




"""simple docstring"""






import unittest

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







def   _snake_case    (       lowercase__ ):
				return x + 2






class lowerCAmelCase__			(  unittest.TestCase		):






			'''simple docstring'''



			def       A_					(						self						):
							_lowerCamelCase  :    Dict					=					'x = 3'
							_lowerCamelCase  :    Optional[int]					=					{}
							_lowerCamelCase  :    Optional[Any]					=					evaluate(lowercase						,   {}						,   state=lowercase						)
							assert result == 3
							self.assertDictEqual(lowercase						,   {'x': 3}						)

							_lowerCamelCase  :    List[str]					=					'x = y'
							_lowerCamelCase  :    Dict					=					{'y': 5}
							_lowerCamelCase  :    Optional[int]					=					evaluate(lowercase						,   {}						,   state=lowercase						)
							# evaluate returns the value of the last assignment.
							assert result == 5
							self.assertDictEqual(lowercase						,   {'x': 5, 'y': 5}						)
			def       A_					(						self						):
							_lowerCamelCase  :    Optional[Any]					=					'y = add_two(x)'
							_lowerCamelCase  :    Optional[Any]					=					{'x': 3}
							_lowerCamelCase  :    List[Any]					=					evaluate(lowercase						,   {'add_two': add_two}						,   state=lowercase						)
							assert result == 5
							self.assertDictEqual(lowercase						,   {'x': 3, 'y': 5}						)

							# Won't work without the tool
							with CaptureStdout() as out:
											_lowerCamelCase  :    Dict					=					evaluate(lowercase						,   {}						,   state=lowercase						)
							assert result is None
							assert "tried to execute add_two" in out.out
			def       A_					(						self						):
							_lowerCamelCase  :    int					=					'x = 3'
							_lowerCamelCase  :    List[str]					=					{}
							_lowerCamelCase  :    Dict					=					evaluate(lowercase						,   {}						,   state=lowercase						)
							assert result == 3
							self.assertDictEqual(lowercase						,   {'x': 3}						)
			def       A_					(						self						):
							_lowerCamelCase  :    Dict					=					'test_dict = {\'x\': x, \'y\': add_two(x)}'
							_lowerCamelCase  :    Dict					=					{'x': 3}
							_lowerCamelCase  :    Dict					=					evaluate(lowercase						,   {'add_two': add_two}						,   state=lowercase						)
							self.assertDictEqual(lowercase						,   {'x': 3, 'y': 5}						)
							self.assertDictEqual(lowercase						,   {'x': 3, 'test_dict': {'x': 3, 'y': 5}}						)
			def       A_					(						self						):
							_lowerCamelCase  :    Tuple					=					'x = 3\ny = 5'
							_lowerCamelCase  :    str					=					{}
							_lowerCamelCase  :    str					=					evaluate(lowercase						,   {}						,   state=lowercase						)
							# evaluate returns the value of the last assignment.
							assert result == 5
							self.assertDictEqual(lowercase						,   {'x': 3, 'y': 5}						)
			def       A_					(						self						):
							_lowerCamelCase  :    str					=					'text = f\'This is x: {x}.\''
							_lowerCamelCase  :    Union[str, Any]					=					{'x': 3}
							_lowerCamelCase  :    str					=					evaluate(lowercase						,   {}						,   state=lowercase						)
							# evaluate returns the value of the last assignment.
							assert result == "This is x: 3."
							self.assertDictEqual(lowercase						,   {'x': 3, 'text': 'This is x: 3.'}						)
			def       A_					(						self						):
							_lowerCamelCase  :    int					=					'if x <= 3:\n    y = 2\nelse:\n    y = 5'
							_lowerCamelCase  :    Any					=					{'x': 3}
							_lowerCamelCase  :    List[str]					=					evaluate(lowercase						,   {}						,   state=lowercase						)
							# evaluate returns the value of the last assignment.
							assert result == 2
							self.assertDictEqual(lowercase						,   {'x': 3, 'y': 2}						)

							_lowerCamelCase  :    str					=					{'x': 8}
							_lowerCamelCase  :    List[Any]					=					evaluate(lowercase						,   {}						,   state=lowercase						)
							# evaluate returns the value of the last assignment.
							assert result == 5
							self.assertDictEqual(lowercase						,   {'x': 8, 'y': 5}						)
			def       A_					(						self						):
							_lowerCamelCase  :    Union[str, Any]					=					'test_list = [x, add_two(x)]'
							_lowerCamelCase  :    Union[str, Any]					=					{'x': 3}
							_lowerCamelCase  :    Dict					=					evaluate(lowercase						,   {'add_two': add_two}						,   state=lowercase						)
							self.assertListEqual(lowercase						,   [3, 5]						)
							self.assertDictEqual(lowercase						,   {'x': 3, 'test_list': [3, 5]}						)
			def       A_					(						self						):
							_lowerCamelCase  :    Dict					=					'y = x'
							_lowerCamelCase  :    Optional[Any]					=					{'x': 3}
							_lowerCamelCase  :    List[str]					=					evaluate(lowercase						,   {}						,   state=lowercase						)
							assert result == 3
							self.assertDictEqual(lowercase						,   {'x': 3, 'y': 3}						)
			def       A_					(						self						):
							_lowerCamelCase  :    int					=					'test_list = [x, add_two(x)]\ntest_list[1]'
							_lowerCamelCase  :    Union[str, Any]					=					{'x': 3}
							_lowerCamelCase  :    List[str]					=					evaluate(lowercase						,   {'add_two': add_two}						,   state=lowercase						)
							assert result == 5
							self.assertDictEqual(lowercase						,   {'x': 3, 'test_list': [3, 5]}						)

							_lowerCamelCase  :    List[str]					=					'test_dict = {\'x\': x, \'y\': add_two(x)}\ntest_dict[\'y\']'
							_lowerCamelCase  :    Optional[int]					=					{'x': 3}
							_lowerCamelCase  :    Any					=					evaluate(lowercase						,   {'add_two': add_two}						,   state=lowercase						)
							assert result == 5
							self.assertDictEqual(lowercase						,   {'x': 3, 'test_dict': {'x': 3, 'y': 5}}						)






			def       A_					(						self						):
							_lowerCamelCase  :    List[str]					=					'x = 0\nfor i in range(3):\n    x = i'
							_lowerCamelCase  :    str					=					{}
							_lowerCamelCase  :    Optional[int]					=					evaluate(lowercase						,   {'range': range}						,   state=lowercase						)
							assert result == 2
							self.assertDictEqual(lowercase						,   {'x': 2, 'i': 2}						)





"""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


lowercase__  		=		logging.get_logger(__name__)

lowercase__  		=		{
    """facebook/deit-base-distilled-patch16-224""": (
        """https://huggingface.co/facebook/deit-base-patch16-224/resolve/main/config.json"""
    ),
    # See all DeiT models at https://huggingface.co/models?filter=deit
}






class lowerCAmelCase__			(  lowercase		):






			'''simple docstring'''



			lowerCamelCase__   =    """deit"""
			def __init__(						self						,   lowercase=768						,   lowercase=12						,   lowercase=12						,   lowercase=3072						,   lowercase="gelu"						,   lowercase=0.0						,   lowercase=0.0						,   lowercase=0.02						,   lowercase=1E-12						,   lowercase=224						,   lowercase=16						,   lowercase=3						,   lowercase=True						,   lowercase=16						,   **lowercase						,   ):
							super().__init__(**lowercase						)

							_lowerCamelCase  :    Optional[Any]					=					hidden_size
							_lowerCamelCase  :    List[str]					=					num_hidden_layers
							_lowerCamelCase  :    Tuple					=					num_attention_heads
							_lowerCamelCase  :    Any					=					intermediate_size
							_lowerCamelCase  :    int					=					hidden_act
							_lowerCamelCase  :    Any					=					hidden_dropout_prob
							_lowerCamelCase  :    str					=					attention_probs_dropout_prob
							_lowerCamelCase  :    str					=					initializer_range
							_lowerCamelCase  :    Union[str, Any]					=					layer_norm_eps
							_lowerCamelCase  :    Optional[Any]					=					image_size
							_lowerCamelCase  :    Optional[int]					=					patch_size
							_lowerCamelCase  :    Dict					=					num_channels
							_lowerCamelCase  :    Dict					=					qkv_bias
							_lowerCamelCase  :    Dict					=					encoder_stride






class lowerCAmelCase__			(  lowercase		):






			'''simple docstring'''



			lowerCamelCase__   =    version.parse("""1.11"""		)
			@property
			def       A_					(						self						):
							return OrderedDict(
							    [
							        ('pixel_values', {0: 'batch', 1: 'num_channels', 2: 'height', 3: 'width'}),
							    ]						)






			@property
			def       A_					(						self						):
							return 1E-4