

"""simple docstring"""






from __future__ import annotations

import time
from collections.abc import Sequence
from random import randint

from matplotlib import pyplot as plt



def   lowercase_	(    _lowercase       :		Sequence[float]							,      _lowercase       :		int							,      _lowercase       :		int	):




					'''simple docstring'''






					if not arr:
										return None, None, 0
					if low == high:
										return low, high, arr[low]

					UpperCAmelCase			:   List[str]      =				(low + high) // 2
					UpperCAmelCase      ,							UpperCAmelCase      ,							UpperCAmelCase			:   List[Any]      =				max_subarray(_lowercase							,      _lowercase							,      _lowercase	)
					UpperCAmelCase      ,							UpperCAmelCase      ,							UpperCAmelCase			:   Any      =				max_subarray(_lowercase							,      mid + 1							,      _lowercase	)
					UpperCAmelCase      ,							UpperCAmelCase      ,							UpperCAmelCase			:   int      =				max_cross_sum(_lowercase							,      _lowercase							,      _lowercase							,      _lowercase	)
					if left_sum >= right_sum and left_sum >= cross_sum:
										return left_low, left_high, left_sum
					elif right_sum >= left_sum and right_sum >= cross_sum:
										return right_low, right_high, right_sum
					return cross_left, cross_right, cross_sum



def   lowercase_	(    _lowercase       :		Sequence[float]							,      _lowercase       :		int							,      _lowercase       :		int							,      _lowercase       :		int	):




					'''simple docstring'''






					UpperCAmelCase      ,							UpperCAmelCase			:   Optional[int]      =				float("-inf"	), -1
					UpperCAmelCase      ,							UpperCAmelCase			:   int      =				float("-inf"	), -1

					UpperCAmelCase			:   int | float      =				0
					for i in range(_lowercase							,      low - 1							,      -1	):
										summ += arr[i]
										if summ > left_sum:
															UpperCAmelCase			:   Any      =				summ
															UpperCAmelCase			:   Dict      =				i

					UpperCAmelCase			:   Dict      =				0
					for i in range(mid + 1							,      high + 1	):
										summ += arr[i]
										if summ > right_sum:
															UpperCAmelCase			:   Optional[int]      =				summ
															UpperCAmelCase			:   List[Any]      =				i

					return max_left, max_right, (left_sum + right_sum)



def   lowercase_	(    _lowercase       :		int	):




					'''simple docstring'''






					UpperCAmelCase			:   str      =				[randint(1							,      _lowercase	) for _ in range(_lowercase	)]
					UpperCAmelCase			:   List[str]      =				time.time()
					max_subarray(_lowercase							,      0							,      input_size - 1	)
					UpperCAmelCase			:   List[str]      =				time.time()
					return end - start



def   lowercase_	(    ):




					'''simple docstring'''






					UpperCAmelCase			:   str      =				[10, 1_00, 10_00, 1_00_00, 5_00_00, 10_00_00, 20_00_00, 30_00_00, 40_00_00, 50_00_00]
					UpperCAmelCase			:   Optional[int]      =				[time_max_subarray(_lowercase	) for input_size in input_sizes]
					print("No of Inputs\t\tTime Taken"	)
					for input_size, runtime in zip(_lowercase							,      _lowercase	):
										print(_lowercase							,      "\t\t"							,      _lowercase	)
					plt.plot(_lowercase							,      _lowercase	)
					plt.xlabel("Number of Inputs"	)
					plt.ylabel("Time taken in seconds"	)
					plt.show()


if __name__ == "__main__":
	from doctest import testmod

	testmod()





"""simple docstring"""






from ...configuration_utils import PretrainedConfig
from ...utils import logging


snake_case_   :   List[Any]        =       logging.get_logger(__name__)

snake_case_   :   List[Any]        =       {
    """RWKV/rwkv-4-169m-pile""": """https://huggingface.co/RWKV/rwkv-4-169m-pile/resolve/main/config.json""",
    """RWKV/rwkv-4-430m-pile""": """https://huggingface.co/RWKV/rwkv-4-430m-pile/resolve/main/config.json""",
    """RWKV/rwkv-4-1b5-pile""": """https://huggingface.co/RWKV/rwkv-4-1b5-pile/resolve/main/config.json""",
    """RWKV/rwkv-4-3b-pile""": """https://huggingface.co/RWKV/rwkv-4-3b-pile/resolve/main/config.json""",
    """RWKV/rwkv-4-7b-pile""": """https://huggingface.co/RWKV/rwkv-4-7b-pile/resolve/main/config.json""",
    """RWKV/rwkv-4-14b-pile""": """https://huggingface.co/RWKV/rwkv-4-14b-pile/resolve/main/config.json""",
    """RWKV/rwkv-raven-1b5""": """https://huggingface.co/RWKV/rwkv-raven-1b5/resolve/main/config.json""",
    """RWKV/rwkv-raven-3b""": """https://huggingface.co/RWKV/rwkv-raven-3b/resolve/main/config.json""",
    """RWKV/rwkv-raven-7b""": """https://huggingface.co/RWKV/rwkv-raven-7b/resolve/main/config.json""",
    """RWKV/rwkv-raven-14b""": """https://huggingface.co/RWKV/rwkv-raven-14b/resolve/main/config.json""",
}







class       snake_case__  ( lowerCAmelCase_     ):
			SCREAMING_SNAKE_CASE__     				=						'''rwkv'''
			SCREAMING_SNAKE_CASE__     				=						{'''max_position_embeddings''': '''context_length'''}







			def __init__(			self			: int			,  lowercase			: Optional[Any]=5_02_77			,  lowercase			: Union[str, Any]=10_24			,  lowercase			: Union[str, Any]=40_96			,  lowercase			: List[str]=32			,  lowercase			: str=None			,  lowercase			: Tuple=None			,  lowercase			: Dict=1E-5			,  lowercase			: Any=0			,  lowercase			: List[Any]=0			,  lowercase			: int=6			,  lowercase			: Dict=False			,  lowercase			: Dict=True			,  **lowercase			: Optional[Any]			,  ):





								'''simple docstring'''



								UpperCAmelCase			:   Optional[int]      =				vocab_size
								UpperCAmelCase			:   List[str]      =				context_length
								UpperCAmelCase			:   Optional[Any]      =				hidden_size
								UpperCAmelCase			:   List[Any]      =				num_hidden_layers
								UpperCAmelCase			:   Union[str, Any]      =				attention_hidden_size if attention_hidden_size is not None else hidden_size
								UpperCAmelCase			:   List[Any]      =				intermediate_size if intermediate_size is not None else 4 * hidden_size
								UpperCAmelCase			:   Tuple      =				layer_norm_epsilon
								UpperCAmelCase			:   Optional[int]      =				rescale_every
								UpperCAmelCase			:   Tuple      =				use_cache

								UpperCAmelCase			:   Union[str, Any]      =				bos_token_id
								UpperCAmelCase			:   Optional[int]      =				eos_token_id

								super().__init__(
								    tie_word_embeddings=lowercase			,  bos_token_id=lowercase			,  eos_token_id=lowercase			,  **lowercase  )


