<< problem 32 - Pandigital products | Digit factorials - problem 34 >> |
Problem 33: Digit cancelling fractions
(see projecteuler.net/problem=33)
The fraction frac{49}{98} is a curious fraction, as an inexperienced mathematician in attempting to simplify it
may incorrectly believe that frac{49}{98} = frac{4}{8}, which is correct, is obtained by cancelling the 9s.
We shall consider fractions like, frac{30}{50} = frac{3}{5}, to be trivial examples.
There are exactly four non-trivial examples of this type of fraction, less than one in value, and containing two digits in the numerator and denominator.
If the product of these four fractions is given in its lowest common terms, find the value of the denominator.
My Algorithm
The original problem can be solved with brute force:
- two nested loops iterate over all numerators
n
and denominatorsd
such thatn < d
- each number is split into its digits
- actually only erasing the lower digit of
d
and the higher digit ofn
can produce a valid result - multiply all
n
s andd
s, then divide by their Greatest Common Divisor
On top of that, there is a variable number of digits to be cancelled.
And the worst: Hackerrank's problem description is very vague and doesn't clarify many corner cases.
Nevertheless, it was way more fun than the simple original problem ...
Modifications by HackerRank
My main insight was that instead of cancelling/removing digits we can do the inverse, too:
iterate over all "small" numbers and insert digits at all possible positions.
Now we have five (instead of two) nested loops:
- the outer loops generate all combinations of
n
andd
such thatn < d
. - the "middle" loop generates all potential numbers to be inserted; they may have multiple digits
- the inner loops produce all permutations of the digits to be inserted
std::string
s (num2str
and str2num
).A string can either be a valid number or contain dots which are placeholders and mean "any digit" - inspired by the syntax of regular expressions.
Note: The placeholder must be alphabetically lower than all digits because I use
std::next_permutation
:If we cancel two digits, the middle loop emits
"..10", "..11"
... "..99"
and the inner loops permute them to(for
"..10"
:) ".10.", ".1.0",
... "10.."
.merge
combines a mask (like ".1.0"
) and a number (like "34"
) to a number 3140
.until the "large" numerator/denominator match the "small" numerator/denominator.
Interactive test
You can submit your own input to my program and it will be instantly processed at my server:
This live test is based on the Hackerrank problem.
This is equivalent toecho "3 1" | ./33
Output:
(this interactive test is still under development, computations will be aborted after one second)
My code
… was written in C++11 and can be compiled with G++, Clang++, Visual C++. You can download it, too.
The code contains #ifdef
s to switch between the original problem and the Hackerrank version.
Enable #ifdef ORIGINAL
to produce the result for the original problem (default setting for most problems).
#include <iostream>
#include <string>
#include <algorithm>
#include <unordered_set>
// convert number to string
std::string num2str(unsigned int x, unsigned int digits)
{
std::string result;
// it's faster to generate the digits in reverse order ...
while (digits-- > 0)
{
auto digit = x % 10;
result += char(digit + '0');
x /= 10;
}
// ... and then reverse them into their original order
std::reverse(result.begin(), result.end());
return result;
}
// ... and back
unsigned int str2num(const std::string& str)
{
unsigned int result = 0;
for (auto s : str)
{
result *= 10;
result += s - '0';
}
return result;
}
// fill all gaps in mask (marked as '.') with the digits found in str and return result as a number
unsigned int merge(const std::string& strFill, const std::string& mask)
{
auto iteFill = strFill.begin();
unsigned int result = 0;
for (auto m : mask)
{
result *= 10;
// if placeholder '.' is found, then take next digit from strFill
if (m == '.')
result += *iteFill++ - '0';
else // else take the digit of the mask
result += m - '0';
}
return result;
}
int main()
{
//#define ORIGINAL
#ifdef ORIGINAL
// brute-force solution for the original problem
unsigned int multD = 1;
unsigned int multN = 1;
for (unsigned int d = 10; d <= 99; d++) // denominator
for (unsigned int n = 10; n < d; n++) // numerator
for (unsigned int cancel = 1; cancel <= 9; cancel++)
{
auto lowN = n % 10;
auto lowD = d % 10;
auto highN = n / 10;
auto highD = d / 10;
// we could check all combinations:
// 1. cancel low digit of denominator and low digit of numerator
// 2. cancel high digit of denominator and low digit of numerator
// 3. cancel low digit of denominator and high digit of numerator
// 4. cancel high digit of denominator and low digit of numerator
// but actually only case 2 is relevant
// (you can prove that but in this problem I focus on the much harder Hackerrank version)
// two fractions a/b and c/d are equal if a*d=b*c
if (highD == cancel && lowN == cancel && lowD * n == highN * d)
{
multN *= n;
multD *= d;
}
}
// shorter code than applying the "least common multiple"
for (unsigned int i = 2; i <= multN; i++)
// remove all common prime factors
while (multN % i == 0 && multD % i == 0)
{
multN /= i;
multD /= i;
}
std::cout << multD << std::endl;
return 0;
#endif
// and now a completely different approach for the Hackerrank version of the problem
unsigned int digits;
unsigned int cancel;
std::cin >> digits >> cancel;
auto keep = digits - cancel;
const unsigned int Tens[] = { 1, 10, 100, 1000, 10000 };
unsigned int sumN = 0;
unsigned int sumD = 0;
// don't count fractions twice
std::unordered_set<unsigned int> used;
// I do the inverse:
// instead of removing digits, I add digits
// "d" and "n" stand for denominator and numerator
// they are small numbers where I insert digits
// let's iterate over all "reduced" number and then iterate over all digits we could insert
// note: initially n and d started at Tens[keep - 1] instead of 1 but I learnt the hard way
// that Hackerrank thinks 3016/6032 = 01/02 is a valid reduction
for (unsigned int d = 1; d < Tens[keep]; d++)
for (unsigned int n = 1; n < d; n++)
{
// convert to string
auto strN = num2str(n, keep);
auto strD = num2str(d, keep);
// try to insert all combinations
for (auto insert = Tens[cancel - 1]; insert < Tens[cancel]; insert++)
{
// convert to string
auto strInsert = num2str(insert, cancel);
// if number's digits are (partially) descending, then we already saw all its permutations
bool isAscending = true;
for (size_t i = 1; i < strInsert.size(); i++)
if (strInsert[i - 1] > strInsert[i])
{
isAscending = false;
break;
}
if (!isAscending)
continue;
// prepend placeholders (must be alphabetically smaller than '0')
strInsert.insert(0, keep, '.');
// check all permutations
// strInsertN is permutated until we arrive at the original value again
auto strInsertN = strInsert;
do
{
auto newN = merge(strN, strInsertN);
// the leading digit of the not-cancelled fraction must not be zero
// strangely enough, the leading digit of the cancelled fraction can be zero
if (newN < Tens[digits - 1])
continue;
// strInsertD is permutated until we arrive at the original value again
auto strInsertD = strInsert;
do
{
auto newD = merge(strD, strInsertD);
// in case we find the same fraction multiple times
// two fractions a/b and c/d are equal if a*d=b*c
if (newN * d == newD * n)
{
// ensure we haven't seen that fraction yet
auto id = newN * 10000 + newD;
if (used.count(id) == 0)
{
sumN += newN;
sumD += newD;
used.insert(id);
}
}
}
while (std::next_permutation(strInsertD.begin(), strInsertD.end()));
}
while (std::next_permutation(strInsertN.begin(), strInsertN.end()));
}
}
std::cout << sumN << " " << sumD << std::endl;
return 0;
}
This solution contains 19 empty lines, 40 comments and 6 preprocessor commands.
Benchmark
The correct solution to the original Project Euler problem was found in less than 0.01 seconds on an Intel® Core™ i7-2600K CPU @ 3.40GHz.
(compiled for x86_64 / Linux, GCC flags: -O3 -march=native -fno-exceptions -fno-rtti -std=gnu++11 -DORIGINAL
)
See here for a comparison of all solutions.
Note: interactive tests run on a weaker (=slower) computer. Some interactive tests are compiled without -DORIGINAL
.
Changelog
February 24, 2017 submitted solution
April 18, 2017 added comments
Hackerrank
see https://www.hackerrank.com/contests/projecteuler/challenges/euler033
My code solves 6 out of 6 test cases (score: 100%)
Difficulty
Project Euler ranks this problem at 5% (out of 100%).
Hackerrank describes this problem as hard.
Note:
Hackerrank has strict execution time limits (typically 2 seconds for C++ code) and often a much wider input range than the original problem.
In my opinion, Hackerrank's modified problems are usually a lot harder to solve. As a rule thumb: brute-force is rarely an option.
Links
projecteuler.net/thread=33 - the best forum on the subject (note: you have to submit the correct solution first)
Code in various languages:
C# www.mathblog.dk/project-euler-33-fractions-unorthodox-cancelling-method/ (written by Kristian Edlund)
C github.com/eagletmt/project-euler-c/blob/master/30-39/problem33.c (written by eagletmt)
Java github.com/nayuki/Project-Euler-solutions/blob/master/java/p033.java (written by Nayuki)
Javascript github.com/dsernst/ProjectEuler/blob/master/33 Digit cancelling fractions.js (written by David Ernst)
Go github.com/frrad/project-euler/blob/master/golang/Problem033.go (written by Frederick Robinson)
Mathematica github.com/nayuki/Project-Euler-solutions/blob/master/mathematica/p033.mathematica (written by Nayuki)
Haskell github.com/nayuki/Project-Euler-solutions/blob/master/haskell/p033.hs (written by Nayuki)
Scala github.com/samskivert/euler-scala/blob/master/Euler033.scala (written by Michael Bayne)
Those links are just an unordered selection of source code I found with a semi-automatic search script on Google/Bing/GitHub/whatever.
You will probably stumble upon better solutions when searching on your own. Maybe not all linked resources produce the correct result and/or exceed time/memory limits.
Heatmap
Please click on a problem's number to open my solution to that problem:
green | solutions solve the original Project Euler problem and have a perfect score of 100% at Hackerrank, too | |
yellow | solutions score less than 100% at Hackerrank (but still solve the original problem easily) | |
gray | problems are already solved but I haven't published my solution yet | |
blue | solutions are relevant for Project Euler only: there wasn't a Hackerrank version of it (at the time I solved it) or it differed too much | |
orange | problems are solved but exceed the time limit of one minute or the memory limit of 256 MByte | |
red | problems are not solved yet but I wrote a simulation to approximate the result or verified at least the given example - usually I sketched a few ideas, too | |
black | problems are solved but access to the solution is blocked for a few days until the next problem is published | |
the flashing problem is the one I solved most recently |
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I scored 13526 points (out of 15700 possible points, top rank was 17 out of ≈60000 in August 2017) at Hackerrank's Project Euler+.
My username at Project Euler is stephanbrumme while it's stbrumme at Hackerrank.
Look at my progress and performance pages to get more details.
Copyright
I hope you enjoy my code and learn something - or give me feedback how I can improve my solutions.
All of my solutions can be used for any purpose and I am in no way liable for any damages caused.
You can even remove my name and claim it's yours. But then you shall burn in hell.
The problems and most of the problems' images were created by Project Euler.
Thanks for all their endless effort !!!
<< problem 32 - Pandigital products | Digit factorials - problem 34 >> |