
"""simple docstring"""

import importlib
import inspect
import json
import os
import re
import shutil
import sys
from pathlib import Path
from typing import Dict, Optional, Union
from urllib import request

from huggingface_hub import HfFolder, cached_download, hf_hub_download, model_info
from packaging import version

from .. import __version__
from . import DIFFUSERS_DYNAMIC_MODULE_NAME, HF_MODULES_CACHE, logging


UpperCamelCase	:				Optional[Any]  	= (
    "https://raw.githubusercontent.com/huggingface/diffusers/{revision}/examples/community/{pipeline}.py"
)


UpperCamelCase	:				List[str]  	= logging.get_logger(__name__)  # pylint: disable=invalid-name






def 							A						(				)      ->	Union[str, Any]:
 __UpperCamelCase				  =       '''https://pypi.org/pypi/diffusers/json'''
 __UpperCamelCase				  =       json.loads(request.urlopen(__lowerCAmelCase		).read()		)['''releases'''].keys()
 return sorted(__lowerCAmelCase				,					key=lambda snake_case		: version.Version(__lowerCAmelCase		)		)






def 							A						(				)      ->	Optional[int]:

 if HF_MODULES_CACHE in sys.path:
  return

 sys.path.append(__lowerCAmelCase		)
 os.makedirs(__lowerCAmelCase				,					exist_ok=__lowerCAmelCase		)
 __UpperCamelCase				  =       Path(__lowerCAmelCase		) / '''__init__.py'''
 if not init_path.exists():
  init_path.touch()






def 							A						(				snake_case      :List[Any]		)      ->	str:
 init_hf_modules()
 __UpperCamelCase				  =       Path(__lowerCAmelCase		) / name
 # If the parent module does not exist yet, recursively create it.
 if not dynamic_module_path.parent.exists():
  create_dynamic_module(dynamic_module_path.parent		)
 os.makedirs(__lowerCAmelCase				,					exist_ok=__lowerCAmelCase		)
 __UpperCamelCase				  =       dynamic_module_path / '''__init__.py'''
 if not init_path.exists():
  init_path.touch()






def 							A						(				snake_case      :Tuple		)      ->	List[str]:

 with open(__lowerCAmelCase				,					'r'				,					encoding='utf-8'		) as f:
  __UpperCamelCase				  =       f.read()

 # Imports of the form `import .xxx`
 __UpperCamelCase				  =       re.findall('^\s*import\s+\.(\S+)\s*$'				,					__lowerCAmelCase				,					flags=re.MULTILINE		)
 # Imports of the form `from .xxx import yyy`
 relative_imports += re.findall('^\s*from\s+\.(\S+)\s+import'				,					__lowerCAmelCase				,					flags=re.MULTILINE		)
 # Unique-ify
 return list(set(__lowerCAmelCase		)		)






def 							A						(				snake_case      :int		)      ->	str:
 __UpperCamelCase				  =       False
 __UpperCamelCase				  =       [module_file]
 __UpperCamelCase				  =       []

 # Let's recurse through all relative imports
 while not no_change:
  __UpperCamelCase				  =       []
  for f in files_to_check:
   new_imports.extend(get_relative_imports(__lowerCAmelCase		)		)

  __UpperCamelCase				  =       Path(__lowerCAmelCase		).parent
  __UpperCamelCase				  =       [str(module_path / m		) for m in new_imports]
  __UpperCamelCase				  =       [f for f in new_import_files if f not in all_relative_imports]
  __UpperCamelCase				  =       [f'{f}.py' for f in new_import_files]

  __UpperCamelCase				  =       len(__lowerCAmelCase		) == 0
  all_relative_imports.extend(__lowerCAmelCase		)

 return all_relative_imports






def 							A						(				snake_case      :Union[str, Any]		)      ->	Dict:

 with open(__lowerCAmelCase				,					'r'				,					encoding='utf-8'		) as f:
  __UpperCamelCase				  =       f.read()

 # Imports of the form `import xxx`
 __UpperCamelCase				  =       re.findall('^\s*import\s+(\S+)\s*$'				,					__lowerCAmelCase				,					flags=re.MULTILINE		)
 # Imports of the form `from xxx import yyy`
 imports += re.findall('^\s*from\s+(\S+)\s+import'				,					__lowerCAmelCase				,					flags=re.MULTILINE		)
 # Only keep the top-level module
 __UpperCamelCase				  =       [imp.split('.'		)[0] for imp in imports if not imp.startswith('.'		)]

 # Unique-ify and test we got them all
 __UpperCamelCase				  =       list(set(__lowerCAmelCase		)		)
 __UpperCamelCase				  =       []
 for imp in imports:
  try:
   importlib.import_module(__lowerCAmelCase		)
  except ImportError:
   missing_packages.append(__lowerCAmelCase		)

 if len(__lowerCAmelCase		) > 0:
  raise ImportError(
      'This modeling file requires the following packages that were not found in your environment: '
      f'{", ".join(__lowerCAmelCase		)}. Run `pip install {" ".join(__lowerCAmelCase		)}`'		)

 return get_relative_imports(__lowerCAmelCase		)






def 							A						(				snake_case      :Dict				,					snake_case      :int		)      ->	Any:
 __UpperCamelCase				  =       module_path.replace(os.path.sep				,					'.'		)
 __UpperCamelCase				  =       importlib.import_module(__lowerCAmelCase		)

 if class_name is None:
  return find_pipeline_class(__lowerCAmelCase		)
 return getattr(__lowerCAmelCase				,					__lowerCAmelCase		)






def 							A						(				snake_case      :int		)      ->	Any:
 from ..pipelines import DiffusionPipeline

 __UpperCamelCase				  =       dict(inspect.getmembers(__lowerCAmelCase				,					inspect.isclass		)		)

 __UpperCamelCase				  =       None
 for cls_name, cls in cls_members.items():
  if (
      cls_name != DiffusionPipeline.__name__
      and issubclass(cls				,					__lowerCAmelCase		)
      and cls.__module__.split('.'		)[0] != "diffusers"
  ):
   if pipeline_class is not None:
    raise ValueError(
        f'Multiple classes that inherit from {DiffusionPipeline.__name__} have been found:'
        f' {pipeline_class.__name__}, and {cls_name}. Please make sure to define only one in'
        f' {loaded_module}.'		)
   __UpperCamelCase				  =       cls

 return pipeline_class






def 							A						(				snake_case      :int				,					snake_case      :str				,					snake_case      :Any = None				,					snake_case      :str = False				,					snake_case      :Tuple = False				,					snake_case      :Dict = None				,					snake_case      :List[Any] = None				,					snake_case      :Optional[Any] = None				,					snake_case      :Any = False				,					)      ->	int:
 __UpperCamelCase				  =       str(__lowerCAmelCase		)

 __UpperCamelCase				  =       os.path.join(__lowerCAmelCase				,					__lowerCAmelCase		)

 if os.path.isfile(__lowerCAmelCase		):
  __UpperCamelCase				  =       module_file_or_url
  __UpperCamelCase				  =       '''local'''
 elif pretrained_model_name_or_path.count('/'		) == 0:
  __UpperCamelCase				  =       get_diffusers_versions()
  # cut ".dev0"
  __UpperCamelCase				  =       '''v''' + '''.'''.join(__version__.split('.'		)[:3]		)

  # retrieve github version that matches
  if revision is None:
   __UpperCamelCase				  =       latest_version if latest_version[1:] in available_versions else '''main'''
   logger.info(f'Defaulting to latest_version: {revision}.'		)
  elif revision in available_versions:
   __UpperCamelCase				  =       f'v{revision}'
  elif revision == "main":
   __UpperCamelCase				  =       revision
  else:
   raise ValueError(
       f'`custom_revision`: {revision} does not exist. Please make sure to choose one of'
       f' {", ".join(available_versions + ["main"]		)}.'		)

  # community pipeline on GitHub
  __UpperCamelCase				  =       COMMUNITY_PIPELINES_URL.format(revision=__lowerCAmelCase				,					pipeline=__lowerCAmelCase		)
  try:
   __UpperCamelCase				  =       cached_download(
       __lowerCAmelCase				,					cache_dir=__lowerCAmelCase				,					force_download=__lowerCAmelCase				,					proxies=__lowerCAmelCase				,					resume_download=__lowerCAmelCase				,					local_files_only=__lowerCAmelCase				,					use_auth_token=__lowerCAmelCase				,					)
   __UpperCamelCase				  =       '''git'''
   __UpperCamelCase				  =       pretrained_model_name_or_path + '''.py'''
  except EnvironmentError:
   logger.error(f'Could not locate the {module_file} inside {pretrained_model_name_or_path}.'		)
   raise
 else:
  try:
   # Load from URL or cache if already cached
   __UpperCamelCase				  =       hf_hub_download(
       __lowerCAmelCase				,					__lowerCAmelCase				,					cache_dir=__lowerCAmelCase				,					force_download=__lowerCAmelCase				,					proxies=__lowerCAmelCase				,					resume_download=__lowerCAmelCase				,					local_files_only=__lowerCAmelCase				,					use_auth_token=__lowerCAmelCase				,					)
   __UpperCamelCase				  =       os.path.join('local'				,					'--'.join(pretrained_model_name_or_path.split('/'		)		)		)
  except EnvironmentError:
   logger.error(f'Could not locate the {module_file} inside {pretrained_model_name_or_path}.'		)
   raise

    # Check we have all the requirements in our environment
 __UpperCamelCase				  =       check_imports(__lowerCAmelCase		)

 # Now we move the module inside our cached dynamic modules.
 __UpperCamelCase				  =       DIFFUSERS_DYNAMIC_MODULE_NAME + os.path.sep + submodule
 create_dynamic_module(__lowerCAmelCase		)
 __UpperCamelCase				  =       Path(__lowerCAmelCase		) / full_submodule
 if submodule == "local" or submodule == "git":
  # We always copy local files (we could hash the file to see if there was a change, and give them the name of
  # that hash, to only copy when there is a modification but it seems overkill for now).
  # The only reason we do the copy is to avoid putting too many folders in sys.path.
  shutil.copy(__lowerCAmelCase				,					submodule_path / module_file		)
  for module_needed in modules_needed:
   __UpperCamelCase				  =       f'{module_needed}.py'
   shutil.copy(os.path.join(__lowerCAmelCase				,					__lowerCAmelCase		)				,					submodule_path / module_needed		)
 else:
  # Get the commit hash
  # TODO: we will get this info in the etag soon, so retrieve it from there and not here.
  if isinstance(__lowerCAmelCase				,					__lowerCAmelCase		):
   __UpperCamelCase				  =       use_auth_token
  elif use_auth_token is True:
   __UpperCamelCase				  =       HfFolder.get_token()
  else:
   __UpperCamelCase				  =       None

  __UpperCamelCase				  =       model_info(__lowerCAmelCase				,					revision=__lowerCAmelCase				,					token=__lowerCAmelCase		).sha

  # The module file will end up being placed in a subfolder with the git hash of the repo. This way we get the
  # benefit of versioning.
  __UpperCamelCase				  =       submodule_path / commit_hash
  __UpperCamelCase				  =       full_submodule + os.path.sep + commit_hash
  create_dynamic_module(__lowerCAmelCase		)

  if not (submodule_path / module_file).exists():
   shutil.copy(__lowerCAmelCase				,					submodule_path / module_file		)
  # Make sure we also have every file with relative
  for module_needed in modules_needed:
   if not (submodule_path / module_needed).exists():
    get_cached_module_file(
        __lowerCAmelCase				,					f'{module_needed}.py'				,					cache_dir=__lowerCAmelCase				,					force_download=__lowerCAmelCase				,					resume_download=__lowerCAmelCase				,					proxies=__lowerCAmelCase				,					use_auth_token=__lowerCAmelCase				,					revision=__lowerCAmelCase				,					local_files_only=__lowerCAmelCase				,					)
 return os.path.join(__lowerCAmelCase				,					__lowerCAmelCase		)






def 							A						(				snake_case      :Dict				,					snake_case      :str				,					snake_case      :Any = None				,					snake_case      :List[Any] = None				,					snake_case      :int = False				,					snake_case      :Tuple = False				,					snake_case      :Any = None				,					snake_case      :List[Any] = None				,					snake_case      :List[str] = None				,					snake_case      :Optional[int] = False				,					**snake_case      :Optional[int]				,					)      ->	Dict:
 __UpperCamelCase				  =       get_cached_module_file(
     __lowerCAmelCase				,					__lowerCAmelCase				,					cache_dir=__lowerCAmelCase				,					force_download=__lowerCAmelCase				,					resume_download=__lowerCAmelCase				,					proxies=__lowerCAmelCase				,					use_auth_token=__lowerCAmelCase				,					revision=__lowerCAmelCase				,					local_files_only=__lowerCAmelCase				,					)
 return get_class_in_module(__lowerCAmelCase				,					final_module.replace('.py'				,					''		)		)








from torch import nn


class       a							(			nn.Module				):



		def __init__(     self     :Tuple   ,__lowercase     :Optional[int]   ,__lowercase     :int  ):
						super().__init__()
						snake_case__	:      Optional[Any]     		=	class_size
						snake_case__	:      Dict     		=	embed_size
						# self.mlp1 = nn.Linear(embed_size, embed_size)
						# self.mlp2 = (nn.Linear(embed_size, class_size))
						snake_case__	:      Dict     		=	nn.Linear(__lowercase   ,__lowercase  )






		def 	__lowerCamelCase			(     self     :str   ,__lowercase     :int  ):
						# hidden_state = nn.functional.relu(self.mlp1(hidden_state))
						# hidden_state = self.mlp2(hidden_state)
						snake_case__	:      Optional[Any]     		=	self.mlp(__lowercase  )
						return logits

