A test code for line search.
git-svn-id: file:///home/svnrepos/software/liblbfgs/trunk@28 ecf4c44f-38d1-4fa4-9757-a0b4dd0349fc
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lib/lbfgs.c
92
lib/lbfgs.c
@ -147,6 +147,20 @@ static int line_search_backtracking_loose(
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const lbfgs_parameter_t *param
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);
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static int line_search_backtracking_owlqn(
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int n,
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lbfgsfloatval_t *x,
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lbfgsfloatval_t *f,
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lbfgsfloatval_t *g,
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lbfgsfloatval_t *s,
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lbfgsfloatval_t *stp,
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const lbfgsfloatval_t* xp,
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const lbfgsfloatval_t* gp,
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lbfgsfloatval_t *wp,
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callback_data_t *cd,
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const lbfgs_parameter_t *param
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);
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static int line_search_backtracking_strong_wolfe(
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int n,
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lbfgsfloatval_t *x,
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@ -360,6 +374,7 @@ int lbfgs(
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default:
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return LBFGSERR_INVALID_LINESEARCH;
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}
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linesearch = line_search_backtracking_owlqn;
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/* Allocate working space. */
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xp = (lbfgsfloatval_t*)vecalloc(n * sizeof(lbfgsfloatval_t));
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@ -617,6 +632,83 @@ lbfgs_exit:
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static int line_search_backtracking_owlqn(
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int n,
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lbfgsfloatval_t *x,
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lbfgsfloatval_t *f,
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lbfgsfloatval_t *g,
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lbfgsfloatval_t *s,
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lbfgsfloatval_t *stp,
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const lbfgsfloatval_t* xp,
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const lbfgsfloatval_t* gp,
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lbfgsfloatval_t *wp,
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callback_data_t *cd,
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const lbfgs_parameter_t *param
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)
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{
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int i, ret = 0, count = 0;
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lbfgsfloatval_t width = 0.5, norm = 0.;
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lbfgsfloatval_t finit = *f, dgtest;
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/* Check the input parameters for errors. */
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if (*stp <= 0.) {
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return LBFGSERR_INVALIDPARAMETERS;
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}
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for (i = 0;i < n;++i) {
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wp[i] = xp[i];
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if (wp[i] == 0.) {
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wp[i] = -gp[i];
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}
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}
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for (;;) {
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veccpy(x, xp, n);
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vecadd(x, s, *stp, n);
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/* The current point is projected onto the orthant of the initial one. */
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owlqn_project(x, wp, param->orthantwise_start, param->orthantwise_end);
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/* Evaluate the function and gradient values. */
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*f = cd->proc_evaluate(cd->instance, x, g, cd->n, *stp);
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/* Compute the L1 norm of the variables and add it to the object value. */
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norm = owlqn_x1norm(x, param->orthantwise_start, param->orthantwise_end);
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*f += norm * param->orthantwise_c;
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++count;
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dgtest = 0.;
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for (i = 0;i < n;++i) {
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dgtest += (x[i] - xp[i]) * g[i];
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}
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if (*f <= finit + param->ftol * dgtest) {
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/* The sufficient decrease condition. */
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return count;
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}
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if (*stp < param->min_step) {
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/* The step is the minimum value. */
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ret = LBFGSERR_MINIMUMSTEP;
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break;
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}
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if (param->max_linesearch <= count) {
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/* Maximum number of iteration. */
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ret = LBFGSERR_MAXIMUMLINESEARCH;
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break;
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}
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(*stp) *= width;
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}
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/* Revert to the previous position. */
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veccpy(x, xp, n);
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veccpy(g, gp, n);
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return ret;
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}
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static int line_search_backtracking_loose(
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int n,
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lbfgsfloatval_t *x,
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@ -64,6 +64,7 @@ int main(int argc, char *argv)
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/* Initialize the parameters for the L-BFGS optimization. */
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lbfgs_parameter_init(¶m);
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param.orthantwise_c = 1;
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/* param.linesearch = LBFGS_LINESEARCH_BACKTRACKING; */
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/*
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