





from __future__ import annotations

import math
import random
from typing import Any

class 		UpperCamelCase__			:



     '''simple docstring'''

     def __init__(							self						:   str	)					->		None:




           '''simple docstring'''


           SCREAMING_SNAKE_CASE		=						[]
           SCREAMING_SNAKE_CASE		=						0
           SCREAMING_SNAKE_CASE		=						0






     def     SCREAMING_SNAKE_CASE__  (							self						:   Dict	)					->		bool:




           '''simple docstring'''


           return self.head == self.tail






     def     SCREAMING_SNAKE_CASE__  (							self						:   str						,lowerCamelCase__						:   Any	)					->		None:




           '''simple docstring'''


           self.data.append(lowerCamelCase__	)
           SCREAMING_SNAKE_CASE		=						self.tail + 1






     def     SCREAMING_SNAKE_CASE__  (							self						:   Optional[int]	)					->		Any:




           '''simple docstring'''


           SCREAMING_SNAKE_CASE		=						self.data[self.head]
           SCREAMING_SNAKE_CASE		=						self.head + 1
           return ret






     def     SCREAMING_SNAKE_CASE__  (							self						:   Optional[Any]	)					->		int:




           '''simple docstring'''


           return self.tail - self.head






     def     SCREAMING_SNAKE_CASE__  (							self						:   str	)					->		None:




           '''simple docstring'''


           print(self.data	)
           print("""**************"""	)
           print(self.data[self.head : self.tail]	)

class 		UpperCamelCase__			:



     '''simple docstring'''

     def __init__(							self						:   List[str]						,lowerCamelCase__						:   Any	)					->		None:




           '''simple docstring'''


           SCREAMING_SNAKE_CASE		=						data
           SCREAMING_SNAKE_CASE		=						None
           SCREAMING_SNAKE_CASE		=						None
           SCREAMING_SNAKE_CASE		=						1






     def     SCREAMING_SNAKE_CASE__  (							self						:   int	)					->		Any:




           '''simple docstring'''


           return self.data






     def     SCREAMING_SNAKE_CASE__  (							self						:   Any	)					->		MyNode | None:




           '''simple docstring'''


           return self.left






     def     SCREAMING_SNAKE_CASE__  (							self						:   str	)					->		MyNode | None:




           '''simple docstring'''


           return self.right






     def     SCREAMING_SNAKE_CASE__  (							self						:   str	)					->		int:




           '''simple docstring'''


           return self.height






     def     SCREAMING_SNAKE_CASE__  (							self						:   Any						,lowerCamelCase__						:   Any	)					->		None:




           '''simple docstring'''


           SCREAMING_SNAKE_CASE		=						data






     def     SCREAMING_SNAKE_CASE__  (							self						:   Dict						,lowerCamelCase__						:   MyNode | None	)					->		None:




           '''simple docstring'''


           SCREAMING_SNAKE_CASE		=						node






     def     SCREAMING_SNAKE_CASE__  (							self						:   int						,lowerCamelCase__						:   MyNode | None	)					->		None:




           '''simple docstring'''


           SCREAMING_SNAKE_CASE		=						node






     def     SCREAMING_SNAKE_CASE__  (							self						:   Dict						,lowerCamelCase__						:   int	)					->		None:




           '''simple docstring'''


           SCREAMING_SNAKE_CASE		=						height



def        __lowercase       (				_SCREAMING_SNAKE_CASE     )			->       int:


      '''simple docstring'''


      if node is None:
            return 0
      return node.get_height()



def        __lowercase       (				_SCREAMING_SNAKE_CASE			,						_SCREAMING_SNAKE_CASE     )			->       int:


      '''simple docstring'''


      if a > b:
            return a
      return b



def        __lowercase       (				_SCREAMING_SNAKE_CASE     )			->       MyNode:


      '''simple docstring'''


      print("""left rotation node:"""			,						node.get_data()     )
      SCREAMING_SNAKE_CASE		=						node.get_left()
      assert ret is not None
      node.set_left(ret.get_right()     )
      ret.set_right(_SCREAMING_SNAKE_CASE     )
      SCREAMING_SNAKE_CASE		=						my_max(get_height(node.get_right()     )			,						get_height(node.get_left()     )     ) + 1
      node.set_height(_SCREAMING_SNAKE_CASE     )
      SCREAMING_SNAKE_CASE		=						my_max(get_height(ret.get_right()     )			,						get_height(ret.get_left()     )     ) + 1
      ret.set_height(_SCREAMING_SNAKE_CASE     )
      return ret



def        __lowercase       (				_SCREAMING_SNAKE_CASE     )			->       MyNode:


      '''simple docstring'''


      print("""right rotation node:"""			,						node.get_data()     )
      SCREAMING_SNAKE_CASE		=						node.get_right()
      assert ret is not None
      node.set_right(ret.get_left()     )
      ret.set_left(_SCREAMING_SNAKE_CASE     )
      SCREAMING_SNAKE_CASE		=						my_max(get_height(node.get_right()     )			,						get_height(node.get_left()     )     ) + 1
      node.set_height(_SCREAMING_SNAKE_CASE     )
      SCREAMING_SNAKE_CASE		=						my_max(get_height(ret.get_right()     )			,						get_height(ret.get_left()     )     ) + 1
      ret.set_height(_SCREAMING_SNAKE_CASE     )
      return ret



def        __lowercase       (				_SCREAMING_SNAKE_CASE     )			->       MyNode:


      '''simple docstring'''


      SCREAMING_SNAKE_CASE		=						node.get_left()
      assert left_child is not None
      node.set_left(left_rotation(_SCREAMING_SNAKE_CASE     )     )
      return right_rotation(_SCREAMING_SNAKE_CASE     )



def        __lowercase       (				_SCREAMING_SNAKE_CASE     )			->       MyNode:


      '''simple docstring'''


      SCREAMING_SNAKE_CASE		=						node.get_right()
      assert right_child is not None
      node.set_right(right_rotation(_SCREAMING_SNAKE_CASE     )     )
      return left_rotation(_SCREAMING_SNAKE_CASE     )



def        __lowercase       (				_SCREAMING_SNAKE_CASE			,						_SCREAMING_SNAKE_CASE     )			->       MyNode | None:


      '''simple docstring'''


      if node is None:
            return MyNode(_SCREAMING_SNAKE_CASE     )
      if data < node.get_data():
            node.set_left(insert_node(node.get_left()			,						_SCREAMING_SNAKE_CASE     )     )
            if (
                get_height(node.get_left()     ) - get_height(node.get_right()     ) == 2
            ):  # an unbalance detected
                  SCREAMING_SNAKE_CASE		=						node.get_left()
                  assert left_child is not None
                  if (
                      data < left_child.get_data()
                  ):  # new node is the left child of the left child
                        SCREAMING_SNAKE_CASE		=						right_rotation(_SCREAMING_SNAKE_CASE     )
                  else:
                        SCREAMING_SNAKE_CASE		=						lr_rotation(_SCREAMING_SNAKE_CASE     )
      else:
            node.set_right(insert_node(node.get_right()			,						_SCREAMING_SNAKE_CASE     )     )
            if get_height(node.get_right()     ) - get_height(node.get_left()     ) == 2:
                  SCREAMING_SNAKE_CASE		=						node.get_right()
                  assert right_child is not None
                  if data < right_child.get_data():
                        SCREAMING_SNAKE_CASE		=						rl_rotation(_SCREAMING_SNAKE_CASE     )
                  else:
                        SCREAMING_SNAKE_CASE		=						left_rotation(_SCREAMING_SNAKE_CASE     )
      SCREAMING_SNAKE_CASE		=						my_max(get_height(node.get_right()     )			,						get_height(node.get_left()     )     ) + 1
      node.set_height(_SCREAMING_SNAKE_CASE     )
      return node



def        __lowercase       (				_SCREAMING_SNAKE_CASE     )			->       Any:


      '''simple docstring'''


      while True:
            SCREAMING_SNAKE_CASE		=						root.get_right()
            if right_child is None:
                  break
            SCREAMING_SNAKE_CASE		=						right_child
      return root.get_data()



def        __lowercase       (				_SCREAMING_SNAKE_CASE     )			->       Any:


      '''simple docstring'''


      while True:
            SCREAMING_SNAKE_CASE		=						root.get_left()
            if left_child is None:
                  break
            SCREAMING_SNAKE_CASE		=						left_child
      return root.get_data()



def        __lowercase       (				_SCREAMING_SNAKE_CASE			,						_SCREAMING_SNAKE_CASE     )			->       MyNode | None:


      '''simple docstring'''


      SCREAMING_SNAKE_CASE		=						root.get_left()
      SCREAMING_SNAKE_CASE		=						root.get_right()
      if root.get_data() == data:
            if left_child is not None and right_child is not None:
                  SCREAMING_SNAKE_CASE		=						get_left_most(_SCREAMING_SNAKE_CASE     )
                  root.set_data(_SCREAMING_SNAKE_CASE     )
                  root.set_right(del_node(_SCREAMING_SNAKE_CASE			,						_SCREAMING_SNAKE_CASE     )     )
            elif left_child is not None:
                  SCREAMING_SNAKE_CASE		=						left_child
            elif right_child is not None:
                  SCREAMING_SNAKE_CASE		=						right_child
            else:
                  return None
      elif root.get_data() > data:
            if left_child is None:
                  print("""No such data"""     )
                  return root
            else:
                  root.set_left(del_node(_SCREAMING_SNAKE_CASE			,						_SCREAMING_SNAKE_CASE     )     )
      else:  # root.get_data() < data
            if right_child is None:
                  return root
            else:
                  root.set_right(del_node(_SCREAMING_SNAKE_CASE			,						_SCREAMING_SNAKE_CASE     )     )

      if get_height(_SCREAMING_SNAKE_CASE     ) - get_height(_SCREAMING_SNAKE_CASE     ) == 2:
            assert right_child is not None
            if get_height(right_child.get_right()     ) > get_height(right_child.get_left()     ):
                  SCREAMING_SNAKE_CASE		=						left_rotation(_SCREAMING_SNAKE_CASE     )
            else:
                  SCREAMING_SNAKE_CASE		=						rl_rotation(_SCREAMING_SNAKE_CASE     )
      elif get_height(_SCREAMING_SNAKE_CASE     ) - get_height(_SCREAMING_SNAKE_CASE     ) == -2:
            assert left_child is not None
            if get_height(left_child.get_left()     ) > get_height(left_child.get_right()     ):
                  SCREAMING_SNAKE_CASE		=						right_rotation(_SCREAMING_SNAKE_CASE     )
            else:
                  SCREAMING_SNAKE_CASE		=						lr_rotation(_SCREAMING_SNAKE_CASE     )
      SCREAMING_SNAKE_CASE		=						my_max(get_height(root.get_right()     )			,						get_height(root.get_left()     )     ) + 1
      root.set_height(_SCREAMING_SNAKE_CASE     )
      return root

class 		UpperCamelCase__			:



     '''simple docstring'''

     def __init__(							self						:   Tuple	)					->		None:




           '''simple docstring'''


           SCREAMING_SNAKE_CASE		=						None






     def     SCREAMING_SNAKE_CASE__  (							self						:   Optional[Any]	)					->		int:




           '''simple docstring'''


           return get_height(self.root	)






     def     SCREAMING_SNAKE_CASE__  (							self						:   List[Any]						,lowerCamelCase__						:   Any	)					->		None:




           '''simple docstring'''


           print("""insert:""" + str(lowerCamelCase__	)	)
           SCREAMING_SNAKE_CASE		=						insert_node(self.root						,lowerCamelCase__	)






     def     SCREAMING_SNAKE_CASE__  (							self						:   Optional[int]						,lowerCamelCase__						:   Any	)					->		None:




           '''simple docstring'''


           print("""delete:""" + str(lowerCamelCase__	)	)
           if self.root is None:
                 print("""Tree is empty!"""	)
                 return
           SCREAMING_SNAKE_CASE		=						del_node(self.root						,lowerCamelCase__	)






     def __str__(							self						:   str						,)					->		str:  # a level traversale, gives a more intuitive look on the tree




           '''simple docstring'''


           SCREAMING_SNAKE_CASE		=						""""""
           SCREAMING_SNAKE_CASE		=						MyQueue()
           q.push(self.root	)
           SCREAMING_SNAKE_CASE		=						self.get_height()
           if layer == 0:
                 return output
           SCREAMING_SNAKE_CASE		=						0
           while not q.is_empty():
                 SCREAMING_SNAKE_CASE		=						q.pop()
                 SCREAMING_SNAKE_CASE		=						""" """ * int(math.pow(2						,layer - 1	)	)
                 output += space
                 if node is None:
                       output += "*"
                       q.push(lowerCamelCase__	)
                       q.push(lowerCamelCase__	)
                 else:
                       output += str(node.get_data()	)
                       q.push(node.get_left()	)
                       q.push(node.get_right()	)
                 output += space
                 SCREAMING_SNAKE_CASE		=						cnt + 1
                 for i in range(100	):
                       if cnt == math.pow(2						,lowerCamelCase__	) - 1:
                             SCREAMING_SNAKE_CASE		=						layer - 1
                             if layer == 0:
                                   output += "\n*************************************"
                                   return output
                             output += "\n"
                             break
           output += "\n*************************************"
           return output



def        __lowercase       (				)			->       None:


      '''simple docstring'''


      import doctest

      doctest.testmod()


if __name__ == "__main__":
      _test()
      SCREAMING_SNAKE_CASE_						       =	AVLtree()
      SCREAMING_SNAKE_CASE_						       =	list(range(1_0))
      random.shuffle(lst)
      for i in lst:
            t.insert(i)
            print(str(t))
      random.shuffle(lst)
      for i in lst:
            t.del_node(i)
            print(str(t))









import inspect
import unittest

from transformers import RegNetConfig, is_flax_available
from transformers.testing_utils import require_flax, slow
from transformers.utils import cached_property, is_vision_available

from ...test_configuration_common import ConfigTester
from ...test_modeling_flax_common import FlaxModelTesterMixin, floats_tensor


if is_flax_available():
      import jax
      import jax.numpy as jnp

      from transformers.models.regnet.modeling_flax_regnet import FlaxRegNetForImageClassification, FlaxRegNetModel

if is_vision_available():
      from PIL import Image

      from transformers import AutoImageProcessor

class 		UpperCamelCase__			(				unittest.TestCase       ):



     '''simple docstring'''

     def __init__(							self						:   Optional[int]						,lowerCamelCase__						:   List[str]						,lowerCamelCase__						:   Optional[Any]=3						,lowerCamelCase__						:   List[str]=32						,lowerCamelCase__						:   List[Any]=3						,lowerCamelCase__						:   str=10						,lowerCamelCase__						:   Any=[10, 20, 30, 40]						,lowerCamelCase__						:   Optional[Any]=[1, 1, 2, 1]						,lowerCamelCase__						:   Union[str, Any]=True						,lowerCamelCase__						:   int=True						,lowerCamelCase__						:   Tuple="relu"						,lowerCamelCase__						:   Dict=3						,lowerCamelCase__						:   Optional[int]=None						,)					->		Optional[int]:




           '''simple docstring'''


           SCREAMING_SNAKE_CASE		=						parent
           SCREAMING_SNAKE_CASE		=						batch_size
           SCREAMING_SNAKE_CASE		=						image_size
           SCREAMING_SNAKE_CASE		=						num_channels
           SCREAMING_SNAKE_CASE		=						embeddings_size
           SCREAMING_SNAKE_CASE		=						hidden_sizes
           SCREAMING_SNAKE_CASE		=						depths
           SCREAMING_SNAKE_CASE		=						is_training
           SCREAMING_SNAKE_CASE		=						use_labels
           SCREAMING_SNAKE_CASE		=						hidden_act
           SCREAMING_SNAKE_CASE		=						num_labels
           SCREAMING_SNAKE_CASE		=						scope
           SCREAMING_SNAKE_CASE		=						len(lowerCamelCase__	)






     def     SCREAMING_SNAKE_CASE__  (							self						:   Tuple	)					->		Tuple:




           '''simple docstring'''


           SCREAMING_SNAKE_CASE		=						floats_tensor([self.batch_size, self.num_channels, self.image_size, self.image_size]	)

           SCREAMING_SNAKE_CASE		=						self.get_config()

           return config, pixel_values






     def     SCREAMING_SNAKE_CASE__  (							self						:   str	)					->		Optional[int]:




           '''simple docstring'''


           return RegNetConfig(
               num_channels=self.num_channels						,embeddings_size=self.embeddings_size						,hidden_sizes=self.hidden_sizes						,depths=self.depths						,hidden_act=self.hidden_act						,num_labels=self.num_labels						,image_size=self.image_size						,)






     def     SCREAMING_SNAKE_CASE__  (							self						:   Union[str, Any]						,lowerCamelCase__						:   int						,lowerCamelCase__						:   Union[str, Any]	)					->		Any:




           '''simple docstring'''


           SCREAMING_SNAKE_CASE		=						FlaxRegNetModel(config=lowerCamelCase__	)
           SCREAMING_SNAKE_CASE		=						model(lowerCamelCase__	)

           # Output shape (b, c, h, w)
           self.parent.assertEqual(
               result.last_hidden_state.shape						,(self.batch_size, self.hidden_sizes[-1], self.image_size // 32, self.image_size // 32)						,)






     def     SCREAMING_SNAKE_CASE__  (							self						:   Union[str, Any]						,lowerCamelCase__						:   Optional[int]						,lowerCamelCase__						:   Optional[Any]	)					->		Tuple:




           '''simple docstring'''


           SCREAMING_SNAKE_CASE		=						self.num_labels
           SCREAMING_SNAKE_CASE		=						FlaxRegNetForImageClassification(config=lowerCamelCase__	)
           SCREAMING_SNAKE_CASE		=						model(lowerCamelCase__	)
           self.parent.assertEqual(result.logits.shape						,(self.batch_size, self.num_labels)	)






     def     SCREAMING_SNAKE_CASE__  (							self						:   str	)					->		int:




           '''simple docstring'''


           SCREAMING_SNAKE_CASE		=						self.prepare_config_and_inputs()
           SCREAMING_SNAKE_CASE, SCREAMING_SNAKE_CASE		=						config_and_inputs
           SCREAMING_SNAKE_CASE		=						{"""pixel_values""": pixel_values}
           return config, inputs_dict

@require_flax
class 		UpperCamelCase__			(				lowerCAmelCase_							,				unittest.TestCase       ):



     '''simple docstring'''

     __snake_case   :     Union[str, Any]		     =      (FlaxRegNetModel, FlaxRegNetForImageClassification) if is_flax_available() else ()

     __snake_case   :     Tuple		     =      False
     __snake_case   :     int		     =      False
     __snake_case   :     Tuple		     =      False






     def     SCREAMING_SNAKE_CASE__  (							self						:   Union[str, Any]	)					->		None:




           '''simple docstring'''


           SCREAMING_SNAKE_CASE		=						FlaxRegNetModelTester(self	)
           SCREAMING_SNAKE_CASE		=						ConfigTester(self						,config_class=lowerCamelCase__						,has_text_modality=lowerCamelCase__	)






     def     SCREAMING_SNAKE_CASE__  (							self						:   Any	)					->		Optional[int]:




           '''simple docstring'''


           self.create_and_test_config_common_properties()
           self.config_tester.create_and_test_config_to_json_string()
           self.config_tester.create_and_test_config_to_json_file()
           self.config_tester.create_and_test_config_from_and_save_pretrained()
           self.config_tester.create_and_test_config_with_num_labels()
           self.config_tester.check_config_can_be_init_without_params()
           self.config_tester.check_config_arguments_init()






     def     SCREAMING_SNAKE_CASE__  (							self						:   int	)					->		List[str]:




           '''simple docstring'''


           return






     def     SCREAMING_SNAKE_CASE__  (							self						:   Tuple	)					->		List[Any]:




           '''simple docstring'''


           SCREAMING_SNAKE_CASE		=						self.model_tester.prepare_config_and_inputs()
           self.model_tester.create_and_check_model(*lowerCamelCase__	)






     def     SCREAMING_SNAKE_CASE__  (							self						:   Optional[int]	)					->		int:




           '''simple docstring'''


           SCREAMING_SNAKE_CASE		=						self.model_tester.prepare_config_and_inputs()
           self.model_tester.create_and_check_for_image_classification(*lowerCamelCase__	)






     @unittest.skip(reason="""RegNet does not use inputs_embeds"""	)
     def     SCREAMING_SNAKE_CASE__  (							self						:   str	)					->		Any:




           '''simple docstring'''


           pass






     @unittest.skip(reason="""RegNet does not support input and output embeddings"""	)
     def     SCREAMING_SNAKE_CASE__  (							self						:   str	)					->		Any:




           '''simple docstring'''


           pass






     def     SCREAMING_SNAKE_CASE__  (							self						:   Union[str, Any]	)					->		Any:




           '''simple docstring'''


           SCREAMING_SNAKE_CASE, SCREAMING_SNAKE_CASE		=						self.model_tester.prepare_config_and_inputs_for_common()

           for model_class in self.all_model_classes:
                 SCREAMING_SNAKE_CASE		=						model_class(lowerCamelCase__	)
                 SCREAMING_SNAKE_CASE		=						inspect.signature(model.__call__	)
                 # signature.parameters is an OrderedDict => so arg_names order is deterministic
                 SCREAMING_SNAKE_CASE		=						[*signature.parameters.keys()]

                 SCREAMING_SNAKE_CASE		=						["""pixel_values"""]
                 self.assertListEqual(arg_names[:1]						,lowerCamelCase__	)






     def     SCREAMING_SNAKE_CASE__  (							self						:   Optional[Any]	)					->		int:




           '''simple docstring'''


           def check_hidden_states_output(lowerCamelCase__						:   Tuple						,lowerCamelCase__						:   Union[str, Any]						,lowerCamelCase__						:   Optional[int]	):
                 SCREAMING_SNAKE_CASE		=						model_class(lowerCamelCase__	)

                 SCREAMING_SNAKE_CASE		=						model(**self._prepare_for_class(lowerCamelCase__						,lowerCamelCase__	)	)

                 SCREAMING_SNAKE_CASE		=						outputs.encoder_hidden_states if config.is_encoder_decoder else outputs.hidden_states

                 SCREAMING_SNAKE_CASE		=						self.model_tester.num_stages
                 self.assertEqual(len(lowerCamelCase__	)						,expected_num_stages + 1	)

           SCREAMING_SNAKE_CASE, SCREAMING_SNAKE_CASE		=						self.model_tester.prepare_config_and_inputs_for_common()

           for model_class in self.all_model_classes:
                 SCREAMING_SNAKE_CASE		=						True
                 check_hidden_states_output(lowerCamelCase__						,lowerCamelCase__						,lowerCamelCase__	)

                 # check that output_hidden_states also work using config
                 del inputs_dict["output_hidden_states"]
                 SCREAMING_SNAKE_CASE		=						True

                 check_hidden_states_output(lowerCamelCase__						,lowerCamelCase__						,lowerCamelCase__	)






     def     SCREAMING_SNAKE_CASE__  (							self						:   Any	)					->		List[Any]:




           '''simple docstring'''


           SCREAMING_SNAKE_CASE, SCREAMING_SNAKE_CASE		=						self.model_tester.prepare_config_and_inputs_for_common()

           for model_class in self.all_model_classes:
                 with self.subTest(model_class.__name__	):
                       SCREAMING_SNAKE_CASE		=						self._prepare_for_class(lowerCamelCase__						,lowerCamelCase__	)
                       SCREAMING_SNAKE_CASE		=						model_class(lowerCamelCase__	)

                       @jax.jit
                       def model_jitted(lowerCamelCase__						:   Dict						,**lowerCamelCase__						:   Optional[Any]	):
                             return model(pixel_values=lowerCamelCase__						,**lowerCamelCase__	)

                       with self.subTest("""JIT Enabled"""	):
                             SCREAMING_SNAKE_CASE		=						model_jitted(**lowerCamelCase__	).to_tuple()

                       with self.subTest("""JIT Disabled"""	):
                             with jax.disable_jit():
                                   SCREAMING_SNAKE_CASE		=						model_jitted(**lowerCamelCase__	).to_tuple()

                       self.assertEqual(len(lowerCamelCase__	)						,len(lowerCamelCase__	)	)
                       for jitted_output, output in zip(lowerCamelCase__						,lowerCamelCase__	):
                             self.assertEqual(jitted_output.shape						,output.shape	)



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


      '''simple docstring'''


      SCREAMING_SNAKE_CASE		=						Image.open("""./tests/fixtures/tests_samples/COCO/000000039769.png"""     )
      return image



@require_flax
class 		UpperCamelCase__			(				unittest.TestCase       ):



     '''simple docstring'''

     @cached_property
     def     SCREAMING_SNAKE_CASE__  (							self						:   int	)					->		str:




           '''simple docstring'''


           return AutoImageProcessor.from_pretrained("""facebook/regnet-y-040"""	) if is_vision_available() else None






     @slow
     def     SCREAMING_SNAKE_CASE__  (							self						:   Optional[int]	)					->		List[str]:




           '''simple docstring'''


           SCREAMING_SNAKE_CASE		=						FlaxRegNetForImageClassification.from_pretrained("""facebook/regnet-y-040"""	)

           SCREAMING_SNAKE_CASE		=						self.default_image_processor
           SCREAMING_SNAKE_CASE		=						prepare_img()
           SCREAMING_SNAKE_CASE		=						image_processor(images=lowerCamelCase__						,return_tensors="""np"""	)

           SCREAMING_SNAKE_CASE		=						model(**lowerCamelCase__	)

           # verify the logits
           SCREAMING_SNAKE_CASE		=						(1, 1000)
           self.assertEqual(outputs.logits.shape						,lowerCamelCase__	)

           SCREAMING_SNAKE_CASE		=						jnp.array([-0.4180, -1.5051, -3.4836]	)

           self.assertTrue(jnp.allclose(outputs.logits[0, :3]						,lowerCamelCase__						,atol=1e-4	)	)


