Explain the use of a bit vector for determining if all characters are unique
I am confused about how a bit vector would work to do this (not too familiar with bit vectors). Here is the code given. Could someone please walk me through this?
public static boolean isUniqueChars(String str) {
int checker = 0;
for (int i = 0; i < str.length(); ++i) {
int val = str.charAt(i) - 'a';
if ((checker & (1 << val)) > 0) return false;
checker |= (1 << val);
}
return true;
}
Particularly, what is the checker
doing?
Solution 1:
I have a sneaking suspicion you got this code from the same book I'm reading...The code itself here isn't nearly as cryptic as the the operators- |=, &, and << which aren't normally used by us layman- the author didn't bother taking the extra time out in explaining the process nor what the actual mechanics involved here are. I was content with the previous answer on this thread in the beginning but only on an abstract level. I came back to it because I felt there needed to be a more concrete explanation- the lack of one always leaves me with an uneasy feeling.
This operator << is a left bitwise shifter it takes the binary representation of that number or operand and shifts it over however many places specified by the operand or number on the right like in decimal numbers only in binaries. We are multiplying by base 2-when we move up however many places not base 10- so the number on the right is the exponent and the number on the left is a base multiple of 2.
This operator |= take the operand on the left and or's it with the operand on the right- and this one -'&'and's the bits of both operands to left and right of it.
So what we have here is a hash table which is being stored in a 32 bit binary number every time the checker gets or'd ( checker |= (1 << val)
) with the designated binary value of a letter its corresponding bit it is being set to true.
The character's value is and'd with the checker (checker & (1 << val)) > 0
)- if it is greater than 0 we know we have a dupe- because two identical bits set to true and'd together will return true or '1''.
There are 26 binary places each of which corresponds to a lowercase letter-the author did say to assume the string only contains lowercase letters- and this is because we only have 6 more (in 32 bit integer) places left to consume- and than we get a collision
00000000000000000000000000000001 a 2^0
00000000000000000000000000000010 b 2^1
00000000000000000000000000000100 c 2^2
00000000000000000000000000001000 d 2^3
00000000000000000000000000010000 e 2^4
00000000000000000000000000100000 f 2^5
00000000000000000000000001000000 g 2^6
00000000000000000000000010000000 h 2^7
00000000000000000000000100000000 i 2^8
00000000000000000000001000000000 j 2^9
00000000000000000000010000000000 k 2^10
00000000000000000000100000000000 l 2^11
00000000000000000001000000000000 m 2^12
00000000000000000010000000000000 n 2^13
00000000000000000100000000000000 o 2^14
00000000000000001000000000000000 p 2^15
00000000000000010000000000000000 q 2^16
00000000000000100000000000000000 r 2^17
00000000000001000000000000000000 s 2^18
00000000000010000000000000000000 t 2^19
00000000000100000000000000000000 u 2^20
00000000001000000000000000000000 v 2^21
00000000010000000000000000000000 w 2^22
00000000100000000000000000000000 x 2^23
00000001000000000000000000000000 y 2^24
00000010000000000000000000000000 z 2^25
So, for an input string 'azya', as we move step by step
string 'a'
a =00000000000000000000000000000001
checker=00000000000000000000000000000000
checker='a' or checker;
// checker now becomes = 00000000000000000000000000000001
checker=00000000000000000000000000000001
a and checker=0 no dupes condition
string 'az'
checker=00000000000000000000000000000001
z =00000010000000000000000000000000
z and checker=0 no dupes
checker=z or checker;
// checker now becomes 00000010000000000000000000000001
string 'azy'
checker= 00000010000000000000000000000001
y = 00000001000000000000000000000000
checker and y=0 no dupes condition
checker= checker or y;
// checker now becomes = 00000011000000000000000000000001
string 'azya'
checker= 00000011000000000000000000000001
a = 00000000000000000000000000000001
a and checker=1 we have a dupe
Now, it declares a duplicate
Solution 2:
int checker
is used here as a storage for bits. Every bit in integer value can be treated as a flag, so eventually int
is an array of bits (flag). Each bit in your code states whether the character with bit's index was found in string or not. You could use bit vector for the same reason instead of int
. There are two differences between them:
Size.
int
has fixed size, usually 4 bytes which means 8*4=32 bits (flags). Bit vector usually can be of different size or you should specify the size in constructor.-
API. With bit vectors you will have easier to read code, probably something like this:
vector.SetFlag(4, true); // set flag at index 4 as true
for
int
you will have lower-level bit logic code:checker |= (1 << 5); // set flag at index 5 to true
Also probably int
may be a little bit faster, because operations with bits are very low level and can be executed as-is by CPU. BitVector allows writing a little bit less cryptic code instead plus it can store more flags.
For future reference: bit vector is also known as bitSet or bitArray. Here are some links to this data structure for different languages/platforms:
- CPP: BitSet
- Java: BitSet
- C#: BitVector32 and BitArray