





"""simple docstring"""




import inspect
import os
import unittest
from pathlib import Path

import torch

import accelerate
from accelerate.test_utils import execute_subprocess_async
from accelerate.test_utils.testing import run_command




class 			_a						(				unittest.TestCase    ):
				UpperCamelCase								=   inspect.getfile(accelerate.test_utils    )
				UpperCamelCase								=   os.path.sep.join(mod_file.split(os.path.sep    )[:-1] + ['''scripts''', '''test_cli.py''']    )

				UpperCamelCase								=   ["accelerate", "launch"]
				UpperCamelCase								=   Path.home() / ".cache/huggingface/accelerate"
				UpperCamelCase								=   "default_config.yaml"
				UpperCamelCase								=   config_folder / config_file
				UpperCamelCase								=   config_folder / "_default_config.yaml"

				UpperCamelCase								=   Path('''tests/test_configs'''    )






				@classmethod
				def     snake_case     (			cls		:   Optional[int]							)     ->				Optional[Any]:




										'''simple docstring'''



										if cls.config_path.is_file():
																cls.config_path.rename(cls.changed_path							)






				@classmethod
				def     snake_case     (			cls		:   Any							)     ->				Optional[int]:




										'''simple docstring'''



										if cls.changed_path.is_file():
																cls.changed_path.rename(cls.config_path							)






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




										'''simple docstring'''



										_UpperCamelCase      : List[Any]         =   self.base_cmd
										if torch.cuda.is_available() and (torch.cuda.device_count() > 1):
																cmd += ["--multi_gpu"]
										execute_subprocess_async(cmd + [self.test_file_path],			env=os.environ.copy()							)






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




										'''simple docstring'''



										for config in sorted(self.test_config_path.glob('''**/*.yaml'''							)							):
																with self.subTest(config_file=__UpperCAmelCase							):
																						execute_subprocess_async(
																						    self.base_cmd + ['''--config_file''', str(__UpperCAmelCase							), self.test_file_path],			env=os.environ.copy()							)






				def     snake_case     (			self		:   int							)     ->				List[str]:




										'''simple docstring'''



										execute_subprocess_async(['''accelerate''', '''test'''],			env=os.environ.copy()							)




class 			_a						(				unittest.TestCase    ):
				UpperCamelCase								=   "test-tpu"
				UpperCamelCase								=   "us-central1-a"
				UpperCamelCase								=   "ls"
				UpperCamelCase								=   ["accelerate", "tpu-config"]
				UpperCamelCase								=   "cd /usr/share"
				UpperCamelCase								=   "tests/test_samples/test_command_file.sh"
				UpperCamelCase								=   "Running gcloud compute tpus tpu-vm ssh"






				def     snake_case     (			self		:   Tuple							)     ->				Dict:




										'''simple docstring'''



										_UpperCamelCase      : Dict         =   run_command(
										    self.cmd
										    + ['''--command''', self.command, '''--tpu_zone''', self.tpu_zone, '''--tpu_name''', self.tpu_name, '''--debug'''],			return_stdout=__UpperCAmelCase,			)
										self.assertIn(
										    f"""{self.gcloud} test-tpu --zone us-central1-a --command {self.base_output}; ls --worker all""",			__UpperCAmelCase,			)






				def     snake_case     (			self		:   Optional[int]							)     ->				str:




										'''simple docstring'''



										_UpperCamelCase      : str         =   run_command(
										    self.cmd
										    + [
										        '''--config_file''',
										        '''tests/test_configs/0_12_0.yaml''',
										        '''--command''',
										        self.command,
										        '''--tpu_zone''',
										        self.tpu_zone,
										        '''--tpu_name''',
										        self.tpu_name,
										        '''--debug''',
										    ],			return_stdout=__UpperCAmelCase,			)
										self.assertIn(
										    f"""{self.gcloud} test-tpu --zone us-central1-a --command {self.base_output}; ls --worker all""",			__UpperCAmelCase,			)






				def     snake_case     (			self		:   Tuple							)     ->				Optional[Any]:




										'''simple docstring'''



										_UpperCamelCase      : Any         =   run_command(
										    self.cmd + ['''--config_file''', '''tests/test_configs/latest.yaml''', '''--debug'''],			return_stdout=__UpperCAmelCase							)
										self.assertIn(
										    f"""{self.gcloud} test-tpu --zone us-central1-a --command {self.base_output}; echo \"hello world\"; echo \"this is a second command\" --worker all""",			__UpperCAmelCase,			)






				def     snake_case     (			self		:   Optional[Any]							)     ->				List[str]:




										'''simple docstring'''



										_UpperCamelCase      : Union[str, Any]         =   run_command(
										    self.cmd + ['''--config_file''', '''tests/test_configs/latest.yaml''', '''--command''', self.command, '''--debug'''],			return_stdout=__UpperCAmelCase,			)
										self.assertIn(
										    f"""{self.gcloud} test-tpu --zone us-central1-a --command {self.base_output}; ls --worker all""",			__UpperCAmelCase,			)






				def     snake_case     (			self		:   Optional[int]							)     ->				List[Any]:




										'''simple docstring'''



										_UpperCamelCase      : Any         =   run_command(
										    self.cmd
										    + [
										        '''--config_file''',
										        '''tests/test_configs/latest.yaml''',
										        '''--command''',
										        self.command,
										        '''--command''',
										        '''echo \"Hello World\"''',
										        '''--debug''',
										    ],			return_stdout=__UpperCAmelCase,			)
										self.assertIn(
										    f"""{self.gcloud} test-tpu --zone us-central1-a --command {self.base_output}; ls; echo \"Hello World\" --worker all""",			__UpperCAmelCase,			)






				def     snake_case     (			self		:   Union[str, Any]							)     ->				Optional[Any]:




										'''simple docstring'''



										_UpperCamelCase      : List[Any]         =   run_command(
										    self.cmd
										    + ['''--config_file''', '''tests/test_configs/latest.yaml''', '''--command_file''', self.command_file, '''--debug'''],			return_stdout=__UpperCAmelCase,			)
										self.assertIn(
										    f"""{self.gcloud} test-tpu --zone us-central1-a --command {self.base_output}; echo \"hello world\"; echo \"this is a second command\" --worker all""",			__UpperCAmelCase,			)






				def     snake_case     (			self		:   Optional[int]							)     ->				Tuple:




										'''simple docstring'''



										_UpperCamelCase      : str         =   run_command(
										    self.cmd
										    + [
										        '''--config_file''',
										        '''tests/test_configs/0_12_0.yaml''',
										        '''--command_file''',
										        self.command_file,
										        '''--tpu_zone''',
										        self.tpu_zone,
										        '''--tpu_name''',
										        self.tpu_name,
										        '''--debug''',
										    ],			return_stdout=__UpperCAmelCase,			)
										self.assertIn(
										    f"""{self.gcloud} test-tpu --zone us-central1-a --command {self.base_output}; echo \"hello world\"; echo \"this is a second command\" --worker all""",			__UpperCAmelCase,			)






				def     snake_case     (			self		:   Union[str, Any]							)     ->				Tuple:




										'''simple docstring'''



										_UpperCamelCase      : int         =   run_command(
										    self.cmd + ['''--config_file''', '''tests/test_configs/latest.yaml''', '''--install_accelerate''', '''--debug'''],			return_stdout=__UpperCAmelCase,			)
										self.assertIn(
										    f"""{self.gcloud} test-tpu --zone us-central1-a --command {self.base_output}; pip install accelerate -U; echo \"hello world\"; echo \"this is a second command\" --worker all""",			__UpperCAmelCase,			)






				def     snake_case     (			self		:   Union[str, Any]							)     ->				int:




										'''simple docstring'''



										_UpperCamelCase      : Dict         =   run_command(
										    self.cmd
										    + [
										        '''--config_file''',
										        '''tests/test_configs/latest.yaml''',
										        '''--install_accelerate''',
										        '''--accelerate_version''',
										        '''12.0.0''',
										        '''--debug''',
										    ],			return_stdout=__UpperCAmelCase,			)
										self.assertIn(
										    f"""{self.gcloud} test-tpu --zone us-central1-a --command {self.base_output}; pip install accelerate==12.0.0; echo \"hello world\"; echo \"this is a second command\" --worker all""",			__UpperCAmelCase,			)










"""simple docstring"""




from ...processing_utils import ProcessorMixin




class 			_a						(				_lowerCAmelCase    ):
				UpperCamelCase								=   ['''image_processor''', '''feature_extractor''']
				UpperCamelCase								=   '''TvltImageProcessor'''
				UpperCamelCase								=   '''TvltFeatureExtractor'''






				def __init__(			self		:   Union[str, Any],			lowerCAmelCase__		:   str,			lowerCAmelCase__		:   List[str]							)     ->				Optional[Any]:




										'''simple docstring'''



										super().__init__(image_processor=lowerCAmelCase__,			feature_extractor=lowerCAmelCase__							)

										_UpperCamelCase      : List[str]         =   image_processor
										_UpperCamelCase      : int         =   feature_extractor






				def __call__(			self		:   List[str],			lowerCAmelCase__		:   Optional[int]=None,			lowerCAmelCase__		:   str=None,			lowerCAmelCase__		:   Dict=None,			lowerCAmelCase__		:   str=None,			lowerCAmelCase__		:   Optional[int]=False,			lowerCAmelCase__		:   str=False,			*lowerCAmelCase__		:   List[str],			**lowerCAmelCase__		:   Optional[int],			)     ->				Dict:




										'''simple docstring'''



										if images is None and audio is None:
																raise ValueError('''You need to specify either an `images` or `audio` input to process.'''							)

										_UpperCamelCase      : Optional[int]         =   None
										if images is not None:
																_UpperCamelCase      : Optional[int]         =   self.image_processor(lowerCAmelCase__,			mask_pixel=lowerCAmelCase__,			*lowerCAmelCase__,			**lowerCAmelCase__							)
										if images_mixed is not None:
																_UpperCamelCase      : str         =   self.image_processor(lowerCAmelCase__,			is_mixed=lowerCAmelCase__,			*lowerCAmelCase__,			**lowerCAmelCase__							)
										if audio is not None:
																_UpperCamelCase      : Union[str, Any]         =   self.feature_extractor(
																    lowerCAmelCase__,			*lowerCAmelCase__,			sampling_rate=lowerCAmelCase__,			mask_audio=lowerCAmelCase__,			**lowerCAmelCase__							)

										_UpperCamelCase      : str         =   {}
										if audio is not None:
																output_dict.update(lowerCAmelCase__							)
										if images is not None:
																output_dict.update(lowerCAmelCase__							)
										if images_mixed_dict is not None:
																output_dict.update(lowerCAmelCase__							)
										return output_dict






				@property
				def     snake_case     (			self		:   List[str]							)     ->				Tuple:




										'''simple docstring'''



										_UpperCamelCase      : List[str]         =   self.image_processor.model_input_names
										_UpperCamelCase      : List[Any]         =   self.feature_extractor.model_input_names
										return list(dict.fromkeys(image_processor_input_names + feature_extractor_input_names							)							)



