


# 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


A	:		str    =       'Run commands across TPU VMs for initial setup before running `accelerate launch`.'






def 			UpperCamelCase (     __magic_name__					:							str=None					)       ->  Tuple:
		"""simple docstring"""




		if subparsers is not None:
				lowercase__					      =		subparsers.add_parser("""tpu-config"""   ,   description=_description					)
		else:
				lowercase__					      =		argparse.ArgumentParser("""Accelerate tpu-config command"""   ,   description=_description					)
		# Core arguments
		lowercase__					      =		parser.add_argument_group(
		    """Config Arguments"""   ,   """Arguments that can be configured through `accelerate config`."""					)
		config_args.add_argument(
		    """--config_file"""   ,   type=__magic_name__   ,   default=__magic_name__   ,   help="""Path to the config file to use for accelerate."""   ,   )
		config_args.add_argument(
		    """--tpu_name"""   ,   default=__magic_name__   ,   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=__magic_name__   ,   help="""The zone of the TPU to use. If not specified, will use the zone specified in the config file."""   ,   )
		lowercase__					      =		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=__magic_name__   ,   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=__magic_name__					)
		return parser






def 			UpperCamelCase (     __magic_name__					:							int					)       ->  Optional[Any]:
		"""simple docstring"""




		lowercase__					      =		None

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

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

		# Then send it to gcloud
		# Eventually try to use google-api-core to do this instead of subprocess
		lowercase__					      =		["""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(__magic_name__					)}'''					)
				return
		subprocess.run(__magic_name__					)
		print("""Successfully setup pod."""					)







def 			UpperCamelCase (     )       ->  int:
		"""simple docstring"""




		lowercase__					      =		tpu_command_parser()
		lowercase__					      =		parser.parse_args()

		tpu_command_launcher(__magic_name__					)





from collections import OrderedDict
from typing import Mapping

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


A	:		Optional[Any]    =       logging.get_logger(__name__)

A	:		Tuple    =       {
    'YituTech/conv-bert-base': 'https://huggingface.co/YituTech/conv-bert-base/resolve/main/config.json',
    'YituTech/conv-bert-medium-small': (
        'https://huggingface.co/YituTech/conv-bert-medium-small/resolve/main/config.json'
    ),
    'YituTech/conv-bert-small': 'https://huggingface.co/YituTech/conv-bert-small/resolve/main/config.json',
    # See all ConvBERT models at https://huggingface.co/models?filter=convbert
}



class 							A   (	UpperCAmelCase__							):
					'''simple docstring'''






					A__      =			'''convbert'''

					def __init__(self   :						str				, _UpperCAmelCase   :						Union[str, Any]=3_0522				, _UpperCAmelCase   :						Dict=768				, _UpperCAmelCase   :						Optional[int]=12				, _UpperCAmelCase   :						List[str]=12				, _UpperCAmelCase   :						str=3072				, _UpperCAmelCase   :						Tuple="gelu"				, _UpperCAmelCase   :						Optional[int]=0.1				, _UpperCAmelCase   :						int=0.1				, _UpperCAmelCase   :						str=512				, _UpperCAmelCase   :						Dict=2				, _UpperCAmelCase   :						int=0.02				, _UpperCAmelCase   :						Tuple=1E-1_2				, _UpperCAmelCase   :						Dict=1				, _UpperCAmelCase   :						Optional[Any]=0				, _UpperCAmelCase   :						List[str]=2				, _UpperCAmelCase   :						str=768				, _UpperCAmelCase   :						List[Any]=2				, _UpperCAmelCase   :						Optional[Any]=9				, _UpperCAmelCase   :						List[Any]=1				, _UpperCAmelCase   :						Union[str, Any]=None				, **_UpperCAmelCase   :						List[Any]				, )						->       List[str]:




							"""simple docstring"""


							super().__init__(
							    pad_token_id=_UpperCAmelCase				, bos_token_id=_UpperCAmelCase				, eos_token_id=_UpperCAmelCase				, **_UpperCAmelCase				, )

							lowercase__					      =		vocab_size
							lowercase__					      =		hidden_size
							lowercase__					      =		num_hidden_layers
							lowercase__					      =		num_attention_heads
							lowercase__					      =		intermediate_size
							lowercase__					      =		hidden_act
							lowercase__					      =		hidden_dropout_prob
							lowercase__					      =		attention_probs_dropout_prob
							lowercase__					      =		max_position_embeddings
							lowercase__					      =		type_vocab_size
							lowercase__					      =		initializer_range
							lowercase__					      =		layer_norm_eps
							lowercase__					      =		embedding_size
							lowercase__					      =		head_ratio
							lowercase__					      =		conv_kernel_size
							lowercase__					      =		num_groups
							lowercase__					      =		classifier_dropout






class 							A   (	UpperCAmelCase__							):
					'''simple docstring'''






					@property
					def   lowerCamelCase__					(self   :						Any		)						->       Mapping[str, Mapping[int, str]]:




							"""simple docstring"""


							if self.task == "multiple-choice":
									lowercase__					      =		{0: """batch""", 1: """choice""", 2: """sequence"""}
							else:
									lowercase__					      =		{0: """batch""", 1: """sequence"""}
							return OrderedDict(
							    [
							        ("""input_ids""", dynamic_axis),
							        ("""attention_mask""", dynamic_axis),
							        ("""token_type_ids""", dynamic_axis),
							    ]		)

