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Simplex.java
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Simplex.java
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package optimization;
import java.util.Arrays;
import numbertheory.Rational;
public class Simplex {
// returns max c*x such that A*x <= b, x >= 0
public static Rational simplex(Rational[][] A, Rational[] b, Rational[] c, Rational[] x) {
int m = A.length;
int n = A[0].length + 1;
int[] index = new int[n + m];
for (int i = 0; i < n + m; i++) {
index[i] = i;
}
Rational[][] a = new Rational[m + 2][n + 1];
for (Rational[] a1 : a) {
Arrays.fill(a1, Rational.ZERO);
}
int L = m;
for (int i = 0; i < m; i++) {
for (int j = 0; j < n - 1; j++) {
a[i][j] = A[i][j].negate();
}
a[i][n - 1] = Rational.ONE;
a[i][n] = b[i];
if (a[L][n].compareTo(a[i][n]) > 0) {
L = i;
}
}
for (int j = 0; j < n - 1; j++) {
a[m][j] = c[j];
}
a[m + 1][n - 1] = Rational.ONE.negate();
for (int E = n - 1;;) {
if (L < m) {
int t = index[E];
index[E] = index[L + n];
index[L + n] = t;
a[L][E] = a[L][E].inverse();
for (int j = 0; j <= n; j++) {
if (j != E) {
a[L][j] = a[L][j].mul(a[L][E].negate());
}
}
for (int i = 0; i <= m + 1; i++) {
if (i != L) {
for (int j = 0; j <= n; j++) {
if (j != E) {
a[i][j] = a[i][j].add(a[L][j].mul(a[i][E]));
}
}
a[i][E] = a[i][E].mul(a[L][E]);
}
}
}
E = -1;
for (int j = 0; j < n; j++) {
if (E < 0 || index[E] > index[j]) {
if (a[m + 1][j].signum() > 0 || a[m + 1][j].signum() == 0 && a[m][j].signum() > 0) {
E = j;
}
}
}
if (E < 0) {
break;
}
L = -1;
for (int i = 0; i < m; i++) {
if (a[i][E].signum() < 0) {
Rational d;
if (L < 0 || (d = a[L][n].div(a[L][E]).sub(a[i][n].div(a[i][E]))).signum() < 0
|| d.signum() == 0 && index[L + n] > index[i + n]) {
L = i;
}
}
}
if (L < 0) {
return Rational.POSITIVE_INFINITY;
}
}
if (a[m + 1][n].signum() < 0) {
return null;
}
if (x != null) {
Arrays.fill(x, Rational.ZERO);
for (int i = 0; i < m; i++)
if (index[n + i] < n - 1)
x[index[n + i]] = a[i][n];
}
return a[m][n];
}
// Usage example
public static void main(String[] args) {
long[][] a = {{4, -1}, {2, 1}, {-5, 2}};
long[] b = {8, 10, 2};
long[] c = {1, 1};
Rational[] x = new Rational[c.length];
Rational res = simplex(cnv(a), cnv(b), cnv(c), x);
System.out.println(new Rational(8).equals(res));
System.out.println(Arrays.toString(x));
a = new long[][] {{3, 4, -3}, {5, -4, -3}, {7, 4, 11}};
b = new long[] {23, 10, 30};
c = new long[] {-1, 1, 2};
x = new Rational[c.length];
res = simplex(cnv(a), cnv(b), cnv(c), x);
System.out.println(new Rational(57, 8).equals(res));
System.out.println(Arrays.toString(x));
// no feasible non-negative solutions
a = new long[][] {{4, -1}, {2, 1}, {-5, 2}};
b = new long[] {8, -10, 2};
c = new long[] {1, 1};
res = simplex(cnv(a), cnv(b), cnv(c), null);
System.out.println(null == res);
// unbounded problem
a = new long[][] {{-4, 1}, {-2, -1}, {-5, 2}};
b = new long[] {-8, -10, 2};
c = new long[] {1, 1};
res = simplex(cnv(a), cnv(b), cnv(c), null);
System.out.println(Rational.POSITIVE_INFINITY == res);
// no feasible solutions
a = new long[][] {{1}, {-1}};
b = new long[] {1, -2};
c = new long[] {0};
res = simplex(cnv(a), cnv(b), cnv(c), null);
System.out.println(null == res);
// infinite number of solutions, but only one is returned
a = new long[][] {{1, 1}};
b = new long[] {0};
c = new long[] {1, 1};
x = new Rational[c.length];
res = simplex(cnv(a), cnv(b), cnv(c), x);
System.out.println(Arrays.toString(x));
}
static Rational[] cnv(long[] a) {
Rational[] res = new Rational[a.length];
for (int i = 0; i < a.length; i++) {
res[i] = new Rational(a[i]);
}
return res;
}
static Rational[][] cnv(long[][] a) {
Rational[][] res = new Rational[a.length][];
for (int i = 0; i < a.length; i++) {
res[i] = cnv(a[i]);
}
return res;
}
}