






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


lowerCamelCase			:					Dict         =	'''http://www.mocksite.com/file1.txt'''
lowerCamelCase			:					Optional[Any]         =	'''"text": ["foo", "foo"]'''
lowerCamelCase			:					Any         =	'''6d8ce9aa78a471c7477201efbeabd3bb01ac2e7d100a6dc024ba1608361f90a8'''



class 							_UpperCamelCase			:
      snake_case_  =							200
      snake_case_  =							{"""Content-Length""": """100"""}
      snake_case_  =							{}


      def  __UpperCAmelCase		(	self					,						**__UpperCamelCase	)->	Union[str, Any]:
           return [bytes(__UpperCamelCase					,						"utf-8"	)]





def       __lowerCAmelCase      (						*__snake_case					, **__snake_case       ):
     return MockResponse()





@pytest.mark.parametrize("urls_type"					, [str, list, dict]       )
def       __lowerCAmelCase      (						__snake_case					, __snake_case					, __snake_case       ):
     import requests

     monkeypatch.setattr(__snake_case					, "request"					, __snake_case       )

     __lowerCAmelCase								=					URL
     if issubclass(__snake_case					, __snake_case       ):
          __lowerCAmelCase								=					url
     elif issubclass(__snake_case					, __snake_case       ):
          __lowerCAmelCase								=					[url]
     elif issubclass(__snake_case					, __snake_case       ):
          __lowerCAmelCase								=					{"train": url}
     __lowerCAmelCase								=					"dummy"
     __lowerCAmelCase								=					"downloads"
     __lowerCAmelCase								=					tmp_path
     __lowerCAmelCase								=					DownloadConfig(
         cache_dir=os.path.join(__snake_case					, __snake_case       )					, use_etag=__snake_case					, )
     __lowerCAmelCase								=					DownloadManager(dataset_name=__snake_case					, download_config=__snake_case       )
     __lowerCAmelCase								=					dl_manager.download(__snake_case       )
     __lowerCAmelCase								=					urls
     for downloaded_paths in [downloaded_paths]:
          if isinstance(__snake_case					, __snake_case       ):
               __lowerCAmelCase								=					[downloaded_paths]
               __lowerCAmelCase								=					[urls]
          elif isinstance(__snake_case					, __snake_case       ):
               assert "train" in downloaded_paths.keys()
               __lowerCAmelCase								=					downloaded_paths.values()
               __lowerCAmelCase								=					urls.values()
          assert downloaded_paths
          for downloaded_path, input_url in zip(__snake_case					, __snake_case       ):
               assert downloaded_path == dl_manager.downloaded_paths[input_url]
               __lowerCAmelCase								=					Path(__snake_case       )
               __lowerCAmelCase								=					downloaded_path.parts
               assert parts[-1] == HASH
               assert parts[-2] == cache_subdir
               assert downloaded_path.exists()
               __lowerCAmelCase								=					downloaded_path.read_text()
               assert content == CONTENT
               __lowerCAmelCase								=					downloaded_path.with_suffix(".json"       )
               assert metadata_downloaded_path.exists()
               __lowerCAmelCase								=					json.loads(metadata_downloaded_path.read_text()       )
               assert metadata_content == {"url": URL, "etag": None}





@pytest.mark.parametrize("paths_type"					, [str, list, dict]       )
def       __lowerCAmelCase      (						__snake_case					, __snake_case					, __snake_case       ):
     __lowerCAmelCase								=					str(__snake_case       )
     if issubclass(__snake_case					, __snake_case       ):
          __lowerCAmelCase								=					filename
     elif issubclass(__snake_case					, __snake_case       ):
          __lowerCAmelCase								=					[filename]
     elif issubclass(__snake_case					, __snake_case       ):
          __lowerCAmelCase								=					{"train": filename}
     __lowerCAmelCase								=					"dummy"
     __lowerCAmelCase								=					xz_file.parent
     __lowerCAmelCase								=					"extracted"
     __lowerCAmelCase								=					DownloadConfig(
         cache_dir=__snake_case					, use_etag=__snake_case					, )
     __lowerCAmelCase								=					DownloadManager(dataset_name=__snake_case					, download_config=__snake_case       )
     __lowerCAmelCase								=					dl_manager.extract(__snake_case       )
     __lowerCAmelCase								=					paths
     for extracted_paths in [extracted_paths]:
          if isinstance(__snake_case					, __snake_case       ):
               __lowerCAmelCase								=					[extracted_paths]
               __lowerCAmelCase								=					[paths]
          elif isinstance(__snake_case					, __snake_case       ):
               assert "train" in extracted_paths.keys()
               __lowerCAmelCase								=					extracted_paths.values()
               __lowerCAmelCase								=					paths.values()
          assert extracted_paths
          for extracted_path, input_path in zip(__snake_case					, __snake_case       ):
               assert extracted_path == dl_manager.extracted_paths[input_path]
               __lowerCAmelCase								=					Path(__snake_case       )
               __lowerCAmelCase								=					extracted_path.parts
               assert parts[-1] == hash_url_to_filename(__snake_case					, etag=__snake_case       )
               assert parts[-2] == extracted_subdir
               assert extracted_path.exists()
               __lowerCAmelCase								=					extracted_path.read_text()
               __lowerCAmelCase								=					text_file.read_text()
               assert extracted_file_content == expected_file_content





def       __lowerCAmelCase      (						__snake_case					, __snake_case       ):
     assert path.endswith(".jsonl"       )
     for num_items, line in enumerate(__snake_case					, start=1       ):
          __lowerCAmelCase								=					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       __lowerCAmelCase      (						__snake_case					, __snake_case       ):
     __lowerCAmelCase								=					request.getfixturevalue(__snake_case       )
     __lowerCAmelCase								=					DownloadManager()
     for num_jsonl, (path, file) in enumerate(dl_manager.iter_archive(__snake_case       )					, start=1       ):
          _test_jsonl(__snake_case					, __snake_case       )
     assert num_jsonl == 2





@pytest.mark.parametrize("archive_nested_jsonl"					, ["tar_nested_jsonl_path", "zip_nested_jsonl_path"]       )
def       __lowerCAmelCase      (						__snake_case					, __snake_case       ):
     __lowerCAmelCase								=					request.getfixturevalue(__snake_case       )
     __lowerCAmelCase								=					DownloadManager()
     for num_tar, (path, file) in enumerate(dl_manager.iter_archive(__snake_case       )					, start=1       ):
          for num_jsonl, (subpath, subfile) in enumerate(dl_manager.iter_archive(__snake_case       )					, start=1       ):
               _test_jsonl(__snake_case					, __snake_case       )
     assert num_tar == 1
     assert num_jsonl == 2





def       __lowerCAmelCase      (						__snake_case       ):
     __lowerCAmelCase								=					DownloadManager()
     for num_file, file in enumerate(dl_manager.iter_files(__snake_case       )					, start=1       ):
          assert os.path.basename(__snake_case       ) == ("test.txt" if num_file == 1 else "train.txt")
     assert num_file == 2














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


lowerCamelCase			:					int         =	logging.get_logger(__name__)

lowerCamelCase			:					Tuple         =	{
    '''caidas/swin2sr-classicalsr-x2-64''': (
        '''https://huggingface.co/caidas/swin2sr-classicalsr-x2-64/resolve/main/config.json'''
    ),
}



class 							_UpperCamelCase			(a_			):
      snake_case_  =							"""swin2sr"""

      snake_case_  =							{
          """hidden_size""": """embed_dim""",
          """num_attention_heads""": """num_heads""",
          """num_hidden_layers""": """num_layers""",
      }


      def __init__(	self					,						__UpperCamelCase=6_4					,						__UpperCamelCase=1					,						__UpperCamelCase=3					,						__UpperCamelCase=1_8_0					,						__UpperCamelCase=[6, 6, 6, 6, 6, 6]					,						__UpperCamelCase=[6, 6, 6, 6, 6, 6]					,						__UpperCamelCase=8					,						__UpperCamelCase=2.0					,						__UpperCamelCase=True					,						__UpperCamelCase=0.0					,						__UpperCamelCase=0.0					,						__UpperCamelCase=0.1					,						__UpperCamelCase="gelu"					,						__UpperCamelCase=False					,						__UpperCamelCase=0.0_2					,						__UpperCamelCase=1e-5					,						__UpperCamelCase=2					,						__UpperCamelCase=1.0					,						__UpperCamelCase="1conv"					,						__UpperCamelCase="pixelshuffle"					,						**__UpperCamelCase					,						)->	Tuple:
           super().__init__(**__UpperCamelCase	)

           __lowerCAmelCase								=					image_size
           __lowerCAmelCase								=					patch_size
           __lowerCAmelCase								=					num_channels
           __lowerCAmelCase								=					embed_dim
           __lowerCAmelCase								=					depths
           __lowerCAmelCase								=					len(__UpperCamelCase	)
           __lowerCAmelCase								=					num_heads
           __lowerCAmelCase								=					window_size
           __lowerCAmelCase								=					mlp_ratio
           __lowerCAmelCase								=					qkv_bias
           __lowerCAmelCase								=					hidden_dropout_prob
           __lowerCAmelCase								=					attention_probs_dropout_prob
           __lowerCAmelCase								=					drop_path_rate
           __lowerCAmelCase								=					hidden_act
           __lowerCAmelCase								=					use_absolute_embeddings
           __lowerCAmelCase								=					layer_norm_eps
           __lowerCAmelCase								=					initializer_range
           __lowerCAmelCase								=					upscale
           __lowerCAmelCase								=					img_range
           __lowerCAmelCase								=					resi_connection
           __lowerCAmelCase								=					upsampler






