Created
April 22, 2012 04:21
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Sample for solving MIP (mixed integer programming) problem with GLPK
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#include <stdlib.h> | |
#include <stdio.h> | |
#include <glpk.h> | |
/* | |
Maximize | |
obj: x1 + 2 x2 + 3 x3 + x4 | |
Subject To | |
c1: - x1 + x2 + x3 + 10 x4 <= 20 | |
c2: x1 - 3 x2 + x3 <= 30 | |
c3: x2 - 3.5 x4 = 0 | |
Bounds | |
0 <= x1 <= 40 | |
2 <= x4 <= 3 | |
General | |
x4 | |
End | |
*/ | |
int main(void) | |
{ | |
glp_prob *mip = glp_create_prob(); | |
glp_set_prob_name(mip, "sample"); | |
glp_set_obj_dir(mip, GLP_MAX); | |
glp_add_rows(mip, 3); | |
glp_set_row_name(mip, 1, "c1"); | |
glp_set_row_bnds(mip, 1, GLP_DB, 0.0, 20.0); | |
glp_set_row_name(mip, 2, "c2"); | |
glp_set_row_bnds(mip, 2, GLP_DB, 0.0, 30.0); | |
glp_set_row_name(mip, 3, "c3"); | |
glp_set_row_bnds(mip, 3, GLP_FX, 0.0, 0); | |
glp_add_cols(mip, 4); | |
glp_set_col_name(mip, 1, "x1"); | |
glp_set_col_bnds(mip, 1, GLP_DB, 0.0, 40.0); | |
glp_set_obj_coef(mip, 1, 1.0); | |
glp_set_col_name(mip, 2, "x2"); | |
glp_set_col_bnds(mip, 2, GLP_LO, 0.0, 0.0); | |
glp_set_obj_coef(mip, 2, 2.0); | |
glp_set_col_name(mip, 3, "x3"); | |
glp_set_col_bnds(mip, 3, GLP_LO, 0.0, 0.0); | |
glp_set_obj_coef(mip, 3, 3.0); | |
glp_set_col_name(mip, 4, "x4"); | |
glp_set_col_bnds(mip, 4, GLP_DB, 2.0, 3.0); | |
glp_set_obj_coef(mip, 4, 1.0); | |
glp_set_col_kind(mip, 4, GLP_IV); | |
int ia[1+9], ja[1+9]; | |
double ar[1+9]; | |
ia[1]=1,ja[1]=1,ar[1]=-1; // a[1,1] = -1 | |
ia[2]=1,ja[2]=2,ar[2]=1; // a[1,2] = 1 | |
ia[3]=1,ja[3]=3,ar[3]=1; // a[1,3] = 1 | |
ia[4]=1,ja[4]=4,ar[4]=10; // a[1,4] = 10 | |
ia[5]=2,ja[5]=1,ar[5]=1; // a[2,1] = 1 | |
ia[6]=2,ja[6]=2,ar[6]=-3; // a[2,2] = -3 | |
ia[7]=2,ja[7]=3,ar[7]=1; // a[2,3] = 1 | |
ia[8]=3,ja[8]=2,ar[8]=1; // a[3,2] = 1 | |
ia[9]=3,ja[9]=4,ar[9]=-3.5; // a[3,4] = -3.5 | |
glp_load_matrix(mip, 9, ia, ja, ar); | |
glp_iocp parm; | |
glp_init_iocp(&parm); | |
parm.presolve = GLP_ON; | |
int err = glp_intopt(mip, &parm); | |
double z = glp_mip_obj_val(mip); | |
double x1 = glp_mip_col_val(mip, 1); | |
double x2 = glp_mip_col_val(mip, 2); | |
double x3 = glp_mip_col_val(mip, 3); | |
double x4 = glp_mip_col_val(mip, 4); | |
printf("\nz = %g; x1 = %g; x2 = %g; x3 = %g, x4 = %g\n", z, x1, x2, x3, x4); | |
// z = 122.5; x1 = 40; x2 = 10.5; x3 = 19.5, x4 = 3 | |
glp_delete_prob(mip); | |
return 0; | |
} |
This code doesn't work. This line:
mip = glp_create_prob();
is necessary.
Hi @lukpank,
- You declare "c1" and "c2" as GLP_DB (double bounded) so you actually have
c1: 0 <= - x1 + x2 + x3 + 10 x4 <= 20 c2: 0 <= x1 - 3 x2 + x3 <= 30
But changing "c1" and "c2" to GLP_UP (upper bounded) does not change the result in this example.
I cannot remember why I used GLP_DB instead of GLP_UP.
But I think it was just my mistake.
- For some reason you assume that "x2" and "x3" are non negative, thus you do not list "x2 >= 0" and "x3 >= 0" as variable bounds.
I used CPLEX LP file format to write down the formulation.
In CPLEX LP file, variables are non-negative by default.
- Could you explain what you mean by
General x4
I would understand that "x1", "x2", and "x3" are general (i.e., continuous variables) while "x4" is not general (as it is an integer variable).
In CPLEX LP file, "General" means general integer variables.
So "x1", "x2" and "x3" are integer variables while "x4" is a continuous variable.
Hi @louisaugusto.
Hmm, which version of compiler and GLPK did you used?
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It seems that the code does not fully match the formulation of the
problem given in the comment. Could you comment on the following
issues:
You declare "c1" and "c2" as
GLP_DB
(double bounded) so youactually have
But changing "c1" and "c2" to
GLP_UP
(upper bounded) does notchange the result in this example.
For some reason you assume that "x2" and "x3" are non negative,
thus you do not list "x2 >= 0" and "x3 >= 0" as variable bounds.
Could you explain what you mean by
I would understand that "x1", "x2", and "x3" are general (i.e.,
continuous variables) while "x4" is not general (as it is an
integer variable).