


import numpy as np







def   lowerCamelCase(      a__		,a__):
				_SCREAMING_SNAKE_CASE	     =np.array(a__)
				_SCREAMING_SNAKE_CASE	     =np.array(a__)

				_SCREAMING_SNAKE_CASE	     =abs(predict - actual)
				_SCREAMING_SNAKE_CASE	     =difference.mean()

				return score







def   lowerCamelCase(      a__		,a__):
				_SCREAMING_SNAKE_CASE	     =np.array(a__)
				_SCREAMING_SNAKE_CASE	     =np.array(a__)

				_SCREAMING_SNAKE_CASE	     =predict - actual
				_SCREAMING_SNAKE_CASE	     =np.square(a__)

				_SCREAMING_SNAKE_CASE	     =square_diff.mean()
				return score







def   lowerCamelCase(      a__		,a__):
				_SCREAMING_SNAKE_CASE	     =np.array(a__)
				_SCREAMING_SNAKE_CASE	     =np.array(a__)

				_SCREAMING_SNAKE_CASE	     =predict - actual
				_SCREAMING_SNAKE_CASE	     =np.square(a__)
				_SCREAMING_SNAKE_CASE	     =square_diff.mean()
				_SCREAMING_SNAKE_CASE	     =np.sqrt(a__)
				return score







def   lowerCamelCase(      a__		,a__):
				_SCREAMING_SNAKE_CASE	     =np.array(a__)
				_SCREAMING_SNAKE_CASE	     =np.array(a__)

				_SCREAMING_SNAKE_CASE	     =np.log(predict + 1)
				_SCREAMING_SNAKE_CASE	     =np.log(actual + 1)

				_SCREAMING_SNAKE_CASE	     =log_predict - log_actual
				_SCREAMING_SNAKE_CASE	     =np.square(a__)
				_SCREAMING_SNAKE_CASE	     =square_diff.mean()

				_SCREAMING_SNAKE_CASE	     =np.sqrt(a__)

				return score







def   lowerCamelCase(      a__		,a__):
				_SCREAMING_SNAKE_CASE	     =np.array(a__)
				_SCREAMING_SNAKE_CASE	     =np.array(a__)

				_SCREAMING_SNAKE_CASE	     =predict - actual
				_SCREAMING_SNAKE_CASE	     =np.sum(a__) / len(a__)
				_SCREAMING_SNAKE_CASE	     =np.sum(a__) / len(a__)
				# print(numerator, denumerator)
				_SCREAMING_SNAKE_CASE	     =float(a__) / denumerator * 100

				return score







def   lowerCamelCase(      a__		,a__):
				return np.mean(np.array(a__) == np.array(a__))




import unittest
from pathlib import Path

from transformers import is_vision_available, load_tool
from transformers.testing_utils import get_tests_dir

from .test_tools_common import ToolTesterMixin


if is_vision_available():
							from PIL import Image







class 							a_  (		unittest.TestCase					, _snake_case				):

						def 	__a       (    self	:Union[str, Any])		->					Optional[Any]:
												UpperCAmelCase_     							=     load_tool('''image-question-answering''')
												self.tool.setup()
												UpperCAmelCase_     							=     load_tool('''image-question-answering'''   ,						remote=_lowercase)

						def 	__a       (    self	:int)		->					Union[str, Any]:
												UpperCAmelCase_     							=     Image.open(Path(get_tests_dir('''fixtures/tests_samples/COCO''')) / '''000000039769.png''')
												UpperCAmelCase_     							=     self.tool(_lowercase   ,						'''How many cats are sleeping on the couch?''')
												self.assertEqual(_lowercase   ,						'''2''')

						def 	__a       (    self	:int)		->					Dict:
												UpperCAmelCase_     							=     Image.open(Path(get_tests_dir('''fixtures/tests_samples/COCO''')) / '''000000039769.png''')
												UpperCAmelCase_     							=     self.remote_tool(_lowercase   ,						'''How many cats are sleeping on the couch?''')
												self.assertEqual(_lowercase   ,						'''2''')

						def 	__a       (    self	:Optional[int])		->					int:
												UpperCAmelCase_     							=     Image.open(Path(get_tests_dir('''fixtures/tests_samples/COCO''')) / '''000000039769.png''')
												UpperCAmelCase_     							=     self.tool(image=_lowercase   ,						question='''How many cats are sleeping on the couch?''')
												self.assertEqual(_lowercase   ,						'''2''')




						def 	__a       (    self	:Optional[Any])		->					List[str]:
												UpperCAmelCase_     							=     Image.open(Path(get_tests_dir('''fixtures/tests_samples/COCO''')) / '''000000039769.png''')
												UpperCAmelCase_     							=     self.remote_tool(image=_lowercase   ,						question='''How many cats are sleeping on the couch?''')
												self.assertEqual(_lowercase   ,						'''2''')





