





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




class   UpperCamelCase_       :
							lowerCamelCase_           =   2_00
							lowerCamelCase_           =   {"Content-Length": "100"}
							lowerCamelCase_           =   {}


							def      _snake_case  (							self    :str							,				**__A    :Optional[int]		)   ->   str:



									"""simple docstring"""



									return [bytes(lowerCamelCase_							,				"""utf-8"""		)]






def 				SCREAMING_SNAKE_CASE__							(       *UpperCamelCase__:							int					,   **UpperCamelCase__:							int    ):
		return MockResponse()






@pytest.mark.parametrize("""urls_type"""					,   [str, list, dict]    )
def 				SCREAMING_SNAKE_CASE__							(       UpperCamelCase__:							str					,   UpperCamelCase__:							Union[str, Any]					,   UpperCamelCase__:							Optional[int]    ):
		import requests

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

		SCREAMING_SNAKE_CASE__			=      URL
		if issubclass(UpperCamelCase__					,   UpperCamelCase__    ):
				SCREAMING_SNAKE_CASE__			=      url
		elif issubclass(UpperCamelCase__					,   UpperCamelCase__    ):
				SCREAMING_SNAKE_CASE__			=      [url]
		elif issubclass(UpperCamelCase__					,   UpperCamelCase__    ):
				SCREAMING_SNAKE_CASE__			=      {"""train""": url}
		SCREAMING_SNAKE_CASE__			=      """dummy"""
		SCREAMING_SNAKE_CASE__			=      """downloads"""
		SCREAMING_SNAKE_CASE__			=      tmp_path
		SCREAMING_SNAKE_CASE__			=      DownloadConfig(
		    cache_dir=os.path.join(UpperCamelCase__					,   UpperCamelCase__    )					,   use_etag=UpperCamelCase__					,   )
		SCREAMING_SNAKE_CASE__			=      DownloadManager(dataset_name=UpperCamelCase__					,   download_config=UpperCamelCase__    )
		SCREAMING_SNAKE_CASE__			=      dl_manager.download(UpperCamelCase__    )
		SCREAMING_SNAKE_CASE__			=      urls
		for downloaded_paths in [downloaded_paths]:
				if isinstance(UpperCamelCase__					,   UpperCamelCase__    ):
						SCREAMING_SNAKE_CASE__			=      [downloaded_paths]
						SCREAMING_SNAKE_CASE__			=      [urls]
				elif isinstance(UpperCamelCase__					,   UpperCamelCase__    ):
						assert "train" in downloaded_paths.keys()
						SCREAMING_SNAKE_CASE__			=      downloaded_paths.values()
						SCREAMING_SNAKE_CASE__			=      urls.values()
				assert downloaded_paths
				for downloaded_path, input_url in zip(UpperCamelCase__					,   UpperCamelCase__    ):
						assert downloaded_path == dl_manager.downloaded_paths[input_url]
						SCREAMING_SNAKE_CASE__			=      Path(UpperCamelCase__    )
						SCREAMING_SNAKE_CASE__			=      downloaded_path.parts
						assert parts[-1] == HASH
						assert parts[-2] == cache_subdir
						assert downloaded_path.exists()
						SCREAMING_SNAKE_CASE__			=      downloaded_path.read_text()
						assert content == CONTENT
						SCREAMING_SNAKE_CASE__			=      downloaded_path.with_suffix(""".json"""    )
						assert metadata_downloaded_path.exists()
						SCREAMING_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 				SCREAMING_SNAKE_CASE__							(       UpperCamelCase__:							Optional[int]					,   UpperCamelCase__:							List[Any]					,   UpperCamelCase__:							str    ):
		SCREAMING_SNAKE_CASE__			=      str(UpperCamelCase__    )
		if issubclass(UpperCamelCase__					,   UpperCamelCase__    ):
				SCREAMING_SNAKE_CASE__			=      filename
		elif issubclass(UpperCamelCase__					,   UpperCamelCase__    ):
				SCREAMING_SNAKE_CASE__			=      [filename]
		elif issubclass(UpperCamelCase__					,   UpperCamelCase__    ):
				SCREAMING_SNAKE_CASE__			=      {"""train""": filename}
		SCREAMING_SNAKE_CASE__			=      """dummy"""
		SCREAMING_SNAKE_CASE__			=      xz_file.parent
		SCREAMING_SNAKE_CASE__			=      """extracted"""
		SCREAMING_SNAKE_CASE__			=      DownloadConfig(
		    cache_dir=UpperCamelCase__					,   use_etag=UpperCamelCase__					,   )
		SCREAMING_SNAKE_CASE__			=      DownloadManager(dataset_name=UpperCamelCase__					,   download_config=UpperCamelCase__    )
		SCREAMING_SNAKE_CASE__			=      dl_manager.extract(UpperCamelCase__    )
		SCREAMING_SNAKE_CASE__			=      paths
		for extracted_paths in [extracted_paths]:
				if isinstance(UpperCamelCase__					,   UpperCamelCase__    ):
						SCREAMING_SNAKE_CASE__			=      [extracted_paths]
						SCREAMING_SNAKE_CASE__			=      [paths]
				elif isinstance(UpperCamelCase__					,   UpperCamelCase__    ):
						assert "train" in extracted_paths.keys()
						SCREAMING_SNAKE_CASE__			=      extracted_paths.values()
						SCREAMING_SNAKE_CASE__			=      paths.values()
				assert extracted_paths
				for extracted_path, input_path in zip(UpperCamelCase__					,   UpperCamelCase__    ):
						assert extracted_path == dl_manager.extracted_paths[input_path]
						SCREAMING_SNAKE_CASE__			=      Path(UpperCamelCase__    )
						SCREAMING_SNAKE_CASE__			=      extracted_path.parts
						assert parts[-1] == hash_url_to_filename(UpperCamelCase__					,   etag=UpperCamelCase__    )
						assert parts[-2] == extracted_subdir
						assert extracted_path.exists()
						SCREAMING_SNAKE_CASE__			=      extracted_path.read_text()
						SCREAMING_SNAKE_CASE__			=      text_file.read_text()
						assert extracted_file_content == expected_file_content






def 				SCREAMING_SNAKE_CASE__							(       UpperCamelCase__:							str					,   UpperCamelCase__:							List[Any]    ):
		assert path.endswith(""".jsonl"""    )
		for num_items, line in enumerate(UpperCamelCase__					,   start=1    ):
				SCREAMING_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 				SCREAMING_SNAKE_CASE__							(       UpperCamelCase__:							Tuple					,   UpperCamelCase__:							Dict    ):
		SCREAMING_SNAKE_CASE__			=      request.getfixturevalue(UpperCamelCase__    )
		SCREAMING_SNAKE_CASE__			=      DownloadManager()
		for num_jsonl, (path, file) in enumerate(dl_manager.iter_archive(UpperCamelCase__    )					,   start=1    ):
				_test_jsonl(UpperCamelCase__					,   UpperCamelCase__    )
		assert num_jsonl == 2






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






def 				SCREAMING_SNAKE_CASE__							(       UpperCamelCase__:							List[str]    ):
		SCREAMING_SNAKE_CASE__			=      DownloadManager()
		for num_file, file in enumerate(dl_manager.iter_files(UpperCamelCase__    )					,   start=1    ):
				assert os.path.basename(UpperCamelCase__    ) == ("test.txt" if num_file == 1 else "train.txt")
		assert num_file == 2






def 				SCREAMING_SNAKE_CASE__							(       UpperCamelCase__:							list[list[float]]    ):
		SCREAMING_SNAKE_CASE__			=      []
		for data in source_data:
				for i, el in enumerate(UpperCamelCase__    ):
						if len(UpperCamelCase__    ) < i + 1:
								data_lists.append([]    )
						data_lists[i].append(float(UpperCamelCase__    )    )
		return data_lists






def 				SCREAMING_SNAKE_CASE__							(       UpperCamelCase__:							list[list[float]]					,   UpperCamelCase__:							list[int]    ):
		SCREAMING_SNAKE_CASE__			=      []
		for dlist, weight in zip(UpperCamelCase__					,   UpperCamelCase__    ):
				SCREAMING_SNAKE_CASE__			=      min(UpperCamelCase__    )
				SCREAMING_SNAKE_CASE__			=      max(UpperCamelCase__    )

				SCREAMING_SNAKE_CASE__			=      []
				# for weight 0 score is 1 - actual score
				if weight == 0:
						for item in dlist:
								try:
										score.append(1 - ((item - mind) / (maxd - mind))    )
								except ZeroDivisionError:
										score.append(1    )

				elif weight == 1:
						for item in dlist:
								try:
										score.append((item - mind) / (maxd - mind)    )
								except ZeroDivisionError:
										score.append(0    )

        # weight not 0 or 1
				else:
						SCREAMING_SNAKE_CASE__			=      f'''Invalid weight of {weight:f} provided'''
						raise ValueError(UpperCamelCase__    )

				score_lists.append(UpperCamelCase__    )

		return score_lists






def 				SCREAMING_SNAKE_CASE__							(       UpperCamelCase__:							list[list[float]]    ):
		SCREAMING_SNAKE_CASE__			=      [0 for i in range(len(score_lists[0]    )    )]

		for slist in score_lists:
				for j, ele in enumerate(UpperCamelCase__    ):
						SCREAMING_SNAKE_CASE__			=      final_scores[j] + ele

		return final_scores






def 				SCREAMING_SNAKE_CASE__							(       UpperCamelCase__:							list[list[float]]					,   UpperCamelCase__:							list[int]    ):
		SCREAMING_SNAKE_CASE__			=      get_data(UpperCamelCase__    )
		SCREAMING_SNAKE_CASE__			=      calculate_each_score(UpperCamelCase__					,   UpperCamelCase__    )
		SCREAMING_SNAKE_CASE__			=      generate_final_scores(UpperCamelCase__    )

		# append scores to source data
		for i, ele in enumerate(UpperCamelCase__    ):
				source_data[i].append(UpperCamelCase__    )

		return source_data