
__magic_name__           =					[0.3_3, 0.4_4, 0.5_5, 0.4_4, 0.3_3]
__magic_name__           =					3
__magic_name__           =					5

# Buffer Space (with Parameters Space)
__magic_name__           =					[]
__magic_name__           =					[]

# Machine Time
__magic_name__           =					0





def 		SCREAMING_SNAKE_CASE__      ( __lowerCAmelCase							):
    global buffer_space, params_space, machine_time, K, m, t

    # Choosing Dynamical Systems (All)
    for key, value in enumerate(lowercase__							):
        # Evolution Parameter
        snake_case__  =			float(seed / value							)

        # Control Theory: Orbit Change
        snake_case__  =			(buffer_space[(key + 1) % m] + e) % 1

        # Control Theory: Trajectory Change
        snake_case__  =			(params_space[key] + e) % 1 + 3

        # Modification (Transition Function) - Jumps
        snake_case__  =			round(float(r * value * (1 - value)							)      ,						10							)
        snake_case__  =			r  # Saving to Parameters Space

    # Logistic Map
    assert max(lowercase__							) < 1
    assert max(lowercase__							) < 4

    # Machine Time
    machine_time += 1





def 		SCREAMING_SNAKE_CASE__      ( ):
    global buffer_space, params_space, machine_time, K, m, t

    # PRNG (Xorshift by George Marsaglia)
    def xorshift(__lowerCAmelCase      ,						__lowerCAmelCase							):
        x ^= y >> 13
        y ^= x << 17
        x ^= y >> 5
        return x

    # Choosing Dynamical Systems (Increment)
    snake_case__  =			machine_time % m

    # Evolution (Time Length)
    for _ in range(0      ,						lowercase__							):
        # Variables (Position + Parameters)
        snake_case__  =			params_space[key]
        snake_case__  =			buffer_space[key]

        # Modification (Transition Function) - Flow
        snake_case__  =			round(float(r * value * (1 - value)							)      ,						10							)
        snake_case__  =			(machine_time * 0.01 + r * 1.01) % 1 + 3

    # Choosing Chaotic Data
    snake_case__  =			int(buffer_space[(key + 2) % m] * (10**10)							)
    snake_case__  =			int(buffer_space[(key - 2) % m] * (10**10)							)

    # Machine Time
    machine_time += 1

    return xorshift(lowercase__      ,						lowercase__							) % 0XF_F_F_F_F_F_F_F





def 		SCREAMING_SNAKE_CASE__      ( ):
    global buffer_space, params_space, machine_time, K, m, t

    snake_case__  =			K
    snake_case__  =			[0] * m
    snake_case__  =			0


if __name__ == "__main__":
     # Initialization
     reset()

     # Pushing Data (Input)
     import random

     __magic_name__           =					random.sample(range(0xf_f_f_f_f_f_f_f), 100)
     for chunk in message:
          push(chunk)

     # for controlling
     __magic_name__           =					''''''

     # Pulling Data (Output)
     while inp in ("e", "E"):
          print(F'''{format(pull(), "#04x")}''')
          print(buffer_space)
          print(params_space)
          __magic_name__           =					input('''(e)exit? ''').strip()





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    _SCREAMING_SNAKE_CASE					( unittest.TestCase	):
      _A  :						Optional[Any]      		=       EsmTokenizer
      def A_     (     self	):
          super().setUp()
          snake_case__  =			tempfile.mkdtemp()
          # fmt: off
          snake_case__  =			["<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
          snake_case__  =			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 A_     (     self						,		**lowerCamelCase	):
          return [self.get_tokenizer(**lowerCamelCase	)]
      def A_     (     self						,		**lowerCamelCase	):
          return self.tokenizer_class.from_pretrained(self.tmpdirname						,		**lowerCamelCase	)
      def A_     (     self	):
          snake_case__  =			self.tokenizer_class(self.vocab_file	)

          snake_case__  =			tokenizer.tokenize("LAGVS"	)
          self.assertListEqual(lowerCamelCase						,		["L", "A", "G", "V", "S"]	)
          self.assertListEqual(tokenizer.convert_tokens_to_ids(lowerCamelCase	)						,		[4, 5, 6, 7, 8]	)
      def A_     (     self	):
          snake_case__  =			self.tokenizer_class(self.vocab_file	)

          snake_case__  =			"LAGVS"
          self.assertListEqual(tokenizer.encode(lowerCamelCase	)						,		[0, 4, 5, 6, 7, 8, 2]	)
      def A_     (     self	):
          snake_case__  =			self.tokenizer_class(self.vocab_file	)

          snake_case__  =			["LAGVS", "WCB"]
          snake_case__  =			tokenizer(lowerCamelCase						,		padding=lowerCamelCase	)["input_ids"]

          self.assertListEqual(lowerCamelCase						,		[[0, 4, 5, 6, 7, 8, 2], [0, 22, 23, 25, 2]]	)
      def A_     (     self	):
          snake_case__  =			self.tokenizer_class(self.vocab_file	)

          snake_case__  =			["LAGVS", "WCB"]
          snake_case__  =			tokenizer(lowerCamelCase						,		padding=lowerCamelCase	)["input_ids"]

          self.assertListEqual(lowerCamelCase						,		[[0, 4, 5, 6, 7, 8, 2], [0, 22, 23, 25, 2, 1, 1]]	)



      def A_     (     self	):
          snake_case__  =			self.get_tokenizers(fast=lowerCamelCase	)
          for tokenizer in tokenizers:
              with self.subTest(F"""{tokenizer.__class__.__name__}"""	):
                  snake_case__  =			"<unk>"
                  snake_case__  =			"<mask>"

                  snake_case__  =			tokenizer.tokenize(lowerCamelCase	)
                  snake_case__  =			tokenizer.tokenize(lowerCamelCase	)

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



