From 8beebac19b9351cdc6108ea31eeda6531d75540b Mon Sep 17 00:00:00 2001 From: tlatorre Date: Thu, 13 Sep 2018 09:53:47 -0500 Subject: speed things up by introducing a minimum ratio between probabilities Previously to avoid computing P(q,t|n)*P(n|mu) for large n when they were very unlikely I was using a precomputed maximum n value based only on the expected number of PE. However, this didn't take into account P(q|n). This commit updates the likelihood function to dynamically decide when to quit computing these probabilities when the probability for a given n divided by the most likely probability is less than some threshold. This threshold is currently set to 10**(-10) which means we quit calculating these probabilities when the probability is 10 million times less likely than the most probable value. --- src/likelihood.c | 18 ++++++++++-------- src/likelihood.h | 8 +++++++- 2 files changed, 17 insertions(+), 9 deletions(-) (limited to 'src') diff --git a/src/likelihood.c b/src/likelihood.c index 2e0f135..6ddd576 100644 --- a/src/likelihood.c +++ b/src/likelihood.c @@ -328,9 +328,8 @@ double nll_muon(event *ev, double T0, double *pos, double *dir, double t0, doubl size_t i, j, nhit; intParams params; double total_charge; - double logp[MAX_PE], nll[MAX_PMTS], range, theta0, E0, p0, beta0, smax, log_mu; + double logp[MAX_PE], nll[MAX_PMTS], range, theta0, E0, p0, beta0, smax, log_mu, max_logp; double tmean = 0.0; - int jmax; double mu_direct[MAX_PMTS]; double ts[MAX_PMTS]; @@ -411,14 +410,17 @@ double nll_muon(event *ev, double T0, double *pos, double *dir, double t0, doubl log_mu = log(mu[i]); if (ev->pmt_hits[i].hit) { - jmax = (int) ceil(fmax(mu[i],1)*STD_MAX + fmax(mu[i],1)); - - if (jmax > MAX_PE) jmax = MAX_PE; - - for (j = 1; j < jmax; j++) { + for (j = 1; j < MAX_PE; j++) { logp[j] = log(pq(ev->pmt_hits[i].qhs,j)) - mu[i] + j*log_mu - lnfact(j) + log_pt(ev->pmt_hits[i].t, j, mu_noise, mu_indirect, &mu_direct[i], 1, &ts[i], tmean, 1.5); + if (j == 1 || logp[j] > max_logp) max_logp = logp[j]; + + if (logp[j] - max_logp < MIN_RATIO*log(10)) { + j++; + break; + } } - nll[nhit++] = -logsumexp(logp+1, jmax-1); + + nll[nhit++] = -logsumexp(logp+1, j-1); } else { logp[0] = -mu[i]; if (fast) { diff --git a/src/likelihood.h b/src/likelihood.h index 8ddaf2a..0da7db9 100644 --- a/src/likelihood.h +++ b/src/likelihood.h @@ -10,7 +10,13 @@ * * Note: This must be less than MAX_PE. */ #define MAX_PE_NO_HIT 10 -#define STD_MAX 10 + +/* To speed things up we quit calculating the probability of a hit when the + * ratio between the current probability and the maximum probability is less + * than 10**(-MIN_RATIO). So if MIN_RATIO is -10, that means that we ignore + * probabilities which are 10 million times less likely than the most probable + * value for n. */ +#define MIN_RATIO -10 #define CHARGE_FRACTION 60000.0 #define DARK_RATE 500.0 -- cgit