





'''simple docstring'''


# flake8: noqa
# Lint as: python3

from typing import Dict, List, Optional, Type

from .. import config
from ..utils import logging
from .formatting import (
    ArrowFormatter,
    CustomFormatter,
    Formatter,
    PandasFormatter,
    PythonFormatter,
    TensorFormatter,
    format_table,
    query_table,
)
from .np_formatter import NumpyFormatter


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

lowerCAmelCase :					Dict[Optional[str], Type[Formatter]] 							={}
lowerCAmelCase :					Dict[Optional[str], str] 							={}
lowerCAmelCase :					Dict[Optional[str], Exception] 							={}
def 							UpperCAmelCase_  (						__lowerCamelCase : type     ,__lowerCamelCase : Optional[str]     ,__lowerCamelCase : Optional[List[str]] = None     ,):
   lowercase_      :Optional[int]         =			aliases if aliases is not None else []
   if format_type in _FORMAT_TYPES:
      logger.warning(
          F'Overwriting format type \'{format_type}\' ({_FORMAT_TYPES[format_type].__name__} -> {formatter_cls.__name__})'			)
   lowercase_      :int         =			formatter_cls
   for alias in set(aliases + [format_type]			):
      if alias in _FORMAT_TYPES_ALIASES:
         logger.warning(
             F'Overwriting format type alias \'{alias}\' ({_FORMAT_TYPES_ALIASES[alias]} -> {format_type})'			)
      lowercase_      :str         =			format_type
def 							UpperCAmelCase_  (						__lowerCamelCase : Exception     ,__lowerCamelCase : Optional[str]     ,__lowerCamelCase : Optional[List[str]] = None			):
   lowercase_      :List[Any]         =			aliases if aliases is not None else []
   for alias in set(aliases + [format_type]			):
      lowercase_      :List[Any]         =			unavailable_error


# Here we define all the available formatting functions that can be used by `Dataset.set_format`
_register_formatter(PythonFormatter, None, aliases=['''python'''])
_register_formatter(ArrowFormatter, '''arrow''', aliases=['''pa''', '''pyarrow'''])
_register_formatter(NumpyFormatter, '''numpy''', aliases=['''np'''])
_register_formatter(PandasFormatter, '''pandas''', aliases=['''pd'''])
_register_formatter(CustomFormatter, '''custom''')

if config.TORCH_AVAILABLE:
 from .torch_formatter import TorchFormatter

 _register_formatter(TorchFormatter, '''torch''', aliases=['''pt''', '''pytorch'''])
else:
 lowerCAmelCase :					Optional[int] 							=ValueError('''PyTorch needs to be installed to be able to return PyTorch tensors.''')
 _register_unavailable_formatter(_torch_error, '''torch''', aliases=['''pt''', '''pytorch'''])

if config.TF_AVAILABLE:
 from .tf_formatter import TFFormatter

 _register_formatter(TFFormatter, '''tensorflow''', aliases=['''tf'''])
else:
 lowerCAmelCase :					Tuple 							=ValueError('''Tensorflow needs to be installed to be able to return Tensorflow tensors.''')
 _register_unavailable_formatter(_tf_error, '''tensorflow''', aliases=['''tf'''])

if config.JAX_AVAILABLE:
 from .jax_formatter import JaxFormatter

 _register_formatter(JaxFormatter, '''jax''', aliases=[])
else:
 lowerCAmelCase :					str 							=ValueError('''JAX needs to be installed to be able to return JAX arrays.''')
 _register_unavailable_formatter(_jax_error, '''jax''', aliases=[])
def 							UpperCAmelCase_  (						__lowerCamelCase : Optional[str]			):
   if format_type in _FORMAT_TYPES_ALIASES:
      return _FORMAT_TYPES_ALIASES[format_type]
   else:
      return format_type


def 							UpperCAmelCase_  (						__lowerCamelCase : Optional[str]     ,**__lowerCamelCase : str			):
   lowercase_      :Union[str, Any]         =			get_format_type_from_alias(__lowerCamelCase			)
   if format_type in _FORMAT_TYPES:
      return _FORMAT_TYPES[format_type](**__lowerCamelCase			)
   if format_type in _FORMAT_TYPES_ALIASES_UNAVAILABLE:
      raise _FORMAT_TYPES_ALIASES_UNAVAILABLE[format_type]
   else:
      raise ValueError(
          F'Return type should be None or selected in {list(type for type in _FORMAT_TYPES.keys() if type != None			)}, but got \'{format_type}\''			)









'''simple docstring'''


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


lowerCAmelCase :					Tuple 							=logging.get_logger(__name__)

lowerCAmelCase :					str 							={
    '''microsoft/cvt-13''': '''https://huggingface.co/microsoft/cvt-13/resolve/main/config.json''',
    # See all Cvt models at https://huggingface.co/models?filter=cvt
}
class 				a_       (    _lowerCAmelCase							):
     __A								=      "cvt"





     def __init__(			self		: Tuple     ,				lowercase		: str=3     ,				lowercase		: str=[7, 3, 3]     ,				lowercase		: List[str]=[4, 2, 2]     ,				lowercase		: Dict=[2, 1, 1]     ,				lowercase		: int=[64, 192, 384]     ,				lowercase		: Dict=[1, 3, 6]     ,				lowercase		: Dict=[1, 2, 10]     ,				lowercase		: Any=[4.0, 4.0, 4.0]     ,				lowercase		: Tuple=[0.0, 0.0, 0.0]     ,				lowercase		: List[str]=[0.0, 0.0, 0.0]     ,				lowercase		: List[str]=[0.0, 0.0, 0.1]     ,				lowercase		: Any=[True, True, True]     ,				lowercase		: Any=[False, False, True]     ,				lowercase		: Optional[Any]=["dw_bn", "dw_bn", "dw_bn"]     ,				lowercase		: int=[3, 3, 3]     ,				lowercase		: str=[1, 1, 1]     ,				lowercase		: List[Any]=[2, 2, 2]     ,				lowercase		: Tuple=[1, 1, 1]     ,				lowercase		: Optional[Any]=[1, 1, 1]     ,				lowercase		: str=0.02     ,				lowercase		: str=1e-1_2     ,				**lowercase		: str     ,				):





        """simple docstring"""




        super().__init__(**lowercase						)
        lowercase_      :List[Any]         =			num_channels
        lowercase_      :Union[str, Any]         =			patch_sizes
        lowercase_      :Tuple         =			patch_stride
        lowercase_      :List[Any]         =			patch_padding
        lowercase_      :List[Any]         =			embed_dim
        lowercase_      :Union[str, Any]         =			num_heads
        lowercase_      :Any         =			depth
        lowercase_      :str         =			mlp_ratio
        lowercase_      :List[str]         =			attention_drop_rate
        lowercase_      :List[Any]         =			drop_rate
        lowercase_      :Union[str, Any]         =			drop_path_rate
        lowercase_      :Any         =			qkv_bias
        lowercase_      :Dict         =			cls_token
        lowercase_      :int         =			qkv_projection_method
        lowercase_      :Union[str, Any]         =			kernel_qkv
        lowercase_      :Optional[Any]         =			padding_kv
        lowercase_      :Optional[Any]         =			stride_kv
        lowercase_      :Dict         =			padding_q
        lowercase_      :Any         =			stride_q
        lowercase_      :Dict         =			initializer_range
        lowercase_      :Optional[Any]         =			layer_norm_eps


