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

import run_glue_deebert

from transformers.testing_utils import TestCasePlus, get_gpu_count, require_torch_non_multi_gpu, slow


logging.basicConfig(level=logging.DEBUG)

lowercase__		:Dict			  =   logging.getLogger()



def 	UpperCamelCase   (							):
					'''simple docstring'''
					lowercase						     =						argparse.ArgumentParser()
					parser.add_argument('''-f'''		)
					lowercase						     =						parser.parse_args()
					return args.f







class     lowercase		( SCREAMING_SNAKE_CASE__		):




							def 			A__				(    self):
												lowercase						     =						logging.StreamHandler(sys.stdout)
												logger.addHandler(A__)




							def 			A__				(    self       ,A__):
												lowercase						     =						get_gpu_count()

												if n_gpu > 1:
																	pass
																	# XXX: doesn't quite work with n_gpu > 1 https://github.com/huggingface/transformers/issues/10560
																	# script = f"{self.examples_dir_str}/research_projects/deebert/run_glue_deebert.py"
																	# distributed_args = f"-m torch.distributed.launch --nproc_per_node={n_gpu} {script}".split()
																	# cmd = [sys.executable] + distributed_args + args
																	# execute_subprocess_async(cmd, env=self.get_env())
																	# XXX: test the results - need to save them first into .json file
												else:
																	args.insert(0       ,'''run_glue_deebert.py''')
																	with patch.object(A__       ,'''argv'''       ,A__):
																						lowercase						     =						run_glue_deebert.main()
																						for value in result.values():
																											self.assertGreaterEqual(A__       ,0.666)





							@slow
							@require_torch_non_multi_gpu
							def 			A__				(    self):
												lowercase						     =						'''
            --model_type roberta
            --model_name_or_path roberta-base
            --task_name MRPC
            --do_train
            --do_eval
            --do_lower_case
            --data_dir ./tests/fixtures/tests_samples/MRPC/
            --max_seq_length 128
            --per_gpu_eval_batch_size=1
            --per_gpu_train_batch_size=8
            --learning_rate 2e-4
            --num_train_epochs 3
            --overwrite_output_dir
            --seed 42
            --output_dir ./examples/deebert/saved_models/roberta-base/MRPC/two_stage
            --plot_data_dir ./examples/deebert/results/
            --save_steps 0
            --overwrite_cache
            --eval_after_first_stage
            '''.split()
												self.run_and_check(A__)

												lowercase						     =						'''
            --model_type roberta
            --model_name_or_path ./examples/deebert/saved_models/roberta-base/MRPC/two_stage
            --task_name MRPC
            --do_eval
            --do_lower_case
            --data_dir ./tests/fixtures/tests_samples/MRPC/
            --output_dir ./examples/deebert/saved_models/roberta-base/MRPC/two_stage
            --plot_data_dir ./examples/deebert/results/
            --max_seq_length 128
            --eval_each_highway
            --eval_highway
            --overwrite_cache
            --per_gpu_eval_batch_size=1
            '''.split()
												self.run_and_check(A__)

												lowercase						     =						'''
            --model_type roberta
            --model_name_or_path ./examples/deebert/saved_models/roberta-base/MRPC/two_stage
            --task_name MRPC
            --do_eval
            --do_lower_case
            --data_dir ./tests/fixtures/tests_samples/MRPC/
            --output_dir ./examples/deebert/saved_models/roberta-base/MRPC/two_stage
            --plot_data_dir ./examples/deebert/results/
            --max_seq_length 128
            --early_exit_entropy 0.1
            --eval_highway
            --overwrite_cache
            --per_gpu_eval_batch_size=1
            '''.split()
												self.run_and_check(A__)






lowercase__		:Any			  =   8.3_144_598



def 	UpperCamelCase   (							lowerCAmelCase__			,      lowerCAmelCase__		):
					'''simple docstring'''
					if temperature < 0:
										raise Exception('''Temperature cannot be less than 0 K'''		)
					if molar_mass <= 0:
										raise Exception('''Molar mass cannot be less than or equal to 0 kg/mol'''		)
					else:
										return (3 * UNIVERSAL_GAS_CONSTANT * temperature / molar_mass) ** 0.5


if __name__ == "__main__":
							import doctest

							# run doctest
							doctest.testmod()

							# example
							lowercase__		:Optional[Any]			  =   300
							lowercase__		:List[Any]			  =   28
							lowercase__		:Dict			  =   rms_speed_of_molecule(temperature, molar_mass)
							print(F'Vrms of Nitrogen gas at 300 K is {vrms} m/s')




