
import unittest

from .lib import (
    Matrix,
    Vector,
    axpy,
    square_zero_matrix,
    unit_basis_vector,
    zero_vector,
)







class      A__							(     unittest.TestCase	):






				def 							_lowerCamelCase		(						self					:      Optional[Any]   ):






							'''simple docstring'''







							lowerCAmelCase__      :      Optional[int]         =		Vector([1, 2, 3]   )
							self.assertEqual(x.component(0   )    ,     1   )
							self.assertEqual(x.component(2   )    ,     3   )
							lowerCAmelCase__      :      Optional[int]         =		Vector()






				def 							_lowerCamelCase		(						self					:      Optional[Any]   ):






							'''simple docstring'''







							lowerCAmelCase__      :      int         =		Vector([0, 0, 0, 0, 0, 1]   )
							self.assertEqual(str(a   )    ,     '(0,0,0,0,0,1)'   )






				def 							_lowerCamelCase		(						self					:      int   ):






							'''simple docstring'''







							lowerCAmelCase__      :      int         =		Vector([1, 2, 3, 4]   )
							self.assertEqual(len(a   )    ,     4   )






				def 							_lowerCamelCase		(						self					:      List[str]   ):






							'''simple docstring'''







							lowerCAmelCase__      :      Tuple         =		Vector([1, 2]   )
							lowerCAmelCase__      :      Tuple         =		Vector([1, 2, 3, 4, 5]   )
							lowerCAmelCase__      :      int         =		Vector([0, 0, 0, 0, 0, 0, 0, 0, 0, 0]   )
							lowerCAmelCase__      :      Optional[int]         =		Vector([1, -1, 1, -1, 2, -3, 4, -5]   )
							self.assertAlmostEqual(x.euclidean_length()    ,     2.2_3_6    ,     3   )
							self.assertAlmostEqual(y.euclidean_length()    ,     7.4_1_6    ,     3   )
							self.assertEqual(z.euclidean_length()    ,     0   )
							self.assertAlmostEqual(w.euclidean_length()    ,     7.6_1_6    ,     3   )






				def 							_lowerCamelCase		(						self					:      str   ):






							'''simple docstring'''







							lowerCAmelCase__      :      Dict         =		Vector([1, 2, 3]   )
							lowerCAmelCase__      :      Tuple         =		Vector([1, 1, 1]   )
							self.assertEqual((x + y).component(0   )    ,     2   )
							self.assertEqual((x + y).component(1   )    ,     3   )
							self.assertEqual((x + y).component(2   )    ,     4   )






				def 							_lowerCamelCase		(						self					:      str   ):






							'''simple docstring'''







							lowerCAmelCase__      :      str         =		Vector([1, 2, 3]   )
							lowerCAmelCase__      :      List[Any]         =		Vector([1, 1, 1]   )
							self.assertEqual((x - y).component(0   )    ,     0   )
							self.assertEqual((x - y).component(1   )    ,     1   )
							self.assertEqual((x - y).component(2   )    ,     2   )






				def 							_lowerCamelCase		(						self					:      List[Any]   ):






							'''simple docstring'''







							lowerCAmelCase__      :      Optional[int]         =		Vector([1, 2, 3]   )
							lowerCAmelCase__      :      Union[str, Any]         =		Vector([2, -1, 4]   )  # for test of dot product
							lowerCAmelCase__      :      Any         =		Vector([1, -2, -1]   )
							self.assertEqual(str(x * 3.0   )    ,     '(3.0,6.0,9.0)'   )
							self.assertEqual((a * b)    ,     0   )






				def 							_lowerCamelCase		(						self					:      Optional[Any]   ):






							'''simple docstring'''







							self.assertEqual(str(zero_vector(10   )   ).count('0'   )    ,     10   )






				def 							_lowerCamelCase		(						self					:      int   ):






							'''simple docstring'''







							self.assertEqual(str(unit_basis_vector(3    ,     1   )   )    ,     '(0,1,0)'   )






				def 							_lowerCamelCase		(						self					:      Optional[int]   ):






							'''simple docstring'''







							lowerCAmelCase__      :      List[Any]         =		Vector([1, 2, 3]   )
							lowerCAmelCase__      :      List[Any]         =		Vector([1, 0, 1]   )
							self.assertEqual(str(axpy(2    ,     a    ,     a   )   )    ,     '(3,4,7)'   )






				def 							_lowerCamelCase		(						self					:      List[Any]   ):






							'''simple docstring'''







							lowerCAmelCase__      :      Dict         =		Vector([1, 0, 0, 0, 0, 0]   )
							lowerCAmelCase__      :      List[str]         =		x.copy()
							self.assertEqual(str(a   )    ,     str(a   )   )






				def 							_lowerCamelCase		(						self					:      Tuple   ):






							'''simple docstring'''







							lowerCAmelCase__      :      List[str]         =		Vector([1, 0, 0]   )
							x.change_component(0    ,     0   )
							x.change_component(1    ,     1   )
							self.assertEqual(str(a   )    ,     '(0,1,0)'   )






				def 							_lowerCamelCase		(						self					:      int   ):






							'''simple docstring'''







							lowerCAmelCase__      :      List[str]         =		Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]    ,     3    ,     3   )
							self.assertEqual('|1,2,3|\n|2,4,5|\n|6,7,8|\n'    ,     str(a   )   )






				def 							_lowerCamelCase		(						self					:      List[Any]   ):






							'''simple docstring'''







							lowerCAmelCase__      :      Any         =		Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]    ,     3    ,     3   )
							lowerCAmelCase__      :      str         =		[[-3, -14, -10], [-5, -10, -5], [-2, -1, 0]]
							for x in range(a.height()   ):
										for y in range(a.width()   ):
													self.assertEqual(minors[x][y]    ,     a.minor(a    ,     a   )   )






				def 							_lowerCamelCase		(						self					:      List[Any]   ):






							'''simple docstring'''







							lowerCAmelCase__      :      str         =		Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]    ,     3    ,     3   )
							lowerCAmelCase__      :      Tuple         =		[[-3, 14, -10], [5, -10, 5], [-2, 1, 0]]
							for x in range(a.height()   ):
										for y in range(a.width()   ):
													self.assertEqual(cofactors[x][y]    ,     a.cofactor(a    ,     a   )   )






				def 							_lowerCamelCase		(						self					:      Any   ):






							'''simple docstring'''







							lowerCAmelCase__      :      Optional[Any]         =		Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]    ,     3    ,     3   )
							self.assertEqual(-5    ,     a.determinant()   )






				def 							_lowerCamelCase		(						self					:      Optional[Any]   ):






							'''simple docstring'''







							lowerCAmelCase__      :      Any         =		Matrix([[1, 2, 3], [4, 5, 6], [7, 8, 9]]    ,     3    ,     3   )
							lowerCAmelCase__      :      List[Any]         =		Vector([1, 2, 3]   )
							self.assertEqual('(14,32,50)'    ,     str(a * x   )   )
							self.assertEqual('|2,4,6|\n|8,10,12|\n|14,16,18|\n'    ,     str(a * 2   )   )






				def 							_lowerCamelCase		(						self					:      int   ):






							'''simple docstring'''







							lowerCAmelCase__      :      List[str]         =		Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]    ,     3    ,     3   )
							a.change_component(0    ,     2    ,     5   )
							self.assertEqual('|1,2,5|\n|2,4,5|\n|6,7,8|\n'    ,     str(a   )   )






				def 							_lowerCamelCase		(						self					:      str   ):






							'''simple docstring'''







							lowerCAmelCase__      :      List[str]         =		Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]    ,     3    ,     3   )
							self.assertEqual(7    ,     a.component(2    ,     1   )    ,     0.0_1   )






				def 							_lowerCamelCase		(						self					:      Tuple   ):






							'''simple docstring'''







							lowerCAmelCase__      :      Union[str, Any]         =		Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]    ,     3    ,     3   )
							lowerCAmelCase__      :      str         =		Matrix([[1, 2, 7], [2, 4, 5], [6, 7, 10]]    ,     3    ,     3   )
							self.assertEqual('|2,4,10|\n|4,8,10|\n|12,14,18|\n'    ,     str(a + b   )   )






				def 							_lowerCamelCase		(						self					:      Optional[Any]   ):






							'''simple docstring'''







							lowerCAmelCase__      :      Any         =		Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]    ,     3    ,     3   )
							lowerCAmelCase__      :      Any         =		Matrix([[1, 2, 7], [2, 4, 5], [6, 7, 10]]    ,     3    ,     3   )
							self.assertEqual('|0,0,-4|\n|0,0,0|\n|0,0,-2|\n'    ,     str(a - b   )   )






				def 							_lowerCamelCase		(						self					:      Optional[Any]   ):






							'''simple docstring'''







							self.assertEqual(
							    '|0,0,0,0,0|\n|0,0,0,0,0|\n|0,0,0,0,0|\n|0,0,0,0,0|\n|0,0,0,0,0|\n'    ,     str(square_zero_matrix(5   )   )    ,     )


if __name__ == "__main__":
					unittest.main()

import json
import os
import unittest

from transformers import BatchEncoding, MvpTokenizer, MvpTokenizerFast
from transformers.models.roberta.tokenization_roberta import VOCAB_FILES_NAMES
from transformers.testing_utils import require_tokenizers, require_torch
from transformers.utils import cached_property

from ...test_tokenization_common import TokenizerTesterMixin, filter_roberta_detectors







@require_tokenizers
class      A__							(     __magic_name__						,   unittest.TestCase	):
				lowercase			    =  MvpTokenizer
				lowercase			    =  MvpTokenizerFast
				lowercase			    =  True
				lowercase			    =  filter_roberta_detectors






				def 							_lowerCamelCase		(						self					:      int   ):






							'''simple docstring'''







							super().setUp()
							lowerCAmelCase__      :      Dict         =		[
							    'l',
							    'o',
							    'w',
							    'e',
							    'r',
							    's',
							    't',
							    'i',
							    'd',
							    'n',
							    '\u0120',
							    '\u0120l',
							    '\u0120n',
							    '\u0120lo',
							    '\u0120low',
							    'er',
							    '\u0120lowest',
							    '\u0120newer',
							    '\u0120wider',
							    '<unk>',
							]
							lowerCAmelCase__      :      Any         =		dict(zip(a    ,     range(len(a   )   )   )   )
							lowerCAmelCase__      :      Union[str, Any]         =		['#version: 0.2', '\u0120 l', '\u0120l o', '\u0120lo w', 'e r', '']
							lowerCAmelCase__      :      Any         =		{'unk_token': '<unk>'}

							lowerCAmelCase__      :      int         =		os.path.join(self.tmpdirname    ,     VOCAB_FILES_NAMES['vocab_file']   )
							lowerCAmelCase__      :      Optional[int]         =		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(a   ) + '\n'   )
							with open(self.merges_file    ,     'w'    ,     encoding='utf-8'   ) as fp:
										fp.write('\n'.join(a   )   )






				def 							_lowerCamelCase		(						self					:      str    ,     **a					:      Tuple   ):






							'''simple docstring'''







							kwargs.update(self.special_tokens_map   )
							return self.tokenizer_class.from_pretrained(self.tmpdirname    ,     **a   )






				def 							_lowerCamelCase		(						self					:      Dict    ,     **a					:      Optional[int]   ):






							'''simple docstring'''







							kwargs.update(self.special_tokens_map   )
							return self.rust_tokenizer_class.from_pretrained(self.tmpdirname    ,     **a   )






				def 							_lowerCamelCase		(						self					:      Tuple    ,     a					:      Dict   ):






							'''simple docstring'''







							return "lower newer", "lower newer"






				@cached_property
				def 							_lowerCamelCase		(						self					:      List[str]   ):






							'''simple docstring'''







							return MvpTokenizer.from_pretrained('RUCAIBox/mvp'   )






				@cached_property
				def 							_lowerCamelCase		(						self					:      Dict   ):






							'''simple docstring'''







							return MvpTokenizerFast.from_pretrained('RUCAIBox/mvp'   )






				@require_torch
				def 							_lowerCamelCase		(						self					:      Optional[int]   ):






							'''simple docstring'''







							lowerCAmelCase__      :      List[Any]         =		['A long paragraph for summarization.', 'Another paragraph for summarization.']
							lowerCAmelCase__      :      List[Any]         =		[0, 250, 251, 17_818, 13, 39_186, 1_938, 4, 2]

							for tokenizer in [self.default_tokenizer, self.default_tokenizer_fast]:
										lowerCAmelCase__      :      int         =		tokenizer(a    ,     max_length=len(a   )    ,     padding=a    ,     return_tensors='pt'   )
										self.assertIsInstance(a    ,     a   )

										self.assertEqual((2, 9)    ,     batch.input_ids.shape   )
										self.assertEqual((2, 9)    ,     batch.attention_mask.shape   )
										lowerCAmelCase__      :      List[Any]         =		batch.input_ids.tolist()[0]
										self.assertListEqual(a    ,     a   )
										# Test that special tokens are reset






				@require_torch
				def 							_lowerCamelCase		(						self					:      str   ):






							'''simple docstring'''







							lowerCAmelCase__      :      List[Any]         =		['A long paragraph for summarization.', 'Another paragraph for summarization.']
							for tokenizer in [self.default_tokenizer, self.default_tokenizer_fast]:
										lowerCAmelCase__      :      Any         =		tokenizer(a    ,     padding=a    ,     return_tensors='pt'   )
										# check if input_ids are returned and no labels
										self.assertIn('input_ids'    ,     a   )
										self.assertIn('attention_mask'    ,     a   )
										self.assertNotIn('labels'    ,     a   )
										self.assertNotIn('decoder_attention_mask'    ,     a   )






				@require_torch
				def 							_lowerCamelCase		(						self					:      Optional[int]   ):






							'''simple docstring'''







							lowerCAmelCase__      :      Union[str, Any]         =		[
							    'Summary of the text.',
							    'Another summary.',
							]
							for tokenizer in [self.default_tokenizer, self.default_tokenizer_fast]:
										lowerCAmelCase__      :      Tuple         =		tokenizer(text_target=a    ,     max_length=32    ,     padding='max_length'    ,     return_tensors='pt'   )
										self.assertEqual(32    ,     targets['input_ids'].shape[1]   )






				@require_torch
				def 							_lowerCamelCase		(						self					:      Optional[int]   ):






							'''simple docstring'''







							for tokenizer in [self.default_tokenizer, self.default_tokenizer_fast]:
										lowerCAmelCase__      :      str         =		tokenizer(
										    ['I am a small frog' * 1_024, 'I am a small frog']    ,     padding=a    ,     truncation=a    ,     return_tensors='pt'   )
										self.assertIsInstance(a    ,     a   )
										self.assertEqual(batch.input_ids.shape    ,     (2, 1_024)   )






				@require_torch
				def 							_lowerCamelCase		(						self					:      Any   ):






							'''simple docstring'''







							lowerCAmelCase__      :      Union[str, Any]         =		['A long paragraph for summarization.']
							lowerCAmelCase__      :      Any         =		[
							    'Summary of the text.',
							]
							for tokenizer in [self.default_tokenizer, self.default_tokenizer_fast]:
										lowerCAmelCase__      :      List[Any]         =		tokenizer(a    ,     text_target=a    ,     return_tensors='pt'   )
										lowerCAmelCase__      :      Optional[int]         =		inputs['input_ids']
										lowerCAmelCase__      :      str         =		inputs['labels']
										self.assertTrue((input_ids[:, 0] == tokenizer.bos_token_id).all().item()   )
										self.assertTrue((labels[:, 0] == tokenizer.bos_token_id).all().item()   )
										self.assertTrue((input_ids[:, -1] == tokenizer.eos_token_id).all().item()   )
										self.assertTrue((labels[:, -1] == tokenizer.eos_token_id).all().item()   )






				def 							_lowerCamelCase		(						self					:      Any   ):






							'''simple docstring'''







							pass






				def 							_lowerCamelCase		(						self					:      Tuple   ):






							'''simple docstring'''







							for tokenizer, pretrained_name, kwargs in self.tokenizers_list:
										with self.subTest(f'''{tokenizer.__class__.__name__} ({pretrained_name})'''   ):
													lowerCAmelCase__      :      str         =		self.rust_tokenizer_class.from_pretrained(a    ,     **a   )
													lowerCAmelCase__      :      List[str]         =		self.tokenizer_class.from_pretrained(a    ,     **a   )
													lowerCAmelCase__      :      Optional[int]         =		'A, <mask> AllenNLP sentence.'
													lowerCAmelCase__      :      int         =		tokenizer_r.encode_plus(a    ,     add_special_tokens=a    ,     return_token_type_ids=a   )
													lowerCAmelCase__      :      Optional[int]         =		tokenizer_p.encode_plus(a    ,     add_special_tokens=a    ,     return_token_type_ids=a   )

													# token_type_ids should put 0 everywhere
													self.assertEqual(sum(tokens_r['token_type_ids']   )    ,     sum(tokens_p['token_type_ids']   )   )

													# attention_mask should put 1 everywhere, so sum over length should be 1
													self.assertEqual(
													    sum(tokens_r['attention_mask']   ) / len(tokens_r['attention_mask']   )    ,     sum(tokens_p['attention_mask']   ) / len(tokens_p['attention_mask']   )    ,     )

													lowerCAmelCase__      :      List[Any]         =		tokenizer_r.convert_ids_to_tokens(tokens_r['input_ids']   )
													lowerCAmelCase__      :      Dict         =		tokenizer_p.convert_ids_to_tokens(tokens_p['input_ids']   )

													# Rust correctly handles the space before the mask while python doesnt
													self.assertSequenceEqual(tokens_p['input_ids']    ,     [0, 250, 6, 50_264, 3_823, 487, 21_992, 3_645, 4, 2]   )
													self.assertSequenceEqual(tokens_r['input_ids']    ,     [0, 250, 6, 50_264, 3_823, 487, 21_992, 3_645, 4, 2]   )

													self.assertSequenceEqual(
													    a    ,     ['<s>', 'A', ',', '<mask>', 'ĠAllen', 'N', 'LP', 'Ġsentence', '.', '</s>']   )
													self.assertSequenceEqual(
													    a    ,     ['<s>', 'A', ',', '<mask>', 'ĠAllen', 'N', 'LP', 'Ġsentence', '.', '</s>']   )