

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


_UpperCAmelCase						:  Union[str, Any]									=			["""text""", """image""", """audio"""]





def    __lowerCamelCase      (					UpperCamelCase__ ):







							'''simple docstring'''






							snake_case_     							=       []

							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(3000 ) )
														elif isinstance(UpperCamelCase__  ,				UpperCamelCase__ ):
																					inputs.append(create_inputs(UpperCamelCase__ ) )
														else:
																					raise ValueError(F'''Invalid type requested: {input_type}''' )

							return inputs





def    __lowerCamelCase      (					UpperCamelCase__ ):







							'''simple docstring'''






							snake_case_     							=       []

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

							return output_types







@is_tool_test
class 					lowercase							:




				def        a				(   self			):
											self.assertTrue(hasattr(self.tool ,  'inputs'			)			)
											self.assertTrue(hasattr(self.tool ,  'outputs'			)			)

											snake_case_     							=       self.tool.inputs
											for _input in inputs:
																		if isinstance(_input ,  snake_case			):
																									for __input in _input:
																																self.assertTrue(__input in authorized_types			)
																		else:
																									self.assertTrue(_input in authorized_types			)

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




				def        a				(   self			):
											snake_case_     							=       create_inputs(self.tool.inputs			)
											snake_case_     							=       self.tool(*snake_case			)

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

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




				def        a				(   self			):
											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        a				(   self			):
											snake_case_     							=       create_inputs(self.tool.inputs			)
											snake_case_     							=       self.tool(*snake_case			)

											if not isinstance(snake_case ,  snake_case			):
																		snake_case_     							=       [outputs]

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

											for output, output_type in zip(snake_case ,  self.tool.outputs			):
																		snake_case_     							=       AGENT_TYPE_MAPPING[output_type]
																		self.assertTrue(isinstance(snake_case ,  snake_case			)			)




				def        a				(   self			):
											snake_case_     							=       create_inputs(self.tool.inputs			)

											snake_case_     							=       []

											for _input, input_type in zip(snake_case ,  self.tool.inputs			):
																		if isinstance(snake_case ,  snake_case			):
																									_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
											snake_case_     							=       self.tool(*snake_case			)

											if not isinstance(snake_case ,  snake_case			):
																		snake_case_     							=       [outputs]

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







from collections.abc import Callable







class 					lowercase							:




				def __init__(   self ,  snake_case = None			):
											# Stores actual heap items.
											snake_case_     							=       []
											# Stores indexes of each item for supporting updates and deletion.
											snake_case_     							=       {}
											# Stores current size of heap.
											snake_case_     							=       0
											# Stores function used to evaluate the score of an item on which basis ordering
											# will be done.
											snake_case_     							=       key or (lambda snake_case			: x)




				def        a				(   self ,  snake_case			):
											return int((i - 1) / 2			) if i > 0 else None




				def        a				(   self ,  snake_case			):
											snake_case_     							=       int(2 * i + 1			)
											return left if 0 < left < self.size else None




				def        a				(   self ,  snake_case			):
											snake_case_     							=       int(2 * i + 2			)
											return right if 0 < right < self.size else None




				def        a				(   self ,  snake_case ,  snake_case			):
											snake_case_							,       snake_case_     							=       (
											    self.pos_map[self.arr[j][0]],
											    self.pos_map[self.arr[i][0]],
											)
											# Then swap the items in the list.
											snake_case_							,       snake_case_     							=       self.arr[j], self.arr[i]




				def        a				(   self ,  snake_case ,  snake_case			):
											return self.arr[i][1] < self.arr[j][1]




				def        a				(   self ,  snake_case			):
											snake_case_     							=       self._left(snake_case			)
											snake_case_     							=       self._right(snake_case			)
											snake_case_     							=       i

											if left is not None and not self._cmp(snake_case ,  snake_case			):
																		snake_case_     							=       left
											if right is not None and not self._cmp(snake_case ,  snake_case			):
																		snake_case_     							=       right

											return valid_parent




				def        a				(   self ,  snake_case			):
											snake_case_     							=       self._parent(snake_case			)
											while parent is not None and not self._cmp(snake_case ,  snake_case			):
																		self._swap(snake_case ,  snake_case			)
																		snake_case_							,       snake_case_     							=       parent, self._parent(snake_case			)




				def        a				(   self ,  snake_case			):
											snake_case_     							=       self._get_valid_parent(snake_case			)
											while valid_parent != index:
																		self._swap(snake_case ,  snake_case			)
																		snake_case_							,       snake_case_     							=       valid_parent, self._get_valid_parent(snake_case			)




				def        a				(   self ,  snake_case ,  snake_case			):
											if item not in self.pos_map:
																		return
											snake_case_     							=       self.pos_map[item]
											snake_case_     							=       [item, self.key(snake_case			)]
											# Make sure heap is right in both up and down direction.
											# Ideally only one of them will make any change.
											self._heapify_up(snake_case			)
											self._heapify_down(snake_case			)




				def        a				(   self ,  snake_case			):
											if item not in self.pos_map:
																		return
											snake_case_     							=       self.pos_map[item]
											del self.pos_map[item]
											snake_case_     							=       self.arr[self.size - 1]
											snake_case_     							=       index
											self.size -= 1
											# Make sure heap is right in both up and down direction. Ideally only one
											# of them will make any change- so no performance loss in calling both.
											if self.size > index:
																		self._heapify_up(snake_case			)
																		self._heapify_down(snake_case			)




				def        a				(   self ,  snake_case ,  snake_case			):
											snake_case_     							=       len(self.arr			)
											if arr_len == self.size:
																		self.arr.append([item, self.key(snake_case			)]			)
											else:
																		snake_case_     							=       [item, self.key(snake_case			)]
											snake_case_     							=       self.size
											self.size += 1
											self._heapify_up(self.size - 1			)




				def        a				(   self			):
											return self.arr[0] if self.size else None




				def        a				(   self			):
											snake_case_     							=       self.get_top()
											if top_item_tuple:
																		self.delete_item(top_item_tuple[0]			)
											return top_item_tuple





def    __lowerCamelCase      (					):







							'''simple docstring'''








if __name__ == "__main__":
					import doctest

					doctest.testmod()




