From: Heng Li <lh3@live.co.uk>
Date: Tue, 2 Nov 2010 19:41:27 +0000 (+0000)
Subject: Separate kaln and kprobaln as I am preparing further changes. At
X-Git-Url: https://git.donarmstrong.com/?a=commitdiff_plain;h=168ad095c3483f195ae3e404b3cd1fe949681909;p=samtools.git
Separate kaln and kprobaln as I am preparing further changes. At
present, the results should be identical to the previous.
---
diff --git a/Makefile b/Makefile
index 77cda86..7ab972e 100644
--- a/Makefile
+++ b/Makefile
@@ -7,7 +7,7 @@ LOBJS= bgzf.o kstring.o bam_aux.o bam.o bam_import.o sam.o bam_index.o \
$(KNETFILE_O) bam_sort.o sam_header.o bam_reheader.o
AOBJS= bam_tview.o bam_maqcns.o bam_plcmd.o sam_view.o \
bam_rmdup.o bam_rmdupse.o bam_mate.o bam_stat.o bam_color.o \
- bamtk.o kaln.o bam2bcf.o errmod.o sample.o
+ bamtk.o kaln.o kprobaln.o bam2bcf.o errmod.o sample.o
PROG= samtools
INCLUDES= -I.
SUBDIRS= . bcftools misc
diff --git a/bam_md.c b/bam_md.c
index f65b845..0377226 100644
--- a/bam_md.c
+++ b/bam_md.c
@@ -7,6 +7,7 @@
#include "sam.h"
#include "kstring.h"
#include "kaln.h"
+#include "kprobaln.h"
void bam_fillmd1_core(bam1_t *b, char *ref, int is_equal, int max_nm)
{
@@ -166,7 +167,7 @@ int bam_prob_realn(bam1_t *b, const char *ref)
int k, i, bw, x, y, yb, ye, xb, xe;
uint32_t *cigar = bam1_cigar(b);
bam1_core_t *c = &b->core;
- ka_probpar_t conf = ka_probpar_def;
+ kpa_par_t conf = kpa_par_def;
// find the start and end of the alignment
if (c->flag & BAM_FUNMAP) return -1;
x = c->pos, y = 0, yb = ye = xb = xe = -1;
@@ -201,7 +202,7 @@ int bam_prob_realn(bam1_t *b, const char *ref)
r[i-xb] = bam_nt16_nt4_table[bam_nt16_table[(int)ref[i]]];
state = calloc(c->l_qseq, sizeof(int));
q = calloc(c->l_qseq, 1);
- ka_prob_glocal(r, xe-xb, s, c->l_qseq, qual, &conf, state, q);
+ kpa_glocal(r, xe-xb, s, c->l_qseq, qual, &conf, state, q);
for (k = 0, x = c->pos, y = 0; k < c->n_cigar; ++k) {
int op = cigar[k]&0xf, l = cigar[k]>>4;
if (op == BAM_CMATCH) {
@@ -275,7 +276,6 @@ int bam_fillmd(int argc, char *argv[])
fprintf(stderr, "[bam_fillmd] fail to find sequence '%s' in the reference.\n",
fp->header->target_name[tid]);
}
-// if (is_realn) bam_realn(b, ref);
if (is_realn) bam_prob_realn(b, ref);
if (capQ > 10) {
int q = bam_cap_mapQ(b, ref, capQ);
diff --git a/kaln.c b/kaln.c
index 6807791..4cba98d 100644
--- a/kaln.c
+++ b/kaln.c
@@ -370,212 +370,3 @@ uint32_t *ka_global_core(uint8_t *seq1, int len1, uint8_t *seq2, int len2, const
return cigar;
}
-
-/*****************************************
- * Probabilistic banded glocal alignment *
- *****************************************/
-
-static float g_qual2prob[256];
-
-#define EI .25
-#define EM .3333333333333
-#define set_u(u, b, i, k) { int x=(i)-(b); x=x>0?x:0; (u)=((k)-x+1)*3; }
-
-ka_probpar_t ka_probpar_def = { 0.001, 0.1, 10 };
-
-/*
- The topology of the profile HMM:
-
- /\ /\ /\ /\
- I[1] I[k-1] I[k] I[L]
- ^ \ \ ^ \ ^ \ \ ^
- | \ \ | \ | \ \ |
- M[0] M[1] -> ... -> M[k-1] -> M[k] -> ... -> M[L] M[L+1]
- \ \/ \/ \/ /
- \ /\ /\ /\ /
- -> D[k-1] -> D[k] ->
-
- M[0] points to every {M,I}[k] and every {M,I}[k] points M[L+1].
-
- On input, _ref is the reference sequence and _query is the query
- sequence. Both are sequences of 0/1/2/3/4 where 4 stands for an
- ambiguous residue. iqual is the base quality. c sets the gap open
- probability, gap extension probability and band width.
-
- On output, state and q are arrays of length l_query. The higher 30
- bits give the reference position the query base is matched to and the
- lower two bits can be 0 (an alignment match) or 1 (an
- insertion). q[i] gives the phred scaled posterior probability of
- state[i] being wrong.
- */
-int ka_prob_glocal(const uint8_t *_ref, int l_ref, const uint8_t *_query, int l_query, const uint8_t *iqual,
- const ka_probpar_t *c, int *state, uint8_t *q)
-{
- double **f, **b, *s, m[9], sI, sM, bI, bM, pb;
- float *qual, *_qual;
- const uint8_t *ref, *query;
- int bw, bw2, i, k, is_diff = 0;
-
- /*** initialization ***/
- ref = _ref - 1; query = _query - 1; // change to 1-based coordinate
- bw = l_ref > l_query? l_ref : l_query;
- if (bw > c->bw) bw = c->bw;
- if (bw < abs(l_ref - l_query)) bw = abs(l_ref - l_query);
- bw2 = bw * 2 + 1;
- // allocate the forward and backward matrices f[][] and b[][] and the scaling array s[]
- f = calloc(l_query+1, sizeof(void*));
- b = calloc(l_query+1, sizeof(void*));
- for (i = 0; i <= l_query; ++i) {
- f[i] = calloc(bw2 * 3 + 6, sizeof(double)); // FIXME: this is over-allocated for very short seqs
- b[i] = calloc(bw2 * 3 + 6, sizeof(double));
- }
- s = calloc(l_query+2, sizeof(double)); // s[] is the scaling factor to avoid underflow
- // initialize qual
- _qual = calloc(l_query, sizeof(float));
- if (g_qual2prob[0] == 0)
- for (i = 0; i < 256; ++i)
- g_qual2prob[i] = pow(10, -i/10.);
- for (i = 0; i < l_query; ++i) _qual[i] = g_qual2prob[iqual? iqual[i] : 30];
- qual = _qual - 1;
- // initialize transition probability
- sM = sI = 1. / (2 * l_query + 2); // the value here seems not to affect results; FIXME: need proof
- m[0*3+0] = (1 - c->d - c->d) * (1 - sM); m[0*3+1] = m[0*3+2] = c->d * (1 - sM);
- m[1*3+0] = (1 - c->e) * (1 - sI); m[1*3+1] = c->e * (1 - sI); m[1*3+2] = 0.;
- m[2*3+0] = 1 - c->e; m[2*3+1] = 0.; m[2*3+2] = c->e;
- bM = (1 - c->d) / l_query; bI = c->d / l_query; // (bM+bI)*l_query==1
- /*** forward ***/
- // f[0]
- set_u(k, bw, 0, 0);
- f[0][k] = s[0] = 1.;
- { // f[1]
- double *fi = f[1], sum;
- int beg = 1, end = l_ref < bw + 1? l_ref : bw + 1, _beg, _end;
- for (k = beg, sum = 0.; k <= end; ++k) {
- int u;
- double e = (ref[k] > 3 || query[1] > 3)? 1. : ref[k] == query[1]? 1. - qual[1] : qual[1] * EM;
- set_u(u, bw, 1, k);
- fi[u+0] = e * bM; fi[u+1] = EI * bI;
- sum += fi[u] + fi[u+1];
- }
- // rescale
- s[1] = sum;
- set_u(_beg, bw, 1, beg); set_u(_end, bw, 1, end); _end += 2;
- for (k = _beg; k <= _end; ++k) fi[k] /= sum;
- }
- // f[2..l_query]
- for (i = 2; i <= l_query; ++i) {
- double *fi = f[i], *fi1 = f[i-1], sum, qli = qual[i];
- int beg = 1, end = l_ref, x, _beg, _end;
- uint8_t qyi = query[i];
- x = i - bw; beg = beg > x? beg : x; // band start
- x = i + bw; end = end < x? end : x; // band end
- for (k = beg, sum = 0.; k <= end; ++k) {
- int u, v11, v01, v10;
- double e;
- e = (ref[k] > 3 || qyi > 3)? 1. : ref[k] == qyi? 1. - qli : qli * EM;
- set_u(u, bw, i, k); set_u(v11, bw, i-1, k-1); set_u(v10, bw, i-1, k); set_u(v01, bw, i, k-1);
- fi[u+0] = e * (m[0] * fi1[v11+0] + m[3] * fi1[v11+1] + m[6] * fi1[v11+2]);
- fi[u+1] = EI * (m[1] * fi1[v10+0] + m[4] * fi1[v10+1]);
- fi[u+2] = m[2] * fi[v01+0] + m[8] * fi[v01+2];
- sum += fi[u] + fi[u+1] + fi[u+2];
-// fprintf(stderr, "F (%d,%d;%d): %lg,%lg,%lg\n", i, k, u, fi[u], fi[u+1], fi[u+2]); // DEBUG
- }
- // rescale
- s[i] = sum;
- set_u(_beg, bw, i, beg); set_u(_end, bw, i, end); _end += 2;
- for (k = _beg, sum = 1./sum; k <= _end; ++k) fi[k] *= sum;
- }
- { // f[l_query+1]
- double sum;
- for (k = 1, sum = 0.; k <= l_ref; ++k) {
- int u;
- set_u(u, bw, l_query, k);
- if (u < 3 || u >= bw2*3+3) continue;
- sum += f[l_query][u+0] * sM + f[l_query][u+1] * sI;
- }
- s[l_query+1] = sum; // the last scaling factor
- }
- /*** backward ***/
- // b[l_query] (b[l_query+1][0]=1 and thus \tilde{b}[][]=1/s[l_query+1]; this is where s[l_query+1] comes from)
- for (k = 1; k <= l_ref; ++k) {
- int u;
- double *bi = b[l_query];
- set_u(u, bw, l_query, k);
- if (u < 3 || u >= bw2*3+3) continue;
- bi[u+0] = sM / s[l_query] / s[l_query+1]; bi[u+1] = sI / s[l_query] / s[l_query+1];
- }
- // b[l_query-1..1]
- for (i = l_query - 1; i >= 1; --i) {
- int beg = 1, end = l_ref, x, _beg, _end;
- double *bi = b[i], *bi1 = b[i+1], y = (i > 1), qli1 = qual[i+1];
- uint8_t qyi1 = query[i+1];
- x = i - bw; beg = beg > x? beg : x;
- x = i + bw; end = end < x? end : x;
- for (k = end; k >= beg; --k) {
- int u, v11, v01, v10;
- double e;
- set_u(u, bw, i, k); set_u(v11, bw, i+1, k+1); set_u(v10, bw, i+1, k); set_u(v01, bw, i, k+1);
- e = (k >= l_ref? 0 : (ref[k+1] > 3 || qyi1 > 3)? 1. : ref[k+1] == qyi1? 1. - qli1 : qli1 * EM) * bi1[v11];
- bi[u+0] = e * m[0] + EI * m[1] * bi1[v10+1] + m[2] * bi[v01+2]; // bi1[v11] has been foled into e.
- bi[u+1] = e * m[3] + EI * m[4] * bi1[v10+1];
- bi[u+2] = (e * m[6] + m[8] * bi[v01+2]) * y;
-// fprintf(stderr, "B (%d,%d;%d): %lg,%lg,%lg\n", i, k, u, bi[u], bi[u+1], bi[u+2]); // DEBUG
- }
- // rescale
- set_u(_beg, bw, i, beg); set_u(_end, bw, i, end); _end += 2;
- for (k = _beg, y = 1./s[i]; k <= _end; ++k) bi[k] *= y;
- }
- { // b[0]
- int beg = 1, end = l_ref < bw + 1? l_ref : bw + 1;
- double sum = 0.;
- for (k = end; k >= beg; --k) {
- int u;
- double e = (ref[k] > 3 || query[1] > 3)? 1. : ref[k] == query[1]? 1. - qual[1] : qual[1] * EM;
- set_u(u, bw, 1, k);
- if (u < 3 || u >= bw2*3+3) continue;
- sum += e * b[1][u+0] * bM + EI * b[1][u+1] * bI;
- }
- set_u(k, bw, 0, 0);
- pb = b[0][k] = sum / s[0]; // if everything works as is expected, pb == 1.0
- }
- is_diff = fabs(pb - 1.) > 1e-7? 1 : 0;
- /*** MAP ***/
- for (i = 1; i <= l_query; ++i) {
- double sum = 0., *fi = f[i], *bi = b[i], max = 0.;
- int beg = 1, end = l_ref, x, max_k = -1;
- x = i - bw; beg = beg > x? beg : x;
- x = i + bw; end = end < x? end : x;
- for (k = beg; k <= end; ++k) {
- int u;
- double z;
- set_u(u, bw, i, k);
- z = fi[u+0] * bi[u+0]; if (z > max) max = z, max_k = (k-1)<<2 | 0; sum += z;
- z = fi[u+1] * bi[u+1]; if (z > max) max = z, max_k = (k-1)<<2 | 1; sum += z;
- }
- max /= sum; sum *= s[i]; // if everything works as is expected, sum == 1.0
- if (state) state[i-1] = max_k;
- if (q) k = (int)(-4.343 * log(1. - max) + .499), q[i-1] = k > 100? 99 : k;
-#ifdef _MAIN
- fprintf(stderr, "(%.10lg,%.10lg) (%d,%d:%d)~%lg\n", pb, sum, i-1, max_k>>2, max_k&3, max); // DEBUG
-#endif
- }
- /*** free ***/
- for (i = 0; i <= l_query; ++i) {
- free(f[i]); free(b[i]);
- }
- free(f); free(b); free(s); free(_qual);
- return 0;
-}
-
-#ifdef _MAIN
-int main()
-{
- int l_ref = 5, l_query = 4;
- uint8_t *ref = (uint8_t*)"\0\1\3\3\1";
- uint8_t *query = (uint8_t*)"\0\3\3\1";
-// uint8_t *query = (uint8_t*)"\1\3\3\1";
- static uint8_t qual[4] = {20, 20, 20, 20};
- ka_prob_glocal(ref, l_ref, query, l_query, qual, &ka_probpar_def, 0, 0);
- return 0;
-}
-#endif
diff --git a/kaln.h b/kaln.h
index b24597c..b25dccb 100644
--- a/kaln.h
+++ b/kaln.h
@@ -41,25 +41,16 @@ typedef struct {
int band_width;
} ka_param_t;
-typedef struct {
- float d, e;
- int bw;
-} ka_probpar_t;
-
#ifdef __cplusplus
extern "C" {
#endif
uint32_t *ka_global_core(uint8_t *seq1, int len1, uint8_t *seq2, int len2, const ka_param_t *ap,
int *_score, int *n_cigar);
- int ka_prob_glocal(const uint8_t *_ref, int l_ref, const uint8_t *_query, int l_query, const uint8_t *iqual,
- const ka_probpar_t *c, int *state, uint8_t *q);
-
#ifdef __cplusplus
}
#endif
extern ka_param_t ka_param_blast; /* = { 5, 2, 5, 2, aln_sm_blast, 5, 50 }; */
-extern ka_probpar_t ka_probpar_def; /* { 0.0001, 0.1, 10 } */
#endif
diff --git a/kprobaln.c b/kprobaln.c
new file mode 100644
index 0000000..1a3d7b6
--- /dev/null
+++ b/kprobaln.c
@@ -0,0 +1,292 @@
+/* The MIT License
+
+ Copyright (c) 2003-2006, 2008-2010, by Heng Li <lh3lh3@live.co.uk>
+
+ Permission is hereby granted, free of charge, to any person obtaining
+ a copy of this software and associated documentation files (the
+ "Software"), to deal in the Software without restriction, including
+ without limitation the rights to use, copy, modify, merge, publish,
+ distribute, sublicense, and/or sell copies of the Software, and to
+ permit persons to whom the Software is furnished to do so, subject to
+ the following conditions:
+
+ The above copyright notice and this permission notice shall be
+ included in all copies or substantial portions of the Software.
+
+ THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND,
+ EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF
+ MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND
+ NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS
+ BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN
+ ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN
+ CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+ SOFTWARE.
+*/
+
+#include <stdlib.h>
+#include <stdio.h>
+#include <string.h>
+#include <stdint.h>
+#include <math.h>
+#include "kprobaln.h"
+
+/*****************************************
+ * Probabilistic banded glocal alignment *
+ *****************************************/
+
+#define EI .25
+#define EM .33333333333
+
+static float g_qual2prob[256];
+
+#define set_u(u, b, i, k) { int x=(i)-(b); x=x>0?x:0; (u)=((k)-x+1)*3; }
+
+kpa_par_t kpa_par_def = { 0.001, 0.1, 10 };
+
+/*
+ The topology of the profile HMM:
+
+ /\ /\ /\ /\
+ I[1] I[k-1] I[k] I[L]
+ ^ \ \ ^ \ ^ \ \ ^
+ | \ \ | \ | \ \ |
+ M[0] M[1] -> ... -> M[k-1] -> M[k] -> ... -> M[L] M[L+1]
+ \ \/ \/ \/ /
+ \ /\ /\ /\ /
+ -> D[k-1] -> D[k] ->
+
+ M[0] points to every {M,I}[k] and every {M,I}[k] points M[L+1].
+
+ On input, _ref is the reference sequence and _query is the query
+ sequence. Both are sequences of 0/1/2/3/4 where 4 stands for an
+ ambiguous residue. iqual is the base quality. c sets the gap open
+ probability, gap extension probability and band width.
+
+ On output, state and q are arrays of length l_query. The higher 30
+ bits give the reference position the query base is matched to and the
+ lower two bits can be 0 (an alignment match) or 1 (an
+ insertion). q[i] gives the phred scaled posterior probability of
+ state[i] being wrong.
+ */
+int kpa_glocal(const uint8_t *_ref, int l_ref, const uint8_t *_query, int l_query, const uint8_t *iqual,
+ const kpa_par_t *c, int *state, uint8_t *q)
+{
+ double **f, **b, *s, m[9], sI, sM, bI, bM, pb;
+ float *qual, *_qual;
+ const uint8_t *ref, *query;
+ int bw, bw2, i, k, is_diff = 0;
+
+ /*** initialization ***/
+ ref = _ref - 1; query = _query - 1; // change to 1-based coordinate
+ bw = l_ref > l_query? l_ref : l_query;
+ if (bw > c->bw) bw = c->bw;
+ if (bw < abs(l_ref - l_query)) bw = abs(l_ref - l_query);
+ bw2 = bw * 2 + 1;
+ // allocate the forward and backward matrices f[][] and b[][] and the scaling array s[]
+ f = calloc(l_query+1, sizeof(void*));
+ b = calloc(l_query+1, sizeof(void*));
+ for (i = 0; i <= l_query; ++i) {
+ f[i] = calloc(bw2 * 3 + 6, sizeof(double)); // FIXME: this is over-allocated for very short seqs
+ b[i] = calloc(bw2 * 3 + 6, sizeof(double));
+ }
+ s = calloc(l_query+2, sizeof(double)); // s[] is the scaling factor to avoid underflow
+ // initialize qual
+ _qual = calloc(l_query, sizeof(float));
+ if (g_qual2prob[0] == 0)
+ for (i = 0; i < 256; ++i)
+ g_qual2prob[i] = pow(10, -i/10.);
+ for (i = 0; i < l_query; ++i) _qual[i] = g_qual2prob[iqual? iqual[i] : 30];
+ qual = _qual - 1;
+ // initialize transition probability
+ sM = sI = 1. / (2 * l_query + 2); // the value here seems not to affect results; FIXME: need proof
+ m[0*3+0] = (1 - c->d - c->d) * (1 - sM); m[0*3+1] = m[0*3+2] = c->d * (1 - sM);
+ m[1*3+0] = (1 - c->e) * (1 - sI); m[1*3+1] = c->e * (1 - sI); m[1*3+2] = 0.;
+ m[2*3+0] = 1 - c->e; m[2*3+1] = 0.; m[2*3+2] = c->e;
+ bM = (1 - c->d) / l_query; bI = c->d / l_query; // (bM+bI)*l_query==1
+ /*** forward ***/
+ // f[0]
+ set_u(k, bw, 0, 0);
+ f[0][k] = s[0] = 1.;
+ { // f[1]
+ double *fi = f[1], sum;
+ int beg = 1, end = l_ref < bw + 1? l_ref : bw + 1, _beg, _end;
+ for (k = beg, sum = 0.; k <= end; ++k) {
+ int u;
+ double e = (ref[k] > 3 || query[1] > 3)? 1. : ref[k] == query[1]? 1. - qual[1] : qual[1] * EM;
+ set_u(u, bw, 1, k);
+ fi[u+0] = e * bM; fi[u+1] = EI * bI;
+ sum += fi[u] + fi[u+1];
+ }
+ // rescale
+ s[1] = sum;
+ set_u(_beg, bw, 1, beg); set_u(_end, bw, 1, end); _end += 2;
+ for (k = _beg; k <= _end; ++k) fi[k] /= sum;
+ }
+ // f[2..l_query]
+ for (i = 2; i <= l_query; ++i) {
+ double *fi = f[i], *fi1 = f[i-1], sum, qli = qual[i];
+ int beg = 1, end = l_ref, x, _beg, _end;
+ uint8_t qyi = query[i];
+ x = i - bw; beg = beg > x? beg : x; // band start
+ x = i + bw; end = end < x? end : x; // band end
+ for (k = beg, sum = 0.; k <= end; ++k) {
+ int u, v11, v01, v10;
+ double e;
+ e = (ref[k] > 3 || qyi > 3)? 1. : ref[k] == qyi? 1. - qli : qli * EM;
+ set_u(u, bw, i, k); set_u(v11, bw, i-1, k-1); set_u(v10, bw, i-1, k); set_u(v01, bw, i, k-1);
+ fi[u+0] = e * (m[0] * fi1[v11+0] + m[3] * fi1[v11+1] + m[6] * fi1[v11+2]);
+ fi[u+1] = EI * (m[1] * fi1[v10+0] + m[4] * fi1[v10+1]);
+ fi[u+2] = m[2] * fi[v01+0] + m[8] * fi[v01+2];
+ sum += fi[u] + fi[u+1] + fi[u+2];
+// fprintf(stderr, "F (%d,%d;%d): %lg,%lg,%lg\n", i, k, u, fi[u], fi[u+1], fi[u+2]); // DEBUG
+ }
+ // rescale
+ s[i] = sum;
+ set_u(_beg, bw, i, beg); set_u(_end, bw, i, end); _end += 2;
+ for (k = _beg, sum = 1./sum; k <= _end; ++k) fi[k] *= sum;
+ }
+ { // f[l_query+1]
+ double sum;
+ for (k = 1, sum = 0.; k <= l_ref; ++k) {
+ int u;
+ set_u(u, bw, l_query, k);
+ if (u < 3 || u >= bw2*3+3) continue;
+ sum += f[l_query][u+0] * sM + f[l_query][u+1] * sI;
+ }
+ s[l_query+1] = sum; // the last scaling factor
+ }
+ /*** backward ***/
+ // b[l_query] (b[l_query+1][0]=1 and thus \tilde{b}[][]=1/s[l_query+1]; this is where s[l_query+1] comes from)
+ for (k = 1; k <= l_ref; ++k) {
+ int u;
+ double *bi = b[l_query];
+ set_u(u, bw, l_query, k);
+ if (u < 3 || u >= bw2*3+3) continue;
+ bi[u+0] = sM / s[l_query] / s[l_query+1]; bi[u+1] = sI / s[l_query] / s[l_query+1];
+ }
+ // b[l_query-1..1]
+ for (i = l_query - 1; i >= 1; --i) {
+ int beg = 1, end = l_ref, x, _beg, _end;
+ double *bi = b[i], *bi1 = b[i+1], y = (i > 1), qli1 = qual[i+1];
+ uint8_t qyi1 = query[i+1];
+ x = i - bw; beg = beg > x? beg : x;
+ x = i + bw; end = end < x? end : x;
+ for (k = end; k >= beg; --k) {
+ int u, v11, v01, v10;
+ double e;
+ set_u(u, bw, i, k); set_u(v11, bw, i+1, k+1); set_u(v10, bw, i+1, k); set_u(v01, bw, i, k+1);
+ e = (k >= l_ref? 0 : (ref[k+1] > 3 || qyi1 > 3)? 1. : ref[k+1] == qyi1? 1. - qli1 : qli1 * EM) * bi1[v11];
+ bi[u+0] = e * m[0] + EI * m[1] * bi1[v10+1] + m[2] * bi[v01+2]; // bi1[v11] has been foled into e.
+ bi[u+1] = e * m[3] + EI * m[4] * bi1[v10+1];
+ bi[u+2] = (e * m[6] + m[8] * bi[v01+2]) * y;
+// fprintf(stderr, "B (%d,%d;%d): %lg,%lg,%lg\n", i, k, u, bi[u], bi[u+1], bi[u+2]); // DEBUG
+ }
+ // rescale
+ set_u(_beg, bw, i, beg); set_u(_end, bw, i, end); _end += 2;
+ for (k = _beg, y = 1./s[i]; k <= _end; ++k) bi[k] *= y;
+ }
+ { // b[0]
+ int beg = 1, end = l_ref < bw + 1? l_ref : bw + 1;
+ double sum = 0.;
+ for (k = end; k >= beg; --k) {
+ int u;
+ double e = (ref[k] > 3 || query[1] > 3)? 1. : ref[k] == query[1]? 1. - qual[1] : qual[1] * EM;
+ set_u(u, bw, 1, k);
+ if (u < 3 || u >= bw2*3+3) continue;
+ sum += e * b[1][u+0] * bM + EI * b[1][u+1] * bI;
+ }
+ set_u(k, bw, 0, 0);
+ pb = b[0][k] = sum / s[0]; // if everything works as is expected, pb == 1.0
+ }
+ is_diff = fabs(pb - 1.) > 1e-7? 1 : 0;
+ /*** MAP ***/
+ for (i = 1; i <= l_query; ++i) {
+ double sum = 0., *fi = f[i], *bi = b[i], max = 0.;
+ int beg = 1, end = l_ref, x, max_k = -1;
+ x = i - bw; beg = beg > x? beg : x;
+ x = i + bw; end = end < x? end : x;
+ for (k = beg; k <= end; ++k) {
+ int u;
+ double z;
+ set_u(u, bw, i, k);
+ z = fi[u+0] * bi[u+0]; if (z > max) max = z, max_k = (k-1)<<2 | 0; sum += z;
+ z = fi[u+1] * bi[u+1]; if (z > max) max = z, max_k = (k-1)<<2 | 1; sum += z;
+ }
+ max /= sum; sum *= s[i]; // if everything works as is expected, sum == 1.0
+ if (state) state[i-1] = max_k;
+ if (q) k = (int)(-4.343 * log(1. - max) + .499), q[i-1] = k > 100? 99 : k;
+#ifdef _MAIN
+ fprintf(stderr, "(%.10lg,%.10lg) (%d,%d:%c,%c:%d) %lg\n", pb, sum, i-1, max_k>>2,
+ "ACGT"[query[i]], "ACGT"[ref[(max_k>>2)+1]], max_k&3, max); // DEBUG
+#endif
+ }
+ /*** Compute A ***/
+ /* // compute the posterior of a gap, but I do not know how to use it...
+ if (1) {
+ double *a;
+ a = calloc(3 * (l_ref + 2), sizeof(double));
+ for (i = 1; i < l_query; ++i) {
+ double sum = 0., *fi = f[i], *bi1 = b[i+1], qli1 = qual[i+1];
+ int beg = 1, end = l_ref, x;
+ uint8_t qyi1 = query[i+1];
+ x = i - bw; beg = beg > x? beg : x;
+ x = i + bw; end = end < x? end : x;
+ for (k = beg; k <= end; ++k) {
+ double *ak = a + 3 * k;
+ int u, v11, v01, v10;
+ double e;
+ set_u(u, bw, i, k); set_u(v11, bw, i+1, k+1); set_u(v10, bw, i+1, k); set_u(v01, bw, i, k+1);
+ e = k >= l_ref? 0 : (ref[k+1] > 3 || qyi1 > 3)? 1. : ref[k+1] == qyi1? 1. - qli1 : qli1 * EM;
+ ak[0] += fi[u] * bi1[v11] * m[0] * e;
+ ak[1] += fi[u] * bi1[v10+1] * m[1] * EI;
+ ak[2] += fi[u] * bi1[v01+2] * m[2];
+ }
+ }
+ for (k = 1; k < l_ref; ++k) {
+ double sum = 0., *ak = a + 3 * k;
+ sum += 1. / (ak[0] + ak[1] + ak[2]);
+ ak[0] *= sum; ak[1] *= sum; ak[2] *= sum;
+ fprintf(stderr, "%d: %lf, %lf, %lf\n", k, ak[0], ak[1], ak[2]);
+ }
+ free(a);
+ }
+ */
+ /*** free ***/
+ for (i = 0; i <= l_query; ++i) {
+ free(f[i]); free(b[i]);
+ }
+ free(f); free(b); free(s); free(_qual);
+ return 0;
+}
+
+#ifdef _MAIN
+#include <unistd.h>
+int main(int argc, char *argv[])
+{
+ uint8_t conv[256], *iqual, *ref, *query;
+ int c, l_ref, l_query, i, q = 30, b = 10;
+ while ((c = getopt(argc, argv, "b:q:")) >= 0) {
+ switch (c) {
+ case 'b': b = atoi(optarg); break;
+ case 'q': q = atoi(optarg); break;
+ }
+ }
+ if (optind + 2 > argc) {
+ fprintf(stderr, "Usage: %s [-q %d] [-b %d] <ref> <query>\n", argv[0], q, b); // example: acttc attc
+ return 1;
+ }
+ memset(conv, 4, 256);
+ conv['a'] = conv['A'] = 0; conv['c'] = conv['C'] = 1;
+ conv['g'] = conv['G'] = 2; conv['t'] = conv['T'] = 3;
+ ref = (uint8_t*)argv[optind]; query = (uint8_t*)argv[optind+1];
+ l_ref = strlen((char*)ref); l_query = strlen((char*)query);
+ for (i = 0; i < l_ref; ++i) ref[i] = conv[ref[i]];
+ for (i = 0; i < l_query; ++i) query[i] = conv[query[i]];
+ iqual = malloc(l_query);
+ memset(iqual, q, l_query);
+ kpa_par_def.bw = b;
+ kpa_glocal(ref, l_ref, query, l_query, iqual, &kpa_par_def, 0, 0, 0);
+ free(iqual);
+ return 0;
+}
+#endif
diff --git a/kprobaln.h b/kprobaln.h
new file mode 100644
index 0000000..00c7c8a
--- /dev/null
+++ b/kprobaln.h
@@ -0,0 +1,49 @@
+/* The MIT License
+
+ Copyright (c) 2003-2006, 2008, 2009 by Heng Li <lh3@live.co.uk>
+
+ Permission is hereby granted, free of charge, to any person obtaining
+ a copy of this software and associated documentation files (the
+ "Software"), to deal in the Software without restriction, including
+ without limitation the rights to use, copy, modify, merge, publish,
+ distribute, sublicense, and/or sell copies of the Software, and to
+ permit persons to whom the Software is furnished to do so, subject to
+ the following conditions:
+
+ The above copyright notice and this permission notice shall be
+ included in all copies or substantial portions of the Software.
+
+ THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND,
+ EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF
+ MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND
+ NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS
+ BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN
+ ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN
+ CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+ SOFTWARE.
+*/
+
+#ifndef LH3_KPROBALN_H_
+#define LH3_KPROBALN_H_
+
+#include <stdint.h>
+
+typedef struct {
+ float d, e;
+ int bw;
+} kpa_par_t;
+
+#ifdef __cplusplus
+extern "C" {
+#endif
+
+ int kpa_glocal(const uint8_t *_ref, int l_ref, const uint8_t *_query, int l_query, const uint8_t *iqual,
+ const kpa_par_t *c, int *state, uint8_t *q);
+
+#ifdef __cplusplus
+}
+#endif
+
+extern kpa_par_t kpa_par_def; /* { 0.001, 0.1, 10 } */
+
+#endif