





'''simple docstring'''

from __future__ import annotations

import unittest

from transformers import is_tf_available
from transformers.testing_utils import require_sentencepiece, require_tf, require_tokenizers, slow


if is_tf_available():
			import numpy as np
			import tensorflow as tf

			from transformers import TFXLMRobertaModel

@require_tf
@require_sentencepiece
@require_tokenizers
class       UpperCAmelCase (						unittest.TestCase  ):




		@slow
		def 				UpperCAmelCase__   (self      :	str				)					-> Union[str, Any]:
						lowercase         = TFXLMRobertaModel.from_pretrained("jplu/tf-xlm-roberta-base"				)

						lowercase         = {
						    "input_ids": tf.convert_to_tensor([[0, 2_6_4_6, 1_0_2_6_9, 8_3, 9_9_9_4_2, 2]]							,			dtype=tf.intaa				),  # "My dog is cute"
						    "attention_mask": tf.convert_to_tensor([[1, 1, 1, 1, 1, 1]]							,			dtype=tf.intaa				),
						}

						lowercase         = model(A__				)["last_hidden_state"]
						lowercase         = tf.TensorShape((1, 6, 7_6_8)				)
						self.assertEqual(output.shape							,			A__				)
						# compare the actual values for a slice.
						lowercase         = tf.convert_to_tensor(
						    [
						        [
						            [0.0_6_8_1_7_6_2, 0.1_0_8_9_4_4_5_1, 0.0_6_7_7_2_5_0_4],
						            [-0.0_6_4_2_3_6_6_8, 0.0_2_3_6_6_6_1_5, 0.0_4_3_2_9_3_4_4],
						            [-0.0_6_0_5_7_2_9_5, 0.0_9_9_7_4_1_3_5, -0.0_0_0_7_0_5_8_4],
						        ]
						    ]							,			dtype=tf.floataa							,			)

						self.assertTrue(np.allclose(output[:, :3, :3].numpy()							,			expected_slice.numpy()							,			atol=1e-4				)				)











'''simple docstring'''

# Algorithm for the pigeonhole sorting









def 							UpperCAmelCase_    (	lowerCAmelCase_							):

				"""simple docstring"""






				lowercase         = min(lowerCAmelCase_							)  # min() finds the minimum value
				lowercase         = max(lowerCAmelCase_							)  # max() finds the maximum value

				lowercase         = max_val - min_val + 1  # size is difference of max and min values plus one

				# list of pigeonholes of size equal to the variable size
				lowercase         = [0] * size

				# Populate the pigeonholes.
				for x in a:
								assert isinstance(lowerCAmelCase_		,							lowerCAmelCase_							), "integers only please"
								holes[x - min_val] += 1

				# Putting the elements back into the array in an order.
				lowercase         = 0
				for count in range(lowerCAmelCase_							):
								while holes[count] > 0:
												holes[count] -= 1
												lowercase         = count + min_val
												i += 1







def 							UpperCAmelCase_    (	):

				"""simple docstring"""






				lowercase         = [8, 3, 2, 7, 4, 6, 8]
				pigeonhole_sort(lowerCAmelCase_							)
				print("Sorted order is:"		,							" ".join(lowerCAmelCase_							)							)


if __name__ == "__main__":
			main()




