






from __future__ import annotations

from typing import Generic, TypeVar

SCREAMING_SNAKE_CASE__     =       TypeVar('T')






class     a_						(      Generic[T]    ):

  def __init__(				self      ,		_SCREAMING_SNAKE_CASE				)  ->				None:



        """simple docstring"""






        UpperCamelCase      = data
        UpperCamelCase      = self
        UpperCamelCase      = 0






class     a_						(      Generic[T]    ):

  def __init__(				self				)  ->				None:



        """simple docstring"""






        UpperCamelCase      = {}

  def   A__						(				self      ,		_SCREAMING_SNAKE_CASE				)  ->				None:



        """simple docstring"""






        UpperCamelCase      = DisjointSetTreeNode(_SCREAMING_SNAKE_CASE				)

  def   A__						(				self      ,		_SCREAMING_SNAKE_CASE				)  ->				DisjointSetTreeNode[T]:



        """simple docstring"""






        UpperCamelCase      = self.map[data]
        if elem_ref != elem_ref.parent:
              UpperCamelCase      = self.find_set(elem_ref.parent.data				)
        return elem_ref.parent

  def   A__						(				self      ,		_SCREAMING_SNAKE_CASE      ,		_SCREAMING_SNAKE_CASE				)  ->				None:



        """simple docstring"""






        if nodea.rank > nodea.rank:
              UpperCamelCase      = nodea
        else:
              UpperCamelCase      = nodea
              if nodea.rank == nodea.rank:
                    nodea.rank += 1


  def   A__						(				self      ,		_SCREAMING_SNAKE_CASE      ,		_SCREAMING_SNAKE_CASE				)  ->				None:



        """simple docstring"""






        self.link(self.find_set(_SCREAMING_SNAKE_CASE				)      ,		self.find_set(_SCREAMING_SNAKE_CASE				)				)






class     a_						(      Generic[T]    ):

  def __init__(				self				)  ->				None:



        """simple docstring"""






        UpperCamelCase      = {}

  def   A__						(				self      ,		_SCREAMING_SNAKE_CASE				)  ->				None:



        """simple docstring"""






        if node not in self.connections:
              UpperCamelCase      = {}

  def   A__						(				self      ,		_SCREAMING_SNAKE_CASE      ,		_SCREAMING_SNAKE_CASE      ,		_SCREAMING_SNAKE_CASE				)  ->				None:



        """simple docstring"""






        self.add_node(_SCREAMING_SNAKE_CASE				)
        self.add_node(_SCREAMING_SNAKE_CASE				)
        UpperCamelCase      = weight
        UpperCamelCase      = weight


  def   A__						(				self				)  ->				GraphUndirectedWeighted[T]:



        """simple docstring"""






        UpperCamelCase      = []
        UpperCamelCase      = set()
        for start in self.connections:
              for end in self.connections[start]:
                    if (start, end) not in seen:
                          seen.add((end, start)				)
                          edges.append((start, end, self.connections[start][end])				)
        edges.sort(key=lambda _SCREAMING_SNAKE_CASE				: x[2]				)

        # creating the disjoint set
        UpperCamelCase      = DisjointSetTree[T]()
        for node in self.connections:
              disjoint_set.make_set(_SCREAMING_SNAKE_CASE				)

        # MST generation
        UpperCamelCase      = 0
        UpperCamelCase      = 0
        UpperCamelCase      = GraphUndirectedWeighted[T]()
        while num_edges < len(self.connections				) - 1:
              UpperCamelCase  ,UpperCamelCase  ,UpperCamelCase      = edges[index]
              index += 1
              UpperCamelCase      = disjoint_set.find_set(_SCREAMING_SNAKE_CASE				)
              UpperCamelCase      = disjoint_set.find_set(_SCREAMING_SNAKE_CASE				)
              if parent_u != parent_v:
                    num_edges += 1
                    graph.add_edge(_SCREAMING_SNAKE_CASE      ,		_SCREAMING_SNAKE_CASE      ,		_SCREAMING_SNAKE_CASE				)
                    disjoint_set.union(_SCREAMING_SNAKE_CASE      ,		_SCREAMING_SNAKE_CASE				)
        return graph








'''simple docstring'''

import importlib
import os
from dataclasses import dataclass
from enum import Enum
from typing import Any, Dict, Optional, Union

import torch

from ..utils import BaseOutput


SCREAMING_SNAKE_CASE__     =       'scheduler_config.json'






class     a_						(      lowerCamelCase    ):
  lowercase							=				1
  lowercase							=				2
  lowercase							=				3
  lowercase							=				4
  lowercase							=				5
  lowercase							=				6
  lowercase							=				7
  lowercase							=				8
  lowercase							=				9
  lowercase							=				10
  lowercase							=				11
  lowercase							=				12
  lowercase							=				13
  lowercase							=				14






@dataclass
class     a_						(      lowerCamelCase    ):
  lowercase							=				42






class     a_						:
  lowercase							=				SCHEDULER_CONFIG_NAME
  lowercase							=				[]
  lowercase							=				True

  @classmethod
  def   A__						(				cls      ,		_SCREAMING_SNAKE_CASE = None      ,		_SCREAMING_SNAKE_CASE = None      ,		_SCREAMING_SNAKE_CASE=False      ,		**_SCREAMING_SNAKE_CASE      ,		)  ->				Optional[Any]:



        """simple docstring"""






        UpperCamelCase  ,UpperCamelCase  ,UpperCamelCase      = cls.load_config(
            pretrained_model_name_or_path=_SCREAMING_SNAKE_CASE      ,		subfolder=_SCREAMING_SNAKE_CASE      ,		return_unused_kwargs=_SCREAMING_SNAKE_CASE      ,		return_commit_hash=_SCREAMING_SNAKE_CASE      ,		**_SCREAMING_SNAKE_CASE      ,		)
        return cls.from_config(_SCREAMING_SNAKE_CASE      ,		return_unused_kwargs=_SCREAMING_SNAKE_CASE      ,		**_SCREAMING_SNAKE_CASE				)

  def   A__						(				self      ,		_SCREAMING_SNAKE_CASE      ,		_SCREAMING_SNAKE_CASE = False      ,		**_SCREAMING_SNAKE_CASE				)  ->				Dict:



        """simple docstring"""






        self.save_config(save_directory=_SCREAMING_SNAKE_CASE      ,		push_to_hub=_SCREAMING_SNAKE_CASE      ,		**_SCREAMING_SNAKE_CASE				)

  @property
  def   A__						(				self				)  ->				Tuple:



        """simple docstring"""






        return self._get_compatibles()


  @classmethod
  def   A__						(				cls				)  ->				List[Any]:



        """simple docstring"""






        UpperCamelCase      = list(set([cls.__name__] + cls._compatibles				)				)
        UpperCamelCase      = importlib.import_module(__name__.split("""."""				)[0]				)
        UpperCamelCase      = [
            getattr(_SCREAMING_SNAKE_CASE      ,		_SCREAMING_SNAKE_CASE				) for c in compatible_classes_str if hasattr(_SCREAMING_SNAKE_CASE      ,		_SCREAMING_SNAKE_CASE				)
        ]
        return compatible_classes
