/* uit_progress:
* Display a progress report to the user consisting of information
* provided by the trainer: iteration count and objective function value, and
* some information computed here on the current model performance.
* This function returns true if the trainer have to keep training the model
* and false if he must stop, so this is were we will implement the trainer
* independant stoping criterion.
*/
bool uit_progress(mdl_t *mdl) {
// First we just compute the error rate on devel or train data
double te, se;
tag_eval(mdl, &te, &se);
// If requested, check the error rate stoping criterion. We check if the
// error rate is stable enought over a few iterations.
bool res = true;
if (mdl->opt->stopwin != 0) {
mdl->werr[mdl->wpos] = te;
mdl->wpos = (mdl->wpos + 1) % mdl->opt->stopwin;
mdl->wcnt++;
if (mdl->wcnt >= mdl->opt->stopwin) {
double emin = 200.0, emax = -100.0;
for (uint32_t i = 0; i < mdl->opt->stopwin; i++) {
emin = min(emin, mdl->werr[i]);
emax = max(emax, mdl->werr[i]);
}
if (emax - emin < mdl->opt->stopeps)
res = false;
}
}
return (uit_stop) ? false : res;
}
/* uit_progress:
* Display a progress repport to the user consisting of some informations
* provided by the trainer: iteration count and objective function value, and
* some informations computed here on the current model performances.
* This function return true if the trainer have to keep training the model
* and false if he must stop, so this is were we will implement the trainer
* independant stoping criterion.
*/
bool uit_progress(mdl_t *mdl, uint32_t it, double obj) {
// First we just compute the error rate on devel or train data
double te, se;
tag_eval(mdl, &te, &se);
// Next, we compute the number of active features
uint64_t act = 0;
for (uint64_t f = 0; f < mdl->nftr; f++)
if (mdl->theta[f] != 0.0)
act++;
// Compute timings. As some training algorithms are multi-threaded, we
// cannot use ansi/c function and must rely on posix one to sum time
// spent in main thread and in child ones.
tms_t now; gettimeofday(&now, NULL);
double tm = (now.tv_sec + (double)now.tv_usec * 1.0e-6)
- (mdl->timer.tv_sec + (double)mdl->timer.tv_usec * 1.0e-6);
mdl->total += tm;
mdl->timer = now;
// And display progress report
info(" [%4"PRIu32"]", it);
info(obj >= 0.0 ? " obj=%-10.2f" : " obj=NA", obj);
info(" act=%-8"PRIu64, act);
info(" err=%5.2f%%/%5.2f%%", te, se);
info(" time=%.2fs/%.2fs", tm, mdl->total);
info("\n");
// If requested, check the error rate stoping criterion. We check if the
// error rate is stable enought over a few iterations.
bool res = true;
if (mdl->opt->stopwin != 0) {
mdl->werr[mdl->wpos] = te;
mdl->wpos = (mdl->wpos + 1) % mdl->opt->stopwin;
mdl->wcnt++;
if (mdl->wcnt >= mdl->opt->stopwin) {
double emin = 200.0, emax = -100.0;
for (uint32_t i = 0; i < mdl->opt->stopwin; i++) {
emin = min(emin, mdl->werr[i]);
emax = max(emax, mdl->werr[i]);
}
if (emax - emin < mdl->opt->stopeps)
res = false;
}
}
// And return
if (uit_stop)
return false;
return res;
}