
class      _lowerCAmelCase :




				def __init__( self    ,    _UpperCamelCase					)    ->				Optional[Any]:
							lowerCAmelCase_      =     data
							lowerCAmelCase_      =     None
							lowerCAmelCase_      =     None






def        lowerCamelCase__    (    __lowerCAmelCase  :  BinaryTreeNode | None   ,							__lowerCAmelCase  :  int    ):




			"""simple docstring"""


			if node is None:
						lowerCAmelCase_      =     BinaryTreeNode(UpperCamelCase_    )
						return node

			# binary search tree is not empty,
			# so we will insert it into the tree
			# if new_value is less than value of data in node,
			#  add it to left subtree and proceed recursively
			if new_value < node.data:
						lowerCAmelCase_      =     insert(node.left_child   ,							UpperCamelCase_    )
			else:
						# if new_value is greater than value of data in node,
						#  add it to right subtree and proceed recursively
						lowerCAmelCase_      =     insert(node.right_child   ,							UpperCamelCase_    )
			return node






def        lowerCamelCase__    (    __lowerCAmelCase  :  None | BinaryTreeNode    ):  # if node is None,return




			"""simple docstring"""


			if node:
						lowerCAmelCase_      =     inorder(node.left_child    )
						lowerCAmelCase_      =     [*inorder_array, node.data]
						lowerCAmelCase_      =     inorder_array + inorder(node.right_child    )
			else:
						lowerCAmelCase_      =     []
			return inorder_array






def        lowerCamelCase__    (    ):




			"""simple docstring"""


			lowerCAmelCase_      =     insert(UpperCamelCase_   ,							15    )
			insert(UpperCamelCase_   ,							10    )
			insert(UpperCamelCase_   ,							25    )
			insert(UpperCamelCase_   ,							6    )
			insert(UpperCamelCase_   ,							14    )
			insert(UpperCamelCase_   ,							20    )
			insert(UpperCamelCase_   ,							60    )
			return root






def        lowerCamelCase__    (    ):




			"""simple docstring"""


			lowerCAmelCase_      =     make_tree()
			print("Printing values of binary search tree in Inorder Traversal."    )
			inorder(UpperCamelCase_    )


if __name__ == "__main__":
			import doctest

			doctest.testmod()
			main()





import torch
import torch.nn.functional as F

from diffusers import VQDiffusionScheduler

from .test_schedulers import SchedulerCommonTest





class      _lowerCAmelCase (     __a	):
				_lowercase      		=(VQDiffusionScheduler,)




				def 					__a						( self    ,    **_UpperCamelCase					)    ->				List[str]:
							lowerCAmelCase_      =     {
							    "num_vec_classes": 4_097,
							    "num_train_timesteps": 100,
							}

							config.update(**_UpperCamelCase					)
							return config




				def 					__a						( self    ,    _UpperCamelCase					)    ->				str:
							lowerCAmelCase_      =     4
							lowerCAmelCase_      =     8
							lowerCAmelCase_      =     8

							lowerCAmelCase_      =     torch.randint(0    ,    _UpperCamelCase    ,    (batch_size, height * width)					)

							return sample




				@property
				def 					__a						( self					)    ->				List[str]:
							assert False




				def 					__a						( self    ,    _UpperCamelCase					)    ->				Tuple:
							def model(_UpperCamelCase    ,    _UpperCamelCase    ,    *_UpperCamelCase					):
										lowerCAmelCase_     ,  lowerCAmelCase_      =     sample.shape
										lowerCAmelCase_      =     torch.rand((batch_size, num_vec_classes - 1, num_latent_pixels)					)
										lowerCAmelCase_      =     F.log_softmax(logits.double()    ,    dim=1					).float()
										return return_value

							return model




				def 					__a						( self					)    ->				str:
							for timesteps in [2, 5, 100, 1_000]:
										self.check_over_configs(num_train_timesteps=_UpperCamelCase					)




				def 					__a						( self					)    ->				Dict:
							for num_vec_classes in [5, 100, 1_000, 4_000]:
										self.check_over_configs(num_vec_classes=_UpperCamelCase					)




				def 					__a						( self					)    ->				Tuple:
							for t in [0, 50, 99]:
										self.check_over_forward(time_step=_UpperCamelCase					)




				def 					__a						( self					)    ->				List[str]:
							pass



