import shutil
import tempfile
import unittest

from transformers import ClapFeatureExtractor, ClapProcessor, RobertaTokenizer, RobertaTokenizerFast
from transformers.testing_utils import require_sentencepiece, require_torchaudio

from .test_feature_extraction_clap import floats_list
@require_torchaudio
@require_sentencepiece
class SCREAMING_SNAKE_CASE_						(	unittest.TestCase						):







   def 		lowerCamelCase_     (			self		:		List[Any]							):





    """simple docstring"""


    UpperCamelCase          =	'laion/clap-htsat-unfused'
    UpperCamelCase          =	tempfile.mkdtemp()







   def 		lowerCamelCase_     (			self		:		Union[str, Any]					,					**lowerCamelCase_		:		Optional[int]							):





    """simple docstring"""


    return RobertaTokenizer.from_pretrained(self.checkpoint					,					**lowerCamelCase_							)







   def 		lowerCamelCase_     (			self		:		Any					,					**lowerCamelCase_		:		List[str]							):





    """simple docstring"""


    return ClapFeatureExtractor.from_pretrained(self.checkpoint					,					**lowerCamelCase_							)







   def 		lowerCamelCase_     (			self		:		str							):





    """simple docstring"""


    shutil.rmtree(self.tmpdirname							)







   def 		lowerCamelCase_     (			self		:		int							):





    """simple docstring"""


    UpperCamelCase          =	self.get_tokenizer()
    UpperCamelCase          =	self.get_feature_extractor()

    UpperCamelCase          =	ClapProcessor(tokenizer=lowerCamelCase_					,					feature_extractor=lowerCamelCase_							)

    processor.save_pretrained(self.tmpdirname							)
    UpperCamelCase          =	ClapProcessor.from_pretrained(self.tmpdirname							)

    self.assertEqual(processor.tokenizer.get_vocab()					,					tokenizer.get_vocab()							)
    self.assertIsInstance(processor.tokenizer					,					lowerCamelCase_							)

    self.assertEqual(processor.feature_extractor.to_json_string()					,					feature_extractor.to_json_string()							)
    self.assertIsInstance(processor.feature_extractor					,					lowerCamelCase_							)







   def 		lowerCamelCase_     (			self		:		Optional[int]							):





    """simple docstring"""


    UpperCamelCase          =	ClapProcessor(tokenizer=self.get_tokenizer()					,					feature_extractor=self.get_feature_extractor()							)
    processor.save_pretrained(self.tmpdirname							)

    UpperCamelCase          =	self.get_tokenizer(bos_token="""(BOS)"""					,					eos_token="""(EOS)"""							)
    UpperCamelCase          =	self.get_feature_extractor(do_normalize=lowerCamelCase_					,					padding_value=1.0							)

    UpperCamelCase          =	ClapProcessor.from_pretrained(
        self.tmpdirname					,					bos_token="""(BOS)"""					,					eos_token="""(EOS)"""					,					do_normalize=lowerCamelCase_					,					padding_value=1.0							)

    self.assertEqual(processor.tokenizer.get_vocab()					,					tokenizer_add_kwargs.get_vocab()							)
    self.assertIsInstance(processor.tokenizer					,					lowerCamelCase_							)

    self.assertEqual(processor.feature_extractor.to_json_string()					,					feature_extractor_add_kwargs.to_json_string()							)
    self.assertIsInstance(processor.feature_extractor					,					lowerCamelCase_							)







   def 		lowerCamelCase_     (			self		:		Dict							):





    """simple docstring"""


    UpperCamelCase          =	self.get_feature_extractor()
    UpperCamelCase          =	self.get_tokenizer()

    UpperCamelCase          =	ClapProcessor(tokenizer=lowerCamelCase_					,					feature_extractor=lowerCamelCase_							)

    UpperCamelCase          =	floats_list((3, 1000)							)

    UpperCamelCase          =	feature_extractor(lowerCamelCase_					,					return_tensors="""np"""							)
    UpperCamelCase          =	processor(audios=lowerCamelCase_					,					return_tensors="""np"""							)

    for key in input_feat_extract.keys():
     self.assertAlmostEqual(input_feat_extract[key].sum()					,					input_processor[key].sum()					,					delta=1E-2							)







   def 		lowerCamelCase_     (			self		:		Optional[Any]							):





    """simple docstring"""


    UpperCamelCase          =	self.get_feature_extractor()
    UpperCamelCase          =	self.get_tokenizer()

    UpperCamelCase          =	ClapProcessor(tokenizer=lowerCamelCase_					,					feature_extractor=lowerCamelCase_							)

    UpperCamelCase          =	'This is a test string'

    UpperCamelCase          =	processor(text=lowerCamelCase_							)

    UpperCamelCase          =	tokenizer(lowerCamelCase_							)

    for key in encoded_tok.keys():
     self.assertListEqual(encoded_tok[key]					,					encoded_processor[key]							)







   def 		lowerCamelCase_     (			self		:		List[str]							):





    """simple docstring"""


    UpperCamelCase          =	self.get_feature_extractor()
    UpperCamelCase          =	self.get_tokenizer()

    UpperCamelCase          =	ClapProcessor(tokenizer=lowerCamelCase_					,					feature_extractor=lowerCamelCase_							)

    UpperCamelCase          =	[[1, 4, 5, 8, 1, 0, 8], [3, 4, 3, 1, 1, 8, 9]]

    UpperCamelCase          =	processor.batch_decode(lowerCamelCase_							)
    UpperCamelCase          =	tokenizer.batch_decode(lowerCamelCase_							)

    self.assertListEqual(lowerCamelCase_					,					lowerCamelCase_							)







   def 		lowerCamelCase_     (			self		:		str							):





    """simple docstring"""


    UpperCamelCase          =	self.get_feature_extractor()
    UpperCamelCase          =	self.get_tokenizer()

    UpperCamelCase          =	ClapProcessor(tokenizer=lowerCamelCase_					,					feature_extractor=lowerCamelCase_							)

    self.assertListEqual(
        processor.model_input_names[2:]					,					feature_extractor.model_input_names					,					msg="""`processor` and `feature_extractor` model input names do not match"""					,					)




from __future__ import annotations

from fractions import Fraction
from math import gcd, sqrt



def 				UpperCamelCase_(      lowerCamelCase_ )    ->						bool:
    _lowercase       :							int      		=		int(number**0.5 )
    return number == sq * sq



def 				UpperCamelCase_(      lowerCamelCase_							, lowerCamelCase_							, lowerCamelCase_							, lowerCamelCase_							, lowerCamelCase_							, lowerCamelCase_ )    ->						tuple[int, int]:
    _lowercase       :							int      		=		x_num * y_den * z_den + y_num * x_den * z_den + z_num * x_den * y_den
    _lowercase       :							int      		=		x_den * y_den * z_den
    _lowercase       :							int      		=		gcd(lowerCamelCase_							, lowerCamelCase_ )
    top //= hcf
    bottom //= hcf
    return top, bottom



def 				UpperCamelCase_(      lowerCamelCase_ = 35 )    ->						int:
    _lowercase       :							set      		=		set()
    _lowercase       :							int
    _lowercase       :							Fraction      		=		Fraction(0 )
    _lowercase       :							tuple[int, int]

    for x_num in range(1							, order + 1 ):
        for x_den in range(x_num + 1							, order + 1 ):
            for y_num in range(1							, order + 1 ):
                for y_den in range(y_num + 1							, order + 1 ):
                    # n=1
                    _lowercase       :							int      		=		x_num * y_den + x_den * y_num
                    _lowercase       :							int      		=		x_den * y_den
                    _lowercase       :							str      		=		gcd(lowerCamelCase_							, lowerCamelCase_ )
                    z_num //= hcf
                    z_den //= hcf
                    if 0 < z_num < z_den <= order:
                        _lowercase       :							List[Any]      		=		add_three(
                            lowerCamelCase_							, lowerCamelCase_							, lowerCamelCase_							, lowerCamelCase_							, lowerCamelCase_							, lowerCamelCase_ )
                        unique_s.add(lowerCamelCase_ )

                    # n=2
                    _lowercase       :							Dict      		=		(
                        x_num * x_num * y_den * y_den + x_den * x_den * y_num * y_num
                    )
                    _lowercase       :							List[Any]      		=		x_den * x_den * y_den * y_den
                    if is_sq(lowerCamelCase_ ) and is_sq(lowerCamelCase_ ):
                        _lowercase       :							Tuple      		=		int(sqrt(lowerCamelCase_ ) )
                        _lowercase       :							int      		=		int(sqrt(lowerCamelCase_ ) )
                        _lowercase       :							Any      		=		gcd(lowerCamelCase_							, lowerCamelCase_ )
                        z_num //= hcf
                        z_den //= hcf
                        if 0 < z_num < z_den <= order:
                            _lowercase       :							Optional[int]      		=		add_three(
                                lowerCamelCase_							, lowerCamelCase_							, lowerCamelCase_							, lowerCamelCase_							, lowerCamelCase_							, lowerCamelCase_ )
                            unique_s.add(lowerCamelCase_ )

                    # n=-1
                    _lowercase       :							Any      		=		x_num * y_num
                    _lowercase       :							str      		=		x_den * y_num + x_num * y_den
                    _lowercase       :							Any      		=		gcd(lowerCamelCase_							, lowerCamelCase_ )
                    z_num //= hcf
                    z_den //= hcf
                    if 0 < z_num < z_den <= order:
                        _lowercase       :							int      		=		add_three(
                            lowerCamelCase_							, lowerCamelCase_							, lowerCamelCase_							, lowerCamelCase_							, lowerCamelCase_							, lowerCamelCase_ )
                        unique_s.add(lowerCamelCase_ )

                    # n=2
                    _lowercase       :							str      		=		x_num * x_num * y_num * y_num
                    _lowercase       :							Optional[Any]      		=		(
                        x_den * x_den * y_num * y_num + x_num * x_num * y_den * y_den
                    )
                    if is_sq(lowerCamelCase_ ) and is_sq(lowerCamelCase_ ):
                        _lowercase       :							Tuple      		=		int(sqrt(lowerCamelCase_ ) )
                        _lowercase       :							List[str]      		=		int(sqrt(lowerCamelCase_ ) )
                        _lowercase       :							Union[str, Any]      		=		gcd(lowerCamelCase_							, lowerCamelCase_ )
                        z_num //= hcf
                        z_den //= hcf
                        if 0 < z_num < z_den <= order:
                            _lowercase       :							Tuple      		=		add_three(
                                lowerCamelCase_							, lowerCamelCase_							, lowerCamelCase_							, lowerCamelCase_							, lowerCamelCase_							, lowerCamelCase_ )
                            unique_s.add(lowerCamelCase_ )

    for num, den in unique_s:
        total += Fraction(lowerCamelCase_							, lowerCamelCase_ )

    return total.denominator + total.numerator


if __name__ == "__main__":
 print(F"{solution() = }")


