






import copy
import tempfile
import unittest

from huggingface_hub import HfFolder, delete_repo
from parameterized import parameterized
from requests.exceptions import HTTPError

from transformers import AutoConfig, GenerationConfig
from transformers.testing_utils import TOKEN, USER, is_staging_test




class       snake_case__ (				unittest.TestCase):

       '''simple docstring'''



       @parameterized.expand([(None,), ("""foo.json""",)]     )
       def        __lowercase    (				self      ,    a__     )			->   List[str]:






            '''simple docstring'''





            __snake_case      :str 							=    GenerationConfig(
                do_sample=a__      ,    temperature=0.7      ,    length_penalty=1.0      ,    bad_words_ids=[[1, 2, 3], [4, 5]]      ,    )
            with tempfile.TemporaryDirectory() as tmp_dir:
                 config.save_pretrained(a__      ,    config_name=a__     )
                 __snake_case      :Optional[int] 							=    GenerationConfig.from_pretrained(a__      ,    config_name=a__     )

            # Checks parameters that were specified
            self.assertEqual(loaded_config.do_sample      ,    a__     )
            self.assertEqual(loaded_config.temperature      ,    0.7     )
            self.assertEqual(loaded_config.length_penalty      ,    1.0     )
            self.assertEqual(loaded_config.bad_words_ids      ,    [[1, 2, 3], [4, 5]]     )

            # Checks parameters that were not specified (defaults)
            self.assertEqual(loaded_config.top_k      ,    50     )
            self.assertEqual(loaded_config.max_length      ,    20     )
            self.assertEqual(loaded_config.max_time      ,    a__     )



       def        __lowercase    (				self     )			->   Optional[int]:






            '''simple docstring'''





            __snake_case      :Any 							=    AutoConfig.from_pretrained("""gpt2"""     )
            __snake_case      :Any 							=    GenerationConfig.from_model_config(a__     )
            __snake_case      :List[Any] 							=    GenerationConfig()

            # The generation config has loaded a few non-default parameters from the model config
            self.assertNotEqual(a__      ,    a__     )

            # One of those parameters is eos_token_id -- check if it matches
            self.assertNotEqual(generation_config_from_model.eos_token_id      ,    default_generation_config.eos_token_id     )
            self.assertEqual(generation_config_from_model.eos_token_id      ,    model_config.eos_token_id     )



       def        __lowercase    (				self     )			->   Dict:






            '''simple docstring'''





            __snake_case      :Union[str, Any] 							=    GenerationConfig()
            __snake_case      :Dict 							=    {
                """max_new_tokens""": 10_24,
                """foo""": """bar""",
            }
            __snake_case      :int 							=    copy.deepcopy(a__     )
            __snake_case      :Optional[int] 							=    generation_config.update(**a__     )

            # update_kwargs was not modified (no side effects)
            self.assertEqual(a__      ,    a__     )

            # update_kwargs was used to update the config on valid attributes
            self.assertEqual(generation_config.max_new_tokens      ,    10_24     )

            # `.update()` returns a dictionary of unused kwargs
            self.assertEqual(a__      ,    {"""foo""": """bar"""}     )



       def        __lowercase    (				self     )			->   List[Any]:






            '''simple docstring'''





            __snake_case      :int 							=    GenerationConfig()
            __snake_case      :str 							=    """bar"""

            with tempfile.TemporaryDirectory("""test-generation-config"""     ) as tmp_dir:
                 generation_config.save_pretrained(a__     )

                 __snake_case      :int 							=    GenerationConfig.from_pretrained(a__     )
            # update_kwargs was used to update the config on valid attributes
            self.assertEqual(new_config.foo      ,    """bar"""     )

            __snake_case      :Optional[int] 							=    GenerationConfig.from_model_config(a__     )
            assert not hasattr(a__      ,    """foo"""     )  # no new kwargs should be initialized if from config



       def        __lowercase    (				self     )			->   int:






            '''simple docstring'''





            __snake_case      :str 							=    GenerationConfig()
            self.assertEqual(default_config.temperature      ,    1.0     )
            self.assertEqual(default_config.do_sample      ,    a__     )
            self.assertEqual(default_config.num_beams      ,    1     )

            __snake_case      :List[Any] 							=    GenerationConfig(
                do_sample=a__      ,    temperature=0.7      ,    length_penalty=1.0      ,    bad_words_ids=[[1, 2, 3], [4, 5]]      ,    )
            self.assertEqual(config.temperature      ,    0.7     )
            self.assertEqual(config.do_sample      ,    a__     )
            self.assertEqual(config.num_beams      ,    1     )

            with tempfile.TemporaryDirectory() as tmp_dir:
                 config.save_pretrained(a__     )
                 __snake_case      :Any 							=    GenerationConfig.from_pretrained(a__      ,    temperature=1.0     )

            self.assertEqual(loaded_config.temperature      ,    1.0     )
            self.assertEqual(loaded_config.do_sample      ,    a__     )
            self.assertEqual(loaded_config.num_beams      ,    1     )  # default value




@is_staging_test
class       snake_case__ (				unittest.TestCase):

       '''simple docstring'''



       @classmethod
       def        __lowercase    (				cls     )			->   Any:






            '''simple docstring'''





            __snake_case      :str 							=    TOKEN
            HfFolder.save_token(a__     )



       @classmethod
       def        __lowercase    (				cls     )			->   Any:






            '''simple docstring'''





            try:
                 delete_repo(token=cls._token      ,    repo_id="""test-generation-config"""     )
            except HTTPError:
                 pass

            try:
                 delete_repo(token=cls._token      ,    repo_id="""valid_org/test-generation-config-org"""     )
            except HTTPError:
                 pass



       def        __lowercase    (				self     )			->   Dict:






            '''simple docstring'''





            __snake_case      :Any 							=    GenerationConfig(
                do_sample=a__      ,    temperature=0.7      ,    length_penalty=1.0      ,    )
            config.push_to_hub("""test-generation-config"""      ,    use_auth_token=self._token     )

            __snake_case      :Tuple 							=    GenerationConfig.from_pretrained(F'''{USER}/test-generation-config'''     )
            for k, v in config.to_dict().items():
                 if k != "transformers_version":
                      self.assertEqual(a__      ,    getattr(a__      ,    a__     )     )

        # Reset repo
            delete_repo(token=self._token      ,    repo_id="""test-generation-config"""     )

            # Push to hub via save_pretrained
            with tempfile.TemporaryDirectory() as tmp_dir:
                 config.save_pretrained(
                     a__      ,    repo_id="""test-generation-config"""      ,    push_to_hub=a__      ,    use_auth_token=self._token     )

            __snake_case      :str 							=    GenerationConfig.from_pretrained(F'''{USER}/test-generation-config'''     )
            for k, v in config.to_dict().items():
                 if k != "transformers_version":
                      self.assertEqual(a__      ,    getattr(a__      ,    a__     )     )



       def        __lowercase    (				self     )			->   str:






            '''simple docstring'''





            __snake_case      :int 							=    GenerationConfig(
                do_sample=a__      ,    temperature=0.7      ,    length_penalty=1.0      ,    )
            config.push_to_hub("""valid_org/test-generation-config-org"""      ,    use_auth_token=self._token     )

            __snake_case      :Optional[int] 							=    GenerationConfig.from_pretrained("""valid_org/test-generation-config-org"""     )
            for k, v in config.to_dict().items():
                 if k != "transformers_version":
                      self.assertEqual(a__      ,    getattr(a__      ,    a__     )     )

        # Reset repo
            delete_repo(token=self._token      ,    repo_id="""valid_org/test-generation-config-org"""     )

            # Push to hub via save_pretrained
            with tempfile.TemporaryDirectory() as tmp_dir:
                 config.save_pretrained(
                     a__      ,    repo_id="""valid_org/test-generation-config-org"""      ,    push_to_hub=a__      ,    use_auth_token=self._token     )

            __snake_case      :List[str] 							=    GenerationConfig.from_pretrained("""valid_org/test-generation-config-org"""     )
            for k, v in config.to_dict().items():
                 if k != "transformers_version":
                      self.assertEqual(a__      ,    getattr(a__      ,    a__     )     )










from collections.abc import Callable




class       snake_case__ :

       '''simple docstring'''



       def __init__(				self      ,    a__ = None     )			->   None:






            '''simple docstring'''





            __snake_case      :list 							=    []
            # Stores indexes of each item for supporting updates and deletion.
            __snake_case      :dict 							=    {}
            # Stores current size of heap.
            __snake_case      :List[Any] 							=    0
            # Stores function used to evaluate the score of an item on which basis ordering
            # will be done.
            __snake_case      :Optional[Any] 							=    key or (lambda a__     : x)



       def        __lowercase    (				self      ,    a__     )			->   int | None:






            '''simple docstring'''





            return int((i - 1) / 2     ) if i > 0 else None



       def        __lowercase    (				self      ,    a__     )			->   int | None:






            '''simple docstring'''





            __snake_case      :int 							=    int(2 * i + 1     )
            return left if 0 < left < self.size else None



       def        __lowercase    (				self      ,    a__     )			->   int | None:






            '''simple docstring'''





            __snake_case      :Optional[int] 							=    int(2 * i + 2     )
            return right if 0 < right < self.size else None



       def        __lowercase    (				self      ,    a__      ,    a__     )			->   None:






            '''simple docstring'''





            __snake_case							,			__snake_case      :Dict 							=    (
                self.pos_map[self.arr[j][0]],
                self.pos_map[self.arr[i][0]],
            )
            # Then swap the items in the list.
            __snake_case							,			__snake_case      :Tuple 							=    self.arr[j], self.arr[i]



       def        __lowercase    (				self      ,    a__      ,    a__     )			->   bool:






            '''simple docstring'''





            return self.arr[i][1] < self.arr[j][1]



       def        __lowercase    (				self      ,    a__     )			->   int:






            '''simple docstring'''





            __snake_case      :int 							=    self._left(a__     )
            __snake_case      :Optional[int] 							=    self._right(a__     )
            __snake_case      :List[Any] 							=    i

            if left is not None and not self._cmp(a__      ,    a__     ):
                 __snake_case      :int 							=    left
            if right is not None and not self._cmp(a__      ,    a__     ):
                 __snake_case      :Tuple 							=    right

            return valid_parent



       def        __lowercase    (				self      ,    a__     )			->   None:






            '''simple docstring'''





            __snake_case      :int 							=    self._parent(a__     )
            while parent is not None and not self._cmp(a__      ,    a__     ):
                 self._swap(a__      ,    a__     )
                 __snake_case							,			__snake_case      :str 							=    parent, self._parent(a__     )



       def        __lowercase    (				self      ,    a__     )			->   None:






            '''simple docstring'''





            __snake_case      :List[Any] 							=    self._get_valid_parent(a__     )
            while valid_parent != index:
                 self._swap(a__      ,    a__     )
                 __snake_case							,			__snake_case      :Optional[int] 							=    valid_parent, self._get_valid_parent(a__     )



       def        __lowercase    (				self      ,    a__      ,    a__     )			->   None:






            '''simple docstring'''





            if item not in self.pos_map:
                 return
            __snake_case      :List[Any] 							=    self.pos_map[item]
            __snake_case      :Optional[Any] 							=    [item, self.key(a__     )]
            # Make sure heap is right in both up and down direction.
            # Ideally only one of them will make any change.
            self._heapify_up(a__     )
            self._heapify_down(a__     )



       def        __lowercase    (				self      ,    a__     )			->   None:






            '''simple docstring'''





            if item not in self.pos_map:
                 return
            __snake_case      :Dict 							=    self.pos_map[item]
            del self.pos_map[item]
            __snake_case      :Dict 							=    self.arr[self.size - 1]
            __snake_case      :List[str] 							=    index
            self.size -= 1
            # Make sure heap is right in both up and down direction. Ideally only one
            # of them will make any change- so no performance loss in calling both.
            if self.size > index:
                 self._heapify_up(a__     )
                 self._heapify_down(a__     )



       def        __lowercase    (				self      ,    a__      ,    a__     )			->   None:






            '''simple docstring'''





            __snake_case      :Optional[int] 							=    len(self.arr     )
            if arr_len == self.size:
                 self.arr.append([item, self.key(a__     )]     )
            else:
                 __snake_case      :Optional[Any] 							=    [item, self.key(a__     )]
            __snake_case      :str 							=    self.size
            self.size += 1
            self._heapify_up(self.size - 1     )



       def        __lowercase    (				self     )			->   tuple | None:






            '''simple docstring'''





            return self.arr[0] if self.size else None



       def        __lowercase    (				self     )			->   tuple | None:






            '''simple docstring'''





            __snake_case      :Optional[Any] 							=    self.get_top()
            if top_item_tuple:
                 self.delete_item(top_item_tuple[0]     )
            return top_item_tuple






def 	UpperCamelCase	(							):




     '''simple docstring'''








if __name__ == "__main__":
     import doctest

     doctest.testmod()


