


"""simple docstring"""
import textwrap

import pyarrow as pa
import pytest

from datasets import Features, Value
from datasets.packaged_modules.json.json import Json






@pytest.fixture
def 						lowercase				(	_snake_case		: Tuple	)	->Dict:
	"""simple docstring"""





	__snake_case      :		List[str]         =							tmp_path / '''file.jsonl'''
	__snake_case      :		Optional[Any]         =							textwrap.dedent(
	    '''\
        {"col_1": -1}
        {"col_1": 1, "col_2": 2}
        {"col_1": 10, "col_2": 20}
        '''	)
	with open(_snake_case	,  '''w'''	) as f:
		f.write(_snake_case	)
	return str(_snake_case	)






@pytest.fixture
def 						lowercase				(	_snake_case		: Tuple	)	->Any:
	"""simple docstring"""





	__snake_case      :		List[str]         =							tmp_path / '''file_utf16_encoded.jsonl'''
	__snake_case      :		Dict         =							textwrap.dedent(
	    '''\
        {"col_1": -1}
        {"col_1": 1, "col_2": 2}
        {"col_1": 10, "col_2": 20}
        '''	)
	with open(_snake_case	,  '''w'''	,  encoding='''utf-16'''	) as f:
		f.write(_snake_case	)
	return str(_snake_case	)






@pytest.fixture
def 						lowercase				(	_snake_case		: Tuple	)	->Tuple:
	"""simple docstring"""





	__snake_case      :		Union[str, Any]         =							tmp_path / '''file_with_list_of_dicts.json'''
	__snake_case      :		int         =							textwrap.dedent(
	    '''\
        [
            {"col_1": -1},
            {"col_1": 1, "col_2": 2},
            {"col_1": 10, "col_2": 20}
        ]
        '''	)
	with open(_snake_case	,  '''w'''	) as f:
		f.write(_snake_case	)
	return str(_snake_case	)






@pytest.fixture
def 						lowercase				(	_snake_case		: str	)	->Any:
	"""simple docstring"""





	__snake_case      :		Optional[int]         =							tmp_path / '''file_with_list_of_dicts_field.json'''
	__snake_case      :		Optional[Any]         =							textwrap.dedent(
	    '''\
        {
            "field1": 1,
            "field2": "aabb",
            "field3": [
                {"col_1": -1},
                {"col_1": 1, "col_2": 2},
                {"col_1": 10, "col_2": 20}
            ]
        }
        '''	)
	with open(_snake_case	,  '''w'''	) as f:
		f.write(_snake_case	)
	return str(_snake_case	)






@pytest.mark.parametrize(
    '''file_fixture, config_kwargs'''	,  [
        ('''jsonl_file''', {}),
        ('''jsonl_file_utf16_encoded''', {'''encoding''': '''utf-16'''}),
        ('''json_file_with_list_of_dicts''', {}),
        ('''json_file_with_list_of_dicts_field''', {'''field''': '''field3'''}),
    ]	,  )
def 						lowercase				(	_snake_case		: List[Any]	,  _snake_case		: Tuple	,  _snake_case		: int	)	->int:
	"""simple docstring"""





	__snake_case      :		Any         =							Json(**_snake_case	)
	__snake_case      :		str         =							json._generate_tables([[request.getfixturevalue(_snake_case	)]]	)
	__snake_case      :		str         =							pa.concat_tables([table for _, table in generator]	)
	assert pa_table.to_pydict() == {"col_1": [-1, 1, 10], "col_2": [None, 2, 20]}






@pytest.mark.parametrize(
    '''file_fixture, config_kwargs'''	,  [
        (
            '''jsonl_file''',
            {'''features''': Features({'''col_1''': Value('''int64'''	), '''col_2''': Value('''int64'''	), '''missing_col''': Value('''string'''	)}	)},
        ),
        (
            '''json_file_with_list_of_dicts''',
            {'''features''': Features({'''col_1''': Value('''int64'''	), '''col_2''': Value('''int64'''	), '''missing_col''': Value('''string'''	)}	)},
        ),
        (
            '''json_file_with_list_of_dicts_field''',
            {
                '''field''': '''field3''',
                '''features''': Features(
                    {'''col_1''': Value('''int64'''	), '''col_2''': Value('''int64'''	), '''missing_col''': Value('''string'''	)}	),
            },
        ),
    ]	,  )
def 						lowercase				(	_snake_case		: List[Any]	,  _snake_case		: Tuple	,  _snake_case		: Optional[int]	)	->str:
	"""simple docstring"""





	__snake_case      :		Tuple         =							Json(**_snake_case	)
	__snake_case      :		Optional[Any]         =							json._generate_tables([[request.getfixturevalue(_snake_case	)]]	)
	__snake_case      :		Optional[Any]         =							pa.concat_tables([table for _, table in generator]	)
	assert pa_table.to_pydict() == {"col_1": [-1, 1, 10], "col_2": [None, 2, 20], "missing_col": [None, None, None]}






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						):
   UpperCamelCase_					:    int			      = EsmTokenizer
   def _lowercase(     self     )						->Dict:
        super().setUp()
        a	:     Tuple						      =    tempfile.mkdtemp()
        # fmt: off
        a	:     List[str]						      =    ["<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
        a	:     Tuple						      =    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 _lowercase(     self				,  **lowerCAmelCase_     )						->List[PreTrainedTokenizerBase]:
        return [self.get_tokenizer(**lowerCAmelCase_     )]
   def _lowercase(     self				,  **lowerCAmelCase_     )						->PreTrainedTokenizer:
        return self.tokenizer_class.from_pretrained(self.tmpdirname				,  **lowerCAmelCase_     )
   def _lowercase(     self     )						->List[Any]:
        a	:     Optional[int]						      =    self.tokenizer_class(self.vocab_file     )

        a	:     List[Any]						      =    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 _lowercase(     self     )						->Optional[Any]:
        a	:     Optional[int]						      =    self.tokenizer_class(self.vocab_file     )

        a	:     Optional[Any]						      =    '''LAGVS'''
        self.assertListEqual(tokenizer.encode(lowerCAmelCase_     )				,  [0, 4, 5, 6, 7, 8, 2]     )
   def _lowercase(     self     )						->List[Any]:
        a	:     Any						      =    self.tokenizer_class(self.vocab_file     )

        a	:     Optional[int]						      =    ['''LAGVS''', '''WCB''']
        a	:     Optional[Any]						      =    tokenizer(lowerCAmelCase_				,  padding=lowerCAmelCase_     )['''input_ids''']

        self.assertListEqual(lowerCAmelCase_				,  [[0, 4, 5, 6, 7, 8, 2], [0, 22, 23, 25, 2]]     )
   def _lowercase(     self     )						->List[Any]:
        a	:     Optional[Any]						      =    self.tokenizer_class(self.vocab_file     )

        a	:     str						      =    ['''LAGVS''', '''WCB''']
        a	:     Dict						      =    tokenizer(lowerCAmelCase_				,  padding=lowerCAmelCase_     )['''input_ids''']

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


   def _lowercase(     self     )						->List[str]:
        a	:     int						      =    self.get_tokenizers(fast=lowerCAmelCase_     )
        for tokenizer in tokenizers:
             with self.subTest(F"""{tokenizer.__class__.__name__}"""     ):
                  a	:     Union[str, Any]						      =    '''<unk>'''
                  a	:     List[Any]						      =    '''<mask>'''

                  a	:     List[Any]						      =    tokenizer.tokenize(lowerCAmelCase_     )
                  a	:     Tuple						      =    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_     )