6_00		,    lowerCAmelCase = 2.0		,    lowerCAmelCase = 3.1		,    lowerCAmelCase = 8		,    lowerCAmelCase = [3, 3, 5, 3, 5, 5, 3]		,    lowerCAmelCase = [32, 16, 24, 40, 80, 1_12, 1_92]		,    lowerCAmelCase = [16, 24, 40, 80, 1_12, 1_92, 3_20]		,    lowerCAmelCase = []		,    lowerCAmelCase = [1, 2, 2, 2, 1, 2, 1]		,    lowerCAmelCase = [1, 2, 2, 3, 3, 4, 1]		,    lowerCAmelCase = [1, 6, 6, 6, 6, 6, 6]		,    lowerCAmelCase = 0.25		,    lowerCAmelCase = "swish"		,    lowerCAmelCase = 25_60		,    lowerCAmelCase = "mean"		,    lowerCAmelCase = 0.02		,    lowerCAmelCase = 0.0_01		,    lowerCAmelCase = 0.99		,    lowerCAmelCase = 0.5		,    lowerCAmelCase = 0.2		,    **lowerCAmelCase		,    ):






										"""simple docstring"""

										super().__init__(**lowerCAmelCase    )

										snake_case								=			num_channels
										snake_case								=			image_size
										snake_case								=			width_coefficient
										snake_case								=			depth_coefficient
										snake_case								=			depth_divisor
										snake_case								=			kernel_sizes
										snake_case								=			in_channels
										snake_case								=			out_channels
										snake_case								=			depthwise_padding
										snake_case								=			strides
										snake_case								=			num_block_repeats
										snake_case								=			expand_ratios
										snake_case								=			squeeze_expansion_ratio
										snake_case								=			hidden_act
										snake_case								=			hidden_dim
										snake_case								=			pooling_type
										snake_case								=			initializer_range
										snake_case								=			batch_norm_eps
										snake_case								=			batch_norm_momentum
										snake_case								=			dropout_rate
										snake_case								=			drop_connect_rate
										snake_case								=			sum(lowerCAmelCase    ) * 4





class   lowerCAmelCase_    (			lowerCAmelCase					):



				"""simple docstring"""
				_lowerCAmelCase     :    Union[str, Any]			  =						version.parse("""1.11"""					)

				@property
				def 		snake_case (				self    ):






										"""simple docstring"""

										return OrderedDict(
										    [
										        ('pixel_values', {0: 'batch', 1: 'num_channels', 2: 'height', 3: 'width'}),
										    ]    )

				@property
				def 		snake_case (				self    ):






										"""simple docstring"""

										return 1E-5



"""simple docstring"""
import os
import string
import sys


SCREAMING_SNAKE_CASE__      						=  1 << 8

SCREAMING_SNAKE_CASE__      						=  {
    "tab": ord("\t"),
    "newline": ord("\r"),
    "esc": 27,
    "up": 65 + ARROW_KEY_FLAG,
    "down": 66 + ARROW_KEY_FLAG,
    "right": 67 + ARROW_KEY_FLAG,
    "left": 68 + ARROW_KEY_FLAG,
    "mod_int": 91,
    "undefined": sys.maxsize,
    "interrupt": 3,
    "insert": 50,
    "delete": 51,
    "pg_up": 53,
    "pg_down": 54,
}

SCREAMING_SNAKE_CASE__      						=  KEYMAP["up"]
SCREAMING_SNAKE_CASE__      						=  KEYMAP["left"]

if sys.platform == "win32":
					SCREAMING_SNAKE_CASE__      						=  []
					SCREAMING_SNAKE_CASE__      						=  {
					    b"\xe0H": KEYMAP["up"] - ARROW_KEY_FLAG,
					    b"\x00H": KEYMAP["up"] - ARROW_KEY_FLAG,
					    b"\xe0P": KEYMAP["down"] - ARROW_KEY_FLAG,
					    b"\x00P": KEYMAP["down"] - ARROW_KEY_FLAG,
					    b"\xe0M": KEYMAP["right"] - ARROW_KEY_FLAG,
					    b"\x00M": KEYMAP["right"] - ARROW_KEY_FLAG,
					    b"\xe0K": KEYMAP["left"] - ARROW_KEY_FLAG,
					    b"\x00K": KEYMAP["left"] - ARROW_KEY_FLAG,
					}

for i in range(10):
					SCREAMING_SNAKE_CASE__      						=  ord(str(i))





def    lowerCAmelCase__    (			)					->				List[Any]:





						"""simple docstring"""






						if os.name == "nt":
												import msvcrt

												snake_case								=			'mbcs'
												# Flush the keyboard buffer
												while msvcrt.kbhit():
																		msvcrt.getch()
												if len(_UpperCamelCase					) == 0:
																		# Read the keystroke
																		snake_case								=			msvcrt.getch()

																		# If it is a prefix char, get second part
																		if ch in (b"\x00", b"\xe0"):
																								snake_case								=			ch + msvcrt.getch()
																								# Translate actual Win chars to bullet char types
																								try:
																														snake_case								=			chr(WIN_KEYMAP[cha]					)
																														WIN_CH_BUFFER.append(chr(KEYMAP['mod_int']					)					)
																														WIN_CH_BUFFER.append(_UpperCamelCase					)
																														if ord(_UpperCamelCase					) in (
																														    KEYMAP["insert"] - 1 << 9,
																														    KEYMAP["delete"] - 1 << 9,
																														    KEYMAP["pg_up"] - 1 << 9,
																														    KEYMAP["pg_down"] - 1 << 9,
																														):
																																				WIN_CH_BUFFER.append(chr(1_2_6					)					)
																														snake_case								=			chr(KEYMAP['esc']					)
																								except KeyError:
																														snake_case								=			cha[1]
																		else:
																								snake_case								=			ch.decode(_UpperCamelCase					)
												else:
																		snake_case								=			WIN_CH_BUFFER.pop(0					)
						elif os.name == "posix":
												import termios
												import tty

												snake_case								=			sys.stdin.fileno()
												snake_case								=			termios.tcgetattr(_UpperCamelCase					)
												try:
																		tty.setraw(_UpperCamelCase					)
																		snake_case								=			sys.stdin.read(1					)
												finally:
																		termios.tcsetattr(_UpperCamelCase ,			termios.TCSADRAIN ,			_UpperCamelCase					)
						return ch





def    lowerCAmelCase__    (			)					->				Union[str, Any]:





						"""simple docstring"""






						snake_case								=			get_raw_chars()
						if ord(_UpperCamelCase					) in [KEYMAP["interrupt"], KEYMAP["newline"]]:
												return char

						elif ord(_UpperCamelCase					) == KEYMAP["esc"]:
												snake_case								=			get_raw_chars()
												if ord(_UpperCamelCase					) == KEYMAP["mod_int"]:
																		snake_case								=			get_raw_chars()
																		if ord(_UpperCamelCase					) >= KEYMAP["arrow_begin"] - ARROW_KEY_FLAG and ord(_UpperCamelCase					) <= KEYMAP["arrow_end"] - ARROW_KEY_FLAG:
																								return chr(ord(_UpperCamelCase					) + ARROW_KEY_FLAG					)
																		else:
																								return KEYMAP["undefined"]
												else:
																		return get_raw_chars()

						else:
												if char in string.printable:
																		return char
												else:
																		return KEYMAP["undefined"]


