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-rw-r--r--debian/vendor-h2o/deps/klib/khmm.c423
1 files changed, 0 insertions, 423 deletions
diff --git a/debian/vendor-h2o/deps/klib/khmm.c b/debian/vendor-h2o/deps/klib/khmm.c
deleted file mode 100644
index 711ade5..0000000
--- a/debian/vendor-h2o/deps/klib/khmm.c
+++ /dev/null
@@ -1,423 +0,0 @@
-#include <math.h>
-#include <stdio.h>
-#include <assert.h>
-#include <string.h>
-#include <stdlib.h>
-#include "khmm.h"
-
-// new/delete hmm_par_t
-
-hmm_par_t *hmm_new_par(int m, int n)
-{
- hmm_par_t *hp;
- int i;
- assert(m > 0 && n > 0);
- hp = (hmm_par_t*)calloc(1, sizeof(hmm_par_t));
- hp->m = m; hp->n = n;
- hp->a0 = (FLOAT*)calloc(n, sizeof(FLOAT));
- hp->a = (FLOAT**)calloc2(n, n, sizeof(FLOAT));
- hp->e = (FLOAT**)calloc2(m + 1, n, sizeof(FLOAT));
- hp->ae = (FLOAT**)calloc2((m + 1) * n, n, sizeof(FLOAT));
- for (i = 0; i != n; ++i) hp->e[m][i] = 1.0;
- return hp;
-}
-void hmm_delete_par(hmm_par_t *hp)
-{
- int i;
- if (hp == 0) return;
- for (i = 0; i != hp->n; ++i) free(hp->a[i]);
- for (i = 0; i <= hp->m; ++i) free(hp->e[i]);
- for (i = 0; i < (hp->m + 1) * hp->n; ++i) free(hp->ae[i]);
- free(hp->a); free(hp->e); free(hp->a0); free(hp->ae);
- free(hp);
-}
-
-// new/delete hmm_data_t
-
-hmm_data_t *hmm_new_data(int L, const char *seq, const hmm_par_t *hp)
-{
- hmm_data_t *hd;
- hd = (hmm_data_t*)calloc(1, sizeof(hmm_data_t));
- hd->L = L;
- hd->seq = (char*)malloc(L + 1);
- memcpy(hd->seq + 1, seq, L);
- return hd;
-}
-void hmm_delete_data(hmm_data_t *hd)
-{
- int i;
- if (hd == 0) return;
- for (i = 0; i <= hd->L; ++i) {
- if (hd->f) free(hd->f[i]);
- if (hd->b) free(hd->b[i]);
- }
- free(hd->f); free(hd->b); free(hd->s); free(hd->v); free(hd->p); free(hd->seq);
- free(hd);
-}
-
-// new/delete hmm_exp_t
-
-hmm_exp_t *hmm_new_exp(const hmm_par_t *hp)
-{
- hmm_exp_t *he;
- assert(hp);
- he = (hmm_exp_t*)calloc(1, sizeof(hmm_exp_t));
- he->m = hp->m; he->n = hp->n;
- he->A0 = (FLOAT*)calloc(hp->n, sizeof(FLOAT));
- he->A = (FLOAT**)calloc2(hp->n, hp->n, sizeof(FLOAT));
- he->E = (FLOAT**)calloc2(hp->m + 1, hp->n, sizeof(FLOAT));
- return he;
-}
-void hmm_delete_exp(hmm_exp_t *he)
-{
- int i;
- if (he == 0) return;
- for (i = 0; i != he->n; ++i) free(he->A[i]);
- for (i = 0; i <= he->m; ++i) free(he->E[i]);
- free(he->A); free(he->E); free(he->A0);
- free(he);
-}
-
-// Viterbi algorithm
-
-FLOAT hmm_Viterbi(const hmm_par_t *hp, hmm_data_t *hd)
-{
- FLOAT **la, **le, *preV, *curV, max;
- int **Vmax, max_l; // backtrace matrix
- int k, l, b, u;
-
- if (hd->v) free(hd->v);
- hd->v = (int*)calloc(hd->L+1, sizeof(int));
- la = (FLOAT**)calloc2(hp->n, hp->n, sizeof(FLOAT));
- le = (FLOAT**)calloc2(hp->m + 1, hp->n, sizeof(FLOAT));
- Vmax = (int**)calloc2(hd->L+1, hp->n, sizeof(int));
- preV = (FLOAT*)malloc(sizeof(FLOAT) * hp->n);
- curV = (FLOAT*)malloc(sizeof(FLOAT) * hp->n);
- for (k = 0; k != hp->n; ++k)
- for (l = 0; l != hp->n; ++l)
- la[k][l] = log(hp->a[l][k]); // this is not a bug
- for (b = 0; b != hp->m; ++b)
- for (k = 0; k != hp->n; ++k)
- le[b][k] = log(hp->e[b][k]);
- for (k = 0; k != hp->n; ++k) le[hp->m][k] = 0.0;
- // V_k(1)
- for (k = 0; k != hp->n; ++k) {
- preV[k] = le[(int)hd->seq[1]][k] + log(hp->a0[k]);
- Vmax[1][k] = 0;
- }
- // all the rest
- for (u = 2; u <= hd->L; ++u) {
- FLOAT *tmp, *leu = le[(int)hd->seq[u]];
- for (k = 0; k != hp->n; ++k) {
- FLOAT *laa = la[k];
- for (l = 0, max = -HMM_INF, max_l = -1; l != hp->n; ++l) {
- if (max < preV[l] + laa[l]) {
- max = preV[l] + laa[l];
- max_l = l;
- }
- }
- assert(max_l >= 0); // cannot be zero
- curV[k] = leu[k] + max;
- Vmax[u][k] = max_l;
- }
- tmp = curV; curV = preV; preV = tmp; // swap
- }
- // backtrace
- for (k = 0, max_l = -1, max = -HMM_INF; k != hp->n; ++k) {
- if (max < preV[k]) {
- max = preV[k]; max_l = k;
- }
- }
- assert(max_l >= 0); // cannot be zero
- hd->v[hd->L] = max_l;
- for (u = hd->L; u >= 1; --u)
- hd->v[u-1] = Vmax[u][hd->v[u]];
- for (k = 0; k != hp->n; ++k) free(la[k]);
- for (b = 0; b < hp->m; ++b) free(le[b]);
- for (u = 0; u <= hd->L; ++u) free(Vmax[u]);
- free(la); free(le); free(Vmax); free(preV); free(curV);
- hd->status |= HMM_VITERBI;
- return max;
-}
-
-// forward algorithm
-
-void hmm_forward(const hmm_par_t *hp, hmm_data_t *hd)
-{
- FLOAT sum, tmp, **at;
- int u, k, l;
- int n, m, L;
- assert(hp && hd);
- // allocate memory for hd->f and hd->s
- n = hp->n; m = hp->m; L = hd->L;
- if (hd->s) free(hd->s);
- if (hd->f) {
- for (k = 0; k <= hd->L; ++k) free(hd->f[k]);
- free(hd->f);
- }
- hd->f = (FLOAT**)calloc2(hd->L+1, hp->n, sizeof(FLOAT));
- hd->s = (FLOAT*)calloc(hd->L+1, sizeof(FLOAT));
- hd->status &= ~(unsigned)HMM_FORWARD;
- // at[][] array helps to improve the cache efficiency
- at = (FLOAT**)calloc2(n, n, sizeof(FLOAT));
- // transpose a[][]
- for (k = 0; k != n; ++k)
- for (l = 0; l != n; ++l)
- at[k][l] = hp->a[l][k];
- // f[0], but it should never be used
- hd->s[0] = 1.0;
- for (k = 0; k != n; ++k) hd->f[0][k] = 0.0;
- // f[1]
- for (k = 0, sum = 0.0; k != n; ++k)
- sum += (hd->f[1][k] = hp->a0[k] * hp->e[(int)hd->seq[1]][k]);
- for (k = 0; k != n; ++k) hd->f[1][k] /= sum;
- hd->s[1] = sum;
- // f[2..hmmL], the core loop
- for (u = 2; u <= L; ++u) {
- FLOAT *fu = hd->f[u], *fu1 = hd->f[u-1], *eu = hp->e[(int)hd->seq[u]];
- for (k = 0, sum = 0.0; k != n; ++k) {
- FLOAT *aa = at[k];
- for (l = 0, tmp = 0.0; l != n; ++l) tmp += fu1[l] * aa[l];
- sum += (fu[k] = eu[k] * tmp);
- }
- for (k = 0; k != n; ++k) fu[k] /= sum;
- hd->s[u] = sum;
- }
- // free at array
- for (k = 0; k != hp->n; ++k) free(at[k]);
- free(at);
- hd->status |= HMM_FORWARD;
-}
-
-// precalculate hp->ae
-
-void hmm_pre_backward(hmm_par_t *hp)
-{
- int m, n, b, k, l;
- assert(hp);
- m = hp->m; n = hp->n;
- for (b = 0; b <= m; ++b) {
- for (k = 0; k != n; ++k) {
- FLOAT *p = hp->ae[b * hp->n + k];
- for (l = 0; l != n; ++l)
- p[l] = hp->e[b][l] * hp->a[k][l];
- }
- }
-}
-
-// backward algorithm
-
-void hmm_backward(const hmm_par_t *hp, hmm_data_t *hd)
-{
- FLOAT tmp;
- int k, l, u;
- int m, n, L;
- assert(hp && hd);
- assert(hd->status & HMM_FORWARD);
- // allocate memory for hd->b
- m = hp->m; n = hp->n; L = hd->L;
- if (hd->b) {
- for (k = 0; k <= hd->L; ++k) free(hd->b[k]);
- free(hd->b);
- }
- hd->status &= ~(unsigned)HMM_BACKWARD;
- hd->b = (FLOAT**)calloc2(L+1, hp->n, sizeof(FLOAT));
- // b[L]
- for (k = 0; k != hp->n; ++k) hd->b[L][k] = 1.0 / hd->s[L];
- // b[1..L-1], the core loop
- for (u = L-1; u >= 1; --u) {
- FLOAT *bu1 = hd->b[u+1], **p = hp->ae + (int)hd->seq[u+1] * n;
- for (k = 0; k != n; ++k) {
- FLOAT *q = p[k];
- for (l = 0, tmp = 0.0; l != n; ++l) tmp += q[l] * bu1[l];
- hd->b[u][k] = tmp / hd->s[u];
- }
- }
- hd->status |= HMM_BACKWARD;
- for (l = 0, tmp = 0.0; l != n; ++l)
- tmp += hp->a0[l] * hd->b[1][l] * hp->e[(int)hd->seq[1]][l];
- if (tmp > 1.0 + 1e-6 || tmp < 1.0 - 1e-6) // in theory, tmp should always equal to 1
- fprintf(stderr, "++ Underflow may have happened (%lg).\n", tmp);
-}
-
-// log-likelihood of the observation
-
-FLOAT hmm_lk(const hmm_data_t *hd)
-{
- FLOAT sum = 0.0, prod = 1.0;
- int u, L;
- L = hd->L;
- assert(hd->status & HMM_FORWARD);
- for (u = 1; u <= L; ++u) {
- prod *= hd->s[u];
- if (prod < HMM_TINY || prod >= 1.0/HMM_TINY) { // reset
- sum += log(prod);
- prod = 1.0;
- }
- }
- sum += log(prod);
- return sum;
-}
-
-// posterior decoding
-
-void hmm_post_decode(const hmm_par_t *hp, hmm_data_t *hd)
-{
- int u, k;
- assert(hd->status && HMM_BACKWARD);
- if (hd->p) free(hd->p);
- hd->p = (int*)calloc(hd->L + 1, sizeof(int));
- for (u = 1; u <= hd->L; ++u) {
- FLOAT prob, max, *fu = hd->f[u], *bu = hd->b[u], su = hd->s[u];
- int max_k;
- for (k = 0, max = -1.0, max_k = -1; k != hp->n; ++k) {
- if (max < (prob = fu[k] * bu[k] * su)) {
- max = prob; max_k = k;
- }
- }
- assert(max_k >= 0);
- hd->p[u] = max_k;
- }
- hd->status |= HMM_POSTDEC;
-}
-
-// posterior probability of states
-
-FLOAT hmm_post_state(const hmm_par_t *hp, const hmm_data_t *hd, int u, FLOAT *prob)
-{
- FLOAT sum = 0.0, ss = hd->s[u], *fu = hd->f[u], *bu = hd->b[u];
- int k;
- for (k = 0; k != hp->n; ++k)
- sum += (prob[k] = fu[k] * bu[k] * ss);
- return sum; // in theory, this should always equal to 1.0
-}
-
-// expected counts
-
-hmm_exp_t *hmm_expect(const hmm_par_t *hp, const hmm_data_t *hd)
-{
- int k, l, u, b, m, n;
- hmm_exp_t *he;
- assert(hd->status & HMM_BACKWARD);
- he = hmm_new_exp(hp);
- // initialization
- m = hp->m; n = hp->n;
- for (k = 0; k != n; ++k)
- for (l = 0; l != n; ++l) he->A[k][l] = HMM_TINY;
- for (b = 0; b <= m; ++b)
- for (l = 0; l != n; ++l) he->E[b][l] = HMM_TINY;
- // calculate A_{kl} and E_k(b), k,l\in[0,n)
- for (u = 1; u < hd->L; ++u) {
- FLOAT *fu = hd->f[u], *bu = hd->b[u], *bu1 = hd->b[u+1], ss = hd->s[u];
- FLOAT *Ec = he->E[(int)hd->seq[u]], **p = hp->ae + (int)hd->seq[u+1] * n;
- for (k = 0; k != n; ++k) {
- FLOAT *q = p[k], *AA = he->A[k], fuk = fu[k];
- for (l = 0; l != n; ++l) // this is cache-efficient
- AA[l] += fuk * q[l] * bu1[l];
- Ec[k] += fuk * bu[k] * ss;
- }
- }
- // calculate A0_l
- for (l = 0; l != n; ++l)
- he->A0[l] += hp->a0[l] * hp->e[(int)hd->seq[1]][l] * hd->b[1][l];
- return he;
-}
-
-FLOAT hmm_Q0(const hmm_par_t *hp, hmm_exp_t *he)
-{
- int k, l, b;
- FLOAT sum = 0.0;
- for (k = 0; k != hp->n; ++k) {
- FLOAT tmp;
- for (b = 0, tmp = 0.0; b != hp->m; ++b) tmp += he->E[b][k];
- for (b = 0; b != hp->m; ++b)
- sum += he->E[b][k] * log(he->E[b][k] / tmp);
- }
- for (k = 0; k != hp->n; ++k) {
- FLOAT tmp, *A = he->A[k];
- for (l = 0, tmp = 0.0; l != hp->n; ++l) tmp += A[l];
- for (l = 0; l != hp->n; ++l) sum += A[l] * log(A[l] / tmp);
- }
- return (he->Q0 = sum);
-}
-
-// add he0 to he1
-
-void hmm_add_expect(const hmm_exp_t *he0, hmm_exp_t *he1)
-{
- int b, k, l;
- assert(he0->m == he1->m && he0->n == he1->n);
- for (k = 0; k != he1->n; ++k) {
- he1->A0[k] += he0->A0[k];
- for (l = 0; l != he1->n; ++l)
- he1->A[k][l] += he0->A[k][l];
- }
- for (b = 0; b != he1->m; ++b) {
- for (l = 0; l != he1->n; ++l)
- he1->E[b][l] += he0->E[b][l];
- }
-}
-
-// the EM-Q function
-
-FLOAT hmm_Q(const hmm_par_t *hp, const hmm_exp_t *he)
-{
- FLOAT sum = 0.0;
- int bb, k, l;
- for (bb = 0; bb != he->m; ++bb) {
- FLOAT *eb = hp->e[bb], *Eb = he->E[bb];
- for (k = 0; k != hp->n; ++k) {
- if (eb[k] <= 0.0) return -HMM_INF;
- sum += Eb[k] * log(eb[k]);
- }
- }
- for (k = 0; k != he->n; ++k) {
- FLOAT *Ak = he->A[k], *ak = hp->a[k];
- for (l = 0; l != he->n; ++l) {
- if (ak[l] <= 0.0) return -HMM_INF;
- sum += Ak[l] * log(ak[l]);
- }
- }
- return (sum -= he->Q0);
-}
-
-// simulate sequence
-
-char *hmm_simulate(const hmm_par_t *hp, int L)
-{
- int i, k, l, b;
- FLOAT x, y, **et;
- char *seq;
- seq = (char*)calloc(L+1, 1);
- // calculate the transpose of hp->e[][]
- et = (FLOAT**)calloc2(hp->n, hp->m, sizeof(FLOAT));
- for (k = 0; k != hp->n; ++k)
- for (b = 0; b != hp->m; ++b)
- et[k][b] = hp->e[b][k];
- // the initial state, drawn from a0[]
- x = drand48();
- for (k = 0, y = 0.0; k != hp->n; ++k) {
- y += hp->a0[k];
- if (y >= x) break;
- }
- // main loop
- for (i = 0; i != L; ++i) {
- FLOAT *el, *ak = hp->a[k];
- x = drand48();
- for (l = 0, y = 0.0; l != hp->n; ++l) {
- y += ak[l];
- if (y >= x) break;
- }
- el = et[l];
- x = drand48();
- for (b = 0, y = 0.0; b != hp->m; ++b) {
- y += el[b];
- if (y >= x) break;
- }
- seq[i] = b;
- k = l;
- }
- for (k = 0; k != hp->n; ++k) free(et[k]);
- free(et);
- return seq;
-}