




from typing import Mapping

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


__a  :		int		     =   logging.get_logger(__name__)

__a  :		int		     =   {
    """google/long-t5-local-base""": """https://huggingface.co/google/long-t5-local-base/blob/main/config.json""",
    """google/long-t5-local-large""": """https://huggingface.co/google/long-t5-local-large/blob/main/config.json""",
    """google/long-t5-tglobal-base""": """https://huggingface.co/google/long-t5-tglobal-base/blob/main/config.json""",
    """google/long-t5-tglobal-large""": """https://huggingface.co/google/long-t5-tglobal-large/blob/main/config.json""",
}







class 				UpperCAmelCase(					snake_case__					):



	"""simple docstring"""






	a     : Union[str, Any]	  =					"longt5"
	a     : Optional[int]	  =					["past_key_values"]
	a     : Optional[Any]	  =					{"hidden_size": "d_model", "num_attention_heads": "num_heads", "num_hidden_layers": "num_layers"}

	def __init__(					self	,				lowerCamelCase=32128	,				lowerCamelCase=512	,				lowerCamelCase=64	,				lowerCamelCase=2048	,				lowerCamelCase=6	,				lowerCamelCase=None	,				lowerCamelCase=8	,				lowerCamelCase=127	,				lowerCamelCase=16	,				lowerCamelCase=32	,				lowerCamelCase=128	,				lowerCamelCase=0.1	,				lowerCamelCase=1E-6	,				lowerCamelCase=1.0	,				lowerCamelCase="relu"	,				lowerCamelCase=True	,				lowerCamelCase="local"	,				lowerCamelCase=True	,				lowerCamelCase=0	,				lowerCamelCase=1	,				**lowerCamelCase	,				) ->      List[Any]:





								"""simple docstring"""


								lowercase__  :	List[str]        =							vocab_size
								lowercase__  :	Optional[int]        =							d_model
								lowercase__  :	List[Any]        =							d_kv
								lowercase__  :	Any        =							d_ff
								lowercase__  :	List[Any]        =							num_layers
								# default = symmetry
								lowercase__  :	List[Any]        =							num_decoder_layers if num_decoder_layers is not None else self.num_layers
								lowercase__  :	List[Any]        =							num_heads
								lowercase__  :	str        =							local_radius
								lowercase__  :	List[Any]        =							global_block_size
								lowercase__  :	Dict        =							relative_attention_num_buckets
								lowercase__  :	str        =							relative_attention_max_distance
								lowercase__  :	Optional[Any]        =							dropout_rate
								lowercase__  :	Optional[Any]        =							layer_norm_epsilon
								lowercase__  :	List[str]        =							initializer_factor
								lowercase__  :	str        =							feed_forward_proj
								lowercase__  :	str        =							encoder_attention_type
								lowercase__  :	Dict        =							use_cache

								lowercase__  :	int        =							self.feed_forward_proj.split("-"    )
								lowercase__  :	Any        =							act_info[-1]
								lowercase__  :	Tuple        =							act_info[0] == "gated"

								if len(lowerCamelCase    ) > 1 and act_info[0] != "gated" or len(lowerCamelCase    ) > 2:
															raise ValueError(
															    f"""`feed_forward_proj`: {feed_forward_proj} is not a valid activation function of the dense layer."""
															    "Please make sure `feed_forward_proj` is of the format `gated-{ACT_FN}` or `{ACT_FN}`, e.g. "
															    "'gated-gelu' or 'relu'"    )

								# for backwards compatibility
								if feed_forward_proj == "gated-gelu":
															lowercase__  :	int        =							"gelu_new"

								super().__init__(
								    pad_token_id=lowerCamelCase	,				eos_token_id=lowerCamelCase	,				is_encoder_decoder=lowerCamelCase	,				**lowerCamelCase	,				)







class 				UpperCAmelCase(					snake_case__					):



	"""simple docstring"""






	@property
	def    __a     (					self    ) ->      Union[str, Any]:





								"""simple docstring"""


								lowercase__  :	Dict        =							{
								    "input_ids": {0: "batch", 1: "encoder_sequence"},
								    "attention_mask": {0: "batch", 1: "encoder_sequence"},
								}
								if self.use_past:
															lowercase__  :	Dict        =							"past_encoder_sequence + sequence"
															lowercase__  :	List[Any]        =							{0: "batch"}
															lowercase__  :	List[str]        =							{0: "batch", 1: "past_decoder_sequence + sequence"}
								else:
															lowercase__  :	List[str]        =							{0: "batch", 1: "decoder_sequence"}
															lowercase__  :	Dict        =							{0: "batch", 1: "decoder_sequence"}

								if self.use_past:
															self.fill_with_past_key_values_(lowerCamelCase	,				direction="inputs"    )

								return common_inputs







	@property
	def    __a     (					self    ) ->      Optional[int]:





								"""simple docstring"""


								return 13





def  snake_case_					(		SCREAMING_SNAKE_CASE_    ,SCREAMING_SNAKE_CASE_    ,SCREAMING_SNAKE_CASE_    )      ->			list[int]:
							if hue < 0 or hue > 3_60:
														raise Exception("hue should be between 0 and 360"    )

							if saturation < 0 or saturation > 1:
														raise Exception("saturation should be between 0 and 1"    )

							if value < 0 or value > 1:
														raise Exception("value should be between 0 and 1"    )

							lowercase__  :	List[Any]        =							value * saturation
							lowercase__  :	Optional[int]        =							hue / 60
							lowercase__  :	int        =							chroma * (1 - abs(hue_section % 2 - 1    ))
							lowercase__  :	Any        =							value - chroma

							if hue_section >= 0 and hue_section <= 1:
														lowercase__  :	int        =							round(2_55 * (chroma + match_value)    )
														lowercase__  :	Tuple        =							round(2_55 * (second_largest_component + match_value)    )
														lowercase__  :	Optional[int]        =							round(2_55 * (match_value)    )
							elif hue_section > 1 and hue_section <= 2:
														lowercase__  :	List[str]        =							round(2_55 * (second_largest_component + match_value)    )
														lowercase__  :	List[str]        =							round(2_55 * (chroma + match_value)    )
														lowercase__  :	List[str]        =							round(2_55 * (match_value)    )
							elif hue_section > 2 and hue_section <= 3:
														lowercase__  :	Any        =							round(2_55 * (match_value)    )
														lowercase__  :	List[str]        =							round(2_55 * (chroma + match_value)    )
														lowercase__  :	List[str]        =							round(2_55 * (second_largest_component + match_value)    )
							elif hue_section > 3 and hue_section <= 4:
														lowercase__  :	str        =							round(2_55 * (match_value)    )
														lowercase__  :	Any        =							round(2_55 * (second_largest_component + match_value)    )
														lowercase__  :	Dict        =							round(2_55 * (chroma + match_value)    )
							elif hue_section > 4 and hue_section <= 5:
														lowercase__  :	Tuple        =							round(2_55 * (second_largest_component + match_value)    )
														lowercase__  :	List[str]        =							round(2_55 * (match_value)    )
														lowercase__  :	Dict        =							round(2_55 * (chroma + match_value)    )
							else:
														lowercase__  :	List[Any]        =							round(2_55 * (chroma + match_value)    )
														lowercase__  :	Dict        =							round(2_55 * (match_value)    )
														lowercase__  :	Optional[int]        =							round(2_55 * (second_largest_component + match_value)    )

							return [red, green, blue]
def  snake_case_					(		SCREAMING_SNAKE_CASE_    ,SCREAMING_SNAKE_CASE_    ,SCREAMING_SNAKE_CASE_    )      ->			list[float]:
							if red < 0 or red > 2_55:
														raise Exception("red should be between 0 and 255"    )

							if green < 0 or green > 2_55:
														raise Exception("green should be between 0 and 255"    )

							if blue < 0 or blue > 2_55:
														raise Exception("blue should be between 0 and 255"    )

							lowercase__  :	List[str]        =							red / 2_55
							lowercase__  :	str        =							green / 2_55
							lowercase__  :	Any        =							blue / 2_55
							lowercase__  :	Optional[int]        =							max(SCREAMING_SNAKE_CASE_    ,SCREAMING_SNAKE_CASE_    ,SCREAMING_SNAKE_CASE_    )
							lowercase__  :	List[str]        =							value - min(SCREAMING_SNAKE_CASE_    ,SCREAMING_SNAKE_CASE_    ,SCREAMING_SNAKE_CASE_    )
							lowercase__  :	Optional[Any]        =							0 if value == 0 else chroma / value

							if chroma == 0:
														lowercase__  :	Dict        =							0.0
							elif value == float_red:
														lowercase__  :	Union[str, Any]        =							60 * (0 + (float_green - float_blue) / chroma)
							elif value == float_green:
														lowercase__  :	Any        =							60 * (2 + (float_blue - float_red) / chroma)
							else:
														lowercase__  :	Any        =							60 * (4 + (float_red - float_green) / chroma)

							lowercase__  :	Tuple        =							(hue + 3_60) % 3_60

							return [hue, saturation, value]




def  snake_case_					(		SCREAMING_SNAKE_CASE_    ,SCREAMING_SNAKE_CASE_    )      ->			bool:
							lowercase__  :	Optional[Any]        =							abs(hsv_a[0] - hsv_a[0]    ) < 0.2
							lowercase__  :	Optional[int]        =							abs(hsv_a[1] - hsv_a[1]    ) < 0.002
							lowercase__  :	int        =							abs(hsv_a[2] - hsv_a[2]    ) < 0.002

							return check_hue and check_saturation and check_value