





"""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      lowercase__ (					lowerCAmelCase__   :			Optional[Any]=""			)    ->			str:



			'''simple docstring'''
			a__  :	Any		 =			tempfile.mkdtemp()
			return os.path.join(lowerCAmelCase__							,			str(uuid.uuida()			) + suffix			)



@require_soundfile
@require_torch
class 					__UpperCAmelCase							(						unittest.TestCase  ):
				def       UpperCAmelCase      (		self    :			Optional[int]    )	->	Union[str, Any]:



							'''simple docstring'''



							a__  :	Union[str, Any]		 =			torch.rand(12	, dtype=torch.floataa    ) - 0.5
							a__  :	Union[str, Any]		 =			AgentAudio(a_    )
							a__  :	Tuple		 =			str(agent_type.to_string()    )

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

							del agent_type

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

							# Ensure that the file contains the same value as the original tensor
							a__ ,	a__  :	List[Any]		 =			sf.read(a_    )
							self.assertTrue(torch.allclose(a_	, torch.tensor(a_    )	, atol=1E-4    )    )






				def       UpperCAmelCase      (		self    :			Any    )	->	Optional[Any]:



							'''simple docstring'''



							a__  :	Dict		 =			torch.rand(12	, dtype=torch.floataa    ) - 0.5
							a__  :	Optional[Any]		 =			get_new_path(suffix=".wav"    )
							sf.write(a_	, a_	, 1_60_00    )

							a__  :	Optional[Any]		 =			AgentAudio(a_    )

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



@require_vision
@require_torch
class 					__UpperCAmelCase							(						unittest.TestCase  ):
				def       UpperCAmelCase      (		self    :			Dict    )	->	Any:



							'''simple docstring'''



							a__  :	Union[str, Any]		 =			torch.randint(0	, 2_56	, (64, 64, 3)    )
							a__  :	Tuple		 =			AgentImage(a_    )
							a__  :	List[str]		 =			str(agent_type.to_string()    )

							# Ensure that the tensor and the agent_type's tensor are the same
							self.assertTrue(torch.allclose(a_	, 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(a_    )    )
				def       UpperCAmelCase      (		self    :			Optional[Any]    )	->	str:



							'''simple docstring'''



							a__  :	Any		 =			Path(get_tests_dir("fixtures/tests_samples/COCO"    )    ) / "000000039769.png"
							a__  :	Union[str, Any]		 =			Image.open(a_    )
							a__  :	str		 =			AgentImage(a_    )

							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(a_    )    )






				def       UpperCAmelCase      (		self    :			Tuple    )	->	Any:



							'''simple docstring'''



							a__  :	Any		 =			Path(get_tests_dir("fixtures/tests_samples/COCO"    )    ) / "000000039769.png"
							a__  :	Union[str, Any]		 =			Image.open(a_    )
							a__  :	str		 =			AgentImage(a_    )

							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(a_    )    )



class 					__UpperCAmelCase							(						unittest.TestCase  ):
				def       UpperCAmelCase      (		self    :			int    )	->	str:



							'''simple docstring'''



							a__  :	str		 =			"Hey!"
							a__  :	Dict		 =			AgentText(a_    )

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






"""simple docstring"""






def      lowercase__ (					lowerCAmelCase__   :			str			)    ->			list[int]:



			'''simple docstring'''
			a__  :	List[str]		 =			[0 for i in range(len(lowerCAmelCase__			)			)]

			# initialize interval's left pointer and right pointer
			a__ ,	a__  :	int		 =			0, 0

			for i in range(1							,			len(lowerCAmelCase__			)			):
						# case when current index is inside the interval
						if i <= right_pointer:
									a__  :	List[Any]		 =			min(right_pointer - i + 1							,			z_result[i - left_pointer]			)
									a__  :	List[str]		 =			min_edge

						while go_next(lowerCAmelCase__							,			lowerCAmelCase__							,			lowerCAmelCase__			):
									z_result[i] += 1

						# if new index's result gives us more right interval,
						# we've to update left_pointer and right_pointer
						if i + z_result[i] - 1 > right_pointer:
									a__ ,	a__  :	str		 =			i, i + z_result[i] - 1

			return z_result






def      lowercase__ (					lowerCAmelCase__   :			int							,			lowerCAmelCase__   :			list[int]							,			lowerCAmelCase__   :			str			)    ->			bool:



			'''simple docstring'''
			return i + z_result[i] < len(lowerCAmelCase__			) and s[z_result[i]] == s[i + z_result[i]]






def      lowercase__ (					lowerCAmelCase__   :			str							,			lowerCAmelCase__   :			str			)    ->			int:



			'''simple docstring'''
			a__  :	List[Any]		 =			0
			# concatenate 'pattern' and 'input_str' and call z_function
			# with concatenated string
			a__  :	List[str]		 =			z_function(pattern + input_str			)

			for val in z_result:
						# if value is greater then length of the pattern string
						# that means this index is starting position of substring
						# which is equal to pattern string
						if val >= len(lowerCAmelCase__			):
									answer += 1

			return answer


if __name__ == "__main__":
		import doctest

		doctest.testmod()