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0338-counting-bits.adoc

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338. Counting Bits

Given a non negative integer number num. For every numbers i in the range 0 ≤ i ≤ num calculate the number of 1’s in their binary representation and return them as an array.

Example 1:
Input: 2
Output: [0,1,1]
Example 2:
Input: 5
Output: [0,1,1,2,1,2]

Follow up:

  • It is very easy to come up with a solution with run time O(n*sizeof(integer)). But can you do it in linear time O(n) /possibly in a single pass?

  • Space complexity should be O(n).

  • Can you do it like a boss? Do it without using any builtin function like __builtin_popcount in c++ or in any other language.

解题分析

0 开始,每个奇数包含 1 的个数,都比前面一个数要多 1。所以,只需要计算偶数包含的 1 的个数,然后奇数直接在前面的基础上加 1 即可。

另外一种解法:以 2x 次幂为界,后面的的 x 个数中的 1 的个数,是前面个 x 个数在前面加 1 的结果(位数不够在前面补零,例如从 15,就是从 1 补零 001,再前面加 1,则为 1001)。

\begin{aligned} (0)&=(0)_{2}\\ (1)&=(1)_{2}\\ (2)&=(10)_{2}\\ (3)&=(11)_{2}\\ P(x+b)&=P(x)+1, b=2^{m}>x\\ \end{aligned}

for (int i = 0; i < 99; i++) {
    int j = 0;
    for (; Math.pow(2, j) <= i; j++) {
        if (Math.pow(2, j) == i && i != 1) {
            System.out.println("---");
        }
    }
    System.out.printf("%2d  %10s\n", i, Integer.toBinaryString(i));
}

用这段代码输出一下,观察一下更明显。

这个题的解法跟 89. Gray Code 有异曲同工之妙!

思考题:尝试"动态规划 + 最低有效位"的解法。

参考资料

Given a non negative integer number num. For every numbers i in the range 0 ≤ i ≤ num calculate the number of 1’s in their binary representation and return them as an array.

Example 1:

Input: 2
Output: [0,1,1]

Example 2:

Input: 5
Output: [0,1,1,2,1,2]

Follow up:

  • It is very easy to come up with a solution with run time O(n*sizeof(integer)). But can you do it in linear time O(n) /possibly in a single pass?

  • Space complexity should be O(n).

  • Can you do it like a boss? Do it without using any builtin function like __builtin_popcount in c++ or in any other language.

link:{sourcedir}/_0338_CountingBits.java[role=include]