





'''simple docstring'''






import flax.linen as nn
import jax
import jax.numpy as jnp




class 					UpperCAmelCase	(     nn.Module  ):
      _lowercase:     int
      _lowercase:     jnp.dtype			=  jnp.floataa




      def 							lowercase__       (     self     :					str    )							-> Any:
            _lowerCAmelCase					=				nn.Conv(
                self.out_channels     ,     kernel_size=(3, 3)     ,     strides=(1, 1)     ,     padding=((1, 1), (1, 1))     ,     dtype=self.dtype     ,     )




      def __call__(     self     :					str     ,     __snake_case     :					Tuple    )							-> Dict:
            _lowerCAmelCase	,				_lowerCAmelCase	,				_lowerCAmelCase	,				_lowerCAmelCase					=				hidden_states.shape
            _lowerCAmelCase					=				jax.image.resize(
                __snake_case     ,     shape=(batch, height * 2, width * 2, channels)     ,     method="""nearest"""     ,     )
            _lowerCAmelCase					=				self.conv(__snake_case    )
            return hidden_states




class 					UpperCAmelCase	(     nn.Module  ):
      _lowercase:     int
      _lowercase:     jnp.dtype			=  jnp.floataa




      def 							lowercase__       (     self     :					Any    )							-> str:
            _lowerCAmelCase					=				nn.Conv(
                self.out_channels     ,     kernel_size=(3, 3)     ,     strides=(2, 2)     ,     padding=((1, 1), (1, 1))     ,     dtype=self.dtype     ,     )




      def __call__(     self     :					Any     ,     __snake_case     :					List[str]    )							-> Dict:
            # pad = ((0, 0), (0, 1), (0, 1), (0, 0))  # pad height and width dim
            # hidden_states = jnp.pad(hidden_states, pad_width=pad)
            _lowerCAmelCase					=				self.conv(__snake_case    )
            return hidden_states




class 					UpperCAmelCase	(     nn.Module  ):
      _lowercase:     int
      _lowercase:     int			=  None
      _lowercase:     float			=  0.0
      _lowercase:     bool			=  None
      _lowercase:     jnp.dtype			=  jnp.floataa




      def 							lowercase__       (     self     :					Tuple    )							-> Optional[int]:
            _lowerCAmelCase					=				self.in_channels if self.out_channels is None else self.out_channels

            _lowerCAmelCase					=				nn.GroupNorm(num_groups=32     ,     epsilon=1E-5    )
            _lowerCAmelCase					=				nn.Conv(
                __snake_case     ,     kernel_size=(3, 3)     ,     strides=(1, 1)     ,     padding=((1, 1), (1, 1))     ,     dtype=self.dtype     ,     )

            _lowerCAmelCase					=				nn.Dense(__snake_case     ,     dtype=self.dtype    )

            _lowerCAmelCase					=				nn.GroupNorm(num_groups=32     ,     epsilon=1E-5    )
            _lowerCAmelCase					=				nn.Dropout(self.dropout_prob    )
            _lowerCAmelCase					=				nn.Conv(
                __snake_case     ,     kernel_size=(3, 3)     ,     strides=(1, 1)     ,     padding=((1, 1), (1, 1))     ,     dtype=self.dtype     ,     )

            _lowerCAmelCase					=				self.in_channels != out_channels if self.use_nin_shortcut is None else self.use_nin_shortcut

            _lowerCAmelCase					=				None
            if use_nin_shortcut:
                  _lowerCAmelCase					=				nn.Conv(
                      __snake_case     ,     kernel_size=(1, 1)     ,     strides=(1, 1)     ,     padding="""VALID"""     ,     dtype=self.dtype     ,     )




      def __call__(     self     :					List[Any]     ,     __snake_case     :					int     ,     __snake_case     :					Tuple     ,     __snake_case     :					Union[str, Any]=True    )							-> List[str]:
            _lowerCAmelCase					=				hidden_states
            _lowerCAmelCase					=				self.norma(__snake_case    )
            _lowerCAmelCase					=				nn.swish(__snake_case    )
            _lowerCAmelCase					=				self.conva(__snake_case    )

            _lowerCAmelCase					=				self.time_emb_proj(nn.swish(__snake_case    )    )
            _lowerCAmelCase					=				jnp.expand_dims(jnp.expand_dims(__snake_case     ,     1    )     ,     1    )
            _lowerCAmelCase					=				hidden_states + temb

            _lowerCAmelCase					=				self.norma(__snake_case    )
            _lowerCAmelCase					=				nn.swish(__snake_case    )
            _lowerCAmelCase					=				self.dropout(__snake_case     ,     __snake_case    )
            _lowerCAmelCase					=				self.conva(__snake_case    )

            if self.conv_shortcut is not None:
                  _lowerCAmelCase					=				self.conv_shortcut(__snake_case    )

            return hidden_states + residual













'''simple docstring'''






from datetime import datetime as dt
import os

from github import Github


A__							:  str    =[
    '''good first issue''',
    '''good second issue''',
    '''good difficult issue''',
    '''feature request''',
    '''new model''',
    '''wip''',
]
def   UpperCamelCase__ (						):





      """simple docstring"""


      _lowerCAmelCase					=				Github(os.environ["""GITHUB_TOKEN"""]    )
      _lowerCAmelCase					=				g.get_repo("""huggingface/transformers"""    )
      _lowerCAmelCase					=				repo.get_issues(state="""open"""    )

      for issue in open_issues:
            _lowerCAmelCase					=				sorted([comment for comment in issue.get_comments()]				,      key=lambda lowerCAmelCase    : i.created_at				,      reverse=lowerCAmelCase    )
            _lowerCAmelCase					=				comments[0] if len(lowerCAmelCase    ) > 0 else None
            if (
                last_comment is not None
                and last_comment.user.login == "github-actions[bot]"
                and (dt.utcnow() - issue.updated_at).days > 7
                and (dt.utcnow() - issue.created_at).days >= 30
                and not any(label.name.lower() in LABELS_TO_EXEMPT for label in issue.get_labels()    )
            ):
                  # print(f"Would close issue {issue.number} since it has been 7 days of inactivity since bot mention.")
                  issue.edit(state="""closed"""    )
            elif (
                (dt.utcnow() - issue.updated_at).days > 23
                and (dt.utcnow() - issue.created_at).days >= 30
                and not any(label.name.lower() in LABELS_TO_EXEMPT for label in issue.get_labels()    )
            ):
                  # print(f"Would add stale comment to {issue.number}")
                  issue.create_comment(
                      """This issue has been automatically marked as stale because it has not had """
                      """recent activity. If you think this still needs to be addressed """
                      """please comment on this thread.\n\nPlease note that issues that do not follow the """
                      """[contributing guidelines](https://github.com/huggingface/transformers/blob/main/CONTRIBUTING.md) """
                      """are likely to be ignored."""    )


if __name__ == "__main__":
      main()






