

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__	:str										=					get_tests_dir("fixtures/spiece.model")







@require_sentencepiece
@require_tokenizers
class        lowercase	(      _lowerCAmelCase ,						unittest.TestCase	):
							lowercase_ : Any       =DebertaVaTokenizer
							lowercase_ : Optional[Any]       =DebertaVaTokenizerFast
							lowercase_ : int       =True
							lowercase_ : str       =True




							def 				A__   (       self):
												super().setUp()

												# We have a SentencePiece fixture for testing
												lowercase					=		DebertaVaTokenizer(_lowerCAmelCase     ,unk_token='''<unk>''')
												tokenizer.save_pretrained(self.tmpdirname)




							def 				A__   (       self     ,A__):
												lowercase					=		'''this is a test'''
												lowercase					=		'''this is a test'''
												return input_text, output_text




							def 				A__   (       self):
												lowercase					=		'''<pad>'''
												lowercase					=		0

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




							def 				A__   (       self):
												lowercase					=		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(_lowerCAmelCase)     ,3_0_0_0_1)




							def 				A__   (       self):
												self.assertEqual(self.get_tokenizer().vocab_size     ,3_0_0_0_0)




							def 				A__   (       self):
												lowercase					=		''' \tHeLLo!how  \n Are yoU?  '''
												lowercase					=		['''▁hello''', '''!''', '''how''', '''▁are''', '''▁you''', '''?''']
												# fmt: on

												lowercase					=		DebertaVaTokenizer(_lowerCAmelCase     ,do_lower_case=_lowerCAmelCase)
												lowercase					=		tokenizer.convert_ids_to_tokens(tokenizer.encode(_lowerCAmelCase     ,add_special_tokens=_lowerCAmelCase))

												self.assertListEqual(_lowerCAmelCase     ,_lowerCAmelCase)

												lowercase					=		DebertaVaTokenizerFast(_lowerCAmelCase     ,do_lower_case=_lowerCAmelCase)
												lowercase					=		rust_tokenizer.convert_ids_to_tokens(rust_tokenizer.encode(_lowerCAmelCase     ,add_special_tokens=_lowerCAmelCase))

												self.assertListEqual(_lowerCAmelCase     ,_lowerCAmelCase)




							@unittest.skip('''There is an inconsistency between slow and fast tokenizer due to a bug in the fast one.''')
							def 				A__   (       self):
												pass




							@unittest.skip('''There is an inconsistency between slow and fast tokenizer due to a bug in the fast one.''')
							def 				A__   (       self):
												pass




							def 				A__   (       self):
												lowercase					=		'''I was born in 92000, and this is falsé.'''
												lowercase					=		['''▁''', '''<unk>''', '''▁was''', '''▁born''', '''▁in''', '''▁9''', '''2000''', '''▁''', ''',''', '''▁and''', '''▁this''', '''▁is''', '''▁fal''', '''s''', '''<unk>''', '''▁''', '''.''', ]
												# fmt: on

												lowercase					=		DebertaVaTokenizer(_lowerCAmelCase     ,split_by_punct=_lowerCAmelCase)
												lowercase					=		tokenizer.convert_ids_to_tokens(tokenizer.encode(_lowerCAmelCase     ,add_special_tokens=_lowerCAmelCase))

												self.assertListEqual(_lowerCAmelCase     ,_lowerCAmelCase)

												lowercase					=		DebertaVaTokenizerFast(_lowerCAmelCase     ,split_by_punct=_lowerCAmelCase)
												lowercase					=		rust_tokenizer.convert_ids_to_tokens(rust_tokenizer.encode(_lowerCAmelCase     ,add_special_tokens=_lowerCAmelCase))

												self.assertListEqual(_lowerCAmelCase     ,_lowerCAmelCase)




							def 				A__   (       self):
												lowercase					=		'''I was born in 92000, and this is falsé.'''
												lowercase					=		['''▁i''', '''▁was''', '''▁born''', '''▁in''', '''▁9''', '''2000''', '''▁''', ''',''', '''▁and''', '''▁this''', '''▁is''', '''▁fal''', '''s''', '''<unk>''', '''▁''', '''.''', ]
												# fmt: on

												lowercase					=		DebertaVaTokenizer(_lowerCAmelCase     ,do_lower_case=_lowerCAmelCase     ,split_by_punct=_lowerCAmelCase)
												lowercase					=		tokenizer.convert_ids_to_tokens(tokenizer.encode(_lowerCAmelCase     ,add_special_tokens=_lowerCAmelCase))
												self.assertListEqual(_lowerCAmelCase     ,_lowerCAmelCase)

												lowercase					=		DebertaVaTokenizerFast(_lowerCAmelCase     ,do_lower_case=_lowerCAmelCase     ,split_by_punct=_lowerCAmelCase)
												lowercase					=		rust_tokenizer.convert_ids_to_tokens(rust_tokenizer.encode(_lowerCAmelCase     ,add_special_tokens=_lowerCAmelCase))
												self.assertListEqual(_lowerCAmelCase     ,_lowerCAmelCase)




							def 				A__   (       self):
												lowercase					=		'''I was born in 92000, and this is falsé.'''
												lowercase					=		['''▁i''', '''▁was''', '''▁born''', '''▁in''', '''▁9''', '''2000''', ''',''', '''▁and''', '''▁this''', '''▁is''', '''▁fal''', '''s''', '''<unk>''', '''.''', ]
												# fmt: on

												lowercase					=		DebertaVaTokenizer(_lowerCAmelCase     ,do_lower_case=_lowerCAmelCase     ,split_by_punct=_lowerCAmelCase)
												lowercase					=		tokenizer.convert_ids_to_tokens(tokenizer.encode(_lowerCAmelCase     ,add_special_tokens=_lowerCAmelCase))

												self.assertListEqual(_lowerCAmelCase     ,_lowerCAmelCase)

												lowercase					=		DebertaVaTokenizerFast(_lowerCAmelCase     ,do_lower_case=_lowerCAmelCase     ,split_by_punct=_lowerCAmelCase)
												lowercase					=		rust_tokenizer.convert_ids_to_tokens(rust_tokenizer.encode(_lowerCAmelCase     ,add_special_tokens=_lowerCAmelCase))

												self.assertListEqual(_lowerCAmelCase     ,_lowerCAmelCase)




							def 				A__   (       self):
												lowercase					=		'''I was born in 92000, and this is falsé.'''
												lowercase					=		['''▁''', '''<unk>''', '''▁was''', '''▁born''', '''▁in''', '''▁9''', '''2000''', '''▁''', ''',''', '''▁and''', '''▁this''', '''▁is''', '''▁fal''', '''s''', '''<unk>''', '''▁''', '''.''', ]
												# fmt: on

												lowercase					=		DebertaVaTokenizer(_lowerCAmelCase     ,do_lower_case=_lowerCAmelCase     ,split_by_punct=_lowerCAmelCase)
												lowercase					=		tokenizer.convert_ids_to_tokens(tokenizer.encode(_lowerCAmelCase     ,add_special_tokens=_lowerCAmelCase))

												self.assertListEqual(_lowerCAmelCase     ,_lowerCAmelCase)

												lowercase					=		DebertaVaTokenizerFast(_lowerCAmelCase     ,do_lower_case=_lowerCAmelCase     ,split_by_punct=_lowerCAmelCase)
												lowercase					=		rust_tokenizer.convert_ids_to_tokens(rust_tokenizer.encode(_lowerCAmelCase     ,add_special_tokens=_lowerCAmelCase))

												self.assertListEqual(_lowerCAmelCase     ,_lowerCAmelCase)




							def 				A__   (       self):
												lowercase					=		''' \tHeLLo!how  \n Are yoU?  '''
												lowercase					=		['''▁''', '''<unk>''', '''e''', '''<unk>''', '''o''', '''!''', '''how''', '''▁''', '''<unk>''', '''re''', '''▁yo''', '''<unk>''', '''?''']
												# fmt: on

												lowercase					=		DebertaVaTokenizer(_lowerCAmelCase     ,do_lower_case=_lowerCAmelCase     ,split_by_punct=_lowerCAmelCase)
												lowercase					=		tokenizer.convert_ids_to_tokens(tokenizer.encode(_lowerCAmelCase     ,add_special_tokens=_lowerCAmelCase))

												self.assertListEqual(_lowerCAmelCase     ,_lowerCAmelCase)

												lowercase					=		DebertaVaTokenizerFast(_lowerCAmelCase     ,do_lower_case=_lowerCAmelCase     ,split_by_punct=_lowerCAmelCase)
												lowercase					=		rust_tokenizer.convert_ids_to_tokens(rust_tokenizer.encode(_lowerCAmelCase     ,add_special_tokens=_lowerCAmelCase))

												self.assertListEqual(_lowerCAmelCase     ,_lowerCAmelCase)




							def 				A__   (       self):
												lowercase					=		self.get_tokenizer()
												lowercase					=		self.get_rust_tokenizer()

												lowercase					=		'''I was born in 92000, and this is falsé.'''

												lowercase					=		tokenizer.convert_ids_to_tokens(tokenizer.encode(_lowerCAmelCase     ,add_special_tokens=_lowerCAmelCase))
												lowercase					=		rust_tokenizer.convert_ids_to_tokens(rust_tokenizer.encode(_lowerCAmelCase     ,add_special_tokens=_lowerCAmelCase))
												self.assertListEqual(_lowerCAmelCase     ,_lowerCAmelCase)

												lowercase					=		tokenizer.encode(_lowerCAmelCase     ,add_special_tokens=_lowerCAmelCase)
												lowercase					=		rust_tokenizer.encode(_lowerCAmelCase     ,add_special_tokens=_lowerCAmelCase)
												self.assertListEqual(_lowerCAmelCase     ,_lowerCAmelCase)

												lowercase					=		self.get_rust_tokenizer()
												lowercase					=		tokenizer.encode(_lowerCAmelCase)
												lowercase					=		rust_tokenizer.encode(_lowerCAmelCase)
												self.assertListEqual(_lowerCAmelCase     ,_lowerCAmelCase)




							def 				A__   (       self):
												lowercase					=		'''This is a test'''
												lowercase					=		[1_3, 1, 4_3_9_8, 2_5, 2_1, 1_2_8_9]
												lowercase					=		['''▁''', '''T''', '''his''', '''▁is''', '''▁a''', '''▁test''']
												lowercase					=		['''▁''', '''<unk>''', '''his''', '''▁is''', '''▁a''', '''▁test''']

												lowercase					=		DebertaVaTokenizer(_lowerCAmelCase     ,keep_accents=_lowerCAmelCase)
												lowercase					=		DebertaVaTokenizerFast(_lowerCAmelCase     ,keep_accents=_lowerCAmelCase)

												lowercase					=		tokenizer.encode(_lowerCAmelCase     ,add_special_tokens=_lowerCAmelCase)
												self.assertListEqual(_lowerCAmelCase     ,_lowerCAmelCase)
												lowercase					=		tokenizer.tokenize(_lowerCAmelCase)
												self.assertListEqual(_lowerCAmelCase     ,_lowerCAmelCase)
												lowercase					=		tokenizer.convert_ids_to_tokens(_lowerCAmelCase)
												self.assertListEqual(_lowerCAmelCase     ,_lowerCAmelCase)

												lowercase					=		rust_tokenizer.encode(_lowerCAmelCase     ,add_special_tokens=_lowerCAmelCase)
												self.assertListEqual(_lowerCAmelCase     ,_lowerCAmelCase)
												lowercase					=		rust_tokenizer.tokenize(_lowerCAmelCase)
												self.assertListEqual(_lowerCAmelCase     ,_lowerCAmelCase)
												lowercase					=		rust_tokenizer.convert_ids_to_tokens(_lowerCAmelCase)
												self.assertListEqual(_lowerCAmelCase     ,_lowerCAmelCase)

												# fmt: off
												lowercase					=		'''I was born in 92000, and this is falsé.'''
												lowercase					=		[1_3, 1, 2_3, 3_8_6, 1_9, 5_6_1, 3_0_5_0, 1_5, 1_7, 4_8, 2_5, 8_2_5_6, 1_8, 1, 9]
												lowercase					=		['''▁''', '''I''', '''▁was''', '''▁born''', '''▁in''', '''▁9''', '''2000''', ''',''', '''▁and''', '''▁this''', '''▁is''', '''▁fal''', '''s''', '''é''', '''.''', ]
												lowercase					=		['''▁''', '''<unk>''', '''▁was''', '''▁born''', '''▁in''', '''▁9''', '''2000''', ''',''', '''▁and''', '''▁this''', '''▁is''', '''▁fal''', '''s''', '''<unk>''', '''.''', ]
												# fmt: on

												lowercase					=		tokenizer.encode(_lowerCAmelCase     ,add_special_tokens=_lowerCAmelCase)
												self.assertListEqual(_lowerCAmelCase     ,_lowerCAmelCase)
												lowercase					=		tokenizer.tokenize(_lowerCAmelCase)
												self.assertListEqual(_lowerCAmelCase     ,_lowerCAmelCase)
												lowercase					=		tokenizer.convert_ids_to_tokens(_lowerCAmelCase)
												self.assertListEqual(_lowerCAmelCase     ,_lowerCAmelCase)

												lowercase					=		rust_tokenizer.encode(_lowerCAmelCase     ,add_special_tokens=_lowerCAmelCase)
												self.assertListEqual(_lowerCAmelCase     ,_lowerCAmelCase)
												lowercase					=		rust_tokenizer.tokenize(_lowerCAmelCase)
												self.assertListEqual(_lowerCAmelCase     ,_lowerCAmelCase)
												lowercase					=		rust_tokenizer.convert_ids_to_tokens(_lowerCAmelCase)
												self.assertListEqual(_lowerCAmelCase     ,_lowerCAmelCase)




							def 				A__   (       self):
												lowercase					=		DebertaVaTokenizer(_lowerCAmelCase)

												lowercase					=		tokenizer.encode('''sequence builders''')
												lowercase					=		tokenizer.encode('''multi-sequence build''')

												lowercase					=		tokenizer.build_inputs_with_special_tokens(_lowerCAmelCase)
												lowercase					=		tokenizer.build_inputs_with_special_tokens(_lowerCAmelCase     ,_lowerCAmelCase)

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





							@slow
							def 				A__   (       self):
												lowercase					=		{'''input_ids''': [[1, 3_9_8_6_7, 3_6, 1_9_3_9_0, 4_8_6, 2_7, 3_5_0_5_2, 8_1_4_3_6, 1_8, 6_0_6_8_5, 1_2_2_5, 7, 3_5_0_5_2, 8_1_4_3_6, 1_8, 9_3_6_7, 1_6_8_9_9, 1_8, 1_5_9_3_7, 5_3, 5_9_4, 7_7_3, 1_8, 1_6_2_8_7, 3_0_4_6_5, 3_6, 1_5_9_3_7, 6, 4_1_1_3_9, 3_8, 3_6_9_7_9, 6_0_7_6_3, 1_9_1, 6, 3_4_1_3_2, 9_9, 6, 5_0_5_3_8, 3_9_0, 4_3_2_3_0, 6, 3_4_1_3_2, 2_7_7_9, 2_0_8_5_0, 1_4, 6_9_9, 1_0_7_2, 1_1_9_4, 3_6, 3_8_2, 1_0_9_0_1, 5_3, 7, 6_9_9, 1_0_7_2, 2_0_8_4, 3_6, 2_0_4_2_2, 6_3_0, 5_3, 1_9, 1_0_5, 3_0_4_9, 1_8_9_6, 1_0_5_3, 1_6_8_9_9, 1_5_0_6, 1_1, 3_7_9_7_8, 4_2_4_3, 7, 1_2_3_7, 3_1_8_6_9, 2_0_0, 1_6_5_6_6, 6_5_4, 6, 3_5_0_5_2, 8_1_4_3_6, 7, 5_5_6_3_0, 1_3_5_9_3, 4, 2], [1, 2_6, 1_5_0_1_1, 1_3, 6_6_7, 8, 1_0_5_3, 1_8, 2_3_6_1_1, 1_2_3_7, 7_2_3_5_6, 1_2_8_2_0, 3_4, 1_0_4_1_3_4, 1_2_0_9, 3_5, 1_3_3_1_3, 6_6_2_7, 2_1, 2_0_2, 3_4_7, 7, 1_6_4, 2_3_9_9, 1_1, 4_6, 4_4_8_5, 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, 1_2_3_2, 2_8_6_4, 1_5_7_8_5, 1_4_9_5_1, 1_0_5, 5, 8_5_8_1, 1_2_5_0, 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=_lowerCAmelCase     ,model_name='''microsoft/deberta-v2-xlarge'''     ,revision='''ad6e42c1532ddf3a15c39246b63f5559d558b670'''     ,)






import argparse

import torch
from torch import nn

from transformers import MaMaaaConfig, MaMaaaForConditionalGeneration



def  UpperCamelCase					(							lowerCAmelCase__	):
					'''simple docstring'''
					lowercase					=		[
					    '''encoder.version''',
					    '''decoder.version''',
					    '''model.encoder.version''',
					    '''model.decoder.version''',
					    '''decoder.output_projection.weight''',
					    '''_float_tensor''',
					    '''encoder.embed_positions._float_tensor''',
					    '''decoder.embed_positions._float_tensor''',
					]
					for k in ignore_keys:
										state_dict.pop(lowerCAmelCase__				,    lowerCAmelCase__	)



def  UpperCamelCase					(							lowerCAmelCase__	):
					'''simple docstring'''
					lowercase			,		lowercase					=		emb.weight.shape
					lowercase					=		nn.Linear(lowerCAmelCase__				,    lowerCAmelCase__				,    bias=lowerCAmelCase__	)
					lowercase					=		emb.weight.data
					return lin_layer



def  UpperCamelCase					(							lowerCAmelCase__	):
					'''simple docstring'''
					lowercase					=		torch.load(lowerCAmelCase__				,    map_location='''cpu'''	)
					lowercase					=		mam_aaa['''args'''] or mam_aaa['''cfg''']['''model''']
					lowercase					=		mam_aaa['''model''']
					remove_ignore_keys_(lowerCAmelCase__	)
					lowercase					=		state_dict['''encoder.embed_tokens.weight'''].shape[0]

					lowercase					=		MaMaaaConfig(
					    vocab_size=lowerCAmelCase__				,    max_position_embeddings=1024				,    encoder_layers=args.encoder_layers				,    decoder_layers=args.decoder_layers				,    encoder_attention_heads=args.encoder_attention_heads				,    decoder_attention_heads=args.decoder_attention_heads				,    encoder_ffn_dim=args.encoder_ffn_embed_dim				,    decoder_ffn_dim=args.decoder_ffn_embed_dim				,    d_model=args.encoder_embed_dim				,    encoder_layerdrop=args.encoder_layerdrop				,    decoder_layerdrop=args.decoder_layerdrop				,    dropout=args.dropout				,    attention_dropout=args.attention_dropout				,    activation_dropout=args.activation_dropout				,    activation_function='''relu'''				,    )

					lowercase					=		state_dict['''decoder.embed_tokens.weight''']
					lowercase					=		MaMaaaForConditionalGeneration(lowerCAmelCase__	)
					model.model.load_state_dict(lowerCAmelCase__				,    strict=lowerCAmelCase__	)
					lowercase					=		make_linear_from_emb(model.model.shared	)

					return model


if __name__ == "__main__":
							lowercase__	:Optional[int]										=					argparse.ArgumentParser()
							# Required parameters
							parser.add_argument("fairseq_path", type=str, help="path to a model.pt on local filesystem.")
							parser.add_argument("pytorch_dump_folder_path", default=None, type=str, help="Path to the output PyTorch model.")
							lowercase__	:Tuple										=					parser.parse_args()
							lowercase__	:int										=					convert_fairseq_mamaaa_checkpoint_from_disk(args.fairseq_pathß)
							model.save_pretrained(args.pytorch_dump_folder_path)




