




import copy
import os
from typing import Union

from ...configuration_utils import PretrainedConfig
from ...utils import logging


_UpperCAmelCase		:  Dict	=   logging.get_logger(__name__)

_UpperCAmelCase		:  Optional[int]	=   {
    "microsoft/git-base": "https://huggingface.co/microsoft/git-base/resolve/main/config.json",
}




class       __lowerCAmelCase				(							A_):
       _a           =  '''git_vision_model'''






       def __init__(      self:    Optional[Any]				,    _lowerCAmelCase:    Optional[Any]=7_68				,    _lowerCAmelCase:    Optional[Any]=30_72				,    _lowerCAmelCase:    List[str]=12				,    _lowerCAmelCase:    int=12				,    _lowerCAmelCase:    Optional[Any]=3				,    _lowerCAmelCase:    Dict=2_24				,    _lowerCAmelCase:    str=16				,    _lowerCAmelCase:    Union[str, Any]="quick_gelu"				,    _lowerCAmelCase:    Optional[int]=1e-5				,    _lowerCAmelCase:    Tuple=0.0				,    _lowerCAmelCase:    Union[str, Any]=0.02				,    **_lowerCAmelCase:    Union[str, Any]				,    ):
         super().__init__(**_lowerCamelCase )

         lowercase			:Dict							=  hidden_size
         lowercase			:Union[str, Any]							=  intermediate_size
         lowercase			:Any							=  num_hidden_layers
         lowercase			:List[str]							=  num_attention_heads
         lowercase			:List[str]							=  num_channels
         lowercase			:Tuple							=  patch_size
         lowercase			:Dict							=  image_size
         lowercase			:List[str]							=  initializer_range
         lowercase			:Optional[int]							=  attention_dropout
         lowercase			:Any							=  layer_norm_eps
         lowercase			:Tuple							=  hidden_act






       @classmethod
       def     SCREAMING_SNAKE_CASE			(      cls:    List[Any]				,    _lowerCAmelCase:    Union[str, os.PathLike]				,    **_lowerCAmelCase:    Optional[Any] ):
         cls._set_token_in_kwargs(_lowerCamelCase )

         lowercase		,			lowercase			:Tuple							=  cls.get_config_dict(_lowerCamelCase				,    **_lowerCamelCase )

         # get the vision config dict if we are loading from GITConfig
         if config_dict.get("model_type" ) == "git":
           lowercase			:List[Any]							=  config_dict["vision_config"]

         if "model_type" in config_dict and hasattr(cls				,    "model_type" ) and config_dict["model_type"] != cls.model_type:
           logger.warning(
               F"You are using a model of type {config_dict['model_type']} to instantiate a model of type "
               F"{cls.model_type}. This is not supported for all configurations of models and can yield errors." )

         return cls.from_dict(_lowerCamelCase				,    **_lowerCamelCase )







class       __lowerCAmelCase				(							A_):
       _a           =  '''git'''






       def __init__(      self:    str				,    _lowerCAmelCase:    int=None				,    _lowerCAmelCase:    str=3_05_22				,    _lowerCAmelCase:    int=7_68				,    _lowerCAmelCase:    Union[str, Any]=6				,    _lowerCAmelCase:    int=12				,    _lowerCAmelCase:    int=30_72				,    _lowerCAmelCase:    Dict="gelu"				,    _lowerCAmelCase:    int=0.1				,    _lowerCAmelCase:    List[Any]=0.1				,    _lowerCAmelCase:    List[str]=10_24				,    _lowerCAmelCase:    int=0.02				,    _lowerCAmelCase:    Tuple=1e-1_2				,    _lowerCAmelCase:    Dict=0				,    _lowerCAmelCase:    List[Any]="absolute"				,    _lowerCAmelCase:    Optional[int]=True				,    _lowerCAmelCase:    List[str]=False				,    _lowerCAmelCase:    Optional[int]=1_01				,    _lowerCAmelCase:    List[str]=1_02				,    _lowerCAmelCase:    Any=None				,    **_lowerCAmelCase:    str				,    ):
         super().__init__(bos_token_id=_lowerCamelCase				,    eos_token_id=_lowerCamelCase				,    pad_token_id=_lowerCamelCase				,    **_lowerCamelCase )

         if vision_config is None:
           lowercase			:Union[str, Any]							=  {}
           logger.info("vision_config is None. initializing the GitVisionConfig with default values." )

         lowercase			:Tuple							=  GitVisionConfig(**_lowerCamelCase )
         lowercase			:Optional[int]							=  vocab_size
         lowercase			:int							=  hidden_size
         lowercase			:List[str]							=  num_hidden_layers
         lowercase			:Union[str, Any]							=  num_attention_heads
         lowercase			:List[str]							=  hidden_act
         lowercase			:List[Any]							=  intermediate_size
         lowercase			:str							=  hidden_dropout_prob
         lowercase			:List[str]							=  attention_probs_dropout_prob
         lowercase			:int							=  max_position_embeddings
         lowercase			:Optional[Any]							=  initializer_range
         lowercase			:Optional[int]							=  layer_norm_eps
         lowercase			:Optional[Any]							=  position_embedding_type
         lowercase			:Tuple							=  use_cache
         lowercase			:int							=  tie_word_embeddings
         lowercase			:List[str]							=  num_image_with_embedding

         lowercase			:Union[str, Any]							=  bos_token_id
         lowercase			:Optional[Any]							=  eos_token_id






       def     SCREAMING_SNAKE_CASE			(      self:    Tuple ):
         lowercase			:str							=  copy.deepcopy(self.__dict__ )
         lowercase			:Any							=  self.vision_config.to_dict()
         lowercase			:List[str]							=  self.__class__.model_type
         return output





"""simple docstring"""



import json
import os
from pathlib import Path

import pytest

from datasets.download.download_config import DownloadConfig
from datasets.download.download_manager import DownloadManager
from datasets.utils.file_utils import hash_url_to_filename


UpperCAmelCase__          = 'http://www.mocksite.com/file1.txt'
UpperCAmelCase__          = '"text": ["foo", "foo"]'
UpperCAmelCase__          = '6d8ce9aa78a471c7477201efbeabd3bb01ac2e7d100a6dc024ba1608361f90a8'

class       lowerCAmelCase__				:
     __a						=					200
     __a						=					{"""Content-Length""": """100"""}
     __a						=					{}







     def      lowercase	(							self			:			List[str]    ,      **_lowerCamelCase			:			List[str]			):
       return [bytes(_lowerCamelCase    ,      '''utf-8'''			)]






def 					_UpperCAmelCase      ( *__lowerCamelCase   :       List[str] ,					**__lowerCamelCase   :       Dict		)     ->					Dict:
  return MockResponse()
@pytest.mark.parametrize('''urls_type''' ,					[str, list, dict]		)
def 					_UpperCAmelCase      ( __lowerCamelCase   :       Union[str, Any] ,					__lowerCamelCase   :       List[str] ,					__lowerCamelCase   :       str		)     ->					int:
  import requests

  monkeypatch.setattr(__lowerCamelCase ,					'''request''' ,					__lowerCamelCase		)

  _snake_case					     =       URL
  if issubclass(__lowerCamelCase ,					__lowerCamelCase		):
    _snake_case					     =       url
  elif issubclass(__lowerCamelCase ,					__lowerCamelCase		):
    _snake_case					     =       [url]
  elif issubclass(__lowerCamelCase ,					__lowerCamelCase		):
    _snake_case					     =       {'''train''': url}
  _snake_case					     =       '''dummy'''
  _snake_case					     =       '''downloads'''
  _snake_case					     =       tmp_path
  _snake_case					     =       DownloadConfig(
      cache_dir=os.path.join(__lowerCamelCase ,					__lowerCamelCase		) ,					use_etag=__lowerCamelCase ,					)
  _snake_case					     =       DownloadManager(dataset_name=__lowerCamelCase ,					download_config=__lowerCamelCase		)
  _snake_case					     =       dl_manager.download(__lowerCamelCase		)
  _snake_case					     =       urls
  for downloaded_paths in [downloaded_paths]:
    if isinstance(__lowerCamelCase ,					__lowerCamelCase		):
      _snake_case					     =       [downloaded_paths]
      _snake_case					     =       [urls]
    elif isinstance(__lowerCamelCase ,					__lowerCamelCase		):
      assert "train" in downloaded_paths.keys()
      _snake_case					     =       downloaded_paths.values()
      _snake_case					     =       urls.values()
    assert downloaded_paths
    for downloaded_path, input_url in zip(__lowerCamelCase ,					__lowerCamelCase		):
      assert downloaded_path == dl_manager.downloaded_paths[input_url]
      _snake_case					     =       Path(__lowerCamelCase		)
      _snake_case					     =       downloaded_path.parts
      assert parts[-1] == HASH
      assert parts[-2] == cache_subdir
      assert downloaded_path.exists()
      _snake_case					     =       downloaded_path.read_text()
      assert content == CONTENT
      _snake_case					     =       downloaded_path.with_suffix('''.json'''		)
      assert metadata_downloaded_path.exists()
      _snake_case					     =       json.loads(metadata_downloaded_path.read_text()		)
      assert metadata_content == {"url": URL, "etag": None}
@pytest.mark.parametrize('''paths_type''' ,					[str, list, dict]		)
def 					_UpperCAmelCase      ( __lowerCamelCase   :       int ,					__lowerCamelCase   :       str ,					__lowerCamelCase   :       Optional[int]		)     ->					int:
  _snake_case					     =       str(__lowerCamelCase		)
  if issubclass(__lowerCamelCase ,					__lowerCamelCase		):
    _snake_case					     =       filename
  elif issubclass(__lowerCamelCase ,					__lowerCamelCase		):
    _snake_case					     =       [filename]
  elif issubclass(__lowerCamelCase ,					__lowerCamelCase		):
    _snake_case					     =       {'''train''': filename}
  _snake_case					     =       '''dummy'''
  _snake_case					     =       xz_file.parent
  _snake_case					     =       '''extracted'''
  _snake_case					     =       DownloadConfig(
      cache_dir=__lowerCamelCase ,					use_etag=__lowerCamelCase ,					)
  _snake_case					     =       DownloadManager(dataset_name=__lowerCamelCase ,					download_config=__lowerCamelCase		)
  _snake_case					     =       dl_manager.extract(__lowerCamelCase		)
  _snake_case					     =       paths
  for extracted_paths in [extracted_paths]:
    if isinstance(__lowerCamelCase ,					__lowerCamelCase		):
      _snake_case					     =       [extracted_paths]
      _snake_case					     =       [paths]
    elif isinstance(__lowerCamelCase ,					__lowerCamelCase		):
      assert "train" in extracted_paths.keys()
      _snake_case					     =       extracted_paths.values()
      _snake_case					     =       paths.values()
    assert extracted_paths
    for extracted_path, input_path in zip(__lowerCamelCase ,					__lowerCamelCase		):
      assert extracted_path == dl_manager.extracted_paths[input_path]
      _snake_case					     =       Path(__lowerCamelCase		)
      _snake_case					     =       extracted_path.parts
      assert parts[-1] == hash_url_to_filename(__lowerCamelCase ,					etag=__lowerCamelCase		)
      assert parts[-2] == extracted_subdir
      assert extracted_path.exists()
      _snake_case					     =       extracted_path.read_text()
      _snake_case					     =       text_file.read_text()
      assert extracted_file_content == expected_file_content
def 					_UpperCAmelCase      ( __lowerCamelCase   :       Tuple ,					__lowerCamelCase   :       List[Any]		)     ->					Dict:
  assert path.endswith('''.jsonl'''		)
  for num_items, line in enumerate(__lowerCamelCase ,					start=1		):
    _snake_case					     =       json.loads(line.decode('''utf-8'''		)		)
    assert item.keys() == {"col_1", "col_2", "col_3"}
  assert num_items == 4
@pytest.mark.parametrize('''archive_jsonl''' ,					['''tar_jsonl_path''', '''zip_jsonl_path''']		)
def 					_UpperCAmelCase      ( __lowerCamelCase   :       Dict ,					__lowerCamelCase   :       str		)     ->					Dict:
  _snake_case					     =       request.getfixturevalue(__lowerCamelCase		)
  _snake_case					     =       DownloadManager()
  for num_jsonl, (path, file) in enumerate(dl_manager.iter_archive(__lowerCamelCase		) ,					start=1		):
    _test_jsonl(__lowerCamelCase ,					__lowerCamelCase		)
  assert num_jsonl == 2
@pytest.mark.parametrize('''archive_nested_jsonl''' ,					['''tar_nested_jsonl_path''', '''zip_nested_jsonl_path''']		)
def 					_UpperCAmelCase      ( __lowerCamelCase   :       str ,					__lowerCamelCase   :       List[Any]		)     ->					Tuple:
  _snake_case					     =       request.getfixturevalue(__lowerCamelCase		)
  _snake_case					     =       DownloadManager()
  for num_tar, (path, file) in enumerate(dl_manager.iter_archive(__lowerCamelCase		) ,					start=1		):
    for num_jsonl, (subpath, subfile) in enumerate(dl_manager.iter_archive(__lowerCamelCase		) ,					start=1		):
      _test_jsonl(__lowerCamelCase ,					__lowerCamelCase		)
  assert num_tar == 1
  assert num_jsonl == 2

def 					_UpperCAmelCase      ( __lowerCamelCase   :       Tuple		)     ->					List[Any]:
  _snake_case					     =       DownloadManager()
  for num_file, file in enumerate(dl_manager.iter_files(__lowerCamelCase		) ,					start=1		):
    assert os.path.basename(__lowerCamelCase		) == ("test.txt" if num_file == 1 else "train.txt")
  assert num_file == 2



