class BSTNode(object):
  def __init__(self, key, value, left=None, right=None):
    self.key, self.value, self.left, self.right = key, value, left, right

NODE_LIST = [
  {'key': 60, 'left': 12, 'right': 90, 'is_root': True},
  {'key': 12, 'left': 4, 'right': 41, 'is_root': False},
  {'key': 4, 'left': 1, 'right': None, 'is_root': False},
  {'key': 1, 'left': None, 'right': None, 'is_root': False},
  {'key': 41, 'left': 29, 'right': None, 'is_root': False},
  {'key': 29, 'left': 23, 'right': 37, 'is_root': False},
  {'key': 23, 'left': None, 'right': None, 'is_root': False},
  {'key': 37, 'left': None, 'right': None, 'is_root': False},
  {'key': 90, 'left': 71, 'right': 100, 'is_root': False},
  {'key': 71, 'left': None, 'right': 84, 'is_root': False},
  {'key': 100, 'left': None, 'right': None, 'is_root': False},
  {'key': 84, 'left': None, 'right': None, 'is_root': False},
]


class BSTNode(object):
  def __init__(self, key, value, left=None, right=None):
    self.key, self.value, self.left, self.right = key, value, left, right


class BST(object):
  def __init__(self, root=None):
    self.root = root

  @classmethod
  def build_from(cls, node_list):
    cls.size = 0
    key_to_node_dict = {}
    for node_dict in node_list:
      key = node_dict['key']
      key_to_node_dict[key] = BSTNode(key, value=key)  # 這里值和key一樣的

    for node_dict in node_list:
      key = node_dict['key']
      node = key_to_node_dict[key]
      if node_dict['is_root']:
        root = node
      node.left = key_to_node_dict.get(node_dict['left'])
      node.right = key_to_node_dict.get(node_dict['right'])
      cls.size += 1
    return cls(root)

  def _bst_search(self, subtree, key):
    """
    subtree.key小于key則去右子樹(shù)找 因?yàn)?左子樹(shù)<subtree.key<右子樹(shù)
    subtree.key大于key則去左子樹(shù)找 因?yàn)?左子樹(shù)<subtree.key<右子樹(shù)
    :param subtree:
    :param key:
    :return:
    """
    if subtree is None:
      return None
    elif subtree.key < key:
      self._bst_search(subtree.right, key)
    elif subtree.key > key:
      self._bst_search(subtree.left, key)
    else:
      return subtree

  def get(self, key, default=None):
    """
    查找樹(shù)
    :param key:
    :param default:
    :return:
    """
    node = self._bst_search(self.root, key)
    if node is None:
      return default
    else:
      return node.value

  def _bst_min_node(self, subtree):
    """
    查找最小值的樹(shù)
    :param subtree:
    :return:
    """
    if subtree is None:
      return None
    elif subtree.left is None:
      # 找到左子樹(shù)的頭
      return subtree
    else:
      return self._bst_min_node(subtree.left)

  def bst_min(self):
    """
    獲取最小樹(shù)的value
    :return:
    """
    node = self._bst_min_node(self.root)
    if node is None:
      return None
    else:
      return node.value

  def _bst_max_node(self, subtree):
    """
    查找最大值的樹(shù)
    :param subtree:
    :return:
    """
    if subtree is None:
      return None
    elif subtree.right is None:
      # 找到右子樹(shù)的頭
      return subtree
    else:
      return self._bst_min_node(subtree.right)

  def bst_max(self):
    """
    獲取最大樹(shù)的value
    :return:
    """
    node = self._bst_max_node(self.root)
    if node is None:
      return None
    else:
      return node.value

  def _bst_insert(self, subtree, key, value):
    """
    二叉查找樹(shù)插入
    :param subtree:
    :param key:
    :param value:
    :return:
    """
    # 插入的節(jié)點(diǎn)一定是根節(jié)點(diǎn)，包括 root 為空的情況
    if subtree is None:
      subtree = BSTNode(key, value)
    elif subtree.key > key:
      subtree.left = self._bst_insert(subtree.left, key, value)
    elif subtree.key < key:
      subtree.right = self._bst_insert(subtree.right, key, value)
    return subtree

  def add(self, key, value):
    # 先去查一下看節(jié)點(diǎn)是否已存在
    node = self._bst_search(self.root, key)
    if node is not None:
      # 更新已經(jīng)存在的 key
      node.value = value
      return False
    else:
      self.root = self._bst_insert(self.root, key, value)
      self.size += 1

  def _bst_remove(self, subtree, key):
    """
    刪除并返回根節(jié)點(diǎn)
    :param subtree:
    :param key:
    :return:
    """
    if subtree is None:
      return None
    elif subtree.key > key:
      subtree.right = self._bst_remove(subtree.right, key)
      return subtree
    elif subtree.key < key:
      subtree.left = self._bst_remove(subtree.left, key)
      return subtree
    else:
      # 找到了需要?jiǎng)h除的節(jié)點(diǎn)
      # 要?jiǎng)h除的節(jié)點(diǎn)是葉節(jié)點(diǎn) 返回 None 把其父親指向它的指針置為 None
      if subtree.left is None and subtree.right is None:
        return None
      # 要?jiǎng)h除的節(jié)點(diǎn)有一個(gè)孩子
      elif subtree.left is None or subtree.right is None:
        # 返回它的孩子并讓它的父親指過(guò)去
        if subtree.left is not None:
          return subtree.left
        else:
          return subtree.right
      else:
        # 有兩個(gè)孩子，尋找后繼節(jié)點(diǎn)替換，并從待刪節(jié)點(diǎn)的右子樹(shù)中刪除后繼節(jié)點(diǎn)
        # 后繼節(jié)點(diǎn)是待刪除節(jié)點(diǎn)的右孩子之后的最小節(jié)點(diǎn)
        # 中(根)序得到的是一個(gè)排列好的列表 后繼節(jié)點(diǎn)在待刪除節(jié)點(diǎn)的后邊
        successor_node = self._bst_min_node(subtree.right)
        # 用后繼節(jié)點(diǎn)替換待刪除節(jié)點(diǎn)即可保持二叉查找樹(shù)的特性 左<根<右
        subtree.key, subtree.value = successor_node.key, successor_node.value
        # 從待刪除節(jié)點(diǎn)的右子樹(shù)中刪除后繼節(jié)點(diǎn)，并更新其刪除后繼節(jié)點(diǎn)后的右子樹(shù)
        subtree.right = self._bst_remove(subtree.right, successor_node.key)
        return subtree

  def remove(self, key):
    assert key in self
    self.size -= 1
    return self._bst_remove(self.root, key)