





# Copyright 2023 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
#     http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
import torch

from ..models.auto import AutoModelForSequenceClassification, AutoTokenizer
from .base import PipelineTool






class        _a(    __A    ):
		lowerCamelCase__     :Tuple   				=		'facebook/bart-large-mnli'
		lowerCamelCase__     :List[str]   				=		(
		    'This is a tool that classifies an English text using provided labels. It takes two inputs: `text`, which '
		    'should be the text to classify, and `labels`, which should be the list of labels to use for classification. '
		    'It returns the most likely label in the list of provided `labels` for the input text.'
		)
		lowerCamelCase__     :Tuple   				=		'text_classifier'
		lowerCamelCase__     :Tuple   				=		AutoTokenizer
		lowerCamelCase__     :int   				=		AutoModelForSequenceClassification

		lowerCamelCase__     :Optional[int]   				=		['text', ['text']]
		lowerCamelCase__     :str   				=		['text']







		def        lowercase       (    self				)      ->      Optional[Any]:


							'''simple docstring'''

							super().setup()
							_snake_case       :					int				       =   self.model.config
							_snake_case       :					List[str]				       =   -1
							for idx, label in config.idalabel.items():
												if label.lower().startswith("entail"				):
																	_snake_case       :					str				       =   int(__snake_case				)
							if self.entailment_id == -1:
												raise ValueError("Could not determine the entailment ID from the model config, please pass it at init."				)







		def        lowercase       (    self ,						__snake_case ,						__snake_case				)      ->      Tuple:


							'''simple docstring'''

							_snake_case       :					int				       =   labels
							return self.pre_processor(
							    [text] * len(__snake_case				) ,						[f"""This example is {label}""" for label in labels] ,						return_tensors="pt" ,						padding="max_length" ,						)







		def        lowercase       (    self ,						__snake_case				)      ->      Any:


							'''simple docstring'''

							_snake_case       :					Optional[Any]				       =   outputs.logits
							_snake_case       :					List[Any]				       =   torch.argmax(logits[:, 2]				).item()
							return self._labels[label_id]






import sys
import turtle







def    A				(							UpperCAmelCase  ,  UpperCAmelCase				):
					return (pa[0] + pa[0]) / 2, (pa[1] + pa[1]) / 2







def    A				(							UpperCAmelCase  ,  UpperCAmelCase  ,  UpperCAmelCase  ,  UpperCAmelCase  ,  ):
					my_pen.up()
					my_pen.goto(vertexa[0]  ,  vertexa[1]				)
					my_pen.down()
					my_pen.goto(vertexa[0]  ,  vertexa[1]				)
					my_pen.goto(vertexa[0]  ,  vertexa[1]				)
					my_pen.goto(vertexa[0]  ,  vertexa[1]				)

					if depth == 0:
										return

					triangle(UpperCAmelCase  ,  get_mid(UpperCAmelCase  ,  UpperCAmelCase				)  ,  get_mid(UpperCAmelCase  ,  UpperCAmelCase				)  ,  depth - 1				)
					triangle(UpperCAmelCase  ,  get_mid(UpperCAmelCase  ,  UpperCAmelCase				)  ,  get_mid(UpperCAmelCase  ,  UpperCAmelCase				)  ,  depth - 1				)
					triangle(UpperCAmelCase  ,  get_mid(UpperCAmelCase  ,  UpperCAmelCase				)  ,  get_mid(UpperCAmelCase  ,  UpperCAmelCase				)  ,  depth - 1				)


if __name__ == "__main__":
							if len(sys.argv) != 2:
														raise ValueError(
														    'Correct format for using this script: '
														    'python fractals.py <int:depth_for_fractal>'
														)
							__lowerCAmelCase :Any     =    turtle.Turtle()
							my_pen.ht()
							my_pen.speed(5)
							my_pen.pencolor('red')

							__lowerCAmelCase :Optional[int]     =    [(-1_75, -1_25), (0, 1_75), (1_75, -1_25)]  # vertices of triangle
							triangle(vertices[0], vertices[1], vertices[2], int(sys.argv[1]))