I have encountered following problem: There are n numbers (0 or 1) and there are 2 operations. You can swich all numbers to 0 or 1 on a specific range(note that switching 001 to 0 is 000, not 110) and you can also ask about how many elements are turned on on a specific range.
Example:
->Our array is 0100101
We set elements from 1 to 3 to 1:
->Our array is 1110101 now
We set elements from 2 to 5 to 0:
->Our array is 1000001 now
We are asking about sum from 2nd to 7th element
-> The answer is 1
Brute force soltion is too slow(O(n*q), where q is number of quetions), so I assume that there has to be a faster one. Probably using segment tree, but I can not find it...
CodePudding user response:
You could build subsampling binary tree in the fashion of mipmaps used in computer graphics.
Each node of the tree contains the sum of its children's values.
E.g.:
0100010011110100
1 0 1 0 2 2 1 0
1 1 4 1
2 5
7
This will bring down complexity for a single query to O(log₂n).
For an editing operation, you also get O(log₂n) by implementing a shortcut: Instead of applying changes recursively, you stop at a node that is fully covered by the input range; thus creating a sparse representation of the sequence. Each node representing M light bulbs either
- has value 0 and no children, or
- has value M and no children, or
- has a value in the range 1..M-1 and 2 children.
The tree above would actually be stored like this:
7
2 5
1 1 4 1
1 0 1 0 1 0
01 01 01
You end up with O(q*log₂n).