






"""simple docstring"""



import logging
import os
import sys
from pathlib import Path
from unittest.mock import patch

from parameterized import parameterized
from run_eval import run_generate
from run_eval_search import run_search

from transformers.testing_utils import CaptureStdout, TestCasePlus, slow
from utils import ROUGE_KEYS


logging.basicConfig(level=logging.DEBUG)
_lowerCAmelCase	:	Tuple				=      logging.getLogger()


def 	SCREAMING_SNAKE_CASE__       (  snake_case       : Path			,					snake_case       : list				)->		Tuple:






     '''simple docstring'''



     UpperCAmelCase__						:    Union[str, Any]							=							"\n".join(snake_case				)
     Path(snake_case				).open("w"				).writelines(snake_case				)


_lowerCAmelCase	:	Tuple				=      """patrickvonplaten/t5-tiny-random"""
_lowerCAmelCase	:	str				=      """sshleifer/bart-tiny-random"""
_lowerCAmelCase	:	Dict				=      """sshleifer/tiny-mbart"""

_lowerCAmelCase	:	Any				=      logging.StreamHandler(sys.stdout)
logger.addHandler(stream_handler)
logging.disable(logging.CRITICAL)  # remove noisy download output from tracebacks




class 			lowerCAmelCase__			(    __magic_name__   ):
   def       __a							(		self      :	List[str]							,			snake_case__      :	Tuple							):


        '''simple docstring'''
        UpperCAmelCase__						:    Optional[Any]							=							Path(self.get_auto_remove_tmp_dir()							) / "utest_input.source"
        UpperCAmelCase__						:    Any							=							input_file_name.parent / "utest_output.txt"
        assert not output_file_name.exists()
        UpperCAmelCase__						:    Union[str, Any]							=							[" New York (CNN)When Liana Barrientos was 23 years old, she got married in Westchester County."]
        _dump_articles(snake_case__							,			snake_case__							)

        UpperCAmelCase__						:    Union[str, Any]							=							str(Path(self.get_auto_remove_tmp_dir()							) / "scores.json"							)
        UpperCAmelCase__						:    str							=							"translation_en_to_de" if model == T5_TINY else "summarization"
        UpperCAmelCase__						:    Dict							=							f'\n            run_eval_search.py\n            {model}\n            {input_file_name}\n            {output_file_name}\n            --score_path {score_path}\n            --task {task}\n            --num_beams 2\n            --length_penalty 2.0\n            '.split()

        with patch.object(snake_case__							,			"argv"							,			snake_case__							):
             run_generate()
             assert Path(snake_case__							).exists()
             # os.remove(Path(output_file_name))
   def       __a							(		self      :	List[str]							):


        '''simple docstring'''
        self.run_eval_tester(snake_case__							)
   @parameterized.expand([BART_TINY, MBART_TINY]							)
   @slow
   def       __a							(		self      :	Optional[int]							,			snake_case__      :	Optional[int]							):


        '''simple docstring'''
        self.run_eval_tester(snake_case__							)




   @parameterized.expand([T5_TINY, MBART_TINY]							)
   @slow
   def       __a							(		self      :	Dict							,			snake_case__      :	Union[str, Any]							):


        '''simple docstring'''
        UpperCAmelCase__						:    Optional[Any]							=							Path(self.get_auto_remove_tmp_dir()							) / "utest_input.source"
        UpperCAmelCase__						:    Tuple							=							input_file_name.parent / "utest_output.txt"
        assert not output_file_name.exists()

        UpperCAmelCase__						:    List[Any]							=							{
            "en": ["Machine learning is great, isn't it?", "I like to eat bananas", "Tomorrow is another great day!"],
            "de": [
                "Maschinelles Lernen ist großartig, oder?",
                "Ich esse gerne Bananen",
                "Morgen ist wieder ein toller Tag!",
            ],
        }

        UpperCAmelCase__						:    Tuple							=							Path(self.get_auto_remove_tmp_dir()							)
        UpperCAmelCase__						:    int							=							str(tmp_dir / "scores.json"							)
        UpperCAmelCase__						:    Optional[int]							=							str(tmp_dir / "val.target"							)
        _dump_articles(snake_case__							,			text["en"]							)
        _dump_articles(snake_case__							,			text["de"]							)
        UpperCAmelCase__						:    List[str]							=							"translation_en_to_de" if model == T5_TINY else "summarization"
        UpperCAmelCase__						:    Optional[int]							=							f'\n            run_eval_search.py\n            {model}\n            {str(snake_case__							)}\n            {str(snake_case__							)}\n            --score_path {score_path}\n            --reference_path {reference_path}\n            --task {task}\n            '.split()
        testargs.extend(["--search", "num_beams=1:2 length_penalty=0.9:1.0"]							)

        with patch.object(snake_case__							,			"argv"							,			snake_case__							):
             with CaptureStdout() as cs:
                  run_search()
             UpperCAmelCase__						:    Optional[Any]							=							[" num_beams | length_penalty", model, "Best score args"]
             UpperCAmelCase__						:    Optional[Any]							=							["Info"]
             if "translation" in task:
                  expected_strings.append("bleu"							)
             else:
                  expected_strings.extend(snake_case__							)
             for w in expected_strings:
                  assert w in cs.out
             for w in un_expected_strings:
                  assert w not in cs.out
             assert Path(snake_case__							).exists()
             os.remove(Path(snake_case__							)							)










"""simple docstring"""



import functools
import logging
import os
import sys
import threading
from logging import (
    CRITICAL,  # NOQA
    DEBUG,  # NOQA
    ERROR,  # NOQA
    FATAL,  # NOQA
    INFO,  # NOQA
    NOTSET,  # NOQA
    WARN,  # NOQA
    WARNING,  # NOQA
)
from typing import Optional

import huggingface_hub.utils as hf_hub_utils
from tqdm import auto as tqdm_lib


_lowerCAmelCase	:	Union[str, Any]				=      threading.Lock()
_lowerCAmelCase	:	Optional[logging.Handler]				=      None

_lowerCAmelCase	:	Union[str, Any]				=      {
    """debug""": logging.DEBUG,
    """info""": logging.INFO,
    """warning""": logging.WARNING,
    """error""": logging.ERROR,
    """critical""": logging.CRITICAL,
}

_lowerCAmelCase	:	Dict				=      logging.WARNING

_lowerCAmelCase	:	Optional[Any]				=      True


def 	SCREAMING_SNAKE_CASE__       (  )->		List[str]:






     '''simple docstring'''



     UpperCAmelCase__						:    Union[str, Any]							=							os.getenv("TRANSFORMERS_VERBOSITY"			,					snake_case				)
     if env_level_str:
          if env_level_str in log_levels:
               return log_levels[env_level_str]
          else:
               logging.getLogger().warning(
                   f'Unknown option TRANSFORMERS_VERBOSITY={env_level_str}, '
                   f'has to be one of: { ", ".join(log_levels.keys()				) }'				)
     return _default_log_level


def 	SCREAMING_SNAKE_CASE__       (  )->		str:






     '''simple docstring'''



     return __name__.split("."				)[0]


def 	SCREAMING_SNAKE_CASE__       (  )->		logging.Logger:






     '''simple docstring'''



     return logging.getLogger(_get_library_name()				)


def 	SCREAMING_SNAKE_CASE__       (  )->		None:






     '''simple docstring'''



     global _default_handler

     with _lock:
          if _default_handler:
               # This library has already configured the library root logger.
               return
          UpperCAmelCase__						:    Any							=							logging.StreamHandler()  # Set sys.stderr as stream.
          UpperCAmelCase__						:    Union[str, Any]							=							sys.stderr.flush

          # Apply our default configuration to the library root logger.
          UpperCAmelCase__						:    Union[str, Any]							=							_get_library_root_logger()
          library_root_logger.addHandler(_default_handler				)
          library_root_logger.setLevel(_get_default_logging_level()				)
          UpperCAmelCase__						:    int							=							False


def 	SCREAMING_SNAKE_CASE__       (  )->		None:






     '''simple docstring'''



     global _default_handler

     with _lock:
          if not _default_handler:
               return

          UpperCAmelCase__						:    Union[str, Any]							=							_get_library_root_logger()
          library_root_logger.removeHandler(_default_handler				)
          library_root_logger.setLevel(logging.NOTSET				)
          UpperCAmelCase__						:    Optional[int]							=							None


def 	SCREAMING_SNAKE_CASE__       (  )->		Optional[int]:






     '''simple docstring'''



     return log_levels


def 	SCREAMING_SNAKE_CASE__       (  snake_case       : Optional[str] = None				)->		logging.Logger:






     '''simple docstring'''



     if name is None:
          UpperCAmelCase__						:    Tuple							=							_get_library_name()

     _configure_library_root_logger()
     return logging.getLogger(snake_case				)


def 	SCREAMING_SNAKE_CASE__       (  )->		int:






     '''simple docstring'''



     _configure_library_root_logger()
     return _get_library_root_logger().getEffectiveLevel()


def 	SCREAMING_SNAKE_CASE__       (  snake_case       : int				)->		None:






     '''simple docstring'''



     _configure_library_root_logger()
     _get_library_root_logger().setLevel(snake_case				)


def 	SCREAMING_SNAKE_CASE__       (  )->		Optional[Any]:






     '''simple docstring'''



     return set_verbosity(snake_case				)


def 	SCREAMING_SNAKE_CASE__       (  )->		List[str]:






     '''simple docstring'''



     return set_verbosity(snake_case				)


def 	SCREAMING_SNAKE_CASE__       (  )->		Tuple:






     '''simple docstring'''



     return set_verbosity(snake_case				)


def 	SCREAMING_SNAKE_CASE__       (  )->		str:






     '''simple docstring'''



     return set_verbosity(snake_case				)


def 	SCREAMING_SNAKE_CASE__       (  )->		None:






     '''simple docstring'''



     _configure_library_root_logger()

     assert _default_handler is not None
     _get_library_root_logger().removeHandler(_default_handler				)


def 	SCREAMING_SNAKE_CASE__       (  )->		None:






     '''simple docstring'''



     _configure_library_root_logger()

     assert _default_handler is not None
     _get_library_root_logger().addHandler(_default_handler				)


def 	SCREAMING_SNAKE_CASE__       (  snake_case       : logging.Handler				)->		None:






     '''simple docstring'''



     _configure_library_root_logger()

     assert handler is not None
     _get_library_root_logger().addHandler(snake_case				)


def 	SCREAMING_SNAKE_CASE__       (  snake_case       : logging.Handler				)->		None:






     '''simple docstring'''



     _configure_library_root_logger()

     assert handler is not None and handler not in _get_library_root_logger().handlers
     _get_library_root_logger().removeHandler(snake_case				)


def 	SCREAMING_SNAKE_CASE__       (  )->		None:






     '''simple docstring'''



     _configure_library_root_logger()
     UpperCAmelCase__						:    Dict							=							False


def 	SCREAMING_SNAKE_CASE__       (  )->		None:






     '''simple docstring'''



     _configure_library_root_logger()
     UpperCAmelCase__						:    List[Any]							=							True


def 	SCREAMING_SNAKE_CASE__       (  )->		None:






     '''simple docstring'''



     UpperCAmelCase__						:    Union[str, Any]							=							_get_library_root_logger().handlers

     for handler in handlers:
          UpperCAmelCase__						:    Union[str, Any]							=							logging.Formatter("[%(levelname)s|%(filename)s:%(lineno)s] %(asctime)s >> %(message)s"				)
          handler.setFormatter(snake_case				)


def 	SCREAMING_SNAKE_CASE__       (  )->		None:






     '''simple docstring'''



     UpperCAmelCase__						:    Any							=							_get_library_root_logger().handlers

     for handler in handlers:
          handler.setFormatter(snake_case				)


def 	SCREAMING_SNAKE_CASE__       (  self       : Optional[int]			,					*snake_case       : List[str]			,					**snake_case       : str				)->		Union[str, Any]:






     '''simple docstring'''



     UpperCAmelCase__						:    Union[str, Any]							=							os.getenv("TRANSFORMERS_NO_ADVISORY_WARNINGS"			,					snake_case				)
     if no_advisory_warnings:
          return
     self.warning(*snake_case			,					**snake_case				)


_lowerCAmelCase	:	int				=      warning_advice


@functools.lru_cache(snake_case				)
def 	SCREAMING_SNAKE_CASE__       (  self       : Optional[Any]			,					*snake_case       : Dict			,					**snake_case       : Any				)->		Any:






     '''simple docstring'''



     self.warning(*snake_case			,					**snake_case				)


_lowerCAmelCase	:	Tuple				=      warning_once




class 			lowerCAmelCase__			:
   def __init__(		self      :	List[str]							,			*snake_case__      :	Any							,			**snake_case__      :	List[str]							):  # pylint: disable=unused-argument


        '''simple docstring'''
        UpperCAmelCase__						:    List[Any]							=							args[0] if args else None
   def __iter__(		self      :	Any							):


        '''simple docstring'''
        return iter(self._iterator							)
   def __getattr__(		self      :	List[Any]							,			snake_case__      :	Tuple							):


        '''simple docstring'''

        def empty_fn(*snake_case__      :	Dict							,			**snake_case__      :	str							):  # pylint: disable=unused-argument
             return

        return empty_fn
   def __enter__(		self      :	Optional[Any]							):


        '''simple docstring'''
        return self




   def __exit__(		self      :	Tuple							,			snake_case__      :	Tuple							,			snake_case__      :	Any							,			snake_case__      :	Optional[int]							):


        '''simple docstring'''
        return




class 			lowerCAmelCase__			:
   def __call__(		self      :	Optional[Any]							,			*snake_case__      :	Optional[Any]							,			**snake_case__      :	Tuple							):


        '''simple docstring'''
        if _tqdm_active:
             return tqdm_lib.tqdm(*snake_case__							,			**snake_case__							)
        else:
             return EmptyTqdm(*snake_case__							,			**snake_case__							)
   def       __a							(		self      :	Dict							,			*snake_case__      :	List[str]							,			**snake_case__      :	Union[str, Any]							):


        '''simple docstring'''
        UpperCAmelCase__						:    Dict							=							None
        if _tqdm_active:
             return tqdm_lib.tqdm.set_lock(*snake_case__							,			**snake_case__							)




   def       __a							(		self      :	Tuple							):


        '''simple docstring'''
        if _tqdm_active:
             return tqdm_lib.tqdm.get_lock()




_lowerCAmelCase	:	Optional[int]				=      _tqdm_cls()


def 	SCREAMING_SNAKE_CASE__       (  )->		bool:






     '''simple docstring'''



     global _tqdm_active
     return bool(_tqdm_active				)


def 	SCREAMING_SNAKE_CASE__       (  )->		List[Any]:






     '''simple docstring'''



     global _tqdm_active
     UpperCAmelCase__						:    int							=							True
     hf_hub_utils.enable_progress_bars()



def 	SCREAMING_SNAKE_CASE__       (  )->		List[Any]:






     '''simple docstring'''



     global _tqdm_active
     UpperCAmelCase__						:    Optional[Any]							=							False
     hf_hub_utils.disable_progress_bars()


