






'''simple docstring'''




from pathlib import Path
from typing import List

from transformers import is_torch_available, is_vision_available
from transformers.testing_utils import get_tests_dir, is_tool_test
from transformers.tools.agent_types import AGENT_TYPE_MAPPING, AgentAudio, AgentImage, AgentText


if is_torch_available():
		import torch

if is_vision_available():
		from PIL import Image


lowerCAmelCase__          =						['text', 'image', 'audio']







def       __UpperCAmelCase						(  lowerCamelCase_)							->     Union[str, Any]:
		UpperCamelCase__				:					int					=					[]

		for input_type in input_types:
				if input_type == "text":
						inputs.append('Text input')
				elif input_type == "image":
						inputs.append(
						    Image.open(Path(get_tests_dir('fixtures/tests_samples/COCO')) / '000000039769.png').resize((512, 512)))
				elif input_type == "audio":
						inputs.append(torch.ones(3_000))
				elif isinstance(lowerCamelCase_     ,      lowerCamelCase_):
						inputs.append(create_inputs(lowerCamelCase_))
				else:
						raise ValueError(f'Invalid type requested: {input_type}')

		return inputs







def       __UpperCAmelCase						(  lowerCamelCase_)							->     Dict:
		UpperCamelCase__				:					Tuple					=					[]

		for output in outputs:
				if isinstance(lowerCamelCase_     ,      (str, AgentText)):
						output_types.append('text')
				elif isinstance(lowerCamelCase_     ,      (Image.Image, AgentImage)):
						output_types.append('image')
				elif isinstance(lowerCamelCase_     ,      (torch.Tensor, AgentAudio)):
						output_types.append('audio')
				else:
						raise ValueError(f'Invalid output: {output}')

		return output_types







@is_tool_test
class       __lowercase					:

	def      __UpperCamelCase							(      self   :						List[str]):
			self.assertTrue(hasattr(self.tool  ,					'inputs'))
			self.assertTrue(hasattr(self.tool  ,					'outputs'))

			UpperCamelCase__				:					int					=					self.tool.inputs
			for _input in inputs:
					if isinstance(_input  ,					UpperCAmelCase_):
							for __input in _input:
									self.assertTrue(__input in authorized_types)
					else:
							self.assertTrue(_input in authorized_types)

			UpperCamelCase__				:					Any					=					self.tool.outputs
			for _output in outputs:
					self.assertTrue(_output in authorized_types)

	def      __UpperCamelCase							(      self   :						Tuple):
			UpperCamelCase__				:					List[str]					=					create_inputs(self.tool.inputs)
			UpperCamelCase__				:					Any					=					self.tool(*UpperCAmelCase_)

			# There is a single output
			if len(self.tool.outputs) == 1:
					UpperCamelCase__				:					Optional[Any]					=					[outputs]

			self.assertListEqual(output_types(UpperCAmelCase_)  ,					self.tool.outputs)

	def      __UpperCamelCase							(      self   :						Optional[int]):
			self.assertTrue(hasattr(self.tool  ,					'description'))
			self.assertTrue(hasattr(self.tool  ,					'default_checkpoint'))
			self.assertTrue(self.tool.description.startswith('This is a tool that'))

	def      __UpperCamelCase							(      self   :						List[str]):
			UpperCamelCase__				:					Any					=					create_inputs(self.tool.inputs)
			UpperCamelCase__				:					Optional[Any]					=					self.tool(*UpperCAmelCase_)

			if not isinstance(UpperCAmelCase_  ,					UpperCAmelCase_):
					UpperCamelCase__				:					int					=					[outputs]

			self.assertEqual(len(UpperCAmelCase_)  ,					len(self.tool.outputs))

			for output, output_type in zip(UpperCAmelCase_  ,					self.tool.outputs):
					UpperCamelCase__				:					int					=					AGENT_TYPE_MAPPING[output_type]
					self.assertTrue(isinstance(UpperCAmelCase_  ,					UpperCAmelCase_))





	def      __UpperCamelCase							(      self   :						Union[str, Any]):
			UpperCamelCase__				:					List[str]					=					create_inputs(self.tool.inputs)

			UpperCamelCase__				:					Optional[int]					=					[]

			for _input, input_type in zip(UpperCAmelCase_  ,					self.tool.inputs):
					if isinstance(UpperCAmelCase_  ,					UpperCAmelCase_):
							_inputs.append([AGENT_TYPE_MAPPING[_input_type](_input) for _input_type in input_type])
					else:
							_inputs.append(AGENT_TYPE_MAPPING[input_type](_input))

        # Should not raise an error
			UpperCamelCase__				:					List[Any]					=					self.tool(*UpperCAmelCase_)

			if not isinstance(UpperCAmelCase_  ,					UpperCAmelCase_):
					UpperCamelCase__				:					int					=					[outputs]

			self.assertEqual(len(UpperCAmelCase_)  ,					len(self.tool.outputs))












'''simple docstring'''




class       __lowercase					:

	def __init__(      self   :						List[str]  ,					UpperCAmelCase_   :						str = ""  ,					UpperCAmelCase_   :						bool = False):
			# Mapping from the first character of the prefix of the node
			UpperCamelCase__				:					dict[str, RadixNode]					=					{}

			# A node will be a leaf if the tree contains its word
			UpperCamelCase__				:					List[Any]					=					is_leaf

			UpperCamelCase__				:					Optional[Any]					=					prefix

	def      __UpperCamelCase							(      self   :						List[Any]  ,					UpperCAmelCase_   :						str):
			UpperCamelCase__				:					Optional[int]					=					0
			for q, w in zip(self.prefix  ,					UpperCAmelCase_):
					if q != w:
							break

					x += 1

			return self.prefix[:x], self.prefix[x:], word[x:]

	def      __UpperCamelCase							(      self   :						str  ,					UpperCAmelCase_   :						list[str]):
			for word in words:
					self.insert(UpperCAmelCase_)

	def      __UpperCamelCase							(      self   :						Optional[int]  ,					UpperCAmelCase_   :						str):
			# Case 1: If the word is the prefix of the node
			# Solution: We set the current node as leaf
			if self.prefix == word:
					UpperCamelCase__				:					Optional[Any]					=					True

			# Case 2: The node has no edges that have a prefix to the word
			# Solution: We create an edge from the current node to a new one
			# containing the word
			elif word[0] not in self.nodes:
					UpperCamelCase__				:					Optional[Any]					=					RadixNode(prefix=UpperCAmelCase_  ,					is_leaf=UpperCAmelCase_)

			else:
					UpperCamelCase__				:					int					=					self.nodes[word[0]]
					UpperCamelCase__,	UpperCamelCase__,	UpperCamelCase__				:					List[Any]					=					incoming_node.match(
					    UpperCAmelCase_)

					# Case 3: The node prefix is equal to the matching
					# Solution: We insert remaining word on the next node
					if remaining_prefix == "":
							self.nodes[matching_string[0]].insert(UpperCAmelCase_)

					# Case 4: The word is greater equal to the matching
					# Solution: Create a node in between both nodes, change
					# prefixes and add the new node for the remaining word
					else:
							UpperCamelCase__				:					Tuple					=					remaining_prefix

							UpperCamelCase__				:					str					=					self.nodes[matching_string[0]]
							UpperCamelCase__				:					Optional[Any]					=					RadixNode(UpperCAmelCase_  ,					UpperCAmelCase_)
							UpperCamelCase__				:					str					=					aux_node

							if remaining_word == "":
									UpperCamelCase__				:					int					=					True
							else:
									self.nodes[matching_string[0]].insert(UpperCAmelCase_)

	def      __UpperCamelCase							(      self   :						Union[str, Any]  ,					UpperCAmelCase_   :						str):
			UpperCamelCase__				:					Optional[Any]					=					self.nodes.get(word[0]  ,					UpperCAmelCase_)
			if not incoming_node:
					return False
			else:
					UpperCamelCase__,	UpperCamelCase__,	UpperCamelCase__				:					int					=					incoming_node.match(
					    UpperCAmelCase_)
					# If there is remaining prefix, the word can't be on the tree
					if remaining_prefix != "":
							return False
					# This applies when the word and the prefix are equal
					elif remaining_word == "":
							return incoming_node.is_leaf
					# We have word remaining so we check the next node
					else:
							return incoming_node.find(UpperCAmelCase_)

	def      __UpperCamelCase							(      self   :						str  ,					UpperCAmelCase_   :						str):
			UpperCamelCase__				:					Optional[int]					=					self.nodes.get(word[0]  ,					UpperCAmelCase_)
			if not incoming_node:
					return False
			else:
					UpperCamelCase__,	UpperCamelCase__,	UpperCamelCase__				:					Union[str, Any]					=					incoming_node.match(
					    UpperCAmelCase_)
					# If there is remaining prefix, the word can't be on the tree
					if remaining_prefix != "":
							return False
					# We have word remaining so we check the next node
					elif remaining_word != "":
							return incoming_node.delete(UpperCAmelCase_)
					else:
							# If it is not a leaf, we don't have to delete
							if not incoming_node.is_leaf:
									return False
							else:
									# We delete the nodes if no edges go from it
									if len(incoming_node.nodes) == 0:
											del self.nodes[word[0]]
											# We merge the current node with its only child
											if len(self.nodes) == 1 and not self.is_leaf:
													UpperCamelCase__				:					List[str]					=					list(self.nodes.values())[0]
													UpperCamelCase__				:					Tuple					=					merging_node.is_leaf
													self.prefix += merging_node.prefix
													UpperCamelCase__				:					Tuple					=					merging_node.nodes
                    # If there is more than 1 edge, we just mark it as non-leaf
									elif len(incoming_node.nodes) > 1:
											UpperCamelCase__				:					str					=					False
									# If there is 1 edge, we merge it with its child
									else:
											UpperCamelCase__				:					List[Any]					=					list(incoming_node.nodes.values())[0]
											UpperCamelCase__				:					Optional[Any]					=					merging_node.is_leaf
											incoming_node.prefix += merging_node.prefix
											UpperCamelCase__				:					Union[str, Any]					=					merging_node.nodes

									return True





	def      __UpperCamelCase							(      self   :						str  ,					UpperCAmelCase_   :						int = 0):
			if self.prefix != "":
					print('-' * height  ,					self.prefix  ,					'  (leaf)' if self.is_leaf else '')

			for value in self.nodes.values():
					value.print_tree(height + 1)







def       __UpperCAmelCase						(  )							->     bool:
		UpperCamelCase__				:					Union[str, Any]					=					'banana bananas bandana band apple all beast'.split()
		UpperCamelCase__				:					List[Any]					=					RadixNode()
		root.insert_many(lowerCamelCase_)

		assert all(root.find(lowerCamelCase_) for word in words)
		assert not root.find('bandanas')
		assert not root.find('apps')
		root.delete('all')
		assert not root.find('all')
		root.delete('banana')
		assert not root.find('banana')
		assert root.find('bananas')

		return True







def       __UpperCAmelCase						(  )							->     None:
		assert test_trie()







def       __UpperCAmelCase						(  )							->     None:
		UpperCamelCase__				:					List[Any]					=					RadixNode()
		UpperCamelCase__				:					List[str]					=					'banana bananas bandanas bandana band apple all beast'.split()
		root.insert_many(lowerCamelCase_)

		print('Words:'     ,      lowerCamelCase_)
		print('Tree:')
		root.print_tree()


if __name__ == "__main__":
		main()




