




import unittest

from transformers import DebertaVaTokenizer, DebertaVaTokenizerFast
from transformers.testing_utils import get_tests_dir, require_sentencepiece, require_tokenizers, slow

from ...test_tokenization_common import TokenizerTesterMixin


lowercase__							:	Union[str, Any]											=		get_tests_dir("fixtures/spiece.model")
@require_sentencepiece
@require_tokenizers
class 						UpperCAmelCase  (							UpperCAmelCase__			,  unittest.TestCase     ):







						'''simple docstring'''





						lowerCAmelCase_							=  DebertaVaTokenizer
						lowerCAmelCase_							=  DebertaVaTokenizerFast
						lowerCAmelCase_							=  True
						lowerCAmelCase_							=  True






						def 			snake_case__		(		self				:	Any		):






							"""simple docstring"""






							super().setUp()

							# We have a SentencePiece fixture for testing
							snake_case_						       =	DebertaVaTokenizer(__lowercase			,      unk_token="<unk>"		)
							tokenizer.save_pretrained(self.tmpdirname		)






						def 			snake_case__		(		self				:	Any			,      __lowercase				:	Dict		):






							"""simple docstring"""






							snake_case_						       =	"this is a test"
							snake_case_						       =	"this is a test"
							return input_text, output_text






						def 			snake_case__		(		self				:	Dict		):






							"""simple docstring"""






							snake_case_						       =	"<pad>"
							snake_case_						       =	0

							self.assertEqual(self.get_tokenizer()._convert_token_to_id(__lowercase		)			,      __lowercase		)
							self.assertEqual(self.get_tokenizer()._convert_id_to_token(__lowercase		)			,      __lowercase		)






						def 			snake_case__		(		self				:	Any		):






							"""simple docstring"""






							snake_case_						       =	list(self.get_tokenizer().get_vocab().keys()		)
							self.assertEqual(vocab_keys[0]			,      "<pad>"		)
							self.assertEqual(vocab_keys[1]			,      "<unk>"		)
							self.assertEqual(vocab_keys[-1]			,      "[PAD]"		)
							self.assertEqual(len(__lowercase		)			,      3_00_01		)






						def 			snake_case__		(		self				:	Union[str, Any]		):






							"""simple docstring"""






							self.assertEqual(self.get_tokenizer().vocab_size			,      3_00_00		)






						def 			snake_case__		(		self				:	Union[str, Any]		):






							"""simple docstring"""






							snake_case_						       =	" \tHeLLo!how  \n Are yoU?  "
							snake_case_						       =	["▁hello", "!", "how", "▁are", "▁you", "?"]
							# fmt: on

							snake_case_						       =	DebertaVaTokenizer(__lowercase			,      do_lower_case=__lowercase		)
							snake_case_						       =	tokenizer.convert_ids_to_tokens(tokenizer.encode(__lowercase			,      add_special_tokens=__lowercase		)		)

							self.assertListEqual(__lowercase			,      __lowercase		)

							snake_case_						       =	DebertaVaTokenizerFast(__lowercase			,      do_lower_case=__lowercase		)
							snake_case_						       =	rust_tokenizer.convert_ids_to_tokens(rust_tokenizer.encode(__lowercase			,      add_special_tokens=__lowercase		)		)

							self.assertListEqual(__lowercase			,      __lowercase		)






						@unittest.skip("There is an inconsistency between slow and fast tokenizer due to a bug in the fast one."		)
						def 			snake_case__		(		self				:	List[str]		):






							"""simple docstring"""






							pass






						@unittest.skip("There is an inconsistency between slow and fast tokenizer due to a bug in the fast one."		)
						def 			snake_case__		(		self				:	List[Any]		):






							"""simple docstring"""






							pass






						def 			snake_case__		(		self				:	Any		):






							"""simple docstring"""






							snake_case_						       =	"I was born in 92000, and this is falsé."
							snake_case_						       =	["▁", "<unk>", "▁was", "▁born", "▁in", "▁9", "2000", "▁", ",", "▁and", "▁this", "▁is", "▁fal", "s", "<unk>", "▁", ".", ]
							# fmt: on

							snake_case_						       =	DebertaVaTokenizer(__lowercase			,      split_by_punct=__lowercase		)
							snake_case_						       =	tokenizer.convert_ids_to_tokens(tokenizer.encode(__lowercase			,      add_special_tokens=__lowercase		)		)

							self.assertListEqual(__lowercase			,      __lowercase		)

							snake_case_						       =	DebertaVaTokenizerFast(__lowercase			,      split_by_punct=__lowercase		)
							snake_case_						       =	rust_tokenizer.convert_ids_to_tokens(rust_tokenizer.encode(__lowercase			,      add_special_tokens=__lowercase		)		)

							self.assertListEqual(__lowercase			,      __lowercase		)






						def 			snake_case__		(		self				:	Union[str, Any]		):






							"""simple docstring"""






							snake_case_						       =	"I was born in 92000, and this is falsé."
							snake_case_						       =	["▁i", "▁was", "▁born", "▁in", "▁9", "2000", "▁", ",", "▁and", "▁this", "▁is", "▁fal", "s", "<unk>", "▁", ".", ]
							# fmt: on

							snake_case_						       =	DebertaVaTokenizer(__lowercase			,      do_lower_case=__lowercase			,      split_by_punct=__lowercase		)
							snake_case_						       =	tokenizer.convert_ids_to_tokens(tokenizer.encode(__lowercase			,      add_special_tokens=__lowercase		)		)
							self.assertListEqual(__lowercase			,      __lowercase		)

							snake_case_						       =	DebertaVaTokenizerFast(__lowercase			,      do_lower_case=__lowercase			,      split_by_punct=__lowercase		)
							snake_case_						       =	rust_tokenizer.convert_ids_to_tokens(rust_tokenizer.encode(__lowercase			,      add_special_tokens=__lowercase		)		)
							self.assertListEqual(__lowercase			,      __lowercase		)






						def 			snake_case__		(		self				:	Optional[int]		):






							"""simple docstring"""






							snake_case_						       =	"I was born in 92000, and this is falsé."
							snake_case_						       =	["▁i", "▁was", "▁born", "▁in", "▁9", "2000", ",", "▁and", "▁this", "▁is", "▁fal", "s", "<unk>", ".", ]
							# fmt: on

							snake_case_						       =	DebertaVaTokenizer(__lowercase			,      do_lower_case=__lowercase			,      split_by_punct=__lowercase		)
							snake_case_						       =	tokenizer.convert_ids_to_tokens(tokenizer.encode(__lowercase			,      add_special_tokens=__lowercase		)		)

							self.assertListEqual(__lowercase			,      __lowercase		)

							snake_case_						       =	DebertaVaTokenizerFast(__lowercase			,      do_lower_case=__lowercase			,      split_by_punct=__lowercase		)
							snake_case_						       =	rust_tokenizer.convert_ids_to_tokens(rust_tokenizer.encode(__lowercase			,      add_special_tokens=__lowercase		)		)

							self.assertListEqual(__lowercase			,      __lowercase		)






						def 			snake_case__		(		self				:	Tuple		):






							"""simple docstring"""






							snake_case_						       =	"I was born in 92000, and this is falsé."
							snake_case_						       =	["▁", "<unk>", "▁was", "▁born", "▁in", "▁9", "2000", "▁", ",", "▁and", "▁this", "▁is", "▁fal", "s", "<unk>", "▁", ".", ]
							# fmt: on

							snake_case_						       =	DebertaVaTokenizer(__lowercase			,      do_lower_case=__lowercase			,      split_by_punct=__lowercase		)
							snake_case_						       =	tokenizer.convert_ids_to_tokens(tokenizer.encode(__lowercase			,      add_special_tokens=__lowercase		)		)

							self.assertListEqual(__lowercase			,      __lowercase		)

							snake_case_						       =	DebertaVaTokenizerFast(__lowercase			,      do_lower_case=__lowercase			,      split_by_punct=__lowercase		)
							snake_case_						       =	rust_tokenizer.convert_ids_to_tokens(rust_tokenizer.encode(__lowercase			,      add_special_tokens=__lowercase		)		)

							self.assertListEqual(__lowercase			,      __lowercase		)






						def 			snake_case__		(		self				:	int		):






							"""simple docstring"""






							snake_case_						       =	" \tHeLLo!how  \n Are yoU?  "
							snake_case_						       =	["▁", "<unk>", "e", "<unk>", "o", "!", "how", "▁", "<unk>", "re", "▁yo", "<unk>", "?"]
							# fmt: on

							snake_case_						       =	DebertaVaTokenizer(__lowercase			,      do_lower_case=__lowercase			,      split_by_punct=__lowercase		)
							snake_case_						       =	tokenizer.convert_ids_to_tokens(tokenizer.encode(__lowercase			,      add_special_tokens=__lowercase		)		)

							self.assertListEqual(__lowercase			,      __lowercase		)

							snake_case_						       =	DebertaVaTokenizerFast(__lowercase			,      do_lower_case=__lowercase			,      split_by_punct=__lowercase		)
							snake_case_						       =	rust_tokenizer.convert_ids_to_tokens(rust_tokenizer.encode(__lowercase			,      add_special_tokens=__lowercase		)		)

							self.assertListEqual(__lowercase			,      __lowercase		)






						def 			snake_case__		(		self				:	int		):






							"""simple docstring"""






							snake_case_						       =	self.get_tokenizer()
							snake_case_						       =	self.get_rust_tokenizer()

							snake_case_						       =	"I was born in 92000, and this is falsé."

							snake_case_						       =	tokenizer.convert_ids_to_tokens(tokenizer.encode(__lowercase			,      add_special_tokens=__lowercase		)		)
							snake_case_						       =	rust_tokenizer.convert_ids_to_tokens(rust_tokenizer.encode(__lowercase			,      add_special_tokens=__lowercase		)		)
							self.assertListEqual(__lowercase			,      __lowercase		)

							snake_case_						       =	tokenizer.encode(__lowercase			,      add_special_tokens=__lowercase		)
							snake_case_						       =	rust_tokenizer.encode(__lowercase			,      add_special_tokens=__lowercase		)
							self.assertListEqual(__lowercase			,      __lowercase		)

							snake_case_						       =	self.get_rust_tokenizer()
							snake_case_						       =	tokenizer.encode(__lowercase		)
							snake_case_						       =	rust_tokenizer.encode(__lowercase		)
							self.assertListEqual(__lowercase			,      __lowercase		)






						def 			snake_case__		(		self				:	int		):






							"""simple docstring"""






							snake_case_						       =	"This is a test"
							snake_case_						       =	[13, 1, 43_98, 25, 21, 12_89]
							snake_case_						       =	["▁", "T", "his", "▁is", "▁a", "▁test"]
							snake_case_						       =	["▁", "<unk>", "his", "▁is", "▁a", "▁test"]

							snake_case_						       =	DebertaVaTokenizer(__lowercase			,      keep_accents=__lowercase		)
							snake_case_						       =	DebertaVaTokenizerFast(__lowercase			,      keep_accents=__lowercase		)

							snake_case_						       =	tokenizer.encode(__lowercase			,      add_special_tokens=__lowercase		)
							self.assertListEqual(__lowercase			,      __lowercase		)
							snake_case_						       =	tokenizer.tokenize(__lowercase		)
							self.assertListEqual(__lowercase			,      __lowercase		)
							snake_case_						       =	tokenizer.convert_ids_to_tokens(__lowercase		)
							self.assertListEqual(__lowercase			,      __lowercase		)

							snake_case_						       =	rust_tokenizer.encode(__lowercase			,      add_special_tokens=__lowercase		)
							self.assertListEqual(__lowercase			,      __lowercase		)
							snake_case_						       =	rust_tokenizer.tokenize(__lowercase		)
							self.assertListEqual(__lowercase			,      __lowercase		)
							snake_case_						       =	rust_tokenizer.convert_ids_to_tokens(__lowercase		)
							self.assertListEqual(__lowercase			,      __lowercase		)

							# fmt: off
							snake_case_						       =	"I was born in 92000, and this is falsé."
							snake_case_						       =	[13, 1, 23, 3_86, 19, 5_61, 30_50, 15, 17, 48, 25, 82_56, 18, 1, 9]
							snake_case_						       =	["▁", "I", "▁was", "▁born", "▁in", "▁9", "2000", ",", "▁and", "▁this", "▁is", "▁fal", "s", "é", ".", ]
							snake_case_						       =	["▁", "<unk>", "▁was", "▁born", "▁in", "▁9", "2000", ",", "▁and", "▁this", "▁is", "▁fal", "s", "<unk>", ".", ]
							# fmt: on

							snake_case_						       =	tokenizer.encode(__lowercase			,      add_special_tokens=__lowercase		)
							self.assertListEqual(__lowercase			,      __lowercase		)
							snake_case_						       =	tokenizer.tokenize(__lowercase		)
							self.assertListEqual(__lowercase			,      __lowercase		)
							snake_case_						       =	tokenizer.convert_ids_to_tokens(__lowercase		)
							self.assertListEqual(__lowercase			,      __lowercase		)

							snake_case_						       =	rust_tokenizer.encode(__lowercase			,      add_special_tokens=__lowercase		)
							self.assertListEqual(__lowercase			,      __lowercase		)
							snake_case_						       =	rust_tokenizer.tokenize(__lowercase		)
							self.assertListEqual(__lowercase			,      __lowercase		)
							snake_case_						       =	rust_tokenizer.convert_ids_to_tokens(__lowercase		)
							self.assertListEqual(__lowercase			,      __lowercase		)






						def 			snake_case__		(		self				:	Tuple		):






							"""simple docstring"""






							snake_case_						       =	DebertaVaTokenizer(__lowercase		)

							snake_case_						       =	tokenizer.encode("sequence builders"		)
							snake_case_						       =	tokenizer.encode("multi-sequence build"		)

							snake_case_						       =	tokenizer.build_inputs_with_special_tokens(__lowercase		)
							snake_case_						       =	tokenizer.build_inputs_with_special_tokens(__lowercase			,      __lowercase		)

							self.assertEqual([tokenizer.cls_token_id] + text + [tokenizer.sep_token_id]			,      __lowercase		)
							self.assertEqual(
							    [tokenizer.cls_token_id] + text + [tokenizer.sep_token_id] + text_a + [tokenizer.sep_token_id]			,      __lowercase			,      )






						@slow
						def 			snake_case__		(		self				:	List[Any]		):






							"""simple docstring"""






							snake_case_						       =	{"input_ids": [[1, 3_98_67, 36, 1_93_90, 4_86, 27, 3_50_52, 8_14_36, 18, 6_06_85, 12_25, 7, 3_50_52, 8_14_36, 18, 93_67, 1_68_99, 18, 1_59_37, 53, 5_94, 7_73, 18, 1_62_87, 3_04_65, 36, 1_59_37, 6, 4_11_39, 38, 3_69_79, 6_07_63, 1_91, 6, 3_41_32, 99, 6, 5_05_38, 3_90, 4_32_30, 6, 3_41_32, 27_79, 2_08_50, 14, 6_99, 10_72, 11_94, 36, 3_82, 1_09_01, 53, 7, 6_99, 10_72, 20_84, 36, 2_04_22, 6_30, 53, 19, 1_05, 30_49, 18_96, 10_53, 1_68_99, 15_06, 11, 3_79_78, 42_43, 7, 12_37, 3_18_69, 2_00, 1_65_66, 6_54, 6, 3_50_52, 8_14_36, 7, 5_56_30, 1_35_93, 4, 2], [1, 26, 1_50_11, 13, 6_67, 8, 10_53, 18, 2_36_11, 12_37, 7_23_56, 1_28_20, 34, 10_41_34, 12_09, 35, 1_33_13, 66_27, 21, 2_02, 3_47, 7, 1_64, 23_99, 11, 46, 44_85, 4, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [1, 5, 12_32, 28_64, 1_57_85, 1_49_51, 1_05, 5, 85_81, 12_50, 4, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]], "token_type_ids": [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]], "attention_mask": [[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1], [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]}  # noqa: E501
							# fmt: on

							self.tokenizer_integration_test_util(
							    expected_encoding=__lowercase			,      model_name="microsoft/deberta-v2-xlarge"			,      revision="ad6e42c1532ddf3a15c39246b63f5559d558b670"			,      )






import argparse

import torch

from transformers import MobileBertConfig, MobileBertForPreTraining, load_tf_weights_in_mobilebert
from transformers.utils import logging


logging.set_verbosity_info()


def 		lowerCamelCase__       (						_A	,      _A	,      _A				):







	'''simple docstring'''





	snake_case_						       =	MobileBertConfig.from_json_file(_A				)
	print(f"Building PyTorch model from configuration: {config}"				)
	snake_case_						       =	MobileBertForPreTraining(_A				)
	# Load weights from tf checkpoint
	snake_case_						       =	load_tf_weights_in_mobilebert(_A	,      _A	,      _A				)
	# Save pytorch-model
	print(f"Save PyTorch model to {pytorch_dump_path}"				)
	torch.save(model.state_dict()	,      _A				)


if __name__ == "__main__":
		lowercase__							:	Dict											=		argparse.ArgumentParser()
		# Required parameters
		parser.add_argument(
		    "--tf_checkpoint_path", default=None, type=str, required=True, help="Path to the TensorFlow checkpoint path."
		)
		parser.add_argument(
		    "--mobilebert_config_file",
		    default=None,
		    type=str,
		    required=True,
		    help=(
		        "The config json file corresponding to the pre-trained MobileBERT model. \n"
		        "This specifies the model architecture."
		    ),
		)
		parser.add_argument(
		    "--pytorch_dump_path", default=None, type=str, required=True, help="Path to the output PyTorch model."
		)
		lowercase__							:	Tuple											=		parser.parse_args()
		convert_tf_checkpoint_to_pytorch(args.tf_checkpoint_path, args.mobilebert_config_file, args.pytorch_dump_path)
