






from datetime import datetime as dt
import os

from github import Github


a		:       int			     = [
    "good first issue",
    "good second issue",
    "good difficult issue",
    "feature request",
    "new model",
    "wip",
]






def 				lowerCamelCase__      (    ):
  __UpperCAmelCase							:	Any           =  Github(os.environ["""GITHUB_TOKEN"""]		)
  __UpperCAmelCase							:	Optional[int]           =  g.get_repo("""huggingface/transformers"""		)
  __UpperCAmelCase							:	Dict           =  repo.get_issues(state="""open"""		)

  for issue in open_issues:
    __UpperCAmelCase							:	Optional[int]           =  sorted([comment for comment in issue.get_comments()]  ,		key=lambda __lowerCamelCase		: i.created_at  ,		reverse=__lowerCamelCase		)
    __UpperCAmelCase							:	int           =  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()










import warnings
from collections import OrderedDict
from typing import Mapping

from packaging import version

from ...configuration_utils import PretrainedConfig
from ...onnx import OnnxConfig
from ...utils import logging


a		:       List[Any]			     = logging.get_logger(__name__)

a		:       List[Any]			     = {
    "nvidia/segformer-b0-finetuned-ade-512-512": (
        "https://huggingface.co/nvidia/segformer-b0-finetuned-ade-512-512/resolve/main/config.json"
    ),
    # See all SegFormer models at https://huggingface.co/models?filter=segformer
}
class     a    ( lowercase__   ):



      """simple docstring"""


      a  : int							       =	'segformer'
      def __init__(      self					:			Dict		,      __lowercase					:			str=3		,      __lowercase					:			Dict=4		,      __lowercase					:			Any=[2, 2, 2, 2]		,      __lowercase					:			Optional[int]=[8, 4, 2, 1]		,      __lowercase					:			List[str]=[32, 64, 160, 256]		,      __lowercase					:			Union[str, Any]=[7, 3, 3, 3]		,      __lowercase					:			Optional[int]=[4, 2, 2, 2]		,      __lowercase					:			Any=[1, 2, 5, 8]		,      __lowercase					:			List[str]=[4, 4, 4, 4]		,      __lowercase					:			Any="gelu"		,      __lowercase					:			Optional[int]=0.0		,      __lowercase					:			Dict=0.0		,      __lowercase					:			Optional[Any]=0.1		,      __lowercase					:			int=0.02		,      __lowercase					:			Optional[int]=0.1		,      __lowercase					:			Optional[Any]=1e-6		,      __lowercase					:			Tuple=256		,      __lowercase					:			List[Any]=255		,      **__lowercase					:			Union[str, Any]		,      )							->      List[Any]:
        super().__init__(**__lowercase					)

        if "reshape_last_stage" in kwargs and kwargs["reshape_last_stage"] is False:
          warnings.warn(
              """Reshape_last_stage is set to False in this config. This argument is deprecated and will soon be"""
              """ removed, as the behaviour will default to that of reshape_last_stage = True."""		,      __lowercase		,      )

        __UpperCAmelCase							:	Tuple           =  num_channels
        __UpperCAmelCase							:	Any           =  num_encoder_blocks
        __UpperCAmelCase							:	List[Any]           =  depths
        __UpperCAmelCase							:	Dict           =  sr_ratios
        __UpperCAmelCase							:	int           =  hidden_sizes
        __UpperCAmelCase							:	Optional[Any]           =  patch_sizes
        __UpperCAmelCase							:	List[Any]           =  strides
        __UpperCAmelCase							:	List[str]           =  mlp_ratios
        __UpperCAmelCase							:	Tuple           =  num_attention_heads
        __UpperCAmelCase							:	List[str]           =  hidden_act
        __UpperCAmelCase							:	Tuple           =  hidden_dropout_prob
        __UpperCAmelCase							:	Dict           =  attention_probs_dropout_prob
        __UpperCAmelCase							:	Any           =  classifier_dropout_prob
        __UpperCAmelCase							:	Optional[int]           =  initializer_range
        __UpperCAmelCase							:	Optional[Any]           =  drop_path_rate
        __UpperCAmelCase							:	int           =  layer_norm_eps
        __UpperCAmelCase							:	Dict           =  decoder_hidden_size
        __UpperCAmelCase							:	Tuple           =  kwargs.get("""reshape_last_stage"""		,      __lowercase					)
        __UpperCAmelCase							:	int           =  semantic_loss_ignore_index


class     a    ( lowercase__   ):



      """simple docstring"""


      a  : Union[str, Any]							       =	version.parse('1.11'   )
      @property
      def 	UpperCAmelCase      (      self					:			Union[str, Any]					)							->      Mapping[str, Mapping[int, str]]:
        return OrderedDict(
            [
                ("""pixel_values""", {0: """batch""", 1: """num_channels""", 2: """height""", 3: """width"""}),
            ]					)
      @property
      def 	UpperCAmelCase      (      self					:			Optional[Any]					)							->      float:
        return 1e-4




      @property
      def 	UpperCAmelCase      (      self					:			str					)							->      int:
        return 12


