



'''simple docstring'''





from collections import OrderedDict
from typing import Mapping

from packaging import version

from ...configuration_utils import PretrainedConfig
from ...onnx import OnnxConfig
from ...utils import logging


a_						:     Tuple	     =		logging.get_logger(__name__)

a_						:     Optional[int]	     =		{
    'microsoft/beit-base-patch16-224-pt22k': (
        'https://huggingface.co/microsoft/beit-base-patch16-224-pt22k/resolve/main/config.json'
    ),
    # See all BEiT models at https://huggingface.co/models?filter=beit
}





class    lowerCamelCase__  (						UpperCAmelCase_):
     """simple docstring"""



     _A       =			'beit'







     def __init__(self				,			__a=81_92				,			__a=7_68				,			__a=12				,			__a=12				,			__a=30_72				,			__a="gelu"				,			__a=0.0				,			__a=0.0				,			__a=0.02				,			__a=1E-12				,			__a=2_24				,			__a=16				,			__a=3				,			__a=False				,			__a=False				,			__a=False				,			__a=False				,			__a=0.1				,			__a=0.1				,			__a=True				,			__a=[3, 5, 7, 11]				,			__a=[1, 2, 3, 6]				,			__a=True				,			__a=0.4				,			__a=2_56				,			__a=1				,			__a=False				,			__a=2_55				,			**__a				,			):






           '''simple docstring'''



           super().__init__(**_UpperCAmelCase    )

           lowerCamelCase								=		vocab_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								=		image_size
           lowerCamelCase								=		patch_size
           lowerCamelCase								=		num_channels
           lowerCamelCase								=		use_mask_token
           lowerCamelCase								=		use_absolute_position_embeddings
           lowerCamelCase								=		use_relative_position_bias
           lowerCamelCase								=		use_shared_relative_position_bias
           lowerCamelCase								=		layer_scale_init_value
           lowerCamelCase								=		drop_path_rate
           lowerCamelCase								=		use_mean_pooling
           # decode head attributes (semantic segmentation)
           lowerCamelCase								=		out_indices
           lowerCamelCase								=		pool_scales
           # auxiliary head attributes (semantic segmentation)
           lowerCamelCase								=		use_auxiliary_head
           lowerCamelCase								=		auxiliary_loss_weight
           lowerCamelCase								=		auxiliary_channels
           lowerCamelCase								=		auxiliary_num_convs
           lowerCamelCase								=		auxiliary_concat_input
           lowerCamelCase								=		semantic_loss_ignore_index





class    lowerCamelCase__  (						UpperCAmelCase_):
     """simple docstring"""



     _A       =			version.parse('1.11')







     @property
     def 						_a      (self    ):






           '''simple docstring'''



           return OrderedDict(
               [
                   ("pixel_values", {0: "batch", 1: "num_channels", 2: "height", 3: "width"}),
               ]    )







     @property
     def 						_a      (self    ):






           '''simple docstring'''



           return 1E-4




import unittest

from transformers.testing_utils import CaptureStdout
from transformers.tools.python_interpreter import evaluate

def     __lowercase(	UpperCAmelCase__ ):


      """simple docstring"""



      return x + 2






class    lowerCamelCase__  (						unittest.TestCase):
     """simple docstring"""



     def 						_a      (self    ):






           '''simple docstring'''



           lowerCamelCase								=		"x = 3"
           lowerCamelCase								=		{}
           lowerCamelCase								=		evaluate(__a				,			{}				,			state=__a    )
           assert result == 3
           self.assertDictEqual(__a				,			{"x": 3}    )

           lowerCamelCase								=		"x = y"
           lowerCamelCase								=		{"y": 5}
           lowerCamelCase								=		evaluate(__a				,			{}				,			state=__a    )
           # evaluate returns the value of the last assignment.
           assert result == 5
           self.assertDictEqual(__a				,			{"x": 5, "y": 5}    )







     def 						_a      (self    ):






           '''simple docstring'''



           lowerCamelCase								=		"y = add_two(x)"
           lowerCamelCase								=		{"x": 3}
           lowerCamelCase								=		evaluate(__a				,			{"add_two": add_two}				,			state=__a    )
           assert result == 5
           self.assertDictEqual(__a				,			{"x": 3, "y": 5}    )

           # Won't work without the tool
           with CaptureStdout() as out:
                 lowerCamelCase								=		evaluate(__a				,			{}				,			state=__a    )
           assert result is None
           assert "tried to execute add_two" in out.out







     def 						_a      (self    ):






           '''simple docstring'''



           lowerCamelCase								=		"x = 3"
           lowerCamelCase								=		{}
           lowerCamelCase								=		evaluate(__a				,			{}				,			state=__a    )
           assert result == 3
           self.assertDictEqual(__a				,			{"x": 3}    )







     def 						_a      (self    ):






           '''simple docstring'''



           lowerCamelCase								=		"test_dict = {'x': x, 'y': add_two(x)}"
           lowerCamelCase								=		{"x": 3}
           lowerCamelCase								=		evaluate(__a				,			{"add_two": add_two}				,			state=__a    )
           self.assertDictEqual(__a				,			{"x": 3, "y": 5}    )
           self.assertDictEqual(__a				,			{"x": 3, "test_dict": {"x": 3, "y": 5}}    )







     def 						_a      (self    ):






           '''simple docstring'''



           lowerCamelCase								=		"x = 3\ny = 5"
           lowerCamelCase								=		{}
           lowerCamelCase								=		evaluate(__a				,			{}				,			state=__a    )
           # evaluate returns the value of the last assignment.
           assert result == 5
           self.assertDictEqual(__a				,			{"x": 3, "y": 5}    )







     def 						_a      (self    ):






           '''simple docstring'''



           lowerCamelCase								=		"text = f'This is x: {x}.'"
           lowerCamelCase								=		{"x": 3}
           lowerCamelCase								=		evaluate(__a				,			{}				,			state=__a    )
           # evaluate returns the value of the last assignment.
           assert result == "This is x: 3."
           self.assertDictEqual(__a				,			{"x": 3, "text": "This is x: 3."}    )







     def 						_a      (self    ):






           '''simple docstring'''



           lowerCamelCase								=		"if x <= 3:\n    y = 2\nelse:\n    y = 5"
           lowerCamelCase								=		{"x": 3}
           lowerCamelCase								=		evaluate(__a				,			{}				,			state=__a    )
           # evaluate returns the value of the last assignment.
           assert result == 2
           self.assertDictEqual(__a				,			{"x": 3, "y": 2}    )

           lowerCamelCase								=		{"x": 8}
           lowerCamelCase								=		evaluate(__a				,			{}				,			state=__a    )
           # evaluate returns the value of the last assignment.
           assert result == 5
           self.assertDictEqual(__a				,			{"x": 8, "y": 5}    )







     def 						_a      (self    ):






           '''simple docstring'''



           lowerCamelCase								=		"test_list = [x, add_two(x)]"
           lowerCamelCase								=		{"x": 3}
           lowerCamelCase								=		evaluate(__a				,			{"add_two": add_two}				,			state=__a    )
           self.assertListEqual(__a				,			[3, 5]    )
           self.assertDictEqual(__a				,			{"x": 3, "test_list": [3, 5]}    )







     def 						_a      (self    ):






           '''simple docstring'''



           lowerCamelCase								=		"y = x"
           lowerCamelCase								=		{"x": 3}
           lowerCamelCase								=		evaluate(__a				,			{}				,			state=__a    )
           assert result == 3
           self.assertDictEqual(__a				,			{"x": 3, "y": 3}    )







     def 						_a      (self    ):






           '''simple docstring'''



           lowerCamelCase								=		"test_list = [x, add_two(x)]\ntest_list[1]"
           lowerCamelCase								=		{"x": 3}
           lowerCamelCase								=		evaluate(__a				,			{"add_two": add_two}				,			state=__a    )
           assert result == 5
           self.assertDictEqual(__a				,			{"x": 3, "test_list": [3, 5]}    )

           lowerCamelCase								=		"test_dict = {'x': x, 'y': add_two(x)}\ntest_dict['y']"
           lowerCamelCase								=		{"x": 3}
           lowerCamelCase								=		evaluate(__a				,			{"add_two": add_two}				,			state=__a    )
           assert result == 5
           self.assertDictEqual(__a				,			{"x": 3, "test_dict": {"x": 3, "y": 5}}    )







     def 						_a      (self    ):






           '''simple docstring'''



           lowerCamelCase								=		"x = 0\nfor i in range(3):\n    x = i"
           lowerCamelCase								=		{}
           lowerCamelCase								=		evaluate(__a				,			{"range": range}				,			state=__a    )
           assert result == 2
           self.assertDictEqual(__a				,			{"x": 2, "i": 2}    )