


import argparse
import json
import os
import sys
import tempfile
import unittest
from argparse import Namespace
from dataclasses import dataclass, field
from enum import Enum
from pathlib import Path
from typing import List, Literal, Optional

import yaml

from transformers import HfArgumentParser, TrainingArguments
from transformers.hf_argparser import make_choice_type_function, string_to_bool


# Since Python 3.10, we can use the builtin `|` operator for Union types
# See PEP 604: https://peps.python.org/pep-0604
snake_case__			 =						sys.version_info >= (3, 10)


def 				lowerCamelCase__	(      a	:   List[str]=None	,  a	:   Dict=None				)    ->	str:





			"""simple docstring"""
			return field(default_factory=lambda: default	,  metadata=a				)


@dataclass
class 					lowerCAmelCase_ :
						lowerCamelCase_         =     42
						lowerCamelCase_         =     42
						lowerCamelCase_         =     42
						lowerCamelCase_         =     42






@dataclass
class 					lowerCAmelCase_ :
						lowerCamelCase_         =     42
						lowerCamelCase_         =     field(default='toto'			,metadata={'help': 'help message'})






@dataclass
class 					lowerCAmelCase_ :
						lowerCamelCase_         =     False
						lowerCamelCase_         =     True
						lowerCamelCase_         =     None






class 					lowerCAmelCase_ (       _a):
						lowerCamelCase_         =     'titi'
						lowerCamelCase_         =     'toto'






class 					lowerCAmelCase_ (       _a):
						lowerCamelCase_         =     'titi'
						lowerCamelCase_         =     'toto'
						lowerCamelCase_         =     42






@dataclass
class 					lowerCAmelCase_ :
						lowerCamelCase_         =     'toto'




						def  _snake_case					(	self						:   List[str]						)      ->str:






									"""simple docstring"""






									a__ :Tuple						  =    BasicEnum(self.foo						)






@dataclass
class 					lowerCAmelCase_ :
						lowerCamelCase_         =     'toto'




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






									"""simple docstring"""






									a__ :int						  =    MixedTypeEnum(self.foo						)






@dataclass
class 					lowerCAmelCase_ :
						lowerCamelCase_         =     None
						lowerCamelCase_         =     field(default=_a			,metadata={'help': 'help message'})
						lowerCamelCase_         =     None
						lowerCamelCase_         =     list_field(default=[])
						lowerCamelCase_         =     list_field(default=[])






@dataclass
class 					lowerCAmelCase_ :
						lowerCamelCase_         =     list_field(default=[])
						lowerCamelCase_         =     list_field(default=[1, 2, 3])
						lowerCamelCase_         =     list_field(default=['Hallo', 'Bonjour', 'Hello'])
						lowerCamelCase_         =     list_field(default=[0.1, 0.2, 0.3])






@dataclass
class 					lowerCAmelCase_ :
						lowerCamelCase_         =     field()
						lowerCamelCase_         =     field()
						lowerCamelCase_         =     field()




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






									"""simple docstring"""






									a__ :Tuple						  =    BasicEnum(self.required_enum						)






@dataclass
class 					lowerCAmelCase_ :
						lowerCamelCase_         =     42
						lowerCamelCase_         =     field()
						lowerCamelCase_         =     None
						lowerCamelCase_         =     field(default='toto'			,metadata={'help': 'help message'})
						lowerCamelCase_         =     list_field(default=['Hallo', 'Bonjour', 'Hello'])


if is_python_no_less_than_3_10:


		@dataclass
		class 					lowerCAmelCase_ :
								lowerCamelCase_         =     False
								lowerCamelCase_         =     True
								lowerCamelCase_         =     None






		@dataclass
		class 					lowerCAmelCase_ :
								lowerCamelCase_         =     None
								lowerCamelCase_         =     field(default=_a			,metadata={'help': 'help message'})
								lowerCamelCase_         =     None
								lowerCamelCase_         =     list_field(default=[])
								lowerCamelCase_         =     list_field(default=[])







class 					lowerCAmelCase_ (       unittest.TestCase):




						def  _snake_case					(	self						:   List[str]   ,     __A						:   argparse.ArgumentParser   ,     __A						:   argparse.ArgumentParser						)      ->Optional[Any]:






									"""simple docstring"""






									self.assertEqual(len(a._actions						)   ,     len(b._actions						)						)
									for x, y in zip(a._actions   ,     b._actions						):
												a__ :Optional[Any]						  =    {k: v for k, v in vars(__A						).items() if k != "container"}
												a__ :Optional[int]						  =    {k: v for k, v in vars(__A						).items() if k != "container"}

												# Choices with mixed type have custom function as "type"
												# So we need to compare results directly for equality
												if xx.get("choices"   ,     __A						) and yy.get("choices"   ,     __A						):
															for expected_choice in yy["choices"] + xx["choices"]:
																		self.assertEqual(xx["type"](__A						)   ,     yy["type"](__A						)						)
															del xx["type"], yy["type"]

												self.assertEqual(__A   ,     __A						)




						def  _snake_case					(	self						:   Dict						)      ->Tuple:






									"""simple docstring"""






									a__ :List[str]						  =    HfArgumentParser(__A						)

									a__ :List[Any]						  =    argparse.ArgumentParser()
									expected.add_argument("--foo"   ,     type=__A   ,     required=__A						)
									expected.add_argument("--bar"   ,     type=__A   ,     required=__A						)
									expected.add_argument("--baz"   ,     type=__A   ,     required=__A						)
									expected.add_argument("--flag"   ,     type=__A   ,     default=__A   ,     const=__A   ,     nargs="?"						)
									self.argparsersEqual(__A   ,     __A						)

									a__ :Union[str, Any]						  =    ["--foo", "1", "--baz", "quux", "--bar", "0.5"]
									(a__  ) :str						  =    parser.parse_args_into_dataclasses(__A   ,     look_for_args_file=__A						)
									self.assertFalse(example.flag						)




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






									"""simple docstring"""






									a__ :Union[str, Any]						  =    HfArgumentParser(__A						)

									a__ :Optional[Any]						  =    argparse.ArgumentParser()
									expected.add_argument("--foo"   ,     default=42   ,     type=__A						)
									expected.add_argument("--baz"   ,     default="toto"   ,     type=__A   ,     help="help message"						)
									self.argparsersEqual(__A   ,     __A						)




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






									"""simple docstring"""






									a__ :Dict						  =    argparse.ArgumentParser()
									expected.add_argument("--foo"   ,     type=__A   ,     default=__A   ,     const=__A   ,     nargs="?"						)
									expected.add_argument("--baz"   ,     type=__A   ,     default=__A   ,     const=__A   ,     nargs="?"						)
									# A boolean no_* argument always has to come after its "default: True" regular counter-part
									# and its default must be set to False
									expected.add_argument("--no_baz"   ,     action="store_false"   ,     default=__A   ,     dest="baz"						)
									expected.add_argument("--opt"   ,     type=__A   ,     default=__A						)

									a__ :str						  =    [WithDefaultBoolExample]
									if is_python_no_less_than_3_10:
												dataclass_types.append(__A						)

									for dataclass_type in dataclass_types:
												a__ :List[Any]						  =    HfArgumentParser(__A						)
												self.argparsersEqual(__A   ,     __A						)

												a__ :Union[str, Any]						  =    parser.parse_args([]						)
												self.assertEqual(__A   ,     Namespace(foo=__A   ,     baz=__A   ,     opt=__A						)						)

												a__ :str						  =    parser.parse_args(["--foo", "--no_baz"]						)
												self.assertEqual(__A   ,     Namespace(foo=__A   ,     baz=__A   ,     opt=__A						)						)

												a__ :Union[str, Any]						  =    parser.parse_args(["--foo", "--baz"]						)
												self.assertEqual(__A   ,     Namespace(foo=__A   ,     baz=__A   ,     opt=__A						)						)

												a__ :Union[str, Any]						  =    parser.parse_args(["--foo", "True", "--baz", "True", "--opt", "True"]						)
												self.assertEqual(__A   ,     Namespace(foo=__A   ,     baz=__A   ,     opt=__A						)						)

												a__ :Union[str, Any]						  =    parser.parse_args(["--foo", "False", "--baz", "False", "--opt", "False"]						)
												self.assertEqual(__A   ,     Namespace(foo=__A   ,     baz=__A   ,     opt=__A						)						)




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






									"""simple docstring"""






									a__ :Union[str, Any]						  =    HfArgumentParser(__A						)

									a__ :str						  =    argparse.ArgumentParser()
									expected.add_argument(
									    "--foo"   ,     default="toto"   ,     choices=["titi", "toto", 42]   ,     type=make_choice_type_function(["titi", "toto", 42]						)   ,     )
									self.argparsersEqual(__A   ,     __A						)

									a__ :List[Any]						  =    parser.parse_args([]						)
									self.assertEqual(args.foo   ,     "toto"						)
									a__ :Optional[Any]						  =    parser.parse_args_into_dataclasses([]						)[0]
									self.assertEqual(enum_ex.foo   ,     MixedTypeEnum.toto						)

									a__ :List[str]						  =    parser.parse_args(["--foo", "titi"]						)
									self.assertEqual(args.foo   ,     "titi"						)
									a__ :Dict						  =    parser.parse_args_into_dataclasses(["--foo", "titi"]						)[0]
									self.assertEqual(enum_ex.foo   ,     MixedTypeEnum.titi						)

									a__ :int						  =    parser.parse_args(["--foo", "42"]						)
									self.assertEqual(args.foo   ,     42						)
									a__ :int						  =    parser.parse_args_into_dataclasses(["--foo", "42"]						)[0]
									self.assertEqual(enum_ex.foo   ,     MixedTypeEnum.fourtytwo						)




						def  _snake_case					(	self						:   Tuple						)      ->int:






									"""simple docstring"""






									@dataclass
									class 					lowerCAmelCase_ :
															lowerCamelCase_         =     'toto'






									a__ :List[str]						  =    HfArgumentParser(__A						)

									a__ :Dict						  =    argparse.ArgumentParser()
									expected.add_argument(
									    "--foo"   ,     default="toto"   ,     choices=("titi", "toto", 42)   ,     type=make_choice_type_function(["titi", "toto", 42]						)   ,     )
									self.argparsersEqual(__A   ,     __A						)

									a__ :Dict						  =    parser.parse_args([]						)
									self.assertEqual(args.foo   ,     "toto"						)

									a__ :int						  =    parser.parse_args(["--foo", "titi"]						)
									self.assertEqual(args.foo   ,     "titi"						)

									a__ :List[str]						  =    parser.parse_args(["--foo", "42"]						)
									self.assertEqual(args.foo   ,     42						)




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






									"""simple docstring"""






									a__ :Any						  =    HfArgumentParser(__A						)

									a__ :Dict						  =    argparse.ArgumentParser()
									expected.add_argument("--foo_int"   ,     nargs="+"   ,     default=[]   ,     type=__A						)
									expected.add_argument("--bar_int"   ,     nargs="+"   ,     default=[1, 2, 3]   ,     type=__A						)
									expected.add_argument("--foo_str"   ,     nargs="+"   ,     default=["Hallo", "Bonjour", "Hello"]   ,     type=__A						)
									expected.add_argument("--foo_float"   ,     nargs="+"   ,     default=[0.1, 0.2, 0.3]   ,     type=__A						)

									self.argparsersEqual(__A   ,     __A						)

									a__ :str						  =    parser.parse_args([]						)
									self.assertEqual(
									    __A   ,     Namespace(foo_int=[]   ,     bar_int=[1, 2, 3]   ,     foo_str=["Hallo", "Bonjour", "Hello"]   ,     foo_float=[0.1, 0.2, 0.3]						)   ,     )

									a__ :str						  =    parser.parse_args("--foo_int 1 --bar_int 2 3 --foo_str a b c --foo_float 0.1 0.7".split()						)
									self.assertEqual(__A   ,     Namespace(foo_int=[1]   ,     bar_int=[2, 3]   ,     foo_str=["a", "b", "c"]   ,     foo_float=[0.1, 0.7]						)						)




						def  _snake_case					(	self						:   Optional[int]						)      ->Optional[int]:






									"""simple docstring"""






									a__ :Optional[Any]						  =    argparse.ArgumentParser()
									expected.add_argument("--foo"   ,     default=__A   ,     type=__A						)
									expected.add_argument("--bar"   ,     default=__A   ,     type=__A   ,     help="help message"						)
									expected.add_argument("--baz"   ,     default=__A   ,     type=__A						)
									expected.add_argument("--ces"   ,     nargs="+"   ,     default=[]   ,     type=__A						)
									expected.add_argument("--des"   ,     nargs="+"   ,     default=[]   ,     type=__A						)

									a__ :Optional[int]						  =    [OptionalExample]
									if is_python_no_less_than_3_10:
												dataclass_types.append(__A						)

									for dataclass_type in dataclass_types:
												a__ :Dict						  =    HfArgumentParser(__A						)

												self.argparsersEqual(__A   ,     __A						)

												a__ :Union[str, Any]						  =    parser.parse_args([]						)
												self.assertEqual(__A   ,     Namespace(foo=__A   ,     bar=__A   ,     baz=__A   ,     ces=[]   ,     des=[]						)						)

												a__ :Tuple						  =    parser.parse_args("--foo 12 --bar 3.14 --baz 42 --ces a b c --des 1 2 3".split()						)
												self.assertEqual(__A   ,     Namespace(foo=12   ,     bar=3.14   ,     baz="42"   ,     ces=["a", "b", "c"]   ,     des=[1, 2, 3]						)						)




						def  _snake_case					(	self						:   Optional[Any]						)      ->Dict:






									"""simple docstring"""






									a__ :Optional[int]						  =    HfArgumentParser(__A						)

									a__ :List[Any]						  =    argparse.ArgumentParser()
									expected.add_argument("--required_list"   ,     nargs="+"   ,     type=__A   ,     required=__A						)
									expected.add_argument("--required_str"   ,     type=__A   ,     required=__A						)
									expected.add_argument(
									    "--required_enum"   ,     type=make_choice_type_function(["titi", "toto"]						)   ,     choices=["titi", "toto"]   ,     required=__A   ,     )
									self.argparsersEqual(__A   ,     __A						)




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






									"""simple docstring"""






									a__ :Tuple						  =    HfArgumentParser(__A						)

									a__ :int						  =    argparse.ArgumentParser()
									expected.add_argument("--foo"   ,     type=__A   ,     required=__A						)
									expected.add_argument(
									    "--required_enum"   ,     type=make_choice_type_function(["titi", "toto"]						)   ,     choices=["titi", "toto"]   ,     required=__A   ,     )
									expected.add_argument("--opt"   ,     type=__A   ,     default=__A						)
									expected.add_argument("--baz"   ,     default="toto"   ,     type=__A   ,     help="help message"						)
									expected.add_argument("--foo_str"   ,     nargs="+"   ,     default=["Hallo", "Bonjour", "Hello"]   ,     type=__A						)
									self.argparsersEqual(__A   ,     __A						)




						def  _snake_case					(	self						:   Optional[int]						)      ->Optional[int]:






									"""simple docstring"""






									a__ :List[str]						  =    HfArgumentParser(__A						)

									a__ :Any						  =    {
									    "foo": 12,
									    "bar": 3.14,
									    "baz": "42",
									    "flag": True,
									}

									a__ :List[str]						  =    parser.parse_dict(__A						)[0]
									a__ :Any						  =    BasicExample(**__A						)
									self.assertEqual(__A   ,     __A						)




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






									"""simple docstring"""






									a__ :Optional[Any]						  =    HfArgumentParser(__A						)

									a__ :Union[str, Any]						  =    {
									    "foo": 12,
									    "bar": 3.14,
									    "baz": "42",
									    "flag": True,
									    "extra": 42,
									}

									self.assertRaises(__A   ,     parser.parse_dict   ,     __A   ,     allow_extra_keys=__A						)




						def  _snake_case					(	self						:   Dict						)      ->str:






									"""simple docstring"""






									a__ :str						  =    HfArgumentParser(__A						)

									a__ :Any						  =    {
									    "foo": 12,
									    "bar": 3.14,
									    "baz": "42",
									    "flag": True,
									}
									with tempfile.TemporaryDirectory() as tmp_dir:
												a__ :Optional[Any]						  =    os.path.join(__A   ,     "temp_json"						)
												os.mkdir(__A						)
												with open(temp_local_path + ".json"   ,     "w+"						) as f:
															json.dump(__A   ,     __A						)
												a__ :Union[str, Any]						  =    parser.parse_yaml_file(Path(temp_local_path + ".json"						)						)[0]

									a__ :Any						  =    BasicExample(**__A						)
									self.assertEqual(__A   ,     __A						)




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






									"""simple docstring"""






									a__ :int						  =    HfArgumentParser(__A						)

									a__ :Dict						  =    {
									    "foo": 12,
									    "bar": 3.14,
									    "baz": "42",
									    "flag": True,
									}
									with tempfile.TemporaryDirectory() as tmp_dir:
												a__ :int						  =    os.path.join(__A   ,     "temp_yaml"						)
												os.mkdir(__A						)
												with open(temp_local_path + ".yaml"   ,     "w+"						) as f:
															yaml.dump(__A   ,     __A						)
												a__ :List[Any]						  =    parser.parse_yaml_file(Path(temp_local_path + ".yaml"						)						)[0]
									a__ :Tuple						  =    BasicExample(**__A						)
									self.assertEqual(__A   ,     __A						)






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






									"""simple docstring"""






									a__ :Union[str, Any]						  =    HfArgumentParser(__A						)
									self.assertIsNotNone(__A						)






import functools
import operator

from ...configuration_utils import PretrainedConfig
from ...utils import logging


snake_case__			 =						logging.get_logger(__name__)

snake_case__			 =						{
    '''asapp/sew-tiny-100k''': '''https://huggingface.co/asapp/sew-tiny-100k/resolve/main/config.json''',
    # See all SEW models at https://huggingface.co/models?filter=sew
}


class 					lowerCAmelCase_ (       _a):
						lowerCamelCase_         =     'sew'




						def __init__(	self						:   Any   ,     __A						:   str=32   ,     __A						:   Dict=768   ,     __A						:   int=12   ,     __A						:   Dict=12   ,     __A						:   Dict=3072   ,     __A						:   int=2   ,     __A						:   Union[str, Any]="gelu"   ,     __A						:   Union[str, Any]=0.1   ,     __A						:   Optional[Any]=0.1   ,     __A						:   Union[str, Any]=0.1   ,     __A						:   str=0.0   ,     __A						:   Union[str, Any]=0.1   ,     __A						:   Optional[Any]=0.1   ,     __A						:   Tuple=0.02   ,     __A						:   Any=1E-5   ,     __A						:   Optional[Any]="group"   ,     __A						:   str="gelu"   ,     __A						:   Dict=(64, 128, 128, 128, 128, 256, 256, 256, 256, 512, 512, 512, 512)   ,     __A						:   Tuple=(5, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1)   ,     __A						:   int=(10, 3, 1, 3, 1, 3, 1, 3, 1, 2, 1, 2, 1)   ,     __A						:   List[str]=False   ,     __A						:   Tuple=128   ,     __A						:   Tuple=16   ,     __A						:   Optional[int]=True   ,     __A						:   Union[str, Any]=0.05   ,     __A						:   List[str]=10   ,     __A						:   Optional[int]=2   ,     __A						:   List[Any]=0.0   ,     __A						:   Optional[Any]=10   ,     __A						:   Tuple=0   ,     __A						:   Tuple="mean"   ,     __A						:   Any=False   ,     __A						:   str=False   ,     __A						:   Dict=256   ,     __A						:   Union[str, Any]=0   ,     __A						:   Optional[int]=1   ,     __A						:   Optional[Any]=2   ,     **__A						:   Tuple   ,     )      ->Tuple:






									"""simple docstring"""






									super().__init__(**__A   ,     pad_token_id=__A   ,     bos_token_id=__A   ,     eos_token_id=__A						)
									a__ :List[Any]						  =    hidden_size
									a__ :List[Any]						  =    feat_extract_norm
									a__ :List[str]						  =    feat_extract_activation
									a__ :Any						  =    list(__A						)
									a__ :Dict						  =    list(__A						)
									a__ :Optional[int]						  =    list(__A						)
									a__ :Any						  =    conv_bias
									a__ :List[str]						  =    num_conv_pos_embeddings
									a__ :str						  =    num_conv_pos_embedding_groups
									a__ :Optional[int]						  =    len(self.conv_dim						)
									a__ :List[Any]						  =    num_hidden_layers
									a__ :str						  =    intermediate_size
									a__ :Dict						  =    squeeze_factor
									a__ :List[Any]						  =    hidden_act
									a__ :Optional[Any]						  =    num_attention_heads
									a__ :Tuple						  =    hidden_dropout
									a__ :Tuple						  =    attention_dropout
									a__ :List[Any]						  =    activation_dropout
									a__ :str						  =    feat_proj_dropout
									a__ :Any						  =    final_dropout
									a__ :Dict						  =    layerdrop
									a__ :List[str]						  =    layer_norm_eps
									a__ :Tuple						  =    initializer_range
									a__ :Dict						  =    vocab_size

									if (
									    (len(self.conv_stride						) != self.num_feat_extract_layers)
									    or (len(self.conv_kernel						) != self.num_feat_extract_layers)
									    or (len(self.conv_dim						) != self.num_feat_extract_layers)
									):
												raise ValueError(
												    "Configuration for convolutional layers is incorrect."
												    "It is required that `len(config.conv_dim)` == `len(config.conv_stride)` == `len(config.conv_kernel)`,"
												    F'''but is `len(config.conv_dim) = {len(self.conv_dim						)}`, `len(config.conv_stride)'''
												    F'''= {len(self.conv_stride						)}`, `len(config.conv_kernel) = {len(self.conv_kernel						)}`.'''						)

									# fine-tuning config parameters for SpecAugment: https://arxiv.org/abs/1904.08779
									a__ :int						  =    apply_spec_augment
									a__ :Optional[Any]						  =    mask_time_prob
									a__ :List[Any]						  =    mask_time_length
									a__ :Any						  =    mask_time_min_masks
									a__ :Any						  =    mask_feature_prob
									a__ :Dict						  =    mask_feature_length
									a__ :Union[str, Any]						  =    mask_feature_min_masks

									# ctc loss
									a__ :Dict						  =    ctc_loss_reduction
									a__ :Any						  =    ctc_zero_infinity

									# sequence classification
									a__ :Optional[int]						  =    use_weighted_layer_sum
									a__ :Tuple						  =    classifier_proj_size






						@property
						def  _snake_case					(	self						:   Dict						)      ->Union[str, Any]:






									"""simple docstring"""






									return functools.reduce(operator.mul   ,     self.conv_stride   ,     1						)


