



"""simple docstring"""






import os
import re
import shutil
import sys
import tempfile
import unittest

import black


__snake_case							:     Union[str, Any]   =					os.path.abspath(os.path.dirname(os.path.dirname(os.path.dirname(__file__))))
sys.path.append(os.path.join(git_repo_path, 'utils'))

import check_copies  # noqa: E402


# This is the reference code that will be used in the tests.
# If DDPMSchedulerOutput is changed in scheduling_ddpm.py, this code needs to be manually updated.
__snake_case							:     List[Any]   =					'    \"""\n    Output class for the scheduler\'s step function output.\n\n    Args:\n        prev_sample (`torch.FloatTensor` of shape `(batch_size, num_channels, height, width)` for images):\n            Computed sample (x_{t-1}) of previous timestep. `prev_sample` should be used as next model input in the\n            denoising loop.\n        pred_original_sample (`torch.FloatTensor` of shape `(batch_size, num_channels, height, width)` for images):\n            The predicted denoised sample (x_{0}) based on the model output from the current timestep.\n            `pred_original_sample` can be used to preview progress or for guidance.\n    \"""\n\n    prev_sample: torch.FloatTensor\n    pred_original_sample: Optional[torch.FloatTensor] = None\n'



class     A__     (						unittest.TestCase							):




	'''simple docstring'''





	def 							_SCREAMING_SNAKE_CASE     (  self:	Tuple)       -> List[Any]:

				"""simple docstring"""

				__lowerCAmelCase   :						Union[str, Any]				= tempfile.mkdtemp()
				os.makedirs(os.path.join(self.diffusers_dir ,    "schedulers/"))
				__lowerCAmelCase   :						Optional[int]				= self.diffusers_dir
				shutil.copy(
				    os.path.join(_SCREAMING_SNAKE_CASE ,    "src/diffusers/schedulers/scheduling_ddpm.py") ,    os.path.join(self.diffusers_dir ,    "schedulers/scheduling_ddpm.py") ,    )

	def 							_SCREAMING_SNAKE_CASE     (  self:	List[Any])       -> Union[str, Any]:

				"""simple docstring"""

				__lowerCAmelCase   :						Optional[int]				= "src/diffusers"
				shutil.rmtree(self.diffusers_dir)

	def 							_SCREAMING_SNAKE_CASE     (  self:	List[Any] ,    _SCREAMING_SNAKE_CASE:	Any ,    _SCREAMING_SNAKE_CASE:	str ,    _SCREAMING_SNAKE_CASE:	Union[str, Any] ,    _SCREAMING_SNAKE_CASE:	str=None)       -> List[Any]:

				"""simple docstring"""

				__lowerCAmelCase   :						Dict				= comment + F"""\nclass {class_name}(nn.Module):\n""" + class_code
				if overwrite_result is not None:
							__lowerCAmelCase   :						int				= comment + F"""\nclass {class_name}(nn.Module):\n""" + overwrite_result
				__lowerCAmelCase   :						str				= black.Mode(target_versions={black.TargetVersion.PYaa} ,    line_length=119)
				__lowerCAmelCase   :						Tuple				= black.format_str(_SCREAMING_SNAKE_CASE ,    mode=_SCREAMING_SNAKE_CASE)
				__lowerCAmelCase   :						str				= os.path.join(self.diffusers_dir ,    "new_code.py")
				with open(_SCREAMING_SNAKE_CASE ,    "w" ,    newline="\n") as f:
							f.write(_SCREAMING_SNAKE_CASE)
				if overwrite_result is None:
							self.assertTrue(len(check_copies.is_copy_consistent(_SCREAMING_SNAKE_CASE)) == 0)
				else:
							check_copies.is_copy_consistent(f.name ,    overwrite=_SCREAMING_SNAKE_CASE)
							with open(_SCREAMING_SNAKE_CASE ,    "r") as f:
										self.assertTrue(f.read() ,    _SCREAMING_SNAKE_CASE)

	def 							_SCREAMING_SNAKE_CASE     (  self:	Any)       -> List[str]:

				"""simple docstring"""

				__lowerCAmelCase   :						List[str]				= check_copies.find_code_in_diffusers("schedulers.scheduling_ddpm.DDPMSchedulerOutput")
				self.assertEqual(_SCREAMING_SNAKE_CASE ,    _SCREAMING_SNAKE_CASE)







	def 							_SCREAMING_SNAKE_CASE     (  self:	Tuple)       -> Tuple:

				"""simple docstring"""

				self.check_copy_consistency(
				    "# Copied from diffusers.schedulers.scheduling_ddpm.DDPMSchedulerOutput" ,    "DDPMSchedulerOutput" ,    REFERENCE_CODE + "\n" ,    )

				# With no empty line at the end
				self.check_copy_consistency(
				    "# Copied from diffusers.schedulers.scheduling_ddpm.DDPMSchedulerOutput" ,    "DDPMSchedulerOutput" ,    _SCREAMING_SNAKE_CASE ,    )

				# Copy consistency with rename
				self.check_copy_consistency(
				    "# Copied from diffusers.schedulers.scheduling_ddpm.DDPMSchedulerOutput with DDPM->Test" ,    "TestSchedulerOutput" ,    re.sub("DDPM" ,    "Test" ,    _SCREAMING_SNAKE_CASE) ,    )

				# Copy consistency with a really long name
				__lowerCAmelCase   :						int				= "TestClassWithAReallyLongNameBecauseSomePeopleLikeThatForSomeReason"
				self.check_copy_consistency(
				    F"""# Copied from diffusers.schedulers.scheduling_ddpm.DDPMSchedulerOutput with DDPM->{long_class_name}""" ,    F"""{long_class_name}SchedulerOutput""" ,    re.sub("Bert" ,    _SCREAMING_SNAKE_CASE ,    _SCREAMING_SNAKE_CASE) ,    )

				# Copy consistency with overwrite
				self.check_copy_consistency(
				    "# Copied from diffusers.schedulers.scheduling_ddpm.DDPMSchedulerOutput with DDPM->Test" ,    "TestSchedulerOutput" ,    _SCREAMING_SNAKE_CASE ,    overwrite_result=re.sub("DDPM" ,    "Test" ,    _SCREAMING_SNAKE_CASE) ,    )




"""simple docstring"""






import os

import pytest

from datasets import (
    get_dataset_config_info,
    get_dataset_config_names,
    get_dataset_infos,
    get_dataset_split_names,
    inspect_dataset,
    inspect_metric,
)


__snake_case							:     str   =					pytest.mark.integration


@pytest.mark.parametrize("path"      ,["paws", "csv"]			)
def     _lowercase       (						__snake_case      ,__snake_case			)		->     Any:
			inspect_dataset(__snake_case      ,__snake_case			)
			__lowerCAmelCase   :						str				= path + ".py"
			assert script_name in os.listdir(__snake_case			)
			assert "__pycache__" not in os.listdir(__snake_case			)


@pytest.mark.filterwarnings("ignore:inspect_metric is deprecated:FutureWarning"			)
@pytest.mark.filterwarnings("ignore:metric_module_factory is deprecated:FutureWarning"			)
@pytest.mark.parametrize("path"      ,["accuracy"]			)
def     _lowercase       (						__snake_case      ,__snake_case			)		->     int:
			inspect_metric(__snake_case      ,__snake_case			)
			__lowerCAmelCase   :						str				= path + ".py"
			assert script_name in os.listdir(__snake_case			)
			assert "__pycache__" not in os.listdir(__snake_case			)


@pytest.mark.parametrize(
    "path, config_name, expected_splits"      ,[
        ("squad", "plain_text", ["train", "validation"]),
        ("dalle-mini/wit", "dalle-mini--wit", ["train"]),
        ("paws", "labeled_final", ["train", "test", "validation"]),
    ]      ,)
def     _lowercase       (						__snake_case      ,__snake_case      ,__snake_case			)		->     Optional[int]:
			__lowerCAmelCase   :						str				= get_dataset_config_info(__snake_case      ,config_name=__snake_case			)
			assert info.config_name == config_name
			assert list(info.splits.keys()			) == expected_splits


@pytest.mark.parametrize(
    "path, config_name, expected_exception"      ,[
        ("paws", None, ValueError),
    ]      ,)
def     _lowercase       (						__snake_case      ,__snake_case      ,__snake_case			)		->     List[str]:
			with pytest.raises(__snake_case			):
						get_dataset_config_info(__snake_case      ,config_name=__snake_case			)


@pytest.mark.parametrize(
    "path, expected"      ,[
        ("squad", "plain_text"),
        ("acronym_identification", "default"),
        ("lhoestq/squad", "plain_text"),
        ("lhoestq/test", "default"),
        ("lhoestq/demo1", "lhoestq--demo1"),
        ("dalle-mini/wit", "dalle-mini--wit"),
    ]      ,)
def     _lowercase       (						__snake_case      ,__snake_case			)		->     int:
			__lowerCAmelCase   :						Dict				= get_dataset_config_names(__snake_case			)
			assert expected in config_names


@pytest.mark.parametrize(
    "path, expected_configs, expected_splits_in_first_config"      ,[
        ("squad", ["plain_text"], ["train", "validation"]),
        ("dalle-mini/wit", ["dalle-mini--wit"], ["train"]),
        ("paws", ["labeled_final", "labeled_swap", "unlabeled_final"], ["train", "test", "validation"]),
    ]      ,)
def     _lowercase       (						__snake_case      ,__snake_case      ,__snake_case			)		->     Optional[Any]:
			__lowerCAmelCase   :						List[Any]				= get_dataset_infos(__snake_case			)
			assert list(infos.keys()			) == expected_configs
			__lowerCAmelCase   :						List[Any]				= expected_configs[0]
			assert expected_config in infos
			__lowerCAmelCase   :						Tuple				= infos[expected_config]
			assert info.config_name == expected_config
			assert list(info.splits.keys()			) == expected_splits_in_first_config


@pytest.mark.parametrize(
    "path, expected_config, expected_splits"      ,[
        ("squad", "plain_text", ["train", "validation"]),
        ("dalle-mini/wit", "dalle-mini--wit", ["train"]),
        ("paws", "labeled_final", ["train", "test", "validation"]),
    ]      ,)
def     _lowercase       (						__snake_case      ,__snake_case      ,__snake_case			)		->     Union[str, Any]:
			__lowerCAmelCase   :						Tuple				= get_dataset_infos(__snake_case			)
			assert expected_config in infos
			__lowerCAmelCase   :						int				= infos[expected_config]
			assert info.config_name == expected_config
			assert list(info.splits.keys()			) == expected_splits





@pytest.mark.parametrize(
    "path, config_name, expected_exception"      ,[
        ("paws", None, ValueError),
    ]      ,)
def     _lowercase       (						__snake_case      ,__snake_case      ,__snake_case			)		->     Any:
			with pytest.raises(__snake_case			):
						get_dataset_split_names(__snake_case      ,config_name=__snake_case			)