
import argparse
import logging
import sys
from unittest.mock import patch

import run_glue_with_pabee

from transformers.testing_utils import TestCasePlus


logging.basicConfig(level=logging.DEBUG)

__lowerCAmelCase				      =					logging.getLogger()


def       a			(   )    ->Union[str, Any]:




			'''simple docstring'''


			SCREAMING_SNAKE_CASE    	=   argparse.ArgumentParser()
			parser.add_argument('''-f'''  )
			SCREAMING_SNAKE_CASE    	=   parser.parse_args()
			return args.f





class 						lowerCamelCase			(					__lowerCamelCase				):







	def    snake_case__    (    self			:str )		->			Any:







				"""simple docstring"""






				SCREAMING_SNAKE_CASE    	=   logging.StreamHandler(sys.stdout )
				logger.addHandler(lowercase )

				SCREAMING_SNAKE_CASE    	=   self.get_auto_remove_tmp_dir()
				SCREAMING_SNAKE_CASE    	=   f"""
            run_glue_with_pabee.py
            --model_type albert
            --model_name_or_path albert-base-v2
            --data_dir ./tests/fixtures/tests_samples/MRPC/
            --output_dir {tmp_dir}
            --overwrite_output_dir
            --task_name mrpc
            --do_train
            --do_eval
            --per_gpu_train_batch_size=2
            --per_gpu_eval_batch_size=1
            --learning_rate=2e-5
            --max_steps=50
            --warmup_steps=2
            --seed=42
            --max_seq_length=128
            """.split()

				with patch.object(lowercase      ,    '''argv'''      ,    lowercase ):
							SCREAMING_SNAKE_CASE    	=   run_glue_with_pabee.main()
							for value in result.values():
										self.assertGreaterEqual(lowercase      ,    0.75 )

from __future__ import annotations

__lowerCAmelCase				      =					[2, 1, 4, 5, 6, 0, 8, 9, 1, 2, 0, 6, 4, 2, 0, 6, 5, 3, 2, 7]





class 						lowerCamelCase			:







	def __init__(    self			:List[str]      ,    lowercase			:int )		->			None:







				"""simple docstring"""






				SCREAMING_SNAKE_CASE    	=   -1
				SCREAMING_SNAKE_CASE    	=   -1
				SCREAMING_SNAKE_CASE    	=   [-1] * length
				SCREAMING_SNAKE_CASE    	=   None
				SCREAMING_SNAKE_CASE    	=   None







	def __repr__(    self			:List[Any] )		->			str:







				"""simple docstring"""






				return f"""Node(min_value={self.minn} max_value={self.maxx})"""



def       a			(   a  )    ->Node | None:




			'''simple docstring'''


			SCREAMING_SNAKE_CASE    	=   Node(len(a  )  )
			SCREAMING_SNAKE_CASE	,       SCREAMING_SNAKE_CASE    	=   min(a  ), max(a  )
			# Leaf node case where the node contains only one unique value
			if root.minn == root.maxx:
						return root
			SCREAMING_SNAKE_CASE    	=   (root.minn + root.maxx) // 2

			SCREAMING_SNAKE_CASE    	=   []
			SCREAMING_SNAKE_CASE    	=   []

			for index, num in enumerate(a  ):
						if num <= pivot:
									left_arr.append(a  )
						else:
									right_arr.append(a  )
						SCREAMING_SNAKE_CASE    	=   len(a  )
			SCREAMING_SNAKE_CASE    	=   build_tree(a  )
			SCREAMING_SNAKE_CASE    	=   build_tree(a  )
			return root


def       a			(   a		,	a		,	a  )    ->int:




			'''simple docstring'''


			if index < 0 or node is None:
						return 0
			# Leaf node cases
			if node.minn == node.maxx:
						return index + 1 if node.minn == num else 0
			SCREAMING_SNAKE_CASE    	=   (node.minn + node.maxx) // 2
			if num <= pivot:
						# go the left subtree and map index to the left subtree
						return rank_till_index(node.left		,	a		,	node.map_left[index] - 1  )
			else:
						# go to the right subtree and map index to the right subtree
						return rank_till_index(node.right		,	a		,	index - node.map_left[index]  )


def       a			(   a		,	a		,	a		,	a  )    ->int:




			'''simple docstring'''


			if start > end:
						return 0
			SCREAMING_SNAKE_CASE    	=   rank_till_index(a		,	a		,	a  )
			SCREAMING_SNAKE_CASE    	=   rank_till_index(a		,	a		,	start - 1  )
			return rank_till_end - rank_before_start


def       a			(   a		,	a		,	a		,	a  )    ->int:




			'''simple docstring'''


			if index > (end - start) or start > end or node is None:
						return -1
			# Leaf node case
			if node.minn == node.maxx:
						return node.minn
			# Number of elements in the left subtree in interval [start, end]
			SCREAMING_SNAKE_CASE    	=   node.map_left[end] - (
			    node.map_left[start - 1] if start else 0
			)
			if num_elements_in_left_tree > index:
						return quantile(
						    node.left		,	a		,	(node.map_left[start - 1] if start else 0)		,	node.map_left[end] - 1		,	)
			else:
						return quantile(
						    node.right		,	index - num_elements_in_left_tree		,	start - (node.map_left[start - 1] if start else 0)		,	end - node.map_left[end]		,	)


def       a			(   a		,	a		,	a		,	a		,	a  )    ->int:




			'''simple docstring'''


			if (
			    start > end
			    or node is None
			    or start_num > end_num
			    or node.minn > end_num
			    or node.maxx < start_num
			):
						return 0
			if start_num <= node.minn and node.maxx <= end_num:
						return end - start + 1
			SCREAMING_SNAKE_CASE    	=   range_counting(
			    node.left		,	(node.map_left[start - 1] if start else 0)		,	node.map_left[end] - 1		,	a		,	a		,	)
			SCREAMING_SNAKE_CASE    	=   range_counting(
			    node.right		,	start - (node.map_left[start - 1] if start else 0)		,	end - node.map_left[end]		,	a		,	a		,	)
			return left + right


if __name__ == "__main__":
							import doctest

							doctest.testmod()