






import json
import os
import re
import unittest

from transformers import CodeGenTokenizer, CodeGenTokenizerFast
from transformers.models.codegen.tokenization_codegen import VOCAB_FILES_NAMES
from transformers.testing_utils import require_tokenizers, slow

from ...test_tokenization_common import TokenizerTesterMixin


@require_tokenizers
class 					_snake_case						(			_A       ,    unittest.TestCase ):
	_A          =   CodeGenTokenizer
	_A          =   CodeGenTokenizerFast
	_A          =   True
	_A          =   {'add_prefix_space': True}
	_A          =   False






	def    lowerCAmelCase_							(		self       )						->    List[Any]:
					super().setUp()

					# Adapted from Sennrich et al. 2015 and https://github.com/rsennrich/subword-nmt
					snake_case__      :Tuple         =   [
					    "l",
					    "o",
					    "w",
					    "e",
					    "r",
					    "s",
					    "t",
					    "i",
					    "d",
					    "n",
					    "\u0120",
					    "\u0120l",
					    "\u0120n",
					    "\u0120lo",
					    "\u0120low",
					    "er",
					    "\u0120lowest",
					    "\u0120newer",
					    "\u0120wider",
					    "<unk>",
					    "<|endoftext|>",
					]
					snake_case__      :List[str]         =   dict(zip(UpperCamelCase					,range(len(UpperCamelCase       )       )       )       )
					snake_case__      :Optional[int]         =   ["#version: 0.2", "\u0120 l", "\u0120l o", "\u0120lo w", "e r", ""]
					snake_case__      :str         =   {"unk_token": "<unk>"}

					snake_case__      :Optional[int]         =   os.path.join(self.tmpdirname					,VOCAB_FILES_NAMES["vocab_file"]       )
					snake_case__      :str         =   os.path.join(self.tmpdirname					,VOCAB_FILES_NAMES["merges_file"]       )
					with open(self.vocab_file					,"w"					,encoding="utf-8"       ) as fp:
									fp.write(json.dumps(UpperCamelCase       ) + "\n"       )
					with open(self.merges_file					,"w"					,encoding="utf-8"       ) as fp:
									fp.write("\n".join(UpperCamelCase       )       )






	def    lowerCAmelCase_							(		self					,**UpperCamelCase       )						->    Any:
					kwargs.update(self.special_tokens_map       )
					return CodeGenTokenizer.from_pretrained(self.tmpdirname					,**UpperCamelCase       )






	def    lowerCAmelCase_							(		self					,**UpperCamelCase       )						->    List[Any]:
					kwargs.update(self.special_tokens_map       )
					return CodeGenTokenizerFast.from_pretrained(self.tmpdirname					,**UpperCamelCase       )






	def    lowerCAmelCase_							(		self					,UpperCamelCase       )						->    Tuple:
					snake_case__      :Any         =   "lower newer"
					snake_case__      :Dict         =   "lower newer"
					return input_text, output_text






	def    lowerCAmelCase_							(		self       )						->    Optional[int]:
					snake_case__      :Optional[Any]         =   CodeGenTokenizer(self.vocab_file					,self.merges_file					,**self.special_tokens_map       )
					snake_case__      :Optional[Any]         =   "lower newer"
					snake_case__      :Optional[int]         =   ["\u0120low", "er", "\u0120", "n", "e", "w", "er"]
					snake_case__      :List[str]         =   tokenizer.tokenize(UpperCamelCase					,add_prefix_space=UpperCamelCase       )
					self.assertListEqual(UpperCamelCase					,UpperCamelCase       )

					snake_case__      :List[str]         =   tokens + [tokenizer.unk_token]
					snake_case__      :List[Any]         =   [14, 15, 10, 9, 3, 2, 15, 19]
					self.assertListEqual(tokenizer.convert_tokens_to_ids(UpperCamelCase       )					,UpperCamelCase       )






	def    lowerCAmelCase_							(		self       )						->    Any:
					if not self.test_rust_tokenizer:
									return

					snake_case__      :str         =   self.get_tokenizer()
					snake_case__      :List[Any]         =   self.get_rust_tokenizer(add_prefix_space=UpperCamelCase       )

					snake_case__      :Tuple         =   "lower newer"

					# Testing tokenization
					snake_case__      :Optional[Any]         =   tokenizer.tokenize(UpperCamelCase					,add_prefix_space=UpperCamelCase       )
					snake_case__      :Optional[int]         =   rust_tokenizer.tokenize(UpperCamelCase       )
					self.assertListEqual(UpperCamelCase					,UpperCamelCase       )

					# Testing conversion to ids without special tokens
					snake_case__      :Dict         =   tokenizer.encode(UpperCamelCase					,add_special_tokens=UpperCamelCase					,add_prefix_space=UpperCamelCase       )
					snake_case__      :List[Any]         =   rust_tokenizer.encode(UpperCamelCase					,add_special_tokens=UpperCamelCase       )
					self.assertListEqual(UpperCamelCase					,UpperCamelCase       )

					# Testing conversion to ids with special tokens
					snake_case__      :Any         =   self.get_rust_tokenizer(add_prefix_space=UpperCamelCase       )
					snake_case__      :str         =   tokenizer.encode(UpperCamelCase					,add_prefix_space=UpperCamelCase       )
					snake_case__      :int         =   rust_tokenizer.encode(UpperCamelCase       )
					self.assertListEqual(UpperCamelCase					,UpperCamelCase       )

					# Testing the unknown token
					snake_case__      :Tuple         =   tokens + [rust_tokenizer.unk_token]
					snake_case__      :int         =   [14, 15, 10, 9, 3, 2, 15, 19]
					self.assertListEqual(rust_tokenizer.convert_tokens_to_ids(UpperCamelCase       )					,UpperCamelCase       )






	def    lowerCAmelCase_							(		self					,*UpperCamelCase					,**UpperCamelCase       )						->    Union[str, Any]:
					# It's very difficult to mix/test pretokenization with byte-level
					# And get both CodeGen and Roberta to work at the same time (mostly an issue of adding a space before the string)
					pass






	def    lowerCAmelCase_							(		self					,UpperCamelCase=15       )						->    List[str]:
					for tokenizer, pretrained_name, kwargs in self.tokenizers_list:
									with self.subTest(f'{tokenizer.__class__.__name__} ({pretrained_name})'       ):
													snake_case__      :Dict         =   self.rust_tokenizer_class.from_pretrained(UpperCamelCase					,**UpperCamelCase       )

													# Simple input
													snake_case__      :List[str]         =   "This is a simple input"
													snake_case__      :int         =   ["This is a simple input 1", "This is a simple input 2"]
													snake_case__      :Dict         =   ("This is a simple input", "This is a pair")
													snake_case__      :Dict         =   [
													    ("This is a simple input 1", "This is a simple input 2"),
													    ("This is a simple pair 1", "This is a simple pair 2"),
													]

													# Simple input tests
													self.assertRaises(UpperCamelCase					,tokenizer_r.encode					,UpperCamelCase					,max_length=UpperCamelCase					,padding="max_length"       )

													# Simple input
													self.assertRaises(UpperCamelCase					,tokenizer_r.encode_plus					,UpperCamelCase					,max_length=UpperCamelCase					,padding="max_length"       )

													# Simple input
													self.assertRaises(
													    UpperCamelCase					,tokenizer_r.batch_encode_plus					,UpperCamelCase					,max_length=UpperCamelCase					,padding="max_length"					,)

													# Pair input
													self.assertRaises(UpperCamelCase					,tokenizer_r.encode					,UpperCamelCase					,max_length=UpperCamelCase					,padding="max_length"       )

													# Pair input
													self.assertRaises(UpperCamelCase					,tokenizer_r.encode_plus					,UpperCamelCase					,max_length=UpperCamelCase					,padding="max_length"       )

													# Pair input
													self.assertRaises(
													    UpperCamelCase					,tokenizer_r.batch_encode_plus					,UpperCamelCase					,max_length=UpperCamelCase					,padding="max_length"					,)






	def    lowerCAmelCase_							(		self       )						->    int:
					snake_case__      :Tuple         =   CodeGenTokenizer.from_pretrained(self.tmpdirname					,pad_token="<pad>"       )

					# Simple input
					snake_case__      :List[Any]         =   "This is a simple input"
					snake_case__      :Union[str, Any]         =   ["This is a simple input looooooooong", "This is a simple input"]
					snake_case__      :int         =   ("This is a simple input", "This is a pair")
					snake_case__      :Union[str, Any]         =   [
					    ("This is a simple input loooooong", "This is a simple input"),
					    ("This is a simple pair loooooong", "This is a simple pair"),
					]

					snake_case__      :Tuple         =   tokenizer.pad_token_id

					snake_case__      :Optional[Any]         =   tokenizer(UpperCamelCase					,padding="max_length"					,max_length=30					,return_tensors="np"       )
					snake_case__      :List[Any]         =   tokenizer(UpperCamelCase					,padding=UpperCamelCase					,truncate=UpperCamelCase					,return_tensors="np"       )
					snake_case__      :Any         =   tokenizer(*UpperCamelCase					,padding="max_length"					,max_length=60					,return_tensors="np"       )
					snake_case__      :List[str]         =   tokenizer(UpperCamelCase					,padding=UpperCamelCase					,truncate=UpperCamelCase					,return_tensors="np"       )

					# s
					# test single string max_length padding
					self.assertEqual(out_s["input_ids"].shape[-1]					,30       )
					self.assertTrue(pad_token_id in out_s["input_ids"]       )
					self.assertTrue(0 in out_s["attention_mask"]       )

					# s2
					# test automatic padding
					self.assertEqual(out_sa["input_ids"].shape[-1]					,33       )
					# long slice doesn't have padding
					self.assertFalse(pad_token_id in out_sa["input_ids"][0]       )
					self.assertFalse(0 in out_sa["attention_mask"][0]       )
					# short slice does have padding
					self.assertTrue(pad_token_id in out_sa["input_ids"][1]       )
					self.assertTrue(0 in out_sa["attention_mask"][1]       )

					# p
					# test single pair max_length padding
					self.assertEqual(out_p["input_ids"].shape[-1]					,60       )
					self.assertTrue(pad_token_id in out_p["input_ids"]       )
					self.assertTrue(0 in out_p["attention_mask"]       )

					# p2
					# test automatic padding pair
					self.assertEqual(out_pa["input_ids"].shape[-1]					,52       )
					# long slice pair doesn't have padding
					self.assertFalse(pad_token_id in out_pa["input_ids"][0]       )
					self.assertFalse(0 in out_pa["attention_mask"][0]       )
					# short slice pair does have padding
					self.assertTrue(pad_token_id in out_pa["input_ids"][1]       )
					self.assertTrue(0 in out_pa["attention_mask"][1]       )






	def    lowerCAmelCase_							(		self       )						->    str:
					snake_case__      :List[str]         =   "$$$"
					snake_case__      :Dict         =   CodeGenTokenizer.from_pretrained(self.tmpdirname					,bos_token=UpperCamelCase					,add_bos_token=UpperCamelCase       )

					snake_case__      :int         =   "This is a simple input"
					snake_case__      :Optional[Any]         =   ["This is a simple input 1", "This is a simple input 2"]

					snake_case__      :Any         =   tokenizer.bos_token_id

					snake_case__      :Optional[Any]         =   tokenizer(UpperCamelCase       )
					snake_case__      :int         =   tokenizer(UpperCamelCase       )

					self.assertEqual(out_s.input_ids[0]					,UpperCamelCase       )
					self.assertTrue(all(o[0] == bos_token_id for o in out_sa.input_ids       )       )

					snake_case__      :int         =   tokenizer.decode(out_s.input_ids       )
					snake_case__      :Tuple         =   tokenizer.batch_decode(out_sa.input_ids       )

					self.assertEqual(decode_s.split()[0]					,UpperCamelCase       )
					self.assertTrue(all(d.split()[0] == bos_token for d in decode_sa       )       )






	@slow
	def    lowerCAmelCase_							(		self       )						->    Dict:
					snake_case__      :List[Any]         =   CodeGenTokenizer.from_pretrained("Salesforce/codegen-350M-mono"       )

					snake_case__      :List[str]         =   "\nif len_a > len_b:\n    result = a\nelse:\n    result = b\n\n\n\n#"
					snake_case__      :str         =   "\nif len_a > len_b:      result = a\nelse:      result = b"

					snake_case__      :str         =   tokenizer.encode(UpperCamelCase       )
					snake_case__      :Dict         =   ["^#", re.escape("<|endoftext|>"       ), "^'''", "^\"\"\"", "\n\n\n"]
					snake_case__      :str         =   tokenizer.decode(UpperCamelCase					,truncate_before_pattern=UpperCamelCase       )
					self.assertEqual(UpperCamelCase					,UpperCamelCase       )






	def    lowerCAmelCase_							(		self       )						->    str:
					pass







from __future__ import annotations

import math





def 					lowercase_ (    __snake_case     :							int	,	__snake_case     :							int	,	__snake_case     :							bool	,	__snake_case     :							list[int]	,	__snake_case     :							float      )     -> int:





				'''simple docstring'''


				if depth < 0:
								raise ValueError("Depth cannot be less than 0"      )

				if len(__snake_case      ) == 0:
								raise ValueError("Scores cannot be empty"      )

				if depth == height:
								return scores[node_index]

				if is_max:
								return max(
								    minimax(depth + 1	,	node_index * 2	,	__snake_case	,	__snake_case	,	__snake_case      )	,	minimax(depth + 1	,	node_index * 2 + 1	,	__snake_case	,	__snake_case	,	__snake_case      )	,	)

				return min(
				    minimax(depth + 1	,	node_index * 2	,	__snake_case	,	__snake_case	,	__snake_case      )	,	minimax(depth + 1	,	node_index * 2 + 1	,	__snake_case	,	__snake_case	,	__snake_case      )	,	)





def 					lowercase_ (    )     -> None:





				'''simple docstring'''


				snake_case__      :List[Any]         =   [90, 23, 6, 33, 21, 65, 1_23, 3_44_23]
				snake_case__      :int         =   math.log(len(__snake_case      )	,	2      )
				print("Optimal value : "	,	end=""      )
				print(minimax(0	,	0	,	__snake_case	,	__snake_case	,	__snake_case      )      )


if __name__ == "__main__":
	import doctest

	doctest.testmod()
	main()