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SegmentTree.py
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class SegmentTree:
def __init__(self, arr, merger):
"""线段树相当于将数组用一棵树重新表示"""
if not isinstance(arr, list) or not arr or not merger:
raise ValueError('Can not initialize empty array.')
self._data = arr[:]
self._tree = [None] * 4 * len(arr)
self._merger = merger
self._build_segment_tree(tree_index=0, l=0, r=len(self._data) - 1)
def get_size(self):
return len(self._data)
def get(self, index):
if index < 0 or index >= len(self._data):
raise ValueError('Index is illegal.')
return self._data[index]
def _left_child(self, index):
return 2 * index + 1
def _right_child(self, index):
return 2 * index + 2
# 在tree_index位置创建表示区间[l...r]的线段树
# 左右的端点l, r
def _build_segment_tree(self, tree_index, l, r):
if l == r:
self._tree[tree_index] = self._data[l]
return
# 左子树的根节点
left_tree_index = self._left_child(tree_index)
# 右子树的根节点
right_tree_index = self._right_child(tree_index)
mid = l + (r - l) // 2
self._build_segment_tree(left_tree_index, l, mid)
self._build_segment_tree(right_tree_index, mid + 1, r)
self._tree[tree_index] = self._merger(
self._tree[left_tree_index],
self._tree[right_tree_index],
)
def __str__(self):
res = []
res.append('[')
for i in range(len(self._tree)):
res.append(str(self._tree[i]))
if i != len(self._tree) - 1:
res.append(', ')
res.append(']')
return '<chapter_11_SegmentTree.segment_tree.SegmentTree>: ' + ''.join(res)
def __repr__(self):
return self.__str__()
# [queryL,queryR]
def query(self, queryL, queryR):
if queryL < 0 or queryL >= len(self._data) or \
queryR < 0 or queryR >= len(self._data) or \
queryL > queryR:
raise ValueError('Index is illegal.')
return self._query(0, 0, len(self._data) - 1, queryL, queryR)
# 在以tree_index为根的线段树中的(线段树本身)[l...r]的范围里,搜索区间(用户指定的)[query_l...query_r]的值
def _query(self, treeIndex, l, r, queryL, queryR):
if l == queryL and r == queryR:
return self._tree[treeIndex]
mid = l + (r - l) // 2
leftTreeIndex = self._left_child(treeIndex)
rightTreeIndex = self._right_child(treeIndex)
if queryL >= mid + 1:
return self._query(rightTreeIndex, mid + 1, r, queryL, queryR)
elif queryR <= mid:
return self._query(leftTreeIndex, l, mid, queryL, queryR)
else:
left_result = self._query(leftTreeIndex, l, mid, queryL, mid)
right_result = self._query(rightTreeIndex, mid + 1, r, mid + 1, queryR)
return self._merger(left_result, right_result)
def setter(self, index, e):
if index < 0 or index >= len(self._data):
raise ValueError('Index is illegal.')
self._data[index] = e
self._setter(0, 0, len(self._data) - 1, index, e)
def _setter(self, tree_index, l, r, index, e):
if l == r:
self._tree[tree_index] = e
return
mid = l + (r - l) // 2
left_tree_index = self._left_child(tree_index)
right_tree_index = self._right_child(tree_index)
if index >= mid + 1:
self._setter(right_tree_index, mid + 1, r, index, e)
else:
self._setter(left_tree_index, l, mid, index, e)
# 别忘了更新树上的该节点的值
self._tree[tree_index] = self._merger(
self._tree[left_tree_index],
self._tree[right_tree_index],
)
if __name__ == '__main__':
nums = [-2, 0, 3, -5, 2, -1]
sum_merger = lambda a, b: a + b
seg_tree = SegmentTree(arr=nums, merger=sum_merger)
print(seg_tree)
print(seg_tree.query(0, 3))
print(seg_tree.query(2, 5))
print(seg_tree.query(0, 5))
seg_tree.setter(0, 1)
print(seg_tree)
print(seg_tree.query(0, 3))