code: 
  
  
  """simple docstring"""
  
  
  
  
  from ...configuration_utils import PretrainedConfig
  from ...utils import logging
  
  
  __magic_name__	:   Dict          =							logging.get_logger(__name__)
  
  __magic_name__	:   Tuple          =							{
      'MCG-NJU/videomae-base': 'https://huggingface.co/MCG-NJU/videomae-base/resolve/main/config.json',
  }
  
  
  
  
  class  __snake_case      (lowerCamelCase     ):
  							__a				   =					'''videomae'''
  
  
  
  
  							def __init__(    self:						Any    ,       A_:						Any=2_24    ,       A_:						Union[str, Any]=16    ,       A_:						Any=3    ,       A_:						Dict=16    ,       A_:						List[str]=2    ,       A_:						Union[str, Any]=7_68    ,       A_:						Dict=12    ,       A_:						Tuple=12    ,       A_:						Optional[Any]=30_72    ,       A_:						List[Any]="gelu"    ,       A_:						Dict=0.0    ,       A_:						Any=0.0    ,       A_:						Optional[int]=0.02    ,       A_:						List[str]=1E-12    ,       A_:						Tuple=True    ,       A_:						List[Any]=True    ,       A_:						Tuple=6    ,       A_:						Dict=3_84    ,       A_:						int=4    ,       A_:						str=15_36    ,       A_:						Optional[int]=True    ,       **A_:						Any    ,       ):
  										super().__init__(**A_      )
  
  										__lowerCamelCase        =			image_size
  										__lowerCamelCase        =			patch_size
  										__lowerCamelCase        =			num_channels
  										__lowerCamelCase        =			num_frames
  										__lowerCamelCase        =			tubelet_size
  
  										__lowerCamelCase        =			hidden_size
  										__lowerCamelCase        =			num_hidden_layers
  										__lowerCamelCase        =			num_attention_heads
  										__lowerCamelCase        =			intermediate_size
  										__lowerCamelCase        =			hidden_act
  										__lowerCamelCase        =			hidden_dropout_prob
  										__lowerCamelCase        =			attention_probs_dropout_prob
  										__lowerCamelCase        =			initializer_range
  										__lowerCamelCase        =			layer_norm_eps
  										__lowerCamelCase        =			qkv_bias
  										__lowerCamelCase        =			use_mean_pooling
  
  										__lowerCamelCase        =			decoder_num_attention_heads
  										__lowerCamelCase        =			decoder_hidden_size
  										__lowerCamelCase        =			decoder_num_hidden_layers
  										__lowerCamelCase        =			decoder_intermediate_size
  										__lowerCamelCase        =			norm_pix_loss
  
  
  
  
  
style_context: 
  
  
  """simple docstring"""
  
  
  
  
  import unittest
  
  from transformers import load_tool
  from transformers.tools.agent_types import AGENT_TYPE_MAPPING
  
  from .test_tools_common import ToolTesterMixin, output_types
  
  
  
  
  class  __snake_case      (unittest.TestCase ,		lowerCamelCase     ):
  
  
  
  
  							def      __a      (    self:						Optional[Any]      ):
  										__lowerCamelCase        =			load_tool("""translation"""      )
  										self.tool.setup()
  										__lowerCamelCase        =			load_tool("""translation"""    ,       remote=A_      )
  
  
  
  
  							def      __a      (    self:						int      ):
  										__lowerCamelCase        =			self.tool("""Hey, what's up?"""    ,       src_lang="""English"""    ,       tgt_lang="""French"""      )
  										self.assertEqual(A_    ,       """- Hé, comment ça va?"""      )
  
  
  
  
  							def      __a      (    self:						int      ):
  										__lowerCamelCase        =			self.remote_tool("""Hey, what's up?"""    ,       src_lang="""English"""    ,       tgt_lang="""French"""      )
  										self.assertEqual(A_    ,       """- Hé, comment ça va?"""      )
  
  
  
  
  							def      __a      (    self:						Union[str, Any]      ):
  										__lowerCamelCase        =			self.tool(text="""Hey, what's up?"""    ,       src_lang="""English"""    ,       tgt_lang="""French"""      )
  										self.assertEqual(A_    ,       """- Hé, comment ça va?"""      )
  
  
  
  
  							def      __a      (    self:						Any      ):
  										__lowerCamelCase        =			self.remote_tool(text="""Hey, what's up?"""    ,       src_lang="""English"""    ,       tgt_lang="""French"""      )
  										self.assertEqual(A_    ,       """- Hé, comment ça va?"""      )
  
  
  
  
  							def      __a      (    self:						List[Any]      ):
  										__lowerCamelCase        =			["""Hey, what's up?""", """English""", """Spanish"""]
  										__lowerCamelCase        =			self.tool(*A_      )
  
  										# There is a single output
  										if len(self.tool.outputs      ) == 1:
  													__lowerCamelCase        =			[outputs]
  
  										self.assertListEqual(output_types(A_      )    ,       self.tool.outputs      )
  
  
  
  
  							def      __a      (    self:						Union[str, Any]      ):
  										__lowerCamelCase        =			["""Hey, what's up?""", """English""", """Spanish"""]
  										__lowerCamelCase        =			self.tool(*A_      )
  
  										if not isinstance(A_    ,       A_      ):
  													__lowerCamelCase        =			[outputs]
  
  										self.assertEqual(len(A_      )    ,       len(self.tool.outputs      )      )
  
  										for output, output_type in zip(A_    ,       self.tool.outputs      ):
  													__lowerCamelCase        =			AGENT_TYPE_MAPPING[output_type]
  													self.assertTrue(isinstance(A_    ,       A_      )      )
  
  
  
  
  							def      __a      (    self:						Dict      ):
  										__lowerCamelCase        =			["""Hey, what's up?""", """English""", """Spanish"""]
  
  										__lowerCamelCase        =			[]
  
  										for _input, input_type in zip(A_    ,       self.tool.inputs      ):
  													if isinstance(A_    ,       A_      ):
  																_inputs.append([AGENT_TYPE_MAPPING[_input_type](_input      ) for _input_type in input_type]      )
  													else:
  																_inputs.append(AGENT_TYPE_MAPPING[input_type](_input      )      )
  
          # Should not raise an error
  										__lowerCamelCase        =			self.tool(*A_      )
  
  										if not isinstance(A_    ,       A_      ):
  													__lowerCamelCase        =			[outputs]
  
  										self.assertEqual(len(A_      )    ,       len(self.tool.outputs      )      )
  
  
  
  
  