


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

import pytest
import zstandard as zstd

from datasets.download.download_config import DownloadConfig
from datasets.utils.file_utils import (
    OfflineModeIsEnabled,
    cached_path,
    fsspec_get,
    fsspec_head,
    ftp_get,
    ftp_head,
    get_from_cache,
    http_get,
    http_head,
)


_A		       =						'\\n    Text data.\n    Second line of data.'

_A		       =						'file'

@pytest.fixture(scope='session'				)
def 						_UpperCAmelCase				(			SCREAMING_SNAKE_CASE__			:					Optional[int]				):
     __UpperCamelCase    							=tmp_path_factory.mktemp('data'				) / (FILE_PATH + '.zstd')
     __UpperCamelCase    							=bytes(SCREAMING_SNAKE_CASE__			,     'utf-8'				)
     with zstd.open(SCREAMING_SNAKE_CASE__			,     'wb'				) as f:
          f.write(SCREAMING_SNAKE_CASE__				)
     return path

@pytest.fixture
def 						_UpperCAmelCase				(			SCREAMING_SNAKE_CASE__			:					int				):
     with open(os.path.join(tmpfs.local_root_dir			,     SCREAMING_SNAKE_CASE__				)			,     'w'				) as f:
          f.write(SCREAMING_SNAKE_CASE__				)
     return FILE_PATH

@pytest.mark.parametrize('compression_format'			,     ['gzip', 'xz', 'zstd']				)
def 						_UpperCAmelCase				(			SCREAMING_SNAKE_CASE__			:					Dict			,     SCREAMING_SNAKE_CASE__			:					Dict			,     SCREAMING_SNAKE_CASE__			:					List[str]			,     SCREAMING_SNAKE_CASE__			:					Dict			,     SCREAMING_SNAKE_CASE__			:					Dict			,     SCREAMING_SNAKE_CASE__			:					Any				):
     __UpperCamelCase    							={'gzip': gz_file, 'xz': xz_file, 'zstd': zstd_path}
     __UpperCamelCase    							=input_paths[compression_format]
     __UpperCamelCase    							=tmp_path / 'cache'
     __UpperCamelCase    							=DownloadConfig(cache_dir=SCREAMING_SNAKE_CASE__			,     extract_compressed_file=SCREAMING_SNAKE_CASE__				)
     __UpperCamelCase    							=cached_path(SCREAMING_SNAKE_CASE__			,     download_config=SCREAMING_SNAKE_CASE__				)
     with open(SCREAMING_SNAKE_CASE__				) as f:
          __UpperCamelCase    							=f.read()
     with open(SCREAMING_SNAKE_CASE__				) as f:
          __UpperCamelCase    							=f.read()
     assert extracted_file_content == expected_file_content

@pytest.mark.parametrize('default_extracted'			,     [True, False]				)
@pytest.mark.parametrize('default_cache_dir'			,     [True, False]				)
def 						_UpperCAmelCase				(			SCREAMING_SNAKE_CASE__			:					List[str]			,     SCREAMING_SNAKE_CASE__			:					List[str]			,     SCREAMING_SNAKE_CASE__			:					Optional[Any]			,     SCREAMING_SNAKE_CASE__			:					List[Any]			,     SCREAMING_SNAKE_CASE__			:					Any				):
     __UpperCamelCase    							='custom_cache'
     __UpperCamelCase    							='custom_extracted_dir'
     __UpperCamelCase    							=tmp_path / 'custom_extracted_path'
     if default_extracted:
          __UpperCamelCase    							=('downloads' if default_cache_dir else custom_cache_dir, 'extracted')
     else:
          monkeypatch.setattr('datasets.config.EXTRACTED_DATASETS_DIR'			,     SCREAMING_SNAKE_CASE__				)
          monkeypatch.setattr('datasets.config.EXTRACTED_DATASETS_PATH'			,     str(SCREAMING_SNAKE_CASE__				)				)
          __UpperCamelCase    							=custom_extracted_path.parts[-2:] if default_cache_dir else (custom_cache_dir, custom_extracted_dir)

     __UpperCamelCase    							=xz_file
     __UpperCamelCase    							=(
         DownloadConfig(extract_compressed_file=SCREAMING_SNAKE_CASE__				)
         if default_cache_dir
         else DownloadConfig(cache_dir=tmp_path / custom_cache_dir			,     extract_compressed_file=SCREAMING_SNAKE_CASE__				)
     )
     __UpperCamelCase    							=cached_path(SCREAMING_SNAKE_CASE__			,     download_config=SCREAMING_SNAKE_CASE__				)
     assert Path(SCREAMING_SNAKE_CASE__				).parent.parts[-2:] == expected

def 						_UpperCAmelCase				(			SCREAMING_SNAKE_CASE__			:					Optional[Any]				):
     # absolute path
     __UpperCamelCase    							=str(Path(SCREAMING_SNAKE_CASE__				).resolve()				)
     assert cached_path(SCREAMING_SNAKE_CASE__				) == text_file
     # relative path
     __UpperCamelCase    							=str(Path(SCREAMING_SNAKE_CASE__				).resolve().relative_to(Path(os.getcwd()				)				)				)
     assert cached_path(SCREAMING_SNAKE_CASE__				) == text_file

def 						_UpperCAmelCase				(			SCREAMING_SNAKE_CASE__			:					List[Any]				):
     # absolute path
     __UpperCamelCase    							=str(tmp_path.resolve() / '__missing_file__.txt'				)
     with pytest.raises(SCREAMING_SNAKE_CASE__				):
          cached_path(SCREAMING_SNAKE_CASE__				)
     # relative path
     __UpperCamelCase    							='./__missing_file__.txt'
     with pytest.raises(SCREAMING_SNAKE_CASE__				):
          cached_path(SCREAMING_SNAKE_CASE__				)

def 						_UpperCAmelCase				(			SCREAMING_SNAKE_CASE__			:					str				):
     __UpperCamelCase    							=get_from_cache(F'tmp://{tmpfs_file}'				)
     with open(SCREAMING_SNAKE_CASE__				) as f:
          __UpperCamelCase    							=f.read()
     assert output_file_content == FILE_CONTENT

@patch('datasets.config.HF_DATASETS_OFFLINE'			,     SCREAMING_SNAKE_CASE__				)
def 						_UpperCAmelCase				(			):
     with pytest.raises(SCREAMING_SNAKE_CASE__				):
          cached_path('https://huggingface.co'				)

@patch('datasets.config.HF_DATASETS_OFFLINE'			,     SCREAMING_SNAKE_CASE__				)
def 						_UpperCAmelCase				(			SCREAMING_SNAKE_CASE__			:					List[str]				):
     __UpperCamelCase    							=tmp_path_factory.mktemp('data'				) / 'file.html'
     with pytest.raises(SCREAMING_SNAKE_CASE__				):
          http_get('https://huggingface.co'			,     temp_file=SCREAMING_SNAKE_CASE__				)
     with pytest.raises(SCREAMING_SNAKE_CASE__				):
          http_head('https://huggingface.co'				)

@patch('datasets.config.HF_DATASETS_OFFLINE'			,     SCREAMING_SNAKE_CASE__				)
def 						_UpperCAmelCase				(			SCREAMING_SNAKE_CASE__			:					str				):
     __UpperCamelCase    							=tmp_path_factory.mktemp('data'				) / 'file.html'
     with pytest.raises(SCREAMING_SNAKE_CASE__				):
          ftp_get('ftp://huggingface.co'			,     temp_file=SCREAMING_SNAKE_CASE__				)
     with pytest.raises(SCREAMING_SNAKE_CASE__				):
          ftp_head('ftp://huggingface.co'				)





@patch('datasets.config.HF_DATASETS_OFFLINE'			,     SCREAMING_SNAKE_CASE__				)
def 						_UpperCAmelCase				(			SCREAMING_SNAKE_CASE__			:					Dict				):
     __UpperCamelCase    							=tmp_path_factory.mktemp('data'				) / 'file.html'
     with pytest.raises(SCREAMING_SNAKE_CASE__				):
          fsspec_get('s3://huggingface.co'			,     temp_file=SCREAMING_SNAKE_CASE__				)
     with pytest.raises(SCREAMING_SNAKE_CASE__				):
          fsspec_head('s3://huggingface.co'				)









"""simple docstring"""







from collections import OrderedDict
from typing import Mapping

from packaging import version

from ...configuration_utils import PretrainedConfig
from ...onnx import OnnxConfig
from ...utils import logging


lowerCAmelCase__      				=   logging.get_logger(__name__)

lowerCAmelCase__      				=   {
    '''facebook/data2vec-vision-base-ft''': (
        '''https://huggingface.co/facebook/data2vec-vision-base-ft/resolve/main/config.json'''
    ),
}


class       SCREAMING_SNAKE_CASE__				(		lowercase				):
       """simple docstring"""


       a  :				List[Any]   ="data2vec-vision"

       def __init__(						self		,     snake_case__=768		,     snake_case__=12		,     snake_case__=12		,     snake_case__=3_072		,     snake_case__="gelu"		,     snake_case__=0.0		,     snake_case__=0.0		,     snake_case__=0.02		,     snake_case__=1e-12		,     snake_case__=224		,     snake_case__=16		,     snake_case__=3		,     snake_case__=False		,     snake_case__=False		,     snake_case__=False		,     snake_case__=False		,     snake_case__=0.1		,     snake_case__=0.1		,     snake_case__=True		,     snake_case__=[3, 5, 7, 11]		,     snake_case__=[1, 2, 3, 6]		,     snake_case__=True		,     snake_case__=0.4		,     snake_case__=256		,     snake_case__=1		,     snake_case__=False		,     snake_case__=255		,     **snake_case__		,     ):






         """simple docstring"""





         super().__init__(**snake_case__						)

         lowerCAmelCase     :     Tuple								=							hidden_size
         lowerCAmelCase     :     List[Any]								=							num_hidden_layers
         lowerCAmelCase     :     Tuple								=							num_attention_heads
         lowerCAmelCase     :     Optional[int]								=							intermediate_size
         lowerCAmelCase     :     Optional[int]								=							hidden_act
         lowerCAmelCase     :     Dict								=							hidden_dropout_prob
         lowerCAmelCase     :     Optional[Any]								=							attention_probs_dropout_prob
         lowerCAmelCase     :     int								=							initializer_range
         lowerCAmelCase     :     Dict								=							layer_norm_eps

         lowerCAmelCase     :     Optional[int]								=							image_size
         lowerCAmelCase     :     Optional[Any]								=							patch_size
         lowerCAmelCase     :     Optional[Any]								=							num_channels
         lowerCAmelCase     :     Union[str, Any]								=							use_mask_token
         lowerCAmelCase     :     str								=							use_absolute_position_embeddings
         lowerCAmelCase     :     Any								=							use_relative_position_bias
         lowerCAmelCase     :     List[str]								=							use_shared_relative_position_bias
         lowerCAmelCase     :     str								=							layer_scale_init_value
         lowerCAmelCase     :     Union[str, Any]								=							drop_path_rate
         lowerCAmelCase     :     Any								=							use_mean_pooling
         # decode head attributes (semantic segmentation)
         lowerCAmelCase     :     Optional[int]								=							out_indices
         lowerCAmelCase     :     Union[str, Any]								=							pool_scales
         # auxiliary head attributes (semantic segmentation)
         lowerCAmelCase     :     str								=							use_auxiliary_head
         lowerCAmelCase     :     int								=							auxiliary_loss_weight
         lowerCAmelCase     :     Tuple								=							auxiliary_channels
         lowerCAmelCase     :     List[str]								=							auxiliary_num_convs
         lowerCAmelCase     :     Tuple								=							auxiliary_concat_input
         lowerCAmelCase     :     List[str]								=							semantic_loss_ignore_index


class       SCREAMING_SNAKE_CASE__				(		lowercase				):
       """simple docstring"""


       a  :				Union[str, Any]   =version.parse("1.11"				)

       @property
       def        lowercase__							(						self						):






         """simple docstring"""





         return OrderedDict(
             [
                 ("pixel_values", {0: "batch", 1: "num_channels", 2: "height", 3: "width"}),
             ]						)







       @property
       def        lowercase__							(						self						):






         """simple docstring"""





         return 1e-4





