



"""simple docstring"""

import posixpath
from pathlib import Path
from unittest.mock import patch

import pytest
from fsspec.implementations.local import AbstractFileSystem, LocalFileSystem, stringify_path
from fsspec.registry import _registry as _fsspec_registry
class 						lowerCAmelCase__	(  __UpperCAmelCase   ):


	'''simple docstring'''







	_SCREAMING_SNAKE_CASE  :		int     	=   '''mock'''





	def __init__(			self							:					Dict    ,					*_SCREAMING_SNAKE_CASE							:					Optional[int]    ,					_SCREAMING_SNAKE_CASE							:					List[str]    ,					**_SCREAMING_SNAKE_CASE							:					Optional[Any]						)	->  Dict:





					"""simple docstring"""


					super().__init__()
					SCREAMING_SNAKE_CASE	:       List[str] 							=    LocalFileSystem(*lowercase_    ,					**lowercase_						)
					SCREAMING_SNAKE_CASE	:       Any 							=    Path(lowercase_						).resolve().as_posix() + '''/'''





	def  _lowerCAmelCase    (			self							:					List[Any]    ,					_SCREAMING_SNAKE_CASE							:					str    ,					*_SCREAMING_SNAKE_CASE							:					Tuple    ,					**_SCREAMING_SNAKE_CASE							:					Optional[Any]						)	->  int:





					"""simple docstring"""


					SCREAMING_SNAKE_CASE	:       Dict 							=    posixpath.join(self.local_root_dir    ,					self._strip_protocol(lowercase_						)						)
					return self._fs.mkdir(lowercase_    ,					*lowercase_    ,					**lowercase_						)





	def  _lowerCAmelCase    (			self							:					Any    ,					_SCREAMING_SNAKE_CASE							:					List[str]    ,					*_SCREAMING_SNAKE_CASE							:					str    ,					**_SCREAMING_SNAKE_CASE							:					Optional[int]						)	->  int:





					"""simple docstring"""


					SCREAMING_SNAKE_CASE	:       Union[str, Any] 							=    posixpath.join(self.local_root_dir    ,					self._strip_protocol(lowercase_						)						)
					return self._fs.makedirs(lowercase_    ,					*lowercase_    ,					**lowercase_						)





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





					"""simple docstring"""


					SCREAMING_SNAKE_CASE	:       Any 							=    posixpath.join(self.local_root_dir    ,					self._strip_protocol(lowercase_						)						)
					return self._fs.rmdir(lowercase_						)





	def  _lowerCAmelCase    (			self							:					Optional[int]    ,					_SCREAMING_SNAKE_CASE							:					str    ,					_SCREAMING_SNAKE_CASE							:					int=True    ,					*_SCREAMING_SNAKE_CASE							:					int    ,					**_SCREAMING_SNAKE_CASE							:					int						)	->  List[Any]:





					"""simple docstring"""


					SCREAMING_SNAKE_CASE	:       List[Any] 							=    posixpath.join(self.local_root_dir    ,					self._strip_protocol(lowercase_						)						)
					SCREAMING_SNAKE_CASE	:       Optional[Any] 							=    self._fs.ls(lowercase_    ,					detail=lowercase_    ,					*lowercase_    ,					**lowercase_						)
					if detail:
									return [{**info, "name": info["name"][len(self.local_root_dir						) :]} for info in out]
					else:
									return [name[len(self.local_root_dir						) :] for name in out]





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





					"""simple docstring"""


					SCREAMING_SNAKE_CASE	:       List[Any] 							=    posixpath.join(self.local_root_dir    ,					self._strip_protocol(lowercase_						)						)
					SCREAMING_SNAKE_CASE	:       Optional[int] 							=    dict(self._fs.info(lowercase_    ,					*lowercase_    ,					**lowercase_						)						)
					SCREAMING_SNAKE_CASE	:       Union[str, Any] 							=    out['''name'''][len(self.local_root_dir						) :]
					return out





	def  _lowerCAmelCase    (			self							:					Optional[int]    ,					_SCREAMING_SNAKE_CASE							:					int    ,					_SCREAMING_SNAKE_CASE							:					Dict    ,					*_SCREAMING_SNAKE_CASE							:					Dict    ,					**_SCREAMING_SNAKE_CASE							:					str						)	->  Any:





					"""simple docstring"""


					SCREAMING_SNAKE_CASE	:       Tuple 							=    posixpath.join(self.local_root_dir    ,					self._strip_protocol(lowercase_						)						)
					SCREAMING_SNAKE_CASE	:       int 							=    posixpath.join(self.local_root_dir    ,					self._strip_protocol(lowercase_						)						)
					return self._fs.cp_file(lowercase_    ,					lowercase_    ,					*lowercase_    ,					**lowercase_						)





	def  _lowerCAmelCase    (			self							:					Dict    ,					_SCREAMING_SNAKE_CASE							:					int    ,					*_SCREAMING_SNAKE_CASE							:					List[Any]    ,					**_SCREAMING_SNAKE_CASE							:					Tuple						)	->  List[Any]:





					"""simple docstring"""


					SCREAMING_SNAKE_CASE	:       Tuple 							=    posixpath.join(self.local_root_dir    ,					self._strip_protocol(lowercase_						)						)
					return self._fs.rm_file(lowercase_    ,					*lowercase_    ,					**lowercase_						)





	def  _lowerCAmelCase    (			self							:					Optional[Any]    ,					_SCREAMING_SNAKE_CASE							:					List[str]    ,					*_SCREAMING_SNAKE_CASE							:					str    ,					**_SCREAMING_SNAKE_CASE							:					str						)	->  List[Any]:





					"""simple docstring"""


					SCREAMING_SNAKE_CASE	:       int 							=    posixpath.join(self.local_root_dir    ,					self._strip_protocol(lowercase_						)						)
					return self._fs.rm(lowercase_    ,					*lowercase_    ,					**lowercase_						)





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





					"""simple docstring"""


					SCREAMING_SNAKE_CASE	:       List[str] 							=    posixpath.join(self.local_root_dir    ,					self._strip_protocol(lowercase_						)						)
					return self._fs._open(lowercase_    ,					*lowercase_    ,					**lowercase_						)





	def  _lowerCAmelCase    (			self							:					str    ,					_SCREAMING_SNAKE_CASE							:					Optional[int]						)	->  Optional[Any]:





					"""simple docstring"""


					SCREAMING_SNAKE_CASE	:       Union[str, Any] 							=    posixpath.join(self.local_root_dir    ,					self._strip_protocol(lowercase_						)						)
					return self._fs.created(lowercase_						)





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





					"""simple docstring"""


					SCREAMING_SNAKE_CASE	:       int 							=    posixpath.join(self.local_root_dir    ,					self._strip_protocol(lowercase_						)						)
					return self._fs.modified(lowercase_						)







	@classmethod
	def  _lowerCAmelCase    (			cls							:					Optional[int]    ,					_SCREAMING_SNAKE_CASE							:					List[Any]						)	->  Optional[Any]:





					"""simple docstring"""


					SCREAMING_SNAKE_CASE	:       str 							=    stringify_path(lowercase_						)
					if path.startswith('mock://'						):
									SCREAMING_SNAKE_CASE	:       int 							=    path[7:]
					return path




class 						lowerCAmelCase__	(  __UpperCAmelCase   ):


	'''simple docstring'''







	_SCREAMING_SNAKE_CASE  :		Dict     	=   '''tmp'''
	_SCREAMING_SNAKE_CASE  :		int     	=   None





	def __init__(			self							:					str    ,					*_SCREAMING_SNAKE_CASE							:					Any    ,					**_SCREAMING_SNAKE_CASE							:					Tuple						)	->  Dict:





					"""simple docstring"""


					assert self.tmp_dir is not None, "TmpDirFileSystem.tmp_dir is not set"
					super().__init__(*lowercase_    ,					**lowercase_    ,					local_root_dir=self.tmp_dir    ,					auto_mkdir=lowercase_						)







	@classmethod
	def  _lowerCAmelCase    (			cls							:					List[Any]    ,					_SCREAMING_SNAKE_CASE							:					Optional[int]						)	->  Dict:





					"""simple docstring"""


					SCREAMING_SNAKE_CASE	:       List[str] 							=    stringify_path(lowercase_						)
					if path.startswith('tmp://'						):
									SCREAMING_SNAKE_CASE	:       int 							=    path[6:]
					return path




@pytest.fixture
def    __snake_case       (  )    ->					Tuple:






				'''simple docstring'''
				SCREAMING_SNAKE_CASE	:       Tuple 							=    MockFileSystem
				SCREAMING_SNAKE_CASE	:       int 							=    TmpDirFileSystem
				yield
				del _fsspec_registry["mock"]
				del _fsspec_registry["tmp"]
@pytest.fixture
def    __snake_case       (  __A			:	Optional[int]       ,		__A			:	Any    )    ->					str:






				'''simple docstring'''
				SCREAMING_SNAKE_CASE	:       Tuple 							=    tmp_path_factory.mktemp('mockfs'    )
				return MockFileSystem(local_root_dir=lowercase_       ,		auto_mkdir=lowercase_    )







@pytest.fixture
def    __snake_case       (  __A			:	Dict       ,		__A			:	int    )    ->					List[Any]:






				'''simple docstring'''
				SCREAMING_SNAKE_CASE	:       Union[str, Any] 							=    tmp_path_factory.mktemp('tmpfs'    )
				with patch.object(lowercase_       ,		'tmp_dir'       ,		lowercase_    ):
								yield TmpDirFileSystem()










"""simple docstring"""

import torch
import torch.nn.functional as F

from diffusers import VQDiffusionScheduler

from .test_schedulers import SchedulerCommonTest
class 						lowerCAmelCase__	(  _lowerCamelCase   ):


	'''simple docstring'''







	_SCREAMING_SNAKE_CASE  :		Dict     	=   (VQDiffusionScheduler,)





	def  _lowerCAmelCase    (			self							:					Tuple    ,					**_SCREAMING_SNAKE_CASE							:					Optional[int]						)	->  int:





					"""simple docstring"""


					SCREAMING_SNAKE_CASE	:       List[str] 							=    {
					    'num_vec_classes': 4_097,
					    'num_train_timesteps': 100,
					}

					config.update(**_SCREAMING_SNAKE_CASE						)
					return config





	def  _lowerCAmelCase    (			self							:					Dict    ,					_SCREAMING_SNAKE_CASE							:					Tuple						)	->  List[str]:





					"""simple docstring"""


					SCREAMING_SNAKE_CASE	:       Tuple 							=    4
					SCREAMING_SNAKE_CASE	:       List[str] 							=    8
					SCREAMING_SNAKE_CASE	:       List[Any] 							=    8

					SCREAMING_SNAKE_CASE	:       Tuple 							=    torch.randint(0    ,					_SCREAMING_SNAKE_CASE    ,					(batch_size, height * width)						)

					return sample





	@property
	def  _lowerCAmelCase    (			self							:					str						)	->  int:





					"""simple docstring"""


					assert False





	def  _lowerCAmelCase    (			self							:					List[str]    ,					_SCREAMING_SNAKE_CASE							:					Optional[Any]						)	->  Optional[int]:





					"""simple docstring"""


					def model(_SCREAMING_SNAKE_CASE							:					Optional[Any]    ,					_SCREAMING_SNAKE_CASE							:					Optional[Any]    ,					*_SCREAMING_SNAKE_CASE							:					str						):
									SCREAMING_SNAKE_CASE							,	SCREAMING_SNAKE_CASE	:       Any 							=    sample.shape
									SCREAMING_SNAKE_CASE	:       Optional[int] 							=    torch.rand((batch_size, num_vec_classes - 1, num_latent_pixels)						)
									SCREAMING_SNAKE_CASE	:       List[str] 							=    F.log_softmax(logits.double()    ,					dim=1						).float()
									return return_value

					return model





	def  _lowerCAmelCase    (			self							:					List[str]						)	->  Dict:





					"""simple docstring"""


					for timesteps in [2, 5, 100, 1_000]:
									self.check_over_configs(num_train_timesteps=_SCREAMING_SNAKE_CASE						)





	def  _lowerCAmelCase    (			self							:					Union[str, Any]						)	->  int:





					"""simple docstring"""


					for num_vec_classes in [5, 100, 1_000, 4_000]:
									self.check_over_configs(num_vec_classes=_SCREAMING_SNAKE_CASE						)





	def  _lowerCAmelCase    (			self							:					Dict						)	->  List[Any]:





					"""simple docstring"""


					for t in [0, 50, 99]:
									self.check_over_forward(time_step=_SCREAMING_SNAKE_CASE						)







	def  _lowerCAmelCase    (			self							:					Any						)	->  Dict:





					"""simple docstring"""


					pass





