






"""simple docstring"""







import unittest

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





def 		lowercase__(A		)							->Union[str, Any]:




						"""simple docstring"""



						return x + 2







class        __UpperCAmelCase(  unittest.TestCase				):




						"""simple docstring"""




						def 						UpperCAmelCase_			(  self     ):
												'''simple docstring'''
												lowercase__							: Union[str, Any]=			'''x = 3'''
												lowercase__							: List[str]=			{}
												lowercase__							: int=			evaluate(SCREAMING_SNAKE_CASE__			,    {}			,    state=SCREAMING_SNAKE_CASE__     )
												assert result == 3
												self.assertDictEqual(SCREAMING_SNAKE_CASE__			,    {"x": 3}     )

												lowercase__							: Tuple=			'''x = y'''
												lowercase__							: Optional[int]=			{'''y''': 5}
												lowercase__							: Optional[Any]=			evaluate(SCREAMING_SNAKE_CASE__			,    {}			,    state=SCREAMING_SNAKE_CASE__     )
												# evaluate returns the value of the last assignment.
												assert result == 5
												self.assertDictEqual(SCREAMING_SNAKE_CASE__			,    {"x": 5, "y": 5}     )




						def 						UpperCAmelCase_			(  self     ):
												'''simple docstring'''
												lowercase__							: str=			'''y = add_two(x)'''
												lowercase__							: Optional[int]=			{'''x''': 3}
												lowercase__							: Union[str, Any]=			evaluate(SCREAMING_SNAKE_CASE__			,    {"add_two": add_two}			,    state=SCREAMING_SNAKE_CASE__     )
												assert result == 5
												self.assertDictEqual(SCREAMING_SNAKE_CASE__			,    {"x": 3, "y": 5}     )

												# Won't work without the tool
												with CaptureStdout() as out:
																		lowercase__							: Union[str, Any]=			evaluate(SCREAMING_SNAKE_CASE__			,    {}			,    state=SCREAMING_SNAKE_CASE__     )
												assert result is None
												assert "tried to execute add_two" in out.out




						def 						UpperCAmelCase_			(  self     ):
												'''simple docstring'''
												lowercase__							: Any=			'''x = 3'''
												lowercase__							: int=			{}
												lowercase__							: List[Any]=			evaluate(SCREAMING_SNAKE_CASE__			,    {}			,    state=SCREAMING_SNAKE_CASE__     )
												assert result == 3
												self.assertDictEqual(SCREAMING_SNAKE_CASE__			,    {"x": 3}     )




						def 						UpperCAmelCase_			(  self     ):
												'''simple docstring'''
												lowercase__							: str=			'''test_dict = {\'x\': x, \'y\': add_two(x)}'''
												lowercase__							: str=			{'''x''': 3}
												lowercase__							: Dict=			evaluate(SCREAMING_SNAKE_CASE__			,    {"add_two": add_two}			,    state=SCREAMING_SNAKE_CASE__     )
												self.assertDictEqual(SCREAMING_SNAKE_CASE__			,    {"x": 3, "y": 5}     )
												self.assertDictEqual(SCREAMING_SNAKE_CASE__			,    {"x": 3, "test_dict": {"x": 3, "y": 5}}     )




						def 						UpperCAmelCase_			(  self     ):
												'''simple docstring'''
												lowercase__							: int=			'''x = 3\ny = 5'''
												lowercase__							: int=			{}
												lowercase__							: Optional[int]=			evaluate(SCREAMING_SNAKE_CASE__			,    {}			,    state=SCREAMING_SNAKE_CASE__     )
												# evaluate returns the value of the last assignment.
												assert result == 5
												self.assertDictEqual(SCREAMING_SNAKE_CASE__			,    {"x": 3, "y": 5}     )




						def 						UpperCAmelCase_			(  self     ):
												'''simple docstring'''
												lowercase__							: Union[str, Any]=			'''text = f\'This is x: {x}.\''''
												lowercase__							: List[str]=			{'''x''': 3}
												lowercase__							: Any=			evaluate(SCREAMING_SNAKE_CASE__			,    {}			,    state=SCREAMING_SNAKE_CASE__     )
												# evaluate returns the value of the last assignment.
												assert result == "This is x: 3."
												self.assertDictEqual(SCREAMING_SNAKE_CASE__			,    {"x": 3, "text": "This is x: 3."}     )




						def 						UpperCAmelCase_			(  self     ):
												'''simple docstring'''
												lowercase__							: Optional[Any]=			'''if x <= 3:\n    y = 2\nelse:\n    y = 5'''
												lowercase__							: Dict=			{'''x''': 3}
												lowercase__							: Any=			evaluate(SCREAMING_SNAKE_CASE__			,    {}			,    state=SCREAMING_SNAKE_CASE__     )
												# evaluate returns the value of the last assignment.
												assert result == 2
												self.assertDictEqual(SCREAMING_SNAKE_CASE__			,    {"x": 3, "y": 2}     )

												lowercase__							: Union[str, Any]=			{'''x''': 8}
												lowercase__							: Optional[int]=			evaluate(SCREAMING_SNAKE_CASE__			,    {}			,    state=SCREAMING_SNAKE_CASE__     )
												# evaluate returns the value of the last assignment.
												assert result == 5
												self.assertDictEqual(SCREAMING_SNAKE_CASE__			,    {"x": 8, "y": 5}     )




						def 						UpperCAmelCase_			(  self     ):
												'''simple docstring'''
												lowercase__							: List[str]=			'''test_list = [x, add_two(x)]'''
												lowercase__							: Optional[int]=			{'''x''': 3}
												lowercase__							: str=			evaluate(SCREAMING_SNAKE_CASE__			,    {"add_two": add_two}			,    state=SCREAMING_SNAKE_CASE__     )
												self.assertListEqual(SCREAMING_SNAKE_CASE__			,    [3, 5]     )
												self.assertDictEqual(SCREAMING_SNAKE_CASE__			,    {"x": 3, "test_list": [3, 5]}     )




						def 						UpperCAmelCase_			(  self     ):
												'''simple docstring'''
												lowercase__							: List[Any]=			'''y = x'''
												lowercase__							: List[str]=			{'''x''': 3}
												lowercase__							: Union[str, Any]=			evaluate(SCREAMING_SNAKE_CASE__			,    {}			,    state=SCREAMING_SNAKE_CASE__     )
												assert result == 3
												self.assertDictEqual(SCREAMING_SNAKE_CASE__			,    {"x": 3, "y": 3}     )




						def 						UpperCAmelCase_			(  self     ):
												'''simple docstring'''
												lowercase__							: Tuple=			'''test_list = [x, add_two(x)]\ntest_list[1]'''
												lowercase__							: Optional[Any]=			{'''x''': 3}
												lowercase__							: Any=			evaluate(SCREAMING_SNAKE_CASE__			,    {"add_two": add_two}			,    state=SCREAMING_SNAKE_CASE__     )
												assert result == 5
												self.assertDictEqual(SCREAMING_SNAKE_CASE__			,    {"x": 3, "test_list": [3, 5]}     )

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




						def 						UpperCAmelCase_			(  self     ):
												'''simple docstring'''
												lowercase__							: str=			'''x = 0\nfor i in range(3):\n    x = i'''
												lowercase__							: Tuple=			{}
												lowercase__							: Union[str, Any]=			evaluate(SCREAMING_SNAKE_CASE__			,    {"range": range}			,    state=SCREAMING_SNAKE_CASE__     )
												assert result == 2
												self.assertDictEqual(SCREAMING_SNAKE_CASE__			,    {"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


UpperCamelCase__				:Union[str, Any]			   =	logging.get_logger(__name__)

UpperCamelCase__				:Union[str, Any]			   =	{
    """google/mobilenet_v2_1.4_224""": """https://huggingface.co/google/mobilenet_v2_1.4_224/resolve/main/config.json""",
    """google/mobilenet_v2_1.0_224""": """https://huggingface.co/google/mobilenet_v2_1.0_224/resolve/main/config.json""",
    """google/mobilenet_v2_0.75_160""": """https://huggingface.co/google/mobilenet_v2_0.75_160/resolve/main/config.json""",
    """google/mobilenet_v2_0.35_96""": """https://huggingface.co/google/mobilenet_v2_0.35_96/resolve/main/config.json""",
    # See all MobileNetV2 models at https://huggingface.co/models?filter=mobilenet_v2
}






class      A(  lowerCamelCase__		):

		"""simple docstring"""





		A    =							"mobilenet_v2"
		def __init__( self					,				SCREAMING_SNAKE_CASE__=3					,				SCREAMING_SNAKE_CASE__=2_24					,				SCREAMING_SNAKE_CASE__=1.0					,				SCREAMING_SNAKE_CASE__=8					,				SCREAMING_SNAKE_CASE__=8					,				SCREAMING_SNAKE_CASE__=6					,				SCREAMING_SNAKE_CASE__=32					,				SCREAMING_SNAKE_CASE__=True					,				SCREAMING_SNAKE_CASE__=True					,				SCREAMING_SNAKE_CASE__="relu6"					,				SCREAMING_SNAKE_CASE__=True					,				SCREAMING_SNAKE_CASE__=0.8					,				SCREAMING_SNAKE_CASE__=0.0_2					,				SCREAMING_SNAKE_CASE__=0.0_0_1					,				SCREAMING_SNAKE_CASE__=2_55					,				**SCREAMING_SNAKE_CASE__					,				)      ->	int:

					"""simple docstring"""



					super().__init__(**SCREAMING_SNAKE_CASE__   )

					if depth_multiplier <= 0:
								raise ValueError('''depth_multiplier must be greater than zero.'''   )

					_UpperCamelCase					:Optional[int]					     =	num_channels
					_UpperCamelCase					:Tuple					     =	image_size
					_UpperCamelCase					:Union[str, Any]					     =	depth_multiplier
					_UpperCamelCase					:Any					     =	depth_divisible_by
					_UpperCamelCase					:Optional[int]					     =	min_depth
					_UpperCamelCase					:Union[str, Any]					     =	expand_ratio
					_UpperCamelCase					:str					     =	output_stride
					_UpperCamelCase					:Tuple					     =	first_layer_is_expansion
					_UpperCamelCase					:Any					     =	finegrained_output
					_UpperCamelCase					:Union[str, Any]					     =	hidden_act
					_UpperCamelCase					:Any					     =	tf_padding
					_UpperCamelCase					:str					     =	classifier_dropout_prob
					_UpperCamelCase					:Optional[Any]					     =	initializer_range
					_UpperCamelCase					:int					     =	layer_norm_eps
					_UpperCamelCase					:Union[str, Any]					     =	semantic_loss_ignore_index






class      A(  lowerCamelCase__		):

		"""simple docstring"""





		A    =							version.parse("1.11"		)
		@property
		def   _UpperCamelCase( self   )      ->	Mapping[str, Mapping[int, str]]:

					"""simple docstring"""



					return OrderedDict([('''pixel_values''', {0: '''batch'''})]   )
		@property
		def   _UpperCamelCase( self   )      ->	Mapping[str, Mapping[int, str]]:

					"""simple docstring"""



					if self.task == "image-classification":
								return OrderedDict([('''logits''', {0: '''batch'''})]   )
					else:
								return OrderedDict([('''last_hidden_state''', {0: '''batch'''}), ('''pooler_output''', {0: '''batch'''})]   )





		@property
		def   _UpperCamelCase( self   )      ->	float:

					"""simple docstring"""



					return 1E-4

