-
Notifications
You must be signed in to change notification settings - Fork 2
/
Copy pathbinaryTrie.py
163 lines (149 loc) · 5.22 KB
/
binaryTrie.py
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
class BinaryTrie:
def __init__(self, max_bit: int = 30):
self.inf = 1 << 63
self.to = [[-1], [-1]]
self.cnt = [0]
self.max_bit = max_bit
def add(self, num: int) -> None:
cur = 0
self.cnt[cur] += 1
for k in range(self.max_bit, -1, -1):
bit = (num >> k) & 1
if self.to[bit][cur] == -1:
self.to[bit][cur] = len(self.cnt)
self.to[0].append(-1)
self.to[1].append(-1)
self.cnt.append(0)
cur = self.to[bit][cur]
self.cnt[cur] += 1
def remove(self, num: int) -> bool:
if self.cnt[0] == 0: return False
cur = 0
rm = [0]
for k in range(self.max_bit, -1, -1):
bit = (num >> k) & 1
cur = self.to[bit][cur]
if cur == -1 or self.cnt[cur] == 0: return False
rm.append(cur)
for cur in rm: self.cnt[cur] -= 1
return True
def count(self, num: int):
cur = 0
for k in range(self.max_bit, -1, -1):
bit = (num >> k) & 1
cur = self.to[bit][cur]
if cur == -1 or self.cnt[cur] == 0: return 0
return self.cnt[cur]
# 求与num异或严格小于limit的数量
def count_limit_xor(self, num: int, limit: int) -> int:
res = cur = 0
to, cnt = self.to, self.cnt
for k in range(self.max_bit, -1, -1):
bit = (num >> k) & 1
if limit >> k & 1:
if to[bit][cur] != -1:
res += cnt[to[bit][cur]]
if to[bit ^ 1][cur] == -1 or cnt[to[bit ^ 1][cur]] == 0:
return res
cur = to[bit ^ 1][cur]
else:
if to[bit][cur] == -1 or cnt[to[bit][cur]] == 0:
return res
cur = to[bit][cur]
return res
# Get max result for constant x ^ element in array
def max_xor(self, x: int) -> int:
if self.cnt[0] == 0: return -self.inf
res = cur = 0
for k in range(self.max_bit, -1, -1):
bit = (x >> k) & 1
nxt = self.to[bit ^ 1][cur]
if nxt == -1 or self.cnt[nxt] == 0:
cur = self.to[bit][cur]
else:
cur = nxt
res |= 1 << k
return res
# Get min result for constant x ^ element in array
def min_xor(self, x: int) -> int:
if self.cnt[0] == 0: return self.inf
res = cur = 0
for k in range(self.max_bit, -1, -1):
bit = (x >> k) & 1
nxt = self.to[bit][cur]
if nxt == -1 or self.cnt[nxt] == 0:
res |= 1 << k
cur = self.to[bit ^ 1][cur]
else:
cur = nxt
return res
# Get min max result for x ^ element in array
def min_max(self, res: int, bit: int, cur: int) -> int:
if bit < 0:
return res
if self.to[0][cur] != -1 and self.to[1][cur] != -1:
return min(self.min_max(res | (1 << bit), bit - 1, self.to[0][cur]), self.min_max(res | (1 << bit), bit - 1, self.to[1][cur]))
elif self.to[0][cur] != -1:
return self.min_max(res, bit - 1, self.to[0][cur])
elif self.to[1][cur] != -1:
return self.min_max(res, bit - 1, self.to[1][cur])
'''
HIGH_BIT = 14
class TrieNode:
def __init__(self):
self.children = [None, None]
self.sum = 0
class Trie:
def __init__(self):
self.root = TrieNode()
def add(self, num: int, diff: int = 1) -> None:
cur = self.root
for k in range(HIGH_BIT, -1, -1):
bit = (num >> k) & 1
if not cur.children[bit]:
cur.children[bit] = TrieNode()
cur = cur.children[bit]
# cur.sum += 1
cur.sum += diff
# Get max result for constant x ^ element in array
def max_xor(self, x: int) -> int:
res = 0
cur = self.root
for k in range(HIGH_BIT, -1, -1):
bit = (x >> k) & 1
if not cur.children[bit ^ 1] or cur.children[bit ^ 1].sum == 0:
cur = cur.children[bit]
else:
res |= 1 << k
cur = cur.children[bit ^ 1]
return res
# Get min result for constant x ^ element in array
def min_xor(self, x: int) -> int:
res = 0
cur = self.root
for k in range(HIGH_BIT, -1, -1):
bit = (x >> k) & 1
if not cur.children[bit] or cur.children[bit].sum == 0:
res |= 1 << k
cur = cur.children[bit ^ 1]
else:
cur = cur.children[bit]
return res
def get(self, num: int, x: int) -> int:
res = 0
cur = self.root
for k in range(HIGH_BIT, -1, -1):
bit = (num >> k) & 1
if (x >> k) & 1:
if cur.children[bit]:
res += cur.children[bit].sum
if not cur.children[bit ^ 1]:
return res
cur = cur.children[bit ^ 1]
else:
if not cur.children[bit]:
return res
cur = cur.children[bit]
res += cur.sum
return res
'''