Project Euler (61–70)

  • 2189
  • 17 min

61. Cyclical figurate numbers

Triangle, square, pentagonal, hexagonal, heptagonal, and octagonal numbers are all figurate (polygonal) numbers and are generated by the following formulae:

TriangleP3,n = n(n+1)/21, 3, 6, 10, 15, …
SquareP4,n = n²1, 4, 9, 16, 25, …
PentagonalP5,n = n(3n−1)/21, 5, 12, 22, 35, …
HexagonalP6,n = n(2n−1)1, 6, 15, 28, 45, …
HeptagonalP7,n = n(5n−3)/21, 7, 18, 34, 55, …
OctagonalP8,n = n(3n−2)1, 8, 21, 40, 65, …

The ordered set of three 4-digit numbers: 8128, 2882, 8281, has three interesting properties.

  1. The set is cyclic, in that the last two digits of each number is the first two digits of the next number (including the last number with the first).
  2. Each polygonal type: triangle (P3,127 = 8128), square (P4,91 = 8281), and pentagonal (P5,44 = 2882), is represented by a different number in the set.
  3. This is the only set of 4-digit numbers with this property.

Find the sum of the only ordered set of six cyclic 4-digit numbers for which each polygonal type: triangle, square, pentagonal, hexagonal, heptagonal, and octagonal, is represented by a different number in the set.

首先列出所有四位的多边形数:

wl
polygonalNumberSolve[r_] :=
  n /. Solve[1000 <= PolygonalNumber[r, n] < 10000, n, PositiveIntegers]
polygonalNumbers = Association @@ Table[
  r -> QuotientRemainder[#, 100] & @
    Select[Mod[#, 100] >= 10 &] @
      PolygonalNumber[r, polygonalNumberSolve[r]],
  {r, 3, 8}
];

检查一下问题规模,暴力枚举似乎不太可行:

wl
Length /@ polygonalNumbers
(* <|3 -> 88, 4 -> 53, 5 -> 47, 6 -> 44, 7 -> 40, 8 -> 30|> *)
Times @@ %
(* 11574182400 *)

于是考虑用回溯法:利用首尾相同的条件构造符合要求的子链,如果一直能达到所需长(本题是 6),则进一步检查是否满「周期性边条」;否则回退上一步继续操作。这种过程式的东西显然拿 Python 写得更爽,运行时间也完全可以接受:

py
def back_track(nums, s):
    if not nums:
        return True

    prev_j = s[-1][1]

    for r, tuples in nums.items():
        for i, j in filter(lambda t: t[0] == prev_j, tuples):
            temp_nums = nums.copy()
            temp_nums.pop(r)
            temp_res = s.copy()
            s.append((i, j))
            if back_track(temp_nums, s):
                if s[0][0] == s[-1][1]:
                    res = [x * 100 + y for (x, y) in s]
                    print(res)
                    print(sum(res))
            s = temp_res
    return False

r0 = next(iter(POLYGONAL_NUMBERS))
for i, j in POLYGONAL_NUMBERS[r0]:
    numbers = POLYGONAL_NUMBERS.copy()
    numbers.pop(r0)
    back_track(numbers, s=[(i, j)])

这里 POLYGONAL_NUMBERS 通过 Mathematica 的表达式模板注入:

wl
pythonCode = "
POLYGONAL_NUMBERS = <* polygonalNumbers *>
...
";
ExternalEvaluate["Python", pythonCode]
(* [8256, 5625, 2512, 1281, 8128, 2882] *)
(* 28684 *)

62. Cubic permutations

The cube, 41063625 (345³), can be permuted to produce two other cubes: 56623104 (384³) and 66430125 (405³). In fact, 41063625 is the smallest cube which has exactly three permutations of its digits which are also cube.

Find the smallest cube for which exactly five permutations of its digits are cube.

将范围内的所有立方数按数位分组,找到长度为 5 且值最小的一个即可:

wl
Min @ Values @ Select[Length[#] == 5 &] @
  GroupBy[Range[10000]^3, Sort @* IntegerDigits]
(* 127035954683 *)

63. Powerful digit counts

The 5-digit number, 16807=7⁵, is also a fifth power. Similarly, the 9-digit number, 134217728=8⁹, is a ninth power.

How many n-digit positive integers exist which are also an nth power?

先算下 n 的上界:

10^{n-1} \leqslant a^n < 10^n \text{ and } a \in \mathbb{N}^* \implies 10^{1-1/n} \leqslant 9 \implies n \leqslant \frac{\log10}{\log(10/9)} \simeq 21.8543

于是在此范围内直接枚(用外积就显得很高级)并计数:

wl
Count[_?(Apply[IntegerLength[#3] == #2 &])] @
  Catenate @ Outer[{#1, #2, #1^#2} &, Range[9], Range[21]]
(* 49 *)

64. Odd period square roots

All square roots are periodic when written as continued fractions and can be written in the form:

\sqrt{N} = a_0 + \frac{1}{a_1 + \frac{1}{a_2 + \frac{1}{a_3+\cdots}}}

For example, let us consider \sqrt{23}:

\sqrt{23} = 4 + \sqrt{23} - 4 = 4 + \frac{1}{\frac{1}{\sqrt{23} - 4}} = 4 + \frac{1}{1 + \frac{\sqrt{23}-3}{7}}

If we continue we would get the following expansion:

\sqrt{23} = 4 + \frac{1}{1 + \frac{1}{3 + \frac{1}{1 + \frac{1}{8+\cdots}}}}

The process can be summarised as follows:

\begin{aligned} a_0 &= 4, \enspace \frac{1}{\sqrt{23}-4} = \frac{ \sqrt{23}+4 }{ 7} = 1 + \frac{\sqrt{23}-3}{7} \\ a_1 &= 1, \enspace \frac{7}{\sqrt{23}-3} = \frac{7(\sqrt{23}+3)}{14} = 3 + \frac{\sqrt{23}-3}{2} \\ a_2 &= 3, \enspace \frac{2}{\sqrt{23}-3} = \frac{2(\sqrt{23}+3)}{14} = 1 + \frac{\sqrt{23}-4}{7} \\ a_3 &= 1, \enspace \frac{7}{\sqrt{23}-4} = \frac{7(\sqrt{23}+4)}{ 7} = 8 + \sqrt{23}-4 \\ a_4 &= 8, \enspace \frac{1}{\sqrt{23}-4} = \frac{ \sqrt{23}+4 }{ 7} = 1 + \frac{\sqrt{23}-3}{7} \\ a_5 &= 1, \enspace \frac{7}{\sqrt{23}-3} = \frac{7(\sqrt{23}+3)}{14} = 3 + \frac{\sqrt{23}-3}{2} \\ a_6 &= 3, \enspace \frac{2}{\sqrt{23}-3} = \frac{2(\sqrt{23}+3)}{14} = 1 + \frac{\sqrt{23}-4}{7} \\ a_7 &= 1, \enspace \frac{7}{\sqrt{23}-4} = \frac{7(\sqrt{23}+4)}{ 7} = 8 + \sqrt{23}-4 \end{aligned}

It can be seen that the sequence is repeating. For conciseness, we use the notation \sqrt{23} = [4;\,(1,3,1,8)], to indicate that the block (1,3,1,8) repeats indefinitely.

The first ten continued fraction representations of (irrational) square roots are:

\sqrt{2} = [1;\,(2)], period = 1
\sqrt{3} = [1;\,(1,2)], period = 2
\sqrt{5} = [2;\,(4)], period = 1
\sqrt{6} = [2;\,(2,4)], period = 2
\sqrt{7} = [2;\,(1,1,1,4)], period = 4
\sqrt{8} = [2;\,(1,4)], period = 2
\sqrt{10} = [3;\,(6)], period = 1
\sqrt{11} = [3;\,(3,6)], period = 2
\sqrt{12} = [3;\,(2,6)], period = 2
\sqrt{13} = [3;\,(1,1,1,1,6)], period = 5

Exactly four continued fractions, for N ≤ 13, have an odd period.

How many continued fractions for N ≤ 10000 have an odd period?

内置的 ContinuedFraction 函数返回的第二个参数就是循环节:

wl
Count[{_, _?(OddQ @ Length @ # &)}] @ ContinuedFraction @ Sqrt[Range[10000]]
(* 1322 *)

65. Convergents of e

The square root of 2 can be written as an infinite continued fraction.

\sqrt2 = 1 + \cfrac{1}{2+\cfrac{1}{2+\cfrac{1}{2+\cfrac{1}{2+\cdots}}}}

The infinite continued fraction can be written, \sqrt2 = [1;\,(2)], (2) indicates that 2 repeats ad infinitum. In a similar way, \sqrt{23} = [4;\,(1,3,1,8)].

It turns out that the sequence of partial values of continued fractions for square roots provide the best rational approximations. Let us consider the convergents for \sqrt2.

1+\cfrac12 = \frac32, \quad 1+\cfrac{1}{2+\cfrac{1}{2}} = \frac75, \quad 1+\cfrac{1}{2+\cfrac{1}{2+\cfrac{1}{2}}} = \frac{17}{12}, \quad 1+\cfrac{1}{2+\cfrac{1}{2+\cfrac{1}{2+\cfrac{1}{2}}}} = \frac{41}{29}

Hence the sequence of the first ten convergents for \sqrt2 are:

1, \, \frac{3}{2}, \, \frac{7}{5}, \, \frac{17}{12}, \, \frac{41}{29}, \, \frac{99}{70}, \, \frac{239}{169}, \, \frac{577}{408}, \, \frac{1393}{985}, \, \frac{3363}{2378}

What is most surprising is that the important mathematical constant,

e = [2;\,(1,2,1,1,4,1,1,6,1,\ldots,1,2k,1,\ldots)]

The first ten terms in the sequence of convergents for e are:

2, \, 3, \, \frac{8}{3}, \, \frac{11}{4}, \, \frac{19}{7}, \, \frac{87}{32}, \, \frac{106}{39}, \, \frac{193}{71}, \, \frac{1264}{465}, \, \frac{1457}{536}

The sum of digits in the numerator of the 10th convergent is 1 + 4 + 5 + 7 = 17.

Find the sum of digits in the numerator of the 100th convergent of the continued fraction for e.

和上题一样的连分数问题,虽然换成了超越数,但仍然只是做下翻译就行:

wl
Total @ IntegerDigits @ Numerator @
  FromContinuedFraction @ ContinuedFraction[E, 100]
(* 272 *)

66. Diophantine equation

Consider quadratic Diophantine equations of the form:

x² − Dy² = 1

For example, when D = 13, the minimal solution in x is 649² − 13×180² = 1.

It can be assumed that there are no solutions in positive integers when D is square.

By finding minimal solutions in x for D = {2, 3, 5, 6, 7}, we obtain the following:

3² − 2×2² = 1
2² − 3×1² = 1
9² − 5×4² = 1
5² − 6×2² = 1
8² − 7×3² = 1

Hence, by considering minimal solutions in x for D ≤ 7, the largest x is obtained when D = 5.

Find the value of D ≤ 1000 in minimal solutions of x for which the largest value of x is obtained.

丢番图方程也是可以直接交给 Mathematica 求解的:

wl
solve[d_] := x /. First @
  FindInstance[x^2 - d * y^2 == 1, {x, y}, PositiveIntegers]
range = Complement[Range[#], Range[Sqrt @ #]^2] & @ 1000;
MaximalBy[ParallelTable[{d, solve[d]}, {d, range}], Last][[1, 1]]
(* 661 *)

虽然看起来 MaximalBy[range, solve] 这样的写法更优雅,但其实反而要慢得多,而且也不好开并行加速。

67. Maximum path sum II

By starting at the top of the triangle below and moving to adjacent numbers on the row below, the maximum total from top to bottom is 23.

3
7 4
2 4 6
8 5 9 3

That is, 3 + 7 + 4 + 9 = 23.

Find the maximum total from top to bottom in triangle.txt (right click and ‘Save Link/Target As…’), a 15K text file containing a triangle with one-hundred rows.

NOTE: This is a much more difficult version of Problem 18. It is not possible to try every route to solve this problem, as there are 2⁹⁹ altogether! If you could check one trillion (10¹²) routes every second it would take over twenty billion years to check them all. There is an efficient algorithm to solve it. ;o)

那就调用下 18 题的解答好了:

wl
maxPathSum @
  Import["https://projecteuler.net/project/resources/p067_triangle.txt", "Table"]
(* 7273 *)

68. Magic 5-gon ring

Consider the following “magic” 3-gon ring, filled with the numbers 1 to 6, and each line adding to nine.

p068_1

Working clockwise, and starting from the group of three with the numerically lowest external node (4,3,2 in this example), each solution can be described uniquely. For example, the above solution can be described by the set: 4,3,2; 6,2,1; 5,1,3.

It is possible to complete the ring with four different totals: 9, 10, 11, and 12. There are eight solutions in total.

TotalSolution Set
94,2,3; 5,3,1; 6,1,2
94,3,2; 6,2,1; 5,1,3
102,3,5; 4,5,1; 6,1,3
102,5,3; 6,3,1; 4,1,5
111,4,6; 3,6,2; 5,2,4
111,6,4; 5,4,2; 3,2,6
121,5,6; 2,6,4; 3,4,5
121,6,5; 3,5,4; 2,4,6

By concatenating each group it is possible to form 9-digit strings; the maximum string for a 3-gon ring is 432621513.

Using the numbers 1 to 10, and depending on arrangements, it is possible to form 16- and 17-digit strings. What is the maximum 16-digit string for a “magic” 5-gon ring?

p068_2

这不就是小学奥数常见「幻方」吗?好吧,其实并不方。那就按照人肉填写的方式来搞:

  • 首先填内圈的五边形:生成全部排列,「模掉」旋转对称性,得到 inners
  • 接下来 fill 函数用来填满整个幻方,这时要利用每条旋臂数字之和相等的性质
  • 然后 isValid 函数选出有效的填法:每个数字不同,且均为正整数
  • 最后 toDigits 函数按照要求拼成数字串,再找到最大值即可
wl
nGonRing[n_] := Module[
  {canonicalPerm, inners, armSum, fill, isValid, toDigits},
  canonicalPerm[p_] := RotateLeft[p, #] & /@ Range[n] // Sort;
  inners = DeleteDuplicatesBy[canonicalPerm] @
    Permutations[Range[2n], {n}];
  armSum[inner_] := Total[inner] / n + 2n + 1;
  fill[inner_] := With[{list = Partition[inner, 2, 1, 1]},
    Reverse /@ MapThread[Append, {list, armSum[inner] - Total /@ list}]];
  isValid[ring_] := With[{list = Flatten[ring]},
    Length @ Union @ list == 2n && AllTrue[Positive[#] && IntegerQ[#] &] @ list];
  toDigits[ring_] := FromDigits @ Flatten @ IntegerDigits @ MinimalBy[
    RotateLeft[Reverse[ring], #] & /@ Range[n], #[[1, 1]] &];
  toDigits /@ Select[fill /@ inners, isValid]
]
Max @ Select[# < 1*^16 &] @ nGonRing[5]
(* 6531031914842725 *)

本题未计时, 我会告诉你我是手填的吗…

酱紫君您是在逗我的吗……

69. Totient maximum

Euler’s Totient function, φ(n) [sometimes called the phi function], is used to determine the number of numbers less than n which are relatively prime to n. For example, as 1, 2, 4, 5, 7, and 8, are all less than nine and relatively prime to nine, φ(9)=6.

nRelatively Primeφ(n)n/φ(n)
2112
31,221.5
41,322
51,2,3,441.25
61,523
71,2,3,4,5,661.1666…
81,3,5,742
91,2,4,5,7,861.5
101,3,7,942.5

It can be seen that n=6 produces a maximum n/φ(n) for n ≤ 10.

Find the value of n ≤ 1,000,000 for which n/φ(n) is a maximum.

EulerPhi 也是内置函数。

wl
First @ MaximalBy[Range[1*^6], # / EulerPhi[#] &]
(* 510510 *)

70. Totient permutation

Euler’s Totient function, φ(n) [sometimes called the phi function], is used to determine the number of positive numbers less than or equal to n which are relatively prime to n. For example, as 1, 2, 4, 5, 7, and 8, are all less than nine and relatively prime to nine, φ(9)=6.

The number 1 is considered to be relatively prime to every positive number, so φ(1)=1.

Interestingly, φ(87109)=79180, and it can be seen that 87109 is a permutation of 79180.

Find the value of n, 1 < n < 10⁷, for which φ(n) is a permutation of n and the ratio n/φ(n) produces a minimum.

想不到什么优化的办法,就老老实实枚举。用时将近一分半,勉勉强强吧:

wl
#[[1, 1]] & @ MinimalBy[Apply[Divide]] @
  Select[Equal @@ Sort /@ IntegerDigits[#] &] @
    Table[{n, EulerPhi[n]}, {n, 2, 1*^7}] // AbsoluteTiming
(* {83.527159, 8319823} *)