
'''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  snake_case_		(    __SCREAMING_SNAKE_CASE :			Optional[int]=""							):



						"""simple docstring"""





						lowercase_     :					List[str]													=	tempfile.mkdtemp()
						return os.path.join(__SCREAMING_SNAKE_CASE				,				str(uuid.uuida()							) + suffix							)






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






					def      _snake_case   (       self		):


											"""simple docstring"""





											lowercase_     :					List[Any]													=	torch.rand(12    ,							dtype=torch.floataa		) - 0.5
											lowercase_     :					Union[str, Any]													=	AgentAudio(__SCREAMING_SNAKE_CASE		)
											lowercase_     :					Optional[Any]													=	str(agent_type.to_string()		)

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

											del agent_type

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

											# Ensure that the file contains the same value as the original tensor
											lowercase_     :					Optional[int]													=	sf.read(__SCREAMING_SNAKE_CASE		)
											self.assertTrue(torch.allclose(__SCREAMING_SNAKE_CASE    ,							torch.tensor(__SCREAMING_SNAKE_CASE		)    ,							atol=1E-4		)		)






					def      _snake_case   (       self		):


											"""simple docstring"""





											lowercase_     :					Optional[int]													=	torch.rand(12    ,							dtype=torch.floataa		) - 0.5
											lowercase_     :					str													=	get_new_path(suffix='''.wav'''		)
											sf.write(__SCREAMING_SNAKE_CASE    ,							__SCREAMING_SNAKE_CASE    ,							1_60_00		)

											lowercase_     :					Optional[Any]													=	AgentAudio(__SCREAMING_SNAKE_CASE		)

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







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






					def      _snake_case   (       self		):


											"""simple docstring"""





											lowercase_     :					Tuple													=	torch.randint(0    ,							2_56    ,							(64, 64, 3)		)
											lowercase_     :					Optional[Any]													=	AgentImage(__SCREAMING_SNAKE_CASE		)
											lowercase_     :					Optional[int]													=	str(agent_type.to_string()		)

											# Ensure that the tensor and the agent_type's tensor are the same
											self.assertTrue(torch.allclose(__SCREAMING_SNAKE_CASE    ,							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(__SCREAMING_SNAKE_CASE		)		)






					def      _snake_case   (       self		):


											"""simple docstring"""





											lowercase_     :					str													=	Path(get_tests_dir('''fixtures/tests_samples/COCO'''		)		) / '''000000039769.png'''
											lowercase_     :					Optional[Any]													=	Image.open(__SCREAMING_SNAKE_CASE		)
											lowercase_     :					Any													=	AgentImage(__SCREAMING_SNAKE_CASE		)

											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(__SCREAMING_SNAKE_CASE		)		)






					def      _snake_case   (       self		):


											"""simple docstring"""





											lowercase_     :					Any													=	Path(get_tests_dir('''fixtures/tests_samples/COCO'''		)		) / '''000000039769.png'''
											lowercase_     :					Union[str, Any]													=	Image.open(__SCREAMING_SNAKE_CASE		)
											lowercase_     :					Dict													=	AgentImage(__SCREAMING_SNAKE_CASE		)

											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(__SCREAMING_SNAKE_CASE		)		)







class 			lowerCAmelCase__       (  unittest.TestCase					):






					def      _snake_case   (       self		):


											"""simple docstring"""





											lowercase_     :					Optional[int]													=	'''Hey!'''
											lowercase_     :					Dict													=	AgentText(__SCREAMING_SNAKE_CASE		)

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





'''simple docstring'''







from collections import OrderedDict
from typing import Mapping

from packaging import version

from ...configuration_utils import PretrainedConfig
from ...onnx import OnnxConfig
from ...utils import logging


_lowercase			:  List[Any]   							=	logging.get_logger(__name__)

_lowercase			:  Optional[Any]   							=	{
    "google/vit-base-patch16-224": "https://huggingface.co/vit-base-patch16-224/resolve/main/config.json",
    # See all ViT models at https://huggingface.co/models?filter=vit
}






class 			lowerCAmelCase__       (  lowerCamelCase_					):
					lowerCAmelCase_					       =					'''vit'''






					def __init__(       self    ,							__SCREAMING_SNAKE_CASE=7_68    ,							__SCREAMING_SNAKE_CASE=12    ,							__SCREAMING_SNAKE_CASE=12    ,							__SCREAMING_SNAKE_CASE=30_72    ,							__SCREAMING_SNAKE_CASE="gelu"    ,							__SCREAMING_SNAKE_CASE=0.0    ,							__SCREAMING_SNAKE_CASE=0.0    ,							__SCREAMING_SNAKE_CASE=0.02    ,							__SCREAMING_SNAKE_CASE=1E-1_2    ,							__SCREAMING_SNAKE_CASE=2_24    ,							__SCREAMING_SNAKE_CASE=16    ,							__SCREAMING_SNAKE_CASE=3    ,							__SCREAMING_SNAKE_CASE=True    ,							__SCREAMING_SNAKE_CASE=16    ,							**__SCREAMING_SNAKE_CASE    ,							):


											"""simple docstring"""





											super().__init__(**__SCREAMING_SNAKE_CASE		)

											lowercase_     :					Union[str, Any]													=	hidden_size
											lowercase_     :					Dict													=	num_hidden_layers
											lowercase_     :					List[Any]													=	num_attention_heads
											lowercase_     :					Any													=	intermediate_size
											lowercase_     :					Union[str, Any]													=	hidden_act
											lowercase_     :					Dict													=	hidden_dropout_prob
											lowercase_     :					List[str]													=	attention_probs_dropout_prob
											lowercase_     :					Any													=	initializer_range
											lowercase_     :					Tuple													=	layer_norm_eps
											lowercase_     :					Union[str, Any]													=	image_size
											lowercase_     :					Tuple													=	patch_size
											lowercase_     :					Tuple													=	num_channels
											lowercase_     :					Union[str, Any]													=	qkv_bias
											lowercase_     :					List[Any]													=	encoder_stride







class 			lowerCAmelCase__       (  lowerCamelCase_					):
					lowerCAmelCase_					       =					version.parse('''1.11'''					)






					@property
					def      _snake_case   (       self		):


											"""simple docstring"""





											return OrderedDict(
											    [
											        ('''pixel_values''', {0: '''batch''', 1: '''num_channels''', 2: '''height''', 3: '''width'''}),
											    ]		)






					@property
					def      _snake_case   (       self		):


											"""simple docstring"""





											return 1E-4



