<< problem 65 - Convergents of e | Maximum path sum II - problem 67 >> |
Problem 66: Diophantine equation
(see projecteuler.net/problem=66)
Consider quadratic Diophantine equations of the form:
x^2 - D * y^2 = 1
For example, when D=13, the minimal solution in x is 649^2 - 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:
3^2 - 2 * 2^2 = 1
2^2 - 3 * 1^2 = 1
9^2 - 5 * 4^2 = 1
5^2 - 6 * 2^2 = 1
8^2 - 7 * 3^2 = 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.
My Algorithm
I didn't know anything about Pell's equation before I started solving this problem.
There is a Wikipedia article about it (en.wikipedia.org/wiki/Pell's_equation) where it becomes obvious that some numbers will be large.
In fact, too large for C++'s native data types. That means that my BigNum
class (see my toolbox) has to be used.
My program computes the continuous fractions of x and y (see problem 64) and stops as soon as it finds a solution:
x^2 - D * y^2 = 1
I wasn't willing to add the code for subtraction to my BigNum
class because the formula can be rewritten as:
x^2 = 1 + D * y^2
Interactive test
You can submit your own input to my program and it will be instantly processed at my server:
This is equivalent toecho 7 | ./66
Output:
Note: the original problem's input 1000
cannot be entered
because just copying results is a soft skill reserved for idiots.
(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. Or just jump to my GitHub repository.
#include <cmath>
#include <iostream>
#include <vector>
// store single digits with lowest digits first
// e.g. 1024 is stored as { 4,2,0,1 }
// only non-negative numbers supported
struct BigNum : public std::vector<unsigned int>
{
// string conversion works only properly when MaxDigit is a power of 10
static const unsigned int MaxDigit = 1000000000;
// store a non-negative number
BigNum(unsigned long long x = 0)
{
do
{
push_back(x % MaxDigit);
x /= MaxDigit;
} while (x > 0);
}
// add two big numbers
BigNum operator+(const BigNum& other) const
{
auto result = *this;
// add in-place, make sure it's big enough
if (result.size() < other.size())
result.resize(other.size(), 0);
unsigned int carry = 0;
for (size_t i = 0; i < result.size(); i++)
{
carry += result[i];
if (i < other.size())
carry += other[i];
else
if (carry == 0)
return result;
if (carry < MaxDigit)
{
// no overflow
result[i] = carry;
carry = 0;
}
else
{
// yes, we have an overflow
result[i] = carry - MaxDigit;
carry = 1;
}
}
if (carry > 0)
result.push_back(carry);
return result;
}
// multiply a big number by an integer
BigNum operator*(unsigned int factor) const
{
// faster multiplication possible ?
if (factor == 0)
return 0;
if (factor == 1)
return *this;
if (factor == MaxDigit)
{
auto result = *this;
result.insert(result.begin(), 0);
return result;
}
// might be slower but avoids nasty overflows
if (factor > MaxDigit)
return *this * BigNum(factor);
unsigned long long carry = 0;
auto result = *this;
for (auto& i : result)
{
carry += i * (unsigned long long)factor;
i = carry % MaxDigit;
carry /= MaxDigit;
}
// store remaining carry in new digits
while (carry > 0)
{
result.push_back(carry % MaxDigit);
carry /= MaxDigit;
}
return result;
}
// multiply two big numbers
BigNum operator*(const BigNum& other) const
{
// multiply single digits of "other" with the current object
BigNum result = 0;
for (int i = (int)other.size() - 1; i >= 0; i--)
result = result * MaxDigit + (*this * other[i]);
return result;
}
// compare two big numbers
bool operator<(const BigNum& other) const
{
if (size() < other.size())
return true;
if (size() > other.size())
return false;
for (int i = (int)size() - 1; i >= 0; i--)
{
if (operator[](i) < other[i])
return true;
if (operator[](i) > other[i])
return false;
}
return false;
}
};
int main()
{
unsigned int limit = 1000;
std::cin >> limit;
// initial solutions
unsigned int bestD = 2;
BigNum bestX = 3;
// solve for all values of D
for (unsigned int d = 3; d <= limit; d++)
{
unsigned int root = sqrt(d);
// exclude squares
if (root * root == d)
continue;
// see problem 64
unsigned int a = root;
unsigned int numerator = 0;
unsigned int denominator = 1;
// keep only the most recent 3 numerators and denominators while diverging
BigNum x[3] = { 0, 1, root }; // numerators
BigNum y[3] = { 0, 0, 1 }; // denominators
// find better approximations until the exact solution is found
while (true)
{
numerator = denominator * a - numerator;
denominator = (d - numerator * numerator) / denominator;
a = (root + numerator) / denominator;
// x_n = a * x_n_minus_1 + x_n_minus_2
x[0] = std::move(x[1]);
x[1] = std::move(x[2]);
x[2] = x[1] * a + x[0];
// y_n = a * y_n_minus_1 + y_n_minus_2
y[0] = std::move(y[1]);
y[1] = std::move(y[2]);
y[2] = y[1] * a + y[0];
// avoid subtraction (to keep BigNum's code short)
// x*x - d*y*y = 1
// x*y = 1 + d*y*y
auto leftSide = x[2] * x[2];
auto rightSide = y[2] * y[2] * d + 1;
// solved it
if (leftSide == rightSide)
break;
}
// biggest x so far ?
if (bestX < x[2])
{
bestX = x[2];
bestD = d;
}
}
// print D where x was maximized
std::cout << bestD << std::endl;
return 0;
}
This solution contains 25 empty lines, 30 comments and 3 preprocessor commands.
Benchmark
The correct solution to the original Project Euler problem was found in 0.02 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
March 12, 2017 submitted solution
May 3, 2017 added comments
Hackerrank
see https://www.hackerrank.com/contests/projecteuler/challenges/euler066
My code solves 6 out of 6 test cases (score: 100%)
Difficulty
Project Euler ranks this problem at 25% (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=66 - 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-66-diophantine-equation/ (written by Kristian Edlund)
Python github.com/hughdbrown/Project-Euler/blob/master/euler-066.py (written by Hugh Brown)
Python github.com/nayuki/Project-Euler-solutions/blob/master/python/p066.py (written by Nayuki)
Python github.com/smacke/project-euler/blob/master/python/66.py (written by Stephen Macke)
C++ github.com/HaochenLiu/My-Project-Euler/blob/master/066.cpp (written by Haochen Liu)
Java github.com/dcrousso/ProjectEuler/blob/master/PE066.java (written by Devin Rousso)
Java github.com/nayuki/Project-Euler-solutions/blob/master/java/p066.java (written by Nayuki)
Java github.com/thrap/project-euler/blob/master/src/Java/Problem66.java (written by Magnus Solheim Thrap)
Go github.com/frrad/project-euler/blob/master/golang/Problem066.go (written by Frederick Robinson)
Mathematica github.com/nayuki/Project-Euler-solutions/blob/master/mathematica/p066.mathematica (written by Nayuki)
Mathematica github.com/steve98654/ProjectEuler/blob/master/066.nb
Clojure github.com/rm-hull/project-euler/blob/master/src/euler066.clj (written by Richard Hull)
Scala github.com/samskivert/euler-scala/blob/master/Euler066.scala (written by Michael Bayne)
Perl github.com/gustafe/projecteuler/blob/master/066-Diophantine-equation.pl (written by Gustaf Erikson)
Rust github.com/gifnksm/ProjectEulerRust/blob/master/src/bin/p066.rs
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 | |
[new] | the flashing problem is the one I solved most recently |
I stopped working on Project Euler problems around the time they released 617.
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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 65 - Convergents of e | Maximum path sum II - problem 67 >> |