
"""simple docstring"""




import copy

from ...configuration_utils import PretrainedConfig
from ...utils import logging
from ..bit import BitConfig


UpperCAmelCase__      :    Optional[int]    							= logging.get_logger(__name__)

UpperCAmelCase__      :    Optional[Any]    							= {
    'Intel/dpt-large': 'https://huggingface.co/Intel/dpt-large/resolve/main/config.json',
    # See all DPT models at https://huggingface.co/models?filter=dpt
}



class 	lowerCAmelCase_						(a__  ):


				"""simple docstring"""



				__UpperCamelCase      :						str					       =   '''dpt'''



				def __init__(self   ,       SCREAMING_SNAKE_CASE__=7_68   ,       SCREAMING_SNAKE_CASE__=12   ,       SCREAMING_SNAKE_CASE__=12   ,       SCREAMING_SNAKE_CASE__=30_72   ,       SCREAMING_SNAKE_CASE__="gelu"   ,       SCREAMING_SNAKE_CASE__=0.0   ,       SCREAMING_SNAKE_CASE__=0.0   ,       SCREAMING_SNAKE_CASE__=0.02   ,       SCREAMING_SNAKE_CASE__=1E-12   ,       SCREAMING_SNAKE_CASE__=3_84   ,       SCREAMING_SNAKE_CASE__=16   ,       SCREAMING_SNAKE_CASE__=3   ,       SCREAMING_SNAKE_CASE__=False   ,       SCREAMING_SNAKE_CASE__=True   ,       SCREAMING_SNAKE_CASE__=[2, 5, 8, 11]   ,       SCREAMING_SNAKE_CASE__="project"   ,       SCREAMING_SNAKE_CASE__=[4, 2, 1, 0.5]   ,       SCREAMING_SNAKE_CASE__=[96, 1_92, 3_84, 7_68]   ,       SCREAMING_SNAKE_CASE__=2_56   ,       SCREAMING_SNAKE_CASE__=-1   ,       SCREAMING_SNAKE_CASE__=False   ,       SCREAMING_SNAKE_CASE__=True   ,       SCREAMING_SNAKE_CASE__=0.4   ,       SCREAMING_SNAKE_CASE__=2_55   ,       SCREAMING_SNAKE_CASE__=0.1   ,       SCREAMING_SNAKE_CASE__=[1, 10_24, 24, 24]   ,       SCREAMING_SNAKE_CASE__=[0, 1]   ,       SCREAMING_SNAKE_CASE__=None   ,       **SCREAMING_SNAKE_CASE__   ,       )					->		Union[str, Any]:



											"""simple docstring"""




											super().__init__(**SCREAMING_SNAKE_CASE__    )

											SCREAMING_SNAKE_CASE__						:       Tuple           =   hidden_size
											SCREAMING_SNAKE_CASE__						:       Optional[int]           =   is_hybrid

											if self.is_hybrid:
																		if backbone_config is None:
																									logger.info("""Initializing the config with a `BiT` backbone."""    )
																									SCREAMING_SNAKE_CASE__						:       Any           =   {
																									    """global_padding""": """same""",
																									    """layer_type""": """bottleneck""",
																									    """depths""": [3, 4, 9],
																									    """out_features""": ["""stage1""", """stage2""", """stage3"""],
																									    """embedding_dynamic_padding""": True,
																									}
																									SCREAMING_SNAKE_CASE__						:       Optional[Any]           =   BitConfig(**SCREAMING_SNAKE_CASE__    )
																		elif isinstance(SCREAMING_SNAKE_CASE__   ,       SCREAMING_SNAKE_CASE__    ):
																									logger.info("""Initializing the config with a `BiT` backbone."""    )
																									SCREAMING_SNAKE_CASE__						:       str           =   BitConfig(**SCREAMING_SNAKE_CASE__    )
																		elif isinstance(SCREAMING_SNAKE_CASE__   ,       SCREAMING_SNAKE_CASE__    ):
																									SCREAMING_SNAKE_CASE__						:       List[Any]           =   backbone_config
																		else:
																									raise ValueError(
																									    F'''backbone_config must be a dictionary or a `PretrainedConfig`, got {backbone_config.__class__}.'''    )

																		SCREAMING_SNAKE_CASE__						:       Dict           =   backbone_featmap_shape
																		SCREAMING_SNAKE_CASE__						:       List[Any]           =   neck_ignore_stages

																		if readout_type != "project":
																									raise ValueError("""Readout type must be 'project' when using `DPT-hybrid` mode."""    )
											else:
																		SCREAMING_SNAKE_CASE__						:       str           =   None
																		SCREAMING_SNAKE_CASE__						:       int           =   None
																		SCREAMING_SNAKE_CASE__						:       List[Any]           =   []

											SCREAMING_SNAKE_CASE__						:       Any           =   num_hidden_layers
											SCREAMING_SNAKE_CASE__						:       List[str]           =   num_attention_heads
											SCREAMING_SNAKE_CASE__						:       int           =   intermediate_size
											SCREAMING_SNAKE_CASE__						:       Union[str, Any]           =   hidden_act
											SCREAMING_SNAKE_CASE__						:       List[str]           =   hidden_dropout_prob
											SCREAMING_SNAKE_CASE__						:       Tuple           =   attention_probs_dropout_prob
											SCREAMING_SNAKE_CASE__						:       Optional[Any]           =   initializer_range
											SCREAMING_SNAKE_CASE__						:       List[Any]           =   layer_norm_eps
											SCREAMING_SNAKE_CASE__						:       Tuple           =   image_size
											SCREAMING_SNAKE_CASE__						:       Tuple           =   patch_size
											SCREAMING_SNAKE_CASE__						:       Tuple           =   num_channels
											SCREAMING_SNAKE_CASE__						:       Any           =   qkv_bias
											SCREAMING_SNAKE_CASE__						:       List[Any]           =   backbone_out_indices
											if readout_type not in ["ignore", "add", "project"]:
																		raise ValueError("""Readout_type must be one of ['ignore', 'add', 'project']"""    )
											SCREAMING_SNAKE_CASE__						:       Dict           =   readout_type
											SCREAMING_SNAKE_CASE__						:       Optional[int]           =   reassemble_factors
											SCREAMING_SNAKE_CASE__						:       List[str]           =   neck_hidden_sizes
											SCREAMING_SNAKE_CASE__						:       Dict           =   fusion_hidden_size
											SCREAMING_SNAKE_CASE__						:       int           =   head_in_index
											SCREAMING_SNAKE_CASE__						:       Union[str, Any]           =   use_batch_norm_in_fusion_residual
											# auxiliary head attributes (semantic segmentation)
											SCREAMING_SNAKE_CASE__						:       Tuple           =   use_auxiliary_head
											SCREAMING_SNAKE_CASE__						:       List[Any]           =   auxiliary_loss_weight
											SCREAMING_SNAKE_CASE__						:       Tuple           =   semantic_loss_ignore_index
											SCREAMING_SNAKE_CASE__						:       List[str]           =   semantic_classifier_dropout



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



											"""simple docstring"""




											SCREAMING_SNAKE_CASE__						:       Any           =   copy.deepcopy(self.__dict__    )

											if output["backbone_config"] is not None:
																		SCREAMING_SNAKE_CASE__						:       Union[str, Any]           =   self.backbone_config.to_dict()

											SCREAMING_SNAKE_CASE__						:       str           =   self.__class__.model_type
											return output











import importlib
import shutil
import threading
import warnings
from typing import List

import fsspec
import fsspec.asyn

from . import compression
from .hffilesystem import HfFileSystem


_snake_case  :    Tuple						    =  importlib.util.find_spec('s3fs') is not None

if _has_safs:
     from .safilesystem import SaFileSystem  # noqa: F401

_snake_case  :    List[compression.BaseCompressedFileFileSystem]						    =  [
    compression.BzaFileSystem,
    compression.GzipFileSystem,
    compression.LzaFileSystem,
    compression.XzFileSystem,
    compression.ZstdFileSystem,
]

# Register custom filesystems
for fs_class in COMPRESSION_FILESYSTEMS + [HfFileSystem]:
     if fs_class.protocol in fsspec.registry and fsspec.registry[fs_class.protocol] is not fs_class:
          warnings.warn(F"""A filesystem protocol was already set for {fs_class.protocol} and will be overwritten.""")
     fsspec.register_implementation(fs_class.protocol, fs_class, clobber=True)

def   a_    ( lowerCAmelCase_      :			str	):
   if "://" in dataset_path:
      __lowerCAmelCase								=	dataset_path.split('://'	)[1]
   return dataset_path

def   a_    ( lowerCAmelCase_      :			fsspec.AbstractFileSystem	):
   if fs is not None and fs.protocol != "file":
      return True
   else:
      return False

def   a_    ( lowerCAmelCase_      :			fsspec.AbstractFileSystem,	lowerCAmelCase_      :			str,	lowerCAmelCase_      :			str	):
   __lowerCAmelCase								=	not is_remote_filesystem(lowerCAmelCase_	)
   if is_local:
      # LocalFileSystem.mv does copy + rm, it is more efficient to simply move a local directory
      shutil.move(fs._strip_protocol(lowerCAmelCase_	),	fs._strip_protocol(lowerCAmelCase_	)	)
   else:
      fs.mv(lowerCAmelCase_,	lowerCAmelCase_,	recursive=lowerCAmelCase_	)




def   a_    ( ):
   if hasattr(fsspec.asyn,	'reset_lock'	):
      # for future fsspec>2022.05.0
      fsspec.asyn.reset_lock()
   else:
      __lowerCAmelCase								=	None
      __lowerCAmelCase								=	None
      __lowerCAmelCase								=	threading.Lock()

