'''simple docstring'''


import os
import zipfile

import pytest

from datasets.utils.extract import (
    BzipaExtractor,
    Extractor,
    GzipExtractor,
    LzaExtractor,
    SevenZipExtractor,
    TarExtractor,
    XzExtractor,
    ZipExtractor,
    ZstdExtractor,
)

from .utils import require_lza, require_pyazr, require_zstandard





@pytest.mark.parametrize(
    '''compression_format, is_archive'''    ,					[
        ('''7z''', True),
        ('''bz2''', False),
        ('''gzip''', False),
        ('''lz4''', False),
        ('''tar''', True),
        ('''xz''', False),
        ('''zip''', True),
        ('''zstd''', False),
    ]    ,					)
def       lowerCAmelCase					(		UpperCamelCase__				:   Union[str, Any]    ,					UpperCamelCase__				:   List[Any]    ,					UpperCamelCase__				:   List[Any]    ,					UpperCamelCase__				:   Union[str, Any]    ,					UpperCamelCase__				:   Any    ,					UpperCamelCase__				:   Union[str, Any]    ,					UpperCamelCase__				:   Any    ,					UpperCamelCase__				:   Optional[int]    ,					UpperCamelCase__				:   Dict    ,					UpperCamelCase__				:   List[Any]    ,					UpperCamelCase__				:   Optional[Any]    ,					UpperCamelCase__				:   Optional[int]    ,					):


	"""simple docstring"""
	__UpperCAmelCase							=			{
	    '''7z''': (seven_zip_file, SevenZipExtractor),
	    '''bz2''': (bza_file, BzipaExtractor),
	    '''gzip''': (gz_file, GzipExtractor),
	    '''lz4''': (lza_file, LzaExtractor),
	    '''tar''': (tar_file, TarExtractor),
	    '''xz''': (xz_file, XzExtractor),
	    '''zip''': (zip_file, ZipExtractor),
	    '''zstd''': (zstd_file, ZstdExtractor),
	}
	__UpperCAmelCase				,			__UpperCAmelCase							=			input_paths_and_base_extractors[compression_format]
	if input_path is None:
		__UpperCAmelCase							=			f"""for '{compression_format}' compression_format, """
		if compression_format == "7z":
			reason += require_pyazr.kwargs["reason"]
		elif compression_format == "lz4":
			reason += require_lza.kwargs["reason"]
		elif compression_format == "zstd":
			reason += require_zstandard.kwargs["reason"]
		pytest.skip(UpperCamelCase__       )
	assert base_extractor.is_extractable(UpperCamelCase__       )
	__UpperCAmelCase							=			tmp_path / ('''extracted''' if is_archive else '''extracted.txt''')
	base_extractor.extract(UpperCamelCase__    ,					UpperCamelCase__       )
	if is_archive:
		assert output_path.is_dir()
		for file_path in output_path.iterdir():
			assert file_path.name == text_file.name
			__UpperCAmelCase							=			file_path.read_text(encoding='''utf-8'''       )
	else:
		__UpperCAmelCase							=			output_path.read_text(encoding='''utf-8'''       )
	__UpperCAmelCase							=			text_file.read_text(encoding='''utf-8'''       )
	assert extracted_file_content == expected_file_content





@pytest.mark.parametrize(
    '''compression_format, is_archive'''    ,					[
        ('''7z''', True),
        ('''bz2''', False),
        ('''gzip''', False),
        ('''lz4''', False),
        ('''tar''', True),
        ('''xz''', False),
        ('''zip''', True),
        ('''zstd''', False),
    ]    ,					)
def       lowerCAmelCase					(		UpperCamelCase__				:   int    ,					UpperCamelCase__				:   Optional[Any]    ,					UpperCamelCase__				:   int    ,					UpperCamelCase__				:   Dict    ,					UpperCamelCase__				:   str    ,					UpperCamelCase__				:   Dict    ,					UpperCamelCase__				:   Union[str, Any]    ,					UpperCamelCase__				:   List[str]    ,					UpperCamelCase__				:   Union[str, Any]    ,					UpperCamelCase__				:   List[str]    ,					UpperCamelCase__				:   Dict    ,					UpperCamelCase__				:   int    ,					):


	"""simple docstring"""
	__UpperCAmelCase							=			{
	    '''7z''': seven_zip_file,
	    '''bz2''': bza_file,
	    '''gzip''': gz_file,
	    '''lz4''': lza_file,
	    '''tar''': tar_file,
	    '''xz''': xz_file,
	    '''zip''': zip_file,
	    '''zstd''': zstd_file,
	}
	__UpperCAmelCase							=			input_paths[compression_format]
	if input_path is None:
		__UpperCAmelCase							=			f"""for '{compression_format}' compression_format, """
		if compression_format == "7z":
			reason += require_pyazr.kwargs["reason"]
		elif compression_format == "lz4":
			reason += require_lza.kwargs["reason"]
		elif compression_format == "zstd":
			reason += require_zstandard.kwargs["reason"]
		pytest.skip(UpperCamelCase__       )
	__UpperCAmelCase							=			Extractor.infer_extractor_format(UpperCamelCase__       )
	assert extractor_format is not None
	__UpperCAmelCase							=			tmp_path / ('''extracted''' if is_archive else '''extracted.txt''')
	Extractor.extract(UpperCamelCase__    ,					UpperCamelCase__    ,					UpperCamelCase__       )
	if is_archive:
		assert output_path.is_dir()
		for file_path in output_path.iterdir():
			assert file_path.name == text_file.name
			__UpperCAmelCase							=			file_path.read_text(encoding='''utf-8'''       )
	else:
		__UpperCAmelCase							=			output_path.read_text(encoding='''utf-8'''       )
	__UpperCAmelCase							=			text_file.read_text(encoding='''utf-8'''       )
	assert extracted_file_content == expected_file_content





@pytest.fixture
def       lowerCAmelCase					(		UpperCamelCase__				:   str    ,					UpperCamelCase__				:   Dict       ):


	"""simple docstring"""
	import tarfile

	__UpperCAmelCase							=			tmp_path / '''data_dot_dot'''
	directory.mkdir()
	__UpperCAmelCase							=			directory / '''tar_file_with_dot_dot.tar'''
	with tarfile.TarFile(UpperCamelCase__    ,					'''w'''       ) as f:
		f.add(UpperCamelCase__    ,					arcname=os.path.join('''..'''    ,					text_file.name       )       )
	return path





@pytest.fixture
def       lowerCAmelCase					(		UpperCamelCase__				:   List[Any]       ):


	"""simple docstring"""
	import tarfile

	__UpperCAmelCase							=			tmp_path / '''data_sym_link'''
	directory.mkdir()
	__UpperCAmelCase							=			directory / '''tar_file_with_sym_link.tar'''
	os.symlink('''..'''    ,					directory / '''subdir'''    ,					target_is_directory=UpperCamelCase__       )
	with tarfile.TarFile(UpperCamelCase__    ,					'''w'''       ) as f:
		f.add(str(directory / '''subdir'''       )    ,					arcname='''subdir'''       )  # str required by os.readlink on Windows and Python < 3.8
	return path





@pytest.mark.parametrize(
    '''insecure_tar_file, error_log'''    ,					[('''tar_file_with_dot_dot''', '''illegal path'''), ('''tar_file_with_sym_link''', '''Symlink''')]    ,					)
def       lowerCAmelCase					(		UpperCamelCase__				:   List[Any]    ,					UpperCamelCase__				:   Tuple    ,					UpperCamelCase__				:   Any    ,					UpperCamelCase__				:   Optional[Any]    ,					UpperCamelCase__				:   str    ,					UpperCamelCase__				:   Union[str, Any]       ):


	"""simple docstring"""
	__UpperCAmelCase							=			{
	    '''tar_file_with_dot_dot''': tar_file_with_dot_dot,
	    '''tar_file_with_sym_link''': tar_file_with_sym_link,
	}
	__UpperCAmelCase							=			insecure_tar_files[insecure_tar_file]
	__UpperCAmelCase							=			tmp_path / '''extracted'''
	TarExtractor.extract(UpperCamelCase__    ,					UpperCamelCase__       )
	assert caplog.text
	for record in caplog.records:
		assert record.levelname == "ERROR"
		assert error_log in record.msg





def       lowerCAmelCase					(		UpperCamelCase__				:   List[Any]       ):


	"""simple docstring"""
	__UpperCAmelCase							=			tmpdir / '''not_a_zip_file'''
	# From: https://github.com/python/cpython/pull/5053
	__UpperCAmelCase							=			(
	    b'''\x89PNG\r\n\x1a\n\x00\x00\x00\rIHDR\x00\x00\x00\x01\x00\x00'''
	    b'''\x00\x02\x08\x06\x00\x00\x00\x99\x81\xb6\'\x00\x00\x00\x15I'''
	    b'''DATx\x01\x01\n\x00\xf5\xff\x00PK\x05\x06\x00PK\x06\x06\x07'''
	    b'''\xac\x01N\xc6|a\r\x00\x00\x00\x00IEND\xaeB`\x82'''
	)
	with not_a_zip_file.open('''wb'''       ) as f:
		f.write(UpperCamelCase__       )
	assert zipfile.is_zipfile(str(UpperCamelCase__       )       )  # is a false positive for `zipfile`
	assert not ZipExtractor.is_extractable(UpperCamelCase__       )  # but we're right

'''simple docstring'''


import gc
import unittest

from parameterized import parameterized

from diffusers import FlaxUNetaDConditionModel
from diffusers.utils import is_flax_available
from diffusers.utils.testing_utils import load_hf_numpy, require_flax, slow


if is_flax_available():
					import jax
					import jax.numpy as jnp






@slow
@require_flax
class 						A   (   unittest.TestCase   ):





							def       snake_case__						(      self				:							List[Any]     ,		__a				:							List[str]     ,		__a				:							Optional[Any]	)							->	List[Any]:
								return f"""gaussian_noise_s={seed}_shape={'_'.join([str(__a	) for s in shape]	)}.npy"""





							def       snake_case__						(      self				:							Dict	)							->	Union[str, Any]:
								# clean up the VRAM after each test
								super().tearDown()
								gc.collect()





							def       snake_case__						(      self				:							Optional[Any]     ,		__a				:							Tuple=0     ,		__a				:							List[Any]=(4, 4, 6_4, 6_4)     ,		__a				:							Optional[Any]=False	)							->	Tuple:
								__UpperCAmelCase							=			jnp.bfloataa if fpaa else jnp.floataa
								__UpperCAmelCase							=			jnp.array(load_hf_numpy(self.get_file_format(__a     ,		__a	)	)     ,		dtype=__a	)
								return image





							def       snake_case__						(      self				:							int     ,		__a				:							Optional[Any]=False     ,		__a				:							Optional[Any]="CompVis/stable-diffusion-v1-4"	)							->	Any:
								__UpperCAmelCase							=			jnp.bfloataa if fpaa else jnp.floataa
								__UpperCAmelCase							=			'''bf16''' if fpaa else None

								__UpperCAmelCase				,			__UpperCAmelCase							=			FlaxUNetaDConditionModel.from_pretrained(
								    __a     ,		subfolder='''unet'''     ,		dtype=__a     ,		revision=__a	)
								return model, params





							def       snake_case__						(      self				:							str     ,		__a				:							int=0     ,		__a				:							Tuple=(4, 7_7, 7_6_8)     ,		__a				:							Optional[int]=False	)							->	Union[str, Any]:
								__UpperCAmelCase							=			jnp.bfloataa if fpaa else jnp.floataa
								__UpperCAmelCase							=			jnp.array(load_hf_numpy(self.get_file_format(__a     ,		__a	)	)     ,		dtype=__a	)
								return hidden_states





							@parameterized.expand(
							    [
							        # fmt: off
							        [8_3, 4, [-0.2_3_2_3, -0.1_3_0_4, 0.0_8_1_3, -0.3_0_9_3, -0.0_9_1_9, -0.1_5_7_1, -0.1_1_2_5, -0.5_8_0_6]],
							        [1_7, 0.5_5, [-0.0_8_3_1, -0.2_4_4_3, 0.0_9_0_1, -0.0_9_1_9, 0.3_3_9_6, 0.0_1_0_3, -0.3_7_4_3, 0.0_7_0_1]],
							        [8, 0.8_9, [-0.4_8_6_3, 0.0_8_5_9, 0.0_8_7_5, -0.1_6_5_8, 0.9_1_9_9, -0.0_1_1_4, 0.4_8_3_9, 0.4_6_3_9]],
							        [3, 1_0_0_0, [-0.5_6_4_9, 0.2_4_0_2, -0.5_5_1_8, 0.1_2_4_8, 1.1_3_2_8, -0.2_4_4_3, -0.0_3_2_5, -1.0_0_7_8]],
							        # fmt: on
							    ]	)
							def       snake_case__						(      self				:							Tuple     ,		__a				:							Tuple     ,		__a				:							str     ,		__a				:							Optional[Any]	)							->	Any:
								__UpperCAmelCase				,			__UpperCAmelCase							=			self.get_unet_model(model_id='''CompVis/stable-diffusion-v1-4'''     ,		fpaa=__a	)
								__UpperCAmelCase							=			self.get_latents(__a     ,		fpaa=__a	)
								__UpperCAmelCase							=			self.get_encoder_hidden_states(__a     ,		fpaa=__a	)

								__UpperCAmelCase							=			model.apply(
								    {'''params''': params}     ,		__a     ,		jnp.array(__a     ,		dtype=jnp.intaa	)     ,		encoder_hidden_states=__a     ,		).sample

								assert sample.shape == latents.shape

								__UpperCAmelCase							=			jnp.asarray(jax.device_get((sample[-1, -2:, -2:, :2].flatten())	)     ,		dtype=jnp.floataa	)
								__UpperCAmelCase							=			jnp.array(__a     ,		dtype=jnp.floataa	)

								# Found torch (float16) and flax (bfloat16) outputs to be within this tolerance, in the same hardware
								assert jnp.allclose(__a     ,		__a     ,		atol=1e-2	)






							@parameterized.expand(
							    [
							        # fmt: off
							        [8_3, 4, [0.1_5_1_4, 0.0_8_0_7, 0.1_6_2_4, 0.1_0_1_6, -0.1_8_9_6, 0.0_2_6_3, 0.0_6_7_7, 0.2_3_1_0]],
							        [1_7, 0.5_5, [0.1_1_6_4, -0.0_2_1_6, 0.0_1_7_0, 0.1_5_8_9, -0.3_1_2_0, 0.1_0_0_5, -0.0_5_8_1, -0.1_4_5_8]],
							        [8, 0.8_9, [-0.1_7_5_8, -0.0_1_6_9, 0.1_0_0_4, -0.1_4_1_1, 0.1_3_1_2, 0.1_1_0_3, -0.1_9_9_6, 0.2_1_3_9]],
							        [3, 1_0_0_0, [0.1_2_1_4, 0.0_3_5_2, -0.0_7_3_1, -0.1_5_6_2, -0.0_9_9_4, -0.0_9_0_6, -0.2_3_4_0, -0.0_5_3_9]],
							        # fmt: on
							    ]	)
							def       snake_case__						(      self				:							Optional[Any]     ,		__a				:							Optional[int]     ,		__a				:							Optional[Any]     ,		__a				:							Optional[Any]	)							->	Union[str, Any]:
								__UpperCAmelCase				,			__UpperCAmelCase							=			self.get_unet_model(model_id='''stabilityai/stable-diffusion-2'''     ,		fpaa=__a	)
								__UpperCAmelCase							=			self.get_latents(__a     ,		shape=(4, 4, 9_6, 9_6)     ,		fpaa=__a	)
								__UpperCAmelCase							=			self.get_encoder_hidden_states(__a     ,		shape=(4, 7_7, 1_0_2_4)     ,		fpaa=__a	)

								__UpperCAmelCase							=			model.apply(
								    {'''params''': params}     ,		__a     ,		jnp.array(__a     ,		dtype=jnp.intaa	)     ,		encoder_hidden_states=__a     ,		).sample

								assert sample.shape == latents.shape

								__UpperCAmelCase							=			jnp.asarray(jax.device_get((sample[-1, -2:, -2:, :2].flatten())	)     ,		dtype=jnp.floataa	)
								__UpperCAmelCase							=			jnp.array(__a     ,		dtype=jnp.floataa	)

								# Found torch (float16) and flax (bfloat16) outputs to be within this tolerance, on the same hardware
								assert jnp.allclose(__a     ,		__a     ,		atol=1e-2	)
