


'''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       ):
 _lowerCAmelCase 					=	inspect.getfile(accelerate.test_utils       )
 _lowerCAmelCase 					=	os.path.sep.join(mod_file.split(os.path.sep       )[:-1] + ["""scripts""", """test_cli.py"""]       )

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

 _lowerCAmelCase 					=	Path("""tests/test_configs"""       )
 @classmethod
 def 							__UpperCAmelCase		( cls						)					->							List[Any]:






      if cls.config_path.is_file():
           cls.config_path.rename(cls.changed_path						)
 @classmethod
 def 							__UpperCAmelCase		( cls						)					->							Any:






      if cls.changed_path.is_file():
           cls.changed_path.rename(cls.config_path						)
 def 							__UpperCAmelCase		( self						)					->							List[str]:
      _a			      =							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 							__UpperCAmelCase		( self						)					->							List[Any]:






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




 def 							__UpperCAmelCase		( self						)					->							Tuple:
      execute_subprocess_async(['accelerate', 'test']      ,				env=os.environ.copy()						)





class  a     (     unittest.TestCase       ):
 _lowerCAmelCase 					=	"""test-tpu"""
 _lowerCAmelCase 					=	"""us-central1-a"""
 _lowerCAmelCase 					=	"""ls"""
 _lowerCAmelCase 					=	["""accelerate""", """tpu-config"""]
 _lowerCAmelCase 					=	"""cd /usr/share"""
 _lowerCAmelCase 					=	"""tests/test_samples/test_command_file.sh"""
 _lowerCAmelCase 					=	"""Running gcloud compute tpus tpu-vm ssh"""
 def 							__UpperCAmelCase		( self						)					->							List[Any]:
      _a			      =							run_command(
          self.cmd
          + ['--command', self.command, '--tpu_zone', self.tpu_zone, '--tpu_name', self.tpu_name, '--debug']      ,				return_stdout=__lowerCAmelCase      ,				)
      self.assertIn(
          f'{self.gcloud} test-tpu --zone us-central1-a --command {self.base_output}; ls --worker all'      ,				__lowerCAmelCase      ,				)
 def 							__UpperCAmelCase		( self						)					->							List[str]:
      _a			      =							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=__lowerCAmelCase      ,				)
      self.assertIn(
          f'{self.gcloud} test-tpu --zone us-central1-a --command {self.base_output}; ls --worker all'      ,				__lowerCAmelCase      ,				)
 def 							__UpperCAmelCase		( self						)					->							Optional[Any]:
      _a			      =							run_command(
          self.cmd + ['--config_file', 'tests/test_configs/latest.yaml', '--debug']      ,				return_stdout=__lowerCAmelCase						)
      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'      ,				__lowerCAmelCase      ,				)
 def 							__UpperCAmelCase		( self						)					->							List[str]:
      _a			      =							run_command(
          self.cmd + ['--config_file', 'tests/test_configs/latest.yaml', '--command', self.command, '--debug']      ,				return_stdout=__lowerCAmelCase      ,				)
      self.assertIn(
          f'{self.gcloud} test-tpu --zone us-central1-a --command {self.base_output}; ls --worker all'      ,				__lowerCAmelCase      ,				)
 def 							__UpperCAmelCase		( self						)					->							List[Any]:
      _a			      =							run_command(
          self.cmd
          + [
              '--config_file',
              'tests/test_configs/latest.yaml',
              '--command',
              self.command,
              '--command',
              'echo \"Hello World\"',
              '--debug',
          ]      ,				return_stdout=__lowerCAmelCase      ,				)
      self.assertIn(
          f'{self.gcloud} test-tpu --zone us-central1-a --command {self.base_output}; ls; echo \"Hello World\" --worker all'      ,				__lowerCAmelCase      ,				)
 def 							__UpperCAmelCase		( self						)					->							List[Any]:
      _a			      =							run_command(
          self.cmd
          + ['--config_file', 'tests/test_configs/latest.yaml', '--command_file', self.command_file, '--debug']      ,				return_stdout=__lowerCAmelCase      ,				)
      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'      ,				__lowerCAmelCase      ,				)
 def 							__UpperCAmelCase		( self						)					->							Optional[Any]:
      _a			      =							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=__lowerCAmelCase      ,				)
      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'      ,				__lowerCAmelCase      ,				)
 def 							__UpperCAmelCase		( self						)					->							Any:
      _a			      =							run_command(
          self.cmd + ['--config_file', 'tests/test_configs/latest.yaml', '--install_accelerate', '--debug']      ,				return_stdout=__lowerCAmelCase      ,				)
      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'      ,				__lowerCAmelCase      ,				)




 def 							__UpperCAmelCase		( self						)					->							Optional[int]:
      _a			      =							run_command(
          self.cmd
          + [
              '--config_file',
              'tests/test_configs/latest.yaml',
              '--install_accelerate',
              '--accelerate_version',
              '12.0.0',
              '--debug',
          ]      ,				return_stdout=__lowerCAmelCase      ,				)
      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'      ,				__lowerCAmelCase      ,				)





'''simple docstring'''






from typing import List, Optional

import numpy as np

from ...processing_utils import ProcessorMixin
from ...utils import to_numpy




class  a     (     _SCREAMING_SNAKE_CASE       ):
 _lowerCAmelCase 					=	"""EncodecFeatureExtractor"""
 _lowerCAmelCase 					=	("""T5Tokenizer""", """T5TokenizerFast""")
 def __init__( self      ,				__magic_name__      ,				__magic_name__						)					->							Optional[Any]:
      super().__init__(__magic_name__      ,				__magic_name__						)
      _a			      =							self.feature_extractor
      _a			      =							False
 def 							__UpperCAmelCase		( self      ,				__magic_name__=None      ,				__magic_name__=None      ,				__magic_name__=True						)					->							Tuple:
      return self.tokenizer.get_decoder_prompt_ids(task=__magic_name__      ,				language=__magic_name__      ,				no_timestamps=__magic_name__						)
 def __call__( self      ,				*__magic_name__      ,				**__magic_name__						)					->							List[str]:
      # For backward compatibility
      if self._in_target_context_manager:
           return self.current_processor(*__magic_name__      ,				**__magic_name__						)

      _a			      =							kwargs.pop('audio'      ,				__magic_name__						)
      _a			      =							kwargs.pop('sampling_rate'      ,				__magic_name__						)
      _a			      =							kwargs.pop('text'      ,				__magic_name__						)
      if len(__magic_name__						) > 0:
           _a			      =							args[0]
           _a			      =							args[1:]

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

      if text is not None:
           _a			      =							self.tokenizer(__magic_name__      ,				**__magic_name__						)

      if audio is not None:
           _a			      =							self.feature_extractor(__magic_name__      ,				*__magic_name__      ,				sampling_rate=__magic_name__      ,				**__magic_name__						)

      if audio is None:
           return inputs

      elif text is None:
           return audio_inputs

      else:
           _a			      =							audio_inputs['input_values']
           if "padding_mask" in audio_inputs:
                _a			      =							audio_inputs['padding_mask']
           return inputs
 def 							__UpperCAmelCase		( self      ,				*__magic_name__      ,				**__magic_name__						)					->							Tuple:
      _a			      =							kwargs.pop('audio'      ,				__magic_name__						)
      _a			      =							kwargs.pop('padding_mask'      ,				__magic_name__						)

      if len(__magic_name__						) > 0:
           _a			      =							args[0]
           _a			      =							args[1:]

      if audio_values is not None:
           return self._decode_audio(__magic_name__      ,				padding_mask=__magic_name__						)
      else:
           return self.tokenizer.batch_decode(*__magic_name__      ,				**__magic_name__						)
 def 							__UpperCAmelCase		( self      ,				*__magic_name__      ,				**__magic_name__						)					->							List[Any]:
      return self.tokenizer.decode(*__magic_name__      ,				**__magic_name__						)




 def 							__UpperCAmelCase		( self      ,				__magic_name__      ,				__magic_name__ = None						)					->							List[np.ndarray]:
      _a			      =							to_numpy(__magic_name__						)
      _a      ,   _a      ,   _a			      =							audio_values.shape

      if padding_mask is None:
           return list(__magic_name__						)

      _a			      =							to_numpy(__magic_name__						)

      # match the sequence length of the padding mask to the generated audio arrays by padding with the **non-padding**
      # token (so that the generated audio values are **not** treated as padded tokens)
      _a			      =							seq_len - padding_mask.shape[-1]
      _a			      =							1 - self.feature_extractor.padding_value
      _a			      =							np.pad(__magic_name__      ,				((0, 0), (0, difference))      ,				'constant'      ,				constant_values=__magic_name__						)

      _a			      =							audio_values.tolist()
      for i in range(__magic_name__						):
           _a			      =							np.asarray(audio_values[i]						)[
               padding_mask[i][None, :] != self.feature_extractor.padding_value
           ]
           _a			      =							sliced_audio.reshape(__magic_name__      ,				-1						)

      return audio_values

