Bruteforce with Memoization to Count the Square Digit Chains

  • 时间:2020-09-09 14:04:20
  • 分类:网络文摘
  • 阅读:163 次

A number chain is created by continuously adding the square of the digits in a number to form a new number until it has been seen before.

For example,
44 → 32 → 13 → 10 → 1 → 1
85 → 89 → 145 → 42 → 20 → 4 → 16 → 37 → 58 → 89

Therefore any chain that arrives at 1 or 89 will become stuck in an endless loop. What is most amazing is that EVERY starting number will eventually arrive at 1 or 89.

How many starting numbers below ten million will arrive at 89?

Bruteforce Algorithm to Count eh Sqaure Digit Chains

The easiest thought is to bruteforce, check each number to see if it chains to 89. We can write a chain function to return its final destination:

1
2
3
4
5
6
7
8
9
10
11
function chain(n) {
    while ((n != 1) && (n != 89)) {
        let x = 0;
        while (n > 0) {
            x += (n % 10) * (n % 10);
            n = Math.floor(n / 10);
        }
        n = x;
    }
    return n;
}
function chain(n) {
    while ((n != 1) && (n != 89)) {
        let x = 0;
        while (n > 0) {
            x += (n % 10) * (n % 10);
            n = Math.floor(n / 10);
        }
        n = x;
    }
    return n;
}

While the number is neither 1 or 89 (luckily we don’t need to prove that), we replace the number with the sum of its digits power. Noted in Javascript, you need to truncate the division using e.g. Math.floor.

Then, to do actual bruteforce algorithm:

1
2
3
4
5
6
7
8
let x = 0;
const ten_million = 10000000;
for (let i = 1; i < ten_million; ++ i) {
    if (chain(i) === 89) {
        x ++;
    }
}
console.log(x);
let x = 0;
const ten_million = 10000000;
for (let i = 1; i < ten_million; ++ i) {
    if (chain(i) === 89) {
        x ++;
    }
}
console.log(x);

The answer is 8581146

Bruteforce Algorithm with Memoization to Count the Square Digit Chains

Could we do better? we can optimise the chain function to remember the past outcomes. First we need to rewrite the above chain function using Recursion:

1
2
3
4
5
6
7
8
9
10
function chain(n) {
    if ((n == 1) || (n == 89)) return n;    
    let x = 0;
    while (n > 0) {
        x += (n % 10) * (n % 10);
        n = Math.floor(n / 10);
    }
    // recursive sub-problem
    return chain(x);
}
function chain(n) {
    if ((n == 1) || (n == 89)) return n;    
    let x = 0;
    while (n > 0) {
        x += (n % 10) * (n % 10);
        n = Math.floor(n / 10);
    }
    // recursive sub-problem
    return chain(x);
}

And we can pass a parameter to cache the known results:

1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
function chain(n, cached = {}) {
    if ((n == 1) || (n == 89)) return n;    
    // known results? return it immediately
    if (typeof cached[n] !== 'undefined') {
        return cached[n];
    }
    let x = 0;
    let m = n;
    while (m > 0) {
        x += (m % 10) * (m % 10);
        m = Math.floor(m / 10);
    }
    let ans = chain(x, cached);
    // save it for later lookup
    cached[n] = ans;
    return ans;
}
function chain(n, cached = {}) {
    if ((n == 1) || (n == 89)) return n;    
    // known results? return it immediately
    if (typeof cached[n] !== 'undefined') {
        return cached[n];
    }
    let x = 0;
    let m = n;
    while (m > 0) {
        x += (m % 10) * (m % 10);
        m = Math.floor(m / 10);
    }
    let ans = chain(x, cached);
    // save it for later lookup
    cached[n] = ans;
    return ans;
}

And we then can use this by passing a cache dictionary:

1
2
3
4
5
6
7
8
9
let x = 0;
let cached = {};
const ten_million = 10000000;
for (let i = 1; i < ten_million; ++ i) {
    if (chain(i, cached) === 89) {
        x ++;
    }
}
console.log(x);
let x = 0;
let cached = {};
const ten_million = 10000000;
for (let i = 1; i < ten_million; ++ i) {
    if (chain(i, cached) === 89) {
        x ++;
    }
}
console.log(x);

The performance improvement is around 30 percentage.

–EOF (The Ultimate Computing & Technology Blog) —

推荐阅读:
网站内部优化细节流程(纯白帽SEO)  网站安全防止被黑客攻击的办法  我在落伍的那几年:一个个人站长的回忆录  给哪些网站暂时赚不到钱的站长鼓鼓劲  个人站长 建设网站贵在坚持  网站站长赚钱的6大好用的途径  整理6款站长赚钱方法 希望对你有所帮助  个人站长们常见的很多个网站盈利模式总结  春季饮食宜润肺,常吃炖梨既滋润又养人,口感甜香味道美  这道小学应用题比较难,解题关键是求相遇时间 
评论列表
添加评论