


'''simple docstring'''



import importlib.metadata
import operator
import re
import sys
from typing import Optional

from packaging import version


__A	={
    '<': operator.lt,
    '<=': operator.le,
    '==': operator.eq,
    '!=': operator.ne,
    '>=': operator.ge,
    '>': operator.gt,
}







def     _UpperCamelCase      (		UpperCamelCase__ ,      UpperCamelCase__ ,      UpperCamelCase__ ,      UpperCamelCase__ ,      UpperCamelCase__ ,      UpperCamelCase__					):
			if got_ver is None or want_ver is None:
						raise ValueError(
						    f'''Unable to compare versions for {requirement}: need={want_ver} found={got_ver}. This is unusual. Consider'''
						    f''' reinstalling {pkg}.'''					)
			if not ops[op](version.parse(UpperCamelCase__					) ,      version.parse(UpperCamelCase__					)					):
						raise ImportError(
						    f'''{requirement} is required for a normal functioning of this module, but found {pkg}=={got_ver}.{hint}'''					)







def     _UpperCamelCase      (		UpperCamelCase__ ,      UpperCamelCase__ = None					):
			UpperCAmelCase__  :					Tuple        =     f'''\n{hint}''' if hint is not None else """"""

			# non-versioned check
			if re.match(R"""^[\w_\-\d]+$""" ,      UpperCamelCase__					):
						UpperCAmelCase__   ,       UpperCAmelCase__   ,       UpperCAmelCase__  :					List[Any]        =     requirement, None, None
			else:
						UpperCAmelCase__  :					List[str]        =     re.findall(R"""^([^!=<>\s]+)([\s!=<>]{1,2}.+)""" ,      UpperCamelCase__					)
						if not match:
									raise ValueError(
									    """requirement needs to be in the pip package format, .e.g., package_a==1.23, or package_b>=1.23, but"""
									    f''' got {requirement}'''					)
						UpperCAmelCase__   ,       UpperCAmelCase__  :					Optional[int]        =     match[0]
						UpperCAmelCase__  :					Dict        =     want_full.split(""","""					)  # there could be multiple requirements
						UpperCAmelCase__  :					Dict        =     {}
						for w in want_range:
									UpperCAmelCase__  :					Union[str, Any]        =     re.findall(R"""^([\s!=<>]{1,2})(.+)""" ,      UpperCamelCase__					)
									if not match:
												raise ValueError(
												    """requirement needs to be in the pip package format, .e.g., package_a==1.23, or package_b>=1.23,"""
												    f''' but got {requirement}'''					)
									UpperCAmelCase__   ,       UpperCAmelCase__  :					List[Any]        =     match[0]
									UpperCAmelCase__  :					Union[str, Any]        =     want_ver
									if op not in ops:
												raise ValueError(f'''{requirement}: need one of {list(ops.keys()					)}, but got {op}'''					)

    # special case
			if pkg == "python":
						UpperCAmelCase__  :					Any        =     """.""".join([str(UpperCamelCase__					) for x in sys.version_info[:3]]					)
						for op, want_ver in wanted.items():
									_compare_versions(UpperCamelCase__ ,      UpperCamelCase__ ,      UpperCamelCase__ ,      UpperCamelCase__ ,      UpperCamelCase__ ,      UpperCamelCase__					)
						return

			# check if any version is installed
			try:
						UpperCAmelCase__  :					int        =     importlib.metadata.version(UpperCamelCase__					)
			except importlib.metadata.PackageNotFoundError:
						raise importlib.metadata.PackageNotFoundError(
						    f'''The \'{requirement}\' distribution was not found and is required by this application. {hint}'''					)

			# check that the right version is installed if version number or a range was provided
			if want_ver is not None:
						for op, want_ver in wanted.items():
									_compare_versions(UpperCamelCase__ ,      UpperCamelCase__ ,      UpperCamelCase__ ,      UpperCamelCase__ ,      UpperCamelCase__ ,      UpperCamelCase__					)







def     _UpperCamelCase      (		UpperCamelCase__					):
			UpperCAmelCase__  :					List[str]        =     """Try: pip install transformers -U or pip install -e '.[dev]' if you're working with git main"""
			return require_version(UpperCamelCase__ ,      UpperCamelCase__					)



'''simple docstring'''



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)

__A	=logging.getLogger()







def     _UpperCamelCase      (		):
			UpperCAmelCase__  :					List[Any]        =     argparse.ArgumentParser()
			parser.add_argument("""-f"""					)
			UpperCAmelCase__  :					Optional[Any]        =     parser.parse_args()
			return args.f


class 		_snake_case					(     a__	):




					def 				snake_case__						(      self):
								UpperCAmelCase__  :					Tuple        =     logging.StreamHandler(sys.stdout)
								logger.addHandler(_lowerCamelCase)




					def 				snake_case__						(      self							,							_lowerCamelCase):
								UpperCAmelCase__  :					Any        =     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(_lowerCamelCase							,							"""argv"""							,							_lowerCamelCase):
														UpperCAmelCase__  :					Union[str, Any]        =     run_glue_deebert.main()
														for value in result.values():
																	self.assertGreaterEqual(_lowerCamelCase							,							0.666)




					@slow
					@require_torch_non_multi_gpu
					def 				snake_case__						(      self):
								UpperCAmelCase__  :					List[str]        =     """
            --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(_lowerCamelCase)

								UpperCAmelCase__  :					Dict        =     """
            --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(_lowerCamelCase)

								UpperCAmelCase__  :					Any        =     """
            --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(_lowerCamelCase)