


"""simple docstring"""


from __future__ import annotations

from random import random
from typing import Generic, TypeVar

A     :   Optional[int]			    =			TypeVar("KT")
A     :   Optional[Any]			    =			TypeVar("VT")
class   _UpperCamelCase  (   Generic[KT, VT]		):
							'''simple docstring'''







							def __init__(     self    ,   __a = "root"    ,   __a = None	):
										__lowerCAmelCase				    =			key
										__lowerCAmelCase				    =			value
										__lowerCAmelCase				    =			[]

							def __repr__(     self	):
										return f"Node({self.key}: {self.value})"



							@property
							def 			snake_case				(     self	):
										return len(self.forward	)
class   _UpperCamelCase  (   Generic[KT, VT]		):
							'''simple docstring'''







							def __init__(     self    ,   __a = 0.5    ,   __a = 16	):
										__lowerCAmelCase				    =			Node[KT, VT]()
										__lowerCAmelCase				    =			0
										__lowerCAmelCase				    =			p
										__lowerCAmelCase				    =			max_level

							def __str__(     self	):
										__lowerCAmelCase				    =			list(self	)

										if len(__a	) == 0:
													return f"SkipList(level={self.level})"

										__lowerCAmelCase				    =			max((len(str(__a	)	) for item in items)    ,   default=4	)
										__lowerCAmelCase				    =			max(__a    ,   4	) + 4

										__lowerCAmelCase				    =			self.head
										__lowerCAmelCase				    =			[]

										__lowerCAmelCase				    =			node.forward.copy()
										lines.append(f"[{node.key}]".ljust(__a    ,   "-"	) + "* " * len(__a	)	)
										lines.append(" " * label_size + "| " * len(__a	)	)

										while len(node.forward	) != 0:
													__lowerCAmelCase				    =			node.forward[0]

													lines.append(
													    f"[{node.key}]".ljust(__a    ,   "-"	)
													    + " ".join(str(n.key	) if n.key == node.key else "|" for n in forwards	)	)
													lines.append(" " * label_size + "| " * len(__a	)	)
													__lowerCAmelCase				    =			node.forward

										lines.append("None".ljust(__a	) + "* " * len(__a	)	)
										return f"SkipList(level={self.level})\n" + "\n".join(__a	)

							def __iter__(     self	):
										__lowerCAmelCase				    =			self.head

										while len(node.forward	) != 0:
													yield node.forward[0].key
													__lowerCAmelCase				    =			node.forward[0]

							def 			snake_case				(     self	):
										__lowerCAmelCase				    =			1
										while random() < self.p and level < self.max_level:
													level += 1

										return level

							def 			snake_case				(     self    ,   __a	):
										__lowerCAmelCase				    =			[]

										__lowerCAmelCase				    =			self.head

										for i in reversed(range(self.level	)	):
													# i < node.level - When node level is lesser than `i` decrement `i`.
													# node.forward[i].key < key - Jumping to node with key value higher
													#                             or equal to searched key would result
													#                             in skipping searched key.
													while i < node.level and node.forward[i].key < key:
																__lowerCAmelCase				    =			node.forward[i]
													# Each leftmost node (relative to searched node) will potentially have to
													# be updated.
													update_vector.append(__a	)

										update_vector.reverse()  # Note that we were inserting values in reverse order.

										# len(node.forward) != 0 - If current node doesn't contain any further
										#                          references then searched key is not present.
										# node.forward[0].key == key - Next node key should be equal to search key
										#                              if key is present.
										if len(node.forward	) != 0 and node.forward[0].key == key:
													return node.forward[0], update_vector
										else:
													return None, update_vector

							def 			snake_case				(     self    ,   __a	):
										__lowerCAmelCase    ,	__lowerCAmelCase				    =			self._locate_node(__a	)

										if node is not None:
													for i, update_node in enumerate(__a	):
																# Remove or replace all references to removed node.
																if update_node.level > i and update_node.forward[i].key == key:
																			if node.level > i:
																						__lowerCAmelCase				    =			node.forward[i]
																			else:
																						__lowerCAmelCase				    =			update_node.forward[:i]

							def 			snake_case				(     self    ,   __a    ,   __a	):
										__lowerCAmelCase    ,	__lowerCAmelCase				    =			self._locate_node(__a	)
										if node is not None:
													__lowerCAmelCase				    =			value
										else:
													__lowerCAmelCase				    =			self.random_level()

													if level > self.level:
																# After level increase we have to add additional nodes to head.
																for _ in range(self.level - 1    ,   __a	):
																			update_vector.append(self.head	)
																__lowerCAmelCase				    =			level

													__lowerCAmelCase				    =			Node(__a    ,   __a	)

													for i, update_node in enumerate(update_vector[:level]	):
																# Change references to pass through new node.
																if update_node.level > i:
																			new_node.forward.append(update_node.forward[i]	)

																if update_node.level < i + 1:
																			update_node.forward.append(__a	)
																else:
																			__lowerCAmelCase				    =			new_node



							def 			snake_case				(     self    ,   __a	):
										__lowerCAmelCase    ,	__lowerCAmelCase				    =			self._locate_node(__a	)

										if node is not None:
													return node.value

										return None


def _lowerCamelCase	(		):

			'''simple docstring'''




			__lowerCAmelCase				    =			SkipList()
			skip_list.insert("Key1"    , 3      )
			skip_list.insert("Key2"    , 12      )
			skip_list.insert("Key3"    , 41      )
			skip_list.insert("Key4"    , -19      )

			__lowerCAmelCase				    =			skip_list.head
			__lowerCAmelCase				    =			{}
			while node.level != 0:
						__lowerCAmelCase				    =			node.forward[0]
						__lowerCAmelCase				    =			node.value

			assert len(_UpperCamelCase      ) == 4
			assert all_values["Key1"] == 3
			assert all_values["Key2"] == 12
			assert all_values["Key3"] == 41
			assert all_values["Key4"] == -19


def _lowerCamelCase	(		):

			'''simple docstring'''




			__lowerCAmelCase				    =			SkipList()
			skip_list.insert("Key1"    , 10      )
			skip_list.insert("Key1"    , 12      )

			skip_list.insert("Key5"    , 7      )
			skip_list.insert("Key7"    , 10      )
			skip_list.insert("Key10"    , 5      )

			skip_list.insert("Key7"    , 7      )
			skip_list.insert("Key5"    , 5      )
			skip_list.insert("Key10"    , 10      )

			__lowerCAmelCase				    =			skip_list.head
			__lowerCAmelCase				    =			{}
			while node.level != 0:
						__lowerCAmelCase				    =			node.forward[0]
						__lowerCAmelCase				    =			node.value

			if len(_UpperCamelCase      ) != 4:
						print()
			assert len(_UpperCamelCase      ) == 4
			assert all_values["Key1"] == 12
			assert all_values["Key7"] == 7
			assert all_values["Key5"] == 5
			assert all_values["Key10"] == 10


def _lowerCamelCase	(		):

			'''simple docstring'''




			__lowerCAmelCase				    =			SkipList()
			assert skip_list.find("Some key"      ) is None


def _lowerCamelCase	(		):

			'''simple docstring'''




			__lowerCAmelCase				    =			SkipList()

			skip_list.insert("Key2"    , 20      )
			assert skip_list.find("Key2"      ) == 20

			skip_list.insert("Some Key"    , 10      )
			skip_list.insert("Key2"    , 8      )
			skip_list.insert("V"    , 13      )

			assert skip_list.find("Y"      ) is None
			assert skip_list.find("Key2"      ) == 8
			assert skip_list.find("Some Key"      ) == 10
			assert skip_list.find("V"      ) == 13


def _lowerCamelCase	(		):

			'''simple docstring'''




			__lowerCAmelCase				    =			SkipList()
			skip_list.delete("Some key"      )

			assert len(skip_list.head.forward      ) == 0


def _lowerCamelCase	(		):

			'''simple docstring'''




			__lowerCAmelCase				    =			SkipList()

			skip_list.insert("Key1"    , 12      )
			skip_list.insert("V"    , 13      )
			skip_list.insert("X"    , 14      )
			skip_list.insert("Key2"    , 15      )

			skip_list.delete("V"      )
			skip_list.delete("Key2"      )

			assert skip_list.find("V"      ) is None
			assert skip_list.find("Key2"      ) is None


def _lowerCamelCase	(		):

			'''simple docstring'''




			__lowerCAmelCase				    =			SkipList()

			skip_list.insert("Key1"    , 12      )
			skip_list.insert("V"    , 13      )
			skip_list.insert("X"    , 14      )
			skip_list.insert("Key2"    , 15      )

			skip_list.delete("V"      )
			assert skip_list.find("V"      ) is None
			assert skip_list.find("X"      ) == 14
			assert skip_list.find("Key1"      ) == 12
			assert skip_list.find("Key2"      ) == 15

			skip_list.delete("X"      )
			assert skip_list.find("V"      ) is None
			assert skip_list.find("X"      ) is None
			assert skip_list.find("Key1"      ) == 12
			assert skip_list.find("Key2"      ) == 15

			skip_list.delete("Key1"      )
			assert skip_list.find("V"      ) is None
			assert skip_list.find("X"      ) is None
			assert skip_list.find("Key1"      ) is None
			assert skip_list.find("Key2"      ) == 15

			skip_list.delete("Key2"      )
			assert skip_list.find("V"      ) is None
			assert skip_list.find("X"      ) is None
			assert skip_list.find("Key1"      ) is None
			assert skip_list.find("Key2"      ) is None


def _lowerCamelCase	(		):

			'''simple docstring'''




			__lowerCAmelCase				    =			SkipList()

			skip_list.insert("Key1"    , 12      )
			skip_list.insert("V"    , 13      )
			skip_list.insert("X"    , 142      )
			skip_list.insert("Key2"    , 15      )

			skip_list.delete("X"      )

			def traverse_keys(_UpperCamelCase      ):
						yield node.key
						for forward_node in node.forward:
									yield from traverse_keys(_UpperCamelCase      )

			assert len(set(traverse_keys(skip_list.head      )      )      ) == 4


def _lowerCamelCase	(		):

			'''simple docstring'''




			def is_sorted(_UpperCamelCase      ):
						return all(next_item >= item for item, next_item in zip(_UpperCamelCase    , lst[1:]      )      )

			__lowerCAmelCase				    =			SkipList()
			for i in range(10      ):
						skip_list.insert(_UpperCamelCase    , _UpperCamelCase      )
			assert is_sorted(list(_UpperCamelCase      )      )
			skip_list.delete(5      )
			skip_list.delete(8      )
			skip_list.delete(2      )
			assert is_sorted(list(_UpperCamelCase      )      )
			skip_list.insert(-12    , -12      )
			skip_list.insert(77    , 77      )
			assert is_sorted(list(_UpperCamelCase      )      )


def _lowerCamelCase	(		):

			'''simple docstring'''




			for _ in range(100      ):
						# Repeat test 100 times due to the probabilistic nature of skip list
						# random values == random bugs
						test_insert()
						test_insert_overrides_existing_value()

						test_searching_empty_list_returns_none()
						test_search()

						test_deleting_item_from_empty_list_do_nothing()
						test_deleted_items_are_not_founded_by_find_method()
						test_delete_removes_only_given_key()
						test_delete_doesnt_leave_dead_nodes()

						test_iter_always_yields_sorted_values()


def _lowerCamelCase	(		):

			'''simple docstring'''




			__lowerCAmelCase				    =			SkipList()
			skip_list.insert(2    , "2"      )
			skip_list.insert(4    , "4"      )
			skip_list.insert(6    , "4"      )
			skip_list.insert(4    , "5"      )
			skip_list.insert(8    , "4"      )
			skip_list.insert(9    , "4"      )

			skip_list.delete(4      )

			print(_UpperCamelCase      )


if __name__ == "__main__":
	import doctest

	doctest.testmod()
	main()








"""simple docstring"""


import warnings

from ...processing_utils import ProcessorMixin
from ...tokenization_utils_base import BatchEncoding
class   _UpperCamelCase  (   lowerCAmelCase__		):
							'''simple docstring'''







							__UpperCAmelCase						:    Union[str, Any]				      =["""image_processor""", """tokenizer"""]
							__UpperCAmelCase						:    Optional[Any]				      ="""CLIPImageProcessor"""
							__UpperCAmelCase						:    Union[str, Any]				      =("""XLMRobertaTokenizer""", """XLMRobertaTokenizerFast""")

							def __init__(     self    ,   __a=None    ,   __a=None    ,   **__a	):
										__lowerCAmelCase				    =			None
										if "feature_extractor" in kwargs:
													warnings.warn(
													    "The `feature_extractor` argument is deprecated and will be removed in v5, use `image_processor`"
													    " instead."    ,   __a    ,   )
													__lowerCAmelCase				    =			kwargs.pop("feature_extractor"	)

										__lowerCAmelCase				    =			image_processor if image_processor is not None else feature_extractor
										if image_processor is None:
													raise ValueError("You need to specify an `image_processor`."	)
										if tokenizer is None:
													raise ValueError("You need to specify a `tokenizer`."	)

										super().__init__(__a    ,   __a	)

							def __call__(     self    ,   __a=None    ,   __a=None    ,   __a=None    ,   **__a	):

										if text is None and images is None:
													raise ValueError("You have to specify either text or images. Both cannot be none."	)

										if text is not None:
													__lowerCAmelCase				    =			self.tokenizer(__a    ,   return_tensors=__a    ,   **__a	)

										if images is not None:
													__lowerCAmelCase				    =			self.image_processor(__a    ,   return_tensors=__a    ,   **__a	)

										if text is not None and images is not None:
													__lowerCAmelCase				    =			image_features.pixel_values
													return encoding
										elif text is not None:
													return encoding
										else:
													return BatchEncoding(data=dict(**__a	)    ,   tensor_type=__a	)

							def 			snake_case				(     self    ,   *__a    ,   **__a	):
										return self.tokenizer.batch_decode(*__a    ,   **__a	)

							def 			snake_case				(     self    ,   *__a    ,   **__a	):
										return self.tokenizer.decode(*__a    ,   **__a	)



							@property
							def 			snake_case				(     self	):
										__lowerCAmelCase				    =			self.tokenizer.model_input_names
										__lowerCAmelCase				    =			self.image_processor.model_input_names
										return list(dict.fromkeys(tokenizer_input_names + image_processor_input_names	)	)




