
"""simple docstring"""
import copy
from typing import Dict

from ...configuration_utils import PretrainedConfig
from ...utils import logging
from ..auto.configuration_auto import CONFIG_MAPPING
from ..bit import BitConfig


__UpperCamelCase    :	Dict						=     logging.get_logger(__name__)

__UpperCamelCase    :	Dict						=     {
    '''google/vit-hybrid-base-bit-384''': '''https://huggingface.co/vit-hybrid-base-bit-384/resolve/main/config.json''',
    # See all ViT hybrid models at https://huggingface.co/models?filter=vit
}







class 			a       (      a__     ):
 snake_case__								=					'''vit-hybrid'''



 def __init__(    self							,					_snake_case=None							,					_snake_case=7_68							,					_snake_case=12							,					_snake_case=12							,					_snake_case=30_72							,					_snake_case="gelu"							,					_snake_case=0.0							,					_snake_case=0.0							,					_snake_case=0.02							,					_snake_case=1E-12							,					_snake_case=2_24							,					_snake_case=1							,					_snake_case=3							,					_snake_case=[1, 10_24, 24, 24]							,					_snake_case=True							,					**_snake_case							,					):







  """simple docstring"""






  super().__init__(**_snake_case    )

  if backbone_config is None:
   logger.info('`backbone_config` is `None`. Initializing the config with a `BiT` backbone.'    )
   lowerCAmelCase													=   {
       'global_padding': 'same',
       'layer_type': 'bottleneck',
       'depths': [3, 4, 9],
       'out_features': ['stage3'],
       'embedding_dynamic_padding': True,
   }

  if isinstance(_snake_case							,					_snake_case    ):
   if "model_type" in backbone_config:
    lowerCAmelCase													=   CONFIG_MAPPING[backbone_config['model_type']]
   else:
    logger.info(
        '`model_type` is not found in `backbone_config`. Use `Bit` as the backbone configuration class.'    )
    lowerCAmelCase													=   BitConfig
   lowerCAmelCase													=   backbone_config_class(**_snake_case    )

  lowerCAmelCase													=   backbone_featmap_shape
  lowerCAmelCase													=   backbone_config
  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													=   image_size
  lowerCAmelCase													=   patch_size
  lowerCAmelCase													=   num_channels
  lowerCAmelCase													=   qkv_bias



 def       UpperCamelCase__     (    self    ):







  """simple docstring"""






  lowerCAmelCase													=   copy.deepcopy(self.__dict__    )
  lowerCAmelCase													=   self.backbone_config.to_dict()
  lowerCAmelCase													=   self.__class__.model_type
  return output












"""simple docstring"""
import unittest
from pathlib import Path

from transformers import is_vision_available, load_tool
from transformers.testing_utils import get_tests_dir

from .test_tools_common import ToolTesterMixin


if is_vision_available():
       from PIL import Image







class 			a       (      unittest.TestCase      ,   a__     ):



 def       UpperCamelCase__     (    self    ):







  """simple docstring"""






  lowerCAmelCase													=   load_tool('image-question-answering'    )
  self.tool.setup()
  lowerCAmelCase													=   load_tool('image-question-answering'							,					remote=_snake_case    )



 def       UpperCamelCase__     (    self    ):







  """simple docstring"""






  lowerCAmelCase													=   Image.open(Path(get_tests_dir('fixtures/tests_samples/COCO'    )    ) / '000000039769.png'    )
  lowerCAmelCase													=   self.tool(_snake_case							,					'How many cats are sleeping on the couch?'    )
  self.assertEqual(_snake_case							,					'2'    )



 def       UpperCamelCase__     (    self    ):







  """simple docstring"""






  lowerCAmelCase													=   Image.open(Path(get_tests_dir('fixtures/tests_samples/COCO'    )    ) / '000000039769.png'    )
  lowerCAmelCase													=   self.remote_tool(_snake_case							,					'How many cats are sleeping on the couch?'    )
  self.assertEqual(_snake_case							,					'2'    )



 def       UpperCamelCase__     (    self    ):







  """simple docstring"""






  lowerCAmelCase													=   Image.open(Path(get_tests_dir('fixtures/tests_samples/COCO'    )    ) / '000000039769.png'    )
  lowerCAmelCase													=   self.tool(image=_snake_case							,					question='How many cats are sleeping on the couch?'    )
  self.assertEqual(_snake_case							,					'2'    )



 def       UpperCamelCase__     (    self    ):







  """simple docstring"""






  lowerCAmelCase													=   Image.open(Path(get_tests_dir('fixtures/tests_samples/COCO'    )    ) / '000000039769.png'    )
  lowerCAmelCase													=   self.remote_tool(image=_snake_case							,					question='How many cats are sleeping on the couch?'    )
  self.assertEqual(_snake_case							,					'2'    )





