
"""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


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





class 			snake_case  :
							UpperCAmelCase__      =   200
							UpperCAmelCase__      =   {'''Content-Length''': '''100'''}
							UpperCAmelCase__      =   {}

							def _lowercase       (self							,							**SCREAMING_SNAKE_CASE_     ):

									"""simple docstring"""







									return [bytes(SCREAMING_SNAKE_CASE_							,							'''utf-8'''     )]







def 							_lowerCamelCase			(			*__a,				**__a     ):
		return MockResponse()



@pytest.mark.parametrize('''urls_type''',				[str, list, dict]     )
def 							_lowerCamelCase			(			__a,				__a,				__a     ):
		import requests

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

		SCREAMING_SNAKE_CASE_    			=			URL
		if issubclass(__a,				__a     ):
				SCREAMING_SNAKE_CASE_    			=			url
		elif issubclass(__a,				__a     ):
				SCREAMING_SNAKE_CASE_    			=			[url]
		elif issubclass(__a,				__a     ):
				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(__a,				__a     ),				use_etag=__a,				)
		SCREAMING_SNAKE_CASE_    			=			DownloadManager(dataset_name=__a,				download_config=__a     )
		SCREAMING_SNAKE_CASE_    			=			dl_manager.download(__a     )
		SCREAMING_SNAKE_CASE_    			=			urls
		for downloaded_paths in [downloaded_paths]:
				if isinstance(__a,				__a     ):
						SCREAMING_SNAKE_CASE_    			=			[downloaded_paths]
						SCREAMING_SNAKE_CASE_    			=			[urls]
				elif isinstance(__a,				__a     ):
						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(__a,				__a     ):
						assert downloaded_path == dl_manager.downloaded_paths[input_url]
						SCREAMING_SNAKE_CASE_    			=			Path(__a     )
						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 							_lowerCamelCase			(			__a,				__a,				__a     ):
		SCREAMING_SNAKE_CASE_    			=			str(__a     )
		if issubclass(__a,				__a     ):
				SCREAMING_SNAKE_CASE_    			=			filename
		elif issubclass(__a,				__a     ):
				SCREAMING_SNAKE_CASE_    			=			[filename]
		elif issubclass(__a,				__a     ):
				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=__a,				use_etag=__a,				)
		SCREAMING_SNAKE_CASE_    			=			DownloadManager(dataset_name=__a,				download_config=__a     )
		SCREAMING_SNAKE_CASE_    			=			dl_manager.extract(__a     )
		SCREAMING_SNAKE_CASE_    			=			paths
		for extracted_paths in [extracted_paths]:
				if isinstance(__a,				__a     ):
						SCREAMING_SNAKE_CASE_    			=			[extracted_paths]
						SCREAMING_SNAKE_CASE_    			=			[paths]
				elif isinstance(__a,				__a     ):
						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(__a,				__a     ):
						assert extracted_path == dl_manager.extracted_paths[input_path]
						SCREAMING_SNAKE_CASE_    			=			Path(__a     )
						SCREAMING_SNAKE_CASE_    			=			extracted_path.parts
						assert parts[-1] == hash_url_to_filename(__a,				etag=__a     )
						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 							_lowerCamelCase			(			__a,				__a     ):
		assert path.endswith('''.jsonl'''     )
		for num_items, line in enumerate(__a,				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 							_lowerCamelCase			(			__a,				__a     ):
		SCREAMING_SNAKE_CASE_    			=			request.getfixturevalue(__a     )
		SCREAMING_SNAKE_CASE_    			=			DownloadManager()
		for num_jsonl, (path, file) in enumerate(dl_manager.iter_archive(__a     ),				start=1     ):
				_test_jsonl(__a,				__a     )
		assert num_jsonl == 2



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



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

"""simple docstring"""




from ..utils import (
    OptionalDependencyNotAvailable,
    is_flax_available,
    is_scipy_available,
    is_torch_available,
    is_torchsde_available,
)


try:
						if not is_torch_available():
												raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
						from ..utils.dummy_pt_objects import *  # noqa F403
else:
						from .scheduling_consistency_models import CMStochasticIterativeScheduler
						from .scheduling_ddim import DDIMScheduler
						from .scheduling_ddim_inverse import DDIMInverseScheduler
						from .scheduling_ddim_parallel import DDIMParallelScheduler
						from .scheduling_ddpm import DDPMScheduler
						from .scheduling_ddpm_parallel import DDPMParallelScheduler
						from .scheduling_deis_multistep import DEISMultistepScheduler
						from .scheduling_dpmsolver_multistep import DPMSolverMultistepScheduler
						from .scheduling_dpmsolver_multistep_inverse import DPMSolverMultistepInverseScheduler
						from .scheduling_dpmsolver_singlestep import DPMSolverSinglestepScheduler
						from .scheduling_euler_ancestral_discrete import EulerAncestralDiscreteScheduler
						from .scheduling_euler_discrete import EulerDiscreteScheduler
						from .scheduling_heun_discrete import HeunDiscreteScheduler
						from .scheduling_ipndm import IPNDMScheduler
						from .scheduling_k_dpm_2_ancestral_discrete import KDPMaAncestralDiscreteScheduler
						from .scheduling_k_dpm_2_discrete import KDPMaDiscreteScheduler
						from .scheduling_karras_ve import KarrasVeScheduler
						from .scheduling_pndm import PNDMScheduler
						from .scheduling_repaint import RePaintScheduler
						from .scheduling_sde_ve import ScoreSdeVeScheduler
						from .scheduling_sde_vp import ScoreSdeVpScheduler
						from .scheduling_unclip import UnCLIPScheduler
						from .scheduling_unipc_multistep import UniPCMultistepScheduler
						from .scheduling_utils import KarrasDiffusionSchedulers, SchedulerMixin
						from .scheduling_vq_diffusion import VQDiffusionScheduler

try:
						if not is_flax_available():
												raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
						from ..utils.dummy_flax_objects import *  # noqa F403
else:
						from .scheduling_ddim_flax import FlaxDDIMScheduler
						from .scheduling_ddpm_flax import FlaxDDPMScheduler
						from .scheduling_dpmsolver_multistep_flax import FlaxDPMSolverMultistepScheduler
						from .scheduling_karras_ve_flax import FlaxKarrasVeScheduler
						from .scheduling_lms_discrete_flax import FlaxLMSDiscreteScheduler
						from .scheduling_pndm_flax import FlaxPNDMScheduler
						from .scheduling_sde_ve_flax import FlaxScoreSdeVeScheduler
						from .scheduling_utils_flax import (
						    FlaxKarrasDiffusionSchedulers,
						    FlaxSchedulerMixin,
						    FlaxSchedulerOutput,
						    broadcast_to_shape_from_left,
						)


try:
						if not (is_torch_available() and is_scipy_available()):
												raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
						from ..utils.dummy_torch_and_scipy_objects import *  # noqa F403
else:
						from .scheduling_lms_discrete import LMSDiscreteScheduler

try:
						if not (is_torch_available() and is_torchsde_available()):
												raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
						from ..utils.dummy_torch_and_torchsde_objects import *  # noqa F403
else:
						from .scheduling_dpmsolver_sde import DPMSolverSDEScheduler