




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


_UpperCAmelCase						:    List[Any]      =  logging.get_logger(__name__)

_UpperCAmelCase						:    List[Any]      =  {
    "uw-madison/yoso-4096": "https://huggingface.co/uw-madison/yoso-4096/resolve/main/config.json",
    # See all YOSO models at https://huggingface.co/models?filter=yoso
}




class  __lowerCAmelCase							(				lowerCAmelCase):
       _a			       =    '''yoso'''






       def __init__( self:       List[Any]							,       _lowerCAmelCase:       Union[str, Any]=5_02_65							,       _lowerCAmelCase:       Optional[int]=7_68							,       _lowerCAmelCase:       Any=12							,       _lowerCAmelCase:       Optional[Any]=12							,       _lowerCAmelCase:       Optional[Any]=30_72							,       _lowerCAmelCase:       Dict="gelu"							,       _lowerCAmelCase:       Union[str, Any]=0.1							,       _lowerCAmelCase:       Union[str, Any]=0.1							,       _lowerCAmelCase:       Optional[int]=40_96							,       _lowerCAmelCase:       Optional[Any]=1							,       _lowerCAmelCase:       Optional[int]=0.02							,       _lowerCAmelCase:       Any=1e-1_2							,       _lowerCAmelCase:       Any="absolute"							,       _lowerCAmelCase:       List[str]=True							,       _lowerCAmelCase:       Tuple=9							,       _lowerCAmelCase:       Union[str, Any]=64							,       _lowerCAmelCase:       List[Any]=None							,       _lowerCAmelCase:       Optional[int]=True							,       _lowerCAmelCase:       int=True							,       _lowerCAmelCase:       Union[str, Any]=1							,       _lowerCAmelCase:       Any=0							,       _lowerCAmelCase:       Any=2							,       **_lowerCAmelCase:       List[Any]							,       ):
         super().__init__(pad_token_id=_lowerCAmelCase							,       bos_token_id=_lowerCAmelCase							,       eos_token_id=_lowerCAmelCase							,       **_lowerCAmelCase					)

         lowercase     :Union[str, Any]   						=    vocab_size
         lowercase     :Union[str, Any]   						=    max_position_embeddings
         lowercase     :str   						=    hidden_size
         lowercase     :str   						=    num_hidden_layers
         lowercase     :Optional[Any]   						=    num_attention_heads
         lowercase     :str   						=    intermediate_size
         lowercase     :Optional[Any]   						=    hidden_act
         lowercase     :str   						=    hidden_dropout_prob
         lowercase     :Dict   						=    attention_probs_dropout_prob
         lowercase     :Optional[int]   						=    initializer_range
         lowercase     :List[Any]   						=    type_vocab_size
         lowercase     :Tuple   						=    layer_norm_eps
         lowercase     :List[str]   						=    position_embedding_type
         lowercase     :int   						=    use_expectation
         lowercase     :Optional[Any]   						=    hash_code_len
         lowercase     :Tuple   						=    num_hash
         lowercase     :Tuple   						=    conv_window
         lowercase     :Union[str, Any]   						=    use_fast_hash
         lowercase     :Tuple   						=    lsh_backward









import os

from apache_beam.io.filesystems import FileSystems
from apache_beam.pipeline import Pipeline

from .logging import get_logger


_UpperCAmelCase						:    List[str]      =  2 << 20  # 2mb
_UpperCAmelCase						:    Optional[int]      =  get_logger(__name__)




class  __lowerCAmelCase							(				lowerCAmelCase):






       def        SCREAMING_SNAKE_CASE     ( self:       str					):
         lowercase     :str   						=    self._options.get_all_options().get("runner"					)
         return runner in [None, "DirectRunner", "PortableRunner"]







def    UpperCAmelCase__	(  lowerCamelCase,      lowerCamelCase,      lowerCamelCase=False ):
  lowercase     :str   						=    FileSystems
  if fs.exists(lowerCamelCase ):
    if force_upload:
      logger.info(F"Remote path already exist: {remote_file_path}. Overwriting it as force_upload=True." )
    else:
      logger.info(F"Remote path already exist: {remote_file_path}. Skipping it as force_upload=False." )
      return
  with fs.create(lowerCamelCase ) as remote_file:
    with open(lowerCamelCase,      "rb" ) as local_file:
      lowercase     :int   						=    local_file.read(lowerCamelCase )
      while chunk:
        remote_file.write(lowerCamelCase )
        lowercase     :List[Any]   						=    local_file.read(lowerCamelCase )







def    UpperCAmelCase__	(  lowerCamelCase,      lowerCamelCase,      lowerCamelCase=False ):
  lowercase     :Union[str, Any]   						=    FileSystems
  if os.path.exists(lowerCamelCase ):
    if force_download:
      logger.info(F"Local path already exist: {remote_file_path}. Overwriting it as force_upload=True." )
    else:
      logger.info(F"Local path already exist: {remote_file_path}. Skipping it as force_upload=False." )
      return
  with fs.open(lowerCamelCase ) as remote_file:
    with open(lowerCamelCase,      "wb" ) as local_file:
      lowercase     :Optional[Any]   						=    remote_file.read(lowerCamelCase )
      while chunk:
        local_file.write(lowerCamelCase )
        lowercase     :Dict   						=    remote_file.read(lowerCamelCase )



