

"""simple docstring"""




import functools
from math import sqrt
from time import time
def   __SCREAMING_SNAKE_CASE		(		lowercase__     ,				*lowercase__     ,				**lowercase__ ):
					"""simple docstring"""
					A     =   time()
					A     =   func(*lowercase__     ,				**lowercase__ )
					A     =   time()
					if int(end - start ) > 0:
										print(F"""{func.__name__} runtime: {(end - start):0.4f} s""" )
					else:
										print(F"""{func.__name__} runtime: {(end - start) * 1_000:0.4f} ms""" )
					return output
def   __SCREAMING_SNAKE_CASE		(		lowercase__ ):
					"""simple docstring"""
					if n < 0:
										raise Exception("n is negative" )
					if n == 0:
										return [0]
					A     =   [0, 1]
					for _ in range(n - 1 ):
										fib.append(fib[-1] + fib[-2] )
					return fib
def   __SCREAMING_SNAKE_CASE		(		lowercase__ ):
					"""simple docstring"""

					def fib_recursive_term(lowercase__ ) -> int:
										if i < 0:
															raise Exception("n is negative" )
										if i < 2:
															return i
										return fib_recursive_term(i - 1 ) + fib_recursive_term(i - 2 )

					if n < 0:
										raise Exception("n is negative" )
					return [fib_recursive_term(lowercase__ ) for i in range(n + 1 )]
def   __SCREAMING_SNAKE_CASE		(		lowercase__ ):
					"""simple docstring"""

					@functools.cache
					def fib_recursive_term(lowercase__ ) -> int:
										if i < 0:
															raise Exception("n is negative" )
										if i < 2:
															return i
										return fib_recursive_term(i - 1 ) + fib_recursive_term(i - 2 )

					if n < 0:
										raise Exception("n is negative" )
					return [fib_recursive_term(lowercase__ ) for i in range(n + 1 )]
def   __SCREAMING_SNAKE_CASE		(		lowercase__ ):
					"""simple docstring"""
					if n < 0:
										raise Exception("n is negative" )
					# Cache must be outside recursuive function
					# other it will reset every time it calls itself.
					A     =   {0: 0, 1: 1, 2: 1}  # Prefilled cache

					def rec_fn_memoized(lowercase__ ) -> int:
										if num in cache:
															return cache[num]

										A     =   rec_fn_memoized(num - 1 ) + rec_fn_memoized(num - 2 )
										A     =   value
										return value

					return [rec_fn_memoized(lowercase__ ) for i in range(n + 1 )]
def   __SCREAMING_SNAKE_CASE		(		lowercase__ ):
					"""simple docstring"""
					if n < 0:
										raise Exception("n is negative" )
					if n >= 1_475:
										raise Exception("n is too large" )
					A     =   sqrt(5 )
					A     =   (1 + sqrt_a) / 2
					return [round(phi**i / sqrt_a ) for i in range(n + 1 )]


if __name__ == "__main__":
	__A	:       int        =						30
	time_func(fib_iterative, num)
	time_func(fib_recursive, num)  # Around 3s runtime
	time_func(fib_recursive_cached, num)  # Around 0ms runtime
	time_func(fib_memoization, num)
	time_func(fib_binet, num)








"""simple docstring"""




import os
import tempfile
import unittest
from typing import List

from transformers.models.esm.tokenization_esm import VOCAB_FILES_NAMES, EsmTokenizer
from transformers.testing_utils import require_tokenizers
from transformers.tokenization_utils import PreTrainedTokenizer
from transformers.tokenization_utils_base import PreTrainedTokenizerBase





@require_tokenizers
class      __UpperCamelCase					(  unittest.TestCase		):
		SCREAMING_SNAKE_CASE														=       EsmTokenizer


		def    SCREAMING_SNAKE_CASE__  (self					:						Tuple):
							super().setUp()
							A     =   tempfile.mkdtemp()
							# fmt: off
							A     =   ["<cls>", "<pad>", "<eos>", "<unk>", "L", "A", "G", "V", "S", "E", "R", "T", "I", "D", "P", "K", "Q", "N", "F", "Y", "M", "H", "W", "C", "X", "B", "U", "Z", "O", ".", "-", "<null_1>", "<mask>"]  # noqa: E501
							# fmt: on
							A     =   os.path.join(self.tmpdirname	,	VOCAB_FILES_NAMES["vocab_file"])
							with open(self.vocab_file	,	"w"	,	encoding="utf-8") as vocab_writer:
												vocab_writer.write("".join([x + "\n" for x in vocab_tokens]))


		def    SCREAMING_SNAKE_CASE__  (self					:						Any	,	**__SCREAMING_SNAKE_CASE					:						str):
							return [self.get_tokenizer(**__SCREAMING_SNAKE_CASE)]


		def    SCREAMING_SNAKE_CASE__  (self					:						Union[str, Any]	,	**__SCREAMING_SNAKE_CASE					:						Optional[Any]):
							return self.tokenizer_class.from_pretrained(self.tmpdirname	,	**__SCREAMING_SNAKE_CASE)


		def    SCREAMING_SNAKE_CASE__  (self					:						List[Any]):
							A     =   self.tokenizer_class(self.vocab_file)

							A     =   tokenizer.tokenize("LAGVS")
							self.assertListEqual(__SCREAMING_SNAKE_CASE	,	["L", "A", "G", "V", "S"])
							self.assertListEqual(tokenizer.convert_tokens_to_ids(__SCREAMING_SNAKE_CASE)	,	[4, 5, 6, 7, 8])


		def    SCREAMING_SNAKE_CASE__  (self					:						List[Any]):
							A     =   self.tokenizer_class(self.vocab_file)

							A     =   "LAGVS"
							self.assertListEqual(tokenizer.encode(__SCREAMING_SNAKE_CASE)	,	[0, 4, 5, 6, 7, 8, 2])


		def    SCREAMING_SNAKE_CASE__  (self					:						List[str]):
							A     =   self.tokenizer_class(self.vocab_file)

							A     =   ["LAGVS", "WCB"]
							A     =   tokenizer(__SCREAMING_SNAKE_CASE	,	padding=__SCREAMING_SNAKE_CASE)["input_ids"]

							self.assertListEqual(__SCREAMING_SNAKE_CASE	,	[[0, 4, 5, 6, 7, 8, 2], [0, 2_2, 2_3, 2_5, 2]])


		def    SCREAMING_SNAKE_CASE__  (self					:						str):
							A     =   self.tokenizer_class(self.vocab_file)

							A     =   ["LAGVS", "WCB"]
							A     =   tokenizer(__SCREAMING_SNAKE_CASE	,	padding=__SCREAMING_SNAKE_CASE)["input_ids"]

							self.assertListEqual(__SCREAMING_SNAKE_CASE	,	[[0, 4, 5, 6, 7, 8, 2], [0, 2_2, 2_3, 2_5, 2, 1, 1]])


		def    SCREAMING_SNAKE_CASE__  (self					:						Tuple):
							A     =   self.get_tokenizers(fast=__SCREAMING_SNAKE_CASE)
							for tokenizer in tokenizers:
												with self.subTest(F"""{tokenizer.__class__.__name__}"""):
																	A     =   "<unk>"
																	A     =   "<mask>"

																	A     =   tokenizer.tokenize(__SCREAMING_SNAKE_CASE)
																	A     =   tokenizer.tokenize(__SCREAMING_SNAKE_CASE)

																	self.assertEqual(len(__SCREAMING_SNAKE_CASE)	,	1)
																	self.assertEqual(len(__SCREAMING_SNAKE_CASE)	,	1)
																	self.assertEqual(token_a[0]	,	__SCREAMING_SNAKE_CASE)
																	self.assertEqual(token_a[0]	,	__SCREAMING_SNAKE_CASE)





