


'''simple docstring'''

import os
import tempfile
import unittest
import uuid
from pathlib import Path

from transformers.testing_utils import get_tests_dir, require_soundfile, require_torch, require_vision
from transformers.tools.agent_types import AgentAudio, AgentImage, AgentText
from transformers.utils import is_soundfile_availble, is_torch_available, is_vision_available


if is_torch_available():
	import torch

if is_soundfile_availble():
	import soundfile as sf

if is_vision_available():
	from PIL import Image

def 							__magic_name__(						lowerCamelCase=""):
						__lowerCAmelCase							       =				tempfile.mkdtemp()
						return os.path.join(lowerCamelCase,				str(uuid.uuida()) + suffix)


@require_soundfile
@require_torch
class       a__				( unittest.TestCase      ):







				"""simple docstring"""



				def 					_snake_case  (self		):
										__lowerCAmelCase							       =				torch.rand(12       ,			dtype=torch.floataa		) - 0.5
										__lowerCAmelCase							       =				AgentAudio(__lowercase		)
										__lowerCAmelCase							       =				str(agent_type.to_string()		)

										# Ensure that the tensor and the agent_type's tensor are the same
										self.assertTrue(torch.allclose(__lowercase       ,			agent_type.to_raw()       ,			atol=1e-4		)		)

										del agent_type

										# Ensure the path remains even after the object deletion
										self.assertTrue(os.path.exists(__lowercase		)		)

										# Ensure that the file contains the same value as the original tensor
										__lowerCAmelCase       ,					__lowerCAmelCase							       =				sf.read(__lowercase		)
										self.assertTrue(torch.allclose(__lowercase       ,			torch.tensor(__lowercase		)       ,			atol=1e-4		)		)




				def 					_snake_case  (self		):
										__lowerCAmelCase							       =				torch.rand(12       ,			dtype=torch.floataa		) - 0.5
										__lowerCAmelCase							       =				get_new_path(suffix='''.wav'''		)
										sf.write(__lowercase       ,			__lowercase       ,			1_60_00		)

										__lowerCAmelCase							       =				AgentAudio(__lowercase		)

										self.assertTrue(torch.allclose(__lowercase       ,			agent_type.to_raw()       ,			atol=1e-4		)		)
										self.assertEqual(agent_type.to_string()       ,			__lowercase		)


@require_vision
@require_torch
class       a__				( unittest.TestCase      ):







				"""simple docstring"""



				def 					_snake_case  (self		):
										__lowerCAmelCase							       =				torch.randint(0       ,			2_56       ,			(64, 64, 3)		)
										__lowerCAmelCase							       =				AgentImage(__lowercase		)
										__lowerCAmelCase							       =				str(agent_type.to_string()		)

										# Ensure that the tensor and the agent_type's tensor are the same
										self.assertTrue(torch.allclose(__lowercase       ,			agent_type._tensor       ,			atol=1e-4		)		)

										self.assertIsInstance(agent_type.to_raw()       ,			Image.Image		)

										# Ensure the path remains even after the object deletion
										del agent_type
										self.assertTrue(os.path.exists(__lowercase		)		)




				def 					_snake_case  (self		):
										__lowerCAmelCase							       =				Path(get_tests_dir('''fixtures/tests_samples/COCO'''		)		) / '''000000039769.png'''
										__lowerCAmelCase							       =				Image.open(__lowercase		)
										__lowerCAmelCase							       =				AgentImage(__lowercase		)

										self.assertTrue(path.samefile(agent_type.to_string()		)		)
										self.assertTrue(image == agent_type.to_raw()		)

										# Ensure the path remains even after the object deletion
										del agent_type
										self.assertTrue(os.path.exists(__lowercase		)		)




				def 					_snake_case  (self		):
										__lowerCAmelCase							       =				Path(get_tests_dir('''fixtures/tests_samples/COCO'''		)		) / '''000000039769.png'''
										__lowerCAmelCase							       =				Image.open(__lowercase		)
										__lowerCAmelCase							       =				AgentImage(__lowercase		)

										self.assertFalse(path.samefile(agent_type.to_string()		)		)
										self.assertTrue(image == agent_type.to_raw()		)

										# Ensure the path remains even after the object deletion
										del agent_type
										self.assertTrue(os.path.exists(__lowercase		)		)


class       a__				( unittest.TestCase      ):







				"""simple docstring"""



				def 					_snake_case  (self		):
										__lowerCAmelCase							       =				'''Hey!'''
										__lowerCAmelCase							       =				AgentText(__lowercase		)

										self.assertEqual(__lowercase       ,			agent_type.to_string()		)
										self.assertEqual(__lowercase       ,			agent_type.to_raw()		)
										self.assertEqual(__lowercase       ,			__lowercase		)





'''simple docstring'''

import requests
from bsa import BeautifulSoup

def 							__magic_name__(						lowerCamelCase,				lowerCamelCase):
						__lowerCAmelCase							       =				BeautifulSoup(requests.get(lowerCamelCase,				params=lowerCamelCase).content,				'''html.parser''')
						__lowerCAmelCase							       =				soup.find('''div''',				attrs={'''class''': '''gs_ri'''})
						__lowerCAmelCase							       =				div.find('''div''',				attrs={'''class''': '''gs_fl'''}).find_all('''a''')
						return anchors[2].get_text()


if __name__ == "__main__":
	_UpperCAmelCase				: Union[str, Any]							    =				{
	    """title""": (
	        """Precisely geometry controlled microsupercapacitors for ultrahigh areal """
	        """capacitance, volumetric capacitance, and energy density"""
	    ),
	    """journal""": """Chem. Mater.""",
	    """volume""": 3_0,
	    """pages""": """3979-3990""",
	    """year""": 2_0_1_8,
	    """hl""": """en""",
	}
	print(get_citation("""https://scholar.google.com/scholar_lookup""", params=params))

