



"""simple docstring"""


# Copyright 2022 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
#     http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.

import argparse
import os
import subprocess

from packaging.version import Version, parse

from accelerate.commands.config.config_args import default_config_file, load_config_from_file


snake_case_				     =       """Run commands across TPU VMs for initial setup before running `accelerate launch`."""

def  _lowerCAmelCase      (   lowercase_=None						):
						if subparsers is not None:
												UpperCAmelCase             = subparsers.add_parser('tpu-config'		,	description=_description						)
						else:
												UpperCAmelCase             = argparse.ArgumentParser('Accelerate tpu-config command'		,	description=_description						)
						# Core arguments
						UpperCAmelCase             = parser.add_argument_group(
						    'Config Arguments'		,	'Arguments that can be configured through `accelerate config`.'						)
						config_args.add_argument(
						    '--config_file'		,	type=lowercase_		,	default=lowercase_		,	help='Path to the config file to use for accelerate.'		,	)
						config_args.add_argument(
						    '--tpu_name'		,	default=lowercase_		,	help='The name of the TPU to use. If not specified, will use the TPU specified in the config file.'		,	)
						config_args.add_argument(
						    '--tpu_zone'		,	default=lowercase_		,	help='The zone of the TPU to use. If not specified, will use the zone specified in the config file.'		,	)
						UpperCAmelCase             = parser.add_argument_group('TPU Arguments'		,	'Arguments for options ran inside the TPU.'						)
						pod_args.add_argument(
						    '--use_alpha'		,	action='store_true'		,	help='Whether to use `gcloud alpha` when running the TPU training script instead of `gcloud`.'		,	)
						pod_args.add_argument(
						    '--command_file'		,	default=lowercase_		,	help='The path to the file containing the commands to run on the pod on startup.'		,	)
						pod_args.add_argument(
						    '--command'		,	action='append'		,	nargs='+'		,	help='A command to run on the pod. Can be passed multiple times.'		,	)
						pod_args.add_argument(
						    '--install_accelerate'		,	action='store_true'		,	help='Whether to install accelerate on the pod. Defaults to False.'		,	)
						pod_args.add_argument(
						    '--accelerate_version'		,	default='latest'		,	help='The version of accelerate to install on the pod. If not specified, will use the latest pypi version. Specify \'dev\' to install from GitHub.'		,	)
						pod_args.add_argument(
						    '--debug'		,	action='store_true'		,	help='If set, will print the command that would be run instead of running it.'						)

						if subparsers is not None:
												parser.set_defaults(func=lowercase_						)
						return parser

def  _lowerCAmelCase      (   lowercase_						):
						UpperCAmelCase             = None

						# Get the default from the config file if it exists.
						if args.config_file is not None or os.path.isfile(lowercase_						):
												UpperCAmelCase             = load_config_from_file(args.config_file						)
												if not args.command_file and defaults.command_file is not None and not args.command:
																		UpperCAmelCase             = defaults.command_file
												if not args.command and defaults.commands is not None:
																		UpperCAmelCase             = defaults.commands
												if not args.tpu_name:
																		UpperCAmelCase             = defaults.tpu_name
												if not args.tpu_zone:
																		UpperCAmelCase             = defaults.tpu_zone
						if args.accelerate_version == "dev":
												UpperCAmelCase             = """git+https://github.com/huggingface/accelerate.git"""
						elif args.accelerate_version == "latest":
												UpperCAmelCase             = """accelerate -U"""
						elif isinstance(parse(args.accelerate_version						)		,	lowercase_						):
												UpperCAmelCase             = F"""accelerate=={args.accelerate_version}"""

						if not args.command_file and not args.command:
												raise ValueError('You must specify either a command file or a command to run on the pod.'						)

						if args.command_file:
												with open(args.command_file		,	'r'						) as f:
																		UpperCAmelCase             = [f.read().splitlines()]

																		 # To turn list of lists into list of strings
						if isinstance(args.command[0]		,	lowercase_						):
												UpperCAmelCase             = [line for cmd in args.command for line in cmd]
						# Default to the shared folder and install accelerate
						UpperCAmelCase             = ["""cd /usr/share"""]
						if args.install_accelerate:
												new_cmd += [F"""pip install {args.accelerate_version}"""]
						new_cmd += args.command
						UpperCAmelCase             = """; """.join(lowercase_						)

						# Then send it to gcloud
						# Eventually try to use google-api-core to do this instead of subprocess
						UpperCAmelCase             = ["""gcloud"""]
						if args.use_alpha:
												cmd += ["alpha"]
						cmd += [
						    "compute",
						    "tpus",
						    "tpu-vm",
						    "ssh",
						    args.tpu_name,
						    "--zone",
						    args.tpu_zone,
						    "--command",
						    args.command,
						    "--worker",
						    "all",
						]
						if args.debug:
												print(F"""Running {' '.join(lowercase_						)}"""						)
												return
						subprocess.run(lowercase_						)
						print('Successfully setup pod.'						)






def  _lowerCAmelCase      (   ):
						UpperCAmelCase             = tpu_command_parser()
						UpperCAmelCase             = parser.parse_args()

						tpu_command_launcher(lowercase_						)







import copy
from dataclasses import dataclass, field
from typing import ClassVar, Dict

from ..features import Audio, Features, Value
from .base import TaskTemplate





@dataclass(frozen=__SCREAMING_SNAKE_CASE)
class 							A__		(	__SCREAMING_SNAKE_CASE):
      _UpperCAmelCase				:    str           =			field(default="""automatic-speech-recognition"""  ,   metadata={"""include_in_asdict_even_if_is_default""": True})
      _UpperCAmelCase				:    ClassVar[Features]           =			Features({"""audio""": Audio()})
      _UpperCAmelCase				:    ClassVar[Features]           =			Features({"""transcription""": Value("""string""")})
      _UpperCAmelCase				:    str           =			"audio"
      _UpperCAmelCase				:    str           =			"transcription"
      def 						UpperCamelCase__							(      self    ,  __magic_name__      ):
       if self.audio_column not in features:
        raise ValueError(F'''Column {self.audio_column} is not present in features.'''      )
       if not isinstance(features[self.audio_column]    ,  __magic_name__      ):
        raise ValueError(F'''Column {self.audio_column} is not an Audio type.'''      )
       lowerCamelCase		:	Optional[Any]							=      copy.deepcopy(self      )
       lowerCamelCase		:	List[Any]							=      self.input_schema.copy()
       lowerCamelCase		:	Tuple							=      features[self.audio_column]
       lowerCamelCase		:	int							=      input_schema
       return task_template






      @property
      def 						UpperCamelCase__							(      self      ):
       return {self.audio_column: "audio", self.transcription_column: "transcription"}




