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Release 1.1: bug fixes, new convert and plugin commands
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Petr Danecek <petr.danecek@sanger.ac.uk> | ||
Heng Li <lh3@live.co.uk> | ||
Shane McCarthy <sm15@sanger.ac.uk> | ||
Nicholas Clarke <nc6@sanger.ac.uk> | ||
John Marshall <jm18@sanger.ac.uk> | ||
BCFtools package is currently maintained by | ||
Petr Danecek, Shane McCarthy and John Marshall. | ||
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Alphabetical list of people who have made contributions: | ||
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Nicholas Clarke | ||
Petr Danecek <petr.danecek@sanger.ac.uk> | ||
Heng Li | ||
Shane McCarthy <sm15@sanger.ac.uk> | ||
John Marshall <jm18@sanger.ac.uk> | ||
Joel Martin | ||
Stephan Schiffels | ||
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/* The MIT License | ||
Copyright (c) 2014 Genome Research Ltd. | ||
Author: Petr Danecek <pd3@sanger.ac.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. | ||
*/ | ||
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#include <stdio.h> | ||
#include <stdlib.h> | ||
#include <string.h> | ||
#include <assert.h> | ||
#include <htslib/hts.h> | ||
#include "HMM.h" | ||
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static inline void multiply_matrix(int n, double *a, double *b, double *dst, double *tmp) | ||
{ | ||
double *out = dst; | ||
if ( a==dst || b==dst ) | ||
out = tmp; | ||
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int i,j,k; | ||
for (i=0; i<n; i++) | ||
{ | ||
for (j=0; j<n; j++) | ||
{ | ||
double val = 0; | ||
for (k=0; k<n; k++) val += MAT(a,n,i,k)*MAT(b,n,k,j); | ||
MAT(out,n,i,j) = val; | ||
} | ||
} | ||
if ( out!=dst ) | ||
memcpy(dst,out,sizeof(double)*n*n); | ||
} | ||
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hmm_t *hmm_init(int nstates, double *tprob, int ntprob) | ||
{ | ||
hmm_t *hmm = (hmm_t*) calloc(1,sizeof(hmm_t)); | ||
hmm->nstates = nstates; | ||
hmm->curr_tprob = (double*) malloc(sizeof(double)*nstates*nstates); | ||
hmm->tmp = (double*) malloc(sizeof(double)*nstates*nstates); | ||
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hmm_set_tprob(hmm, tprob, ntprob); | ||
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return hmm; | ||
} | ||
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void hmm_set_tprob(hmm_t *hmm, double *tprob, int ntprob) | ||
{ | ||
hmm->ntprob_arr = ntprob; | ||
if ( ntprob<=0 ) ntprob = 1; | ||
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if ( !hmm->tprob_arr ) | ||
hmm->tprob_arr = (double*) malloc(sizeof(double)*hmm->nstates*hmm->nstates*ntprob); | ||
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memcpy(hmm->tprob_arr,tprob,sizeof(double)*hmm->nstates*hmm->nstates); | ||
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int i; | ||
for (i=1; i<ntprob; i++) | ||
multiply_matrix(hmm->nstates, hmm->tprob_arr, hmm->tprob_arr+(i-1)*hmm->nstates*hmm->nstates, hmm->tprob_arr+i*hmm->nstates*hmm->nstates, hmm->tmp); | ||
} | ||
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void hmm_set_tprob_func(hmm_t *hmm, set_tprob_f set_tprob, void *data) | ||
{ | ||
hmm->set_tprob = set_tprob; | ||
hmm->set_tprob_data = data; | ||
} | ||
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static void _set_tprob(hmm_t *hmm, int pos_diff) | ||
{ | ||
assert( pos_diff>=0 ); | ||
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int i, n; | ||
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n = hmm->ntprob_arr ? pos_diff % hmm->ntprob_arr : 0; // n-th precalculated matrix | ||
memcpy(hmm->curr_tprob, hmm->tprob_arr+n*hmm->nstates*hmm->nstates, sizeof(*hmm->curr_tprob)*hmm->nstates*hmm->nstates); | ||
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if ( hmm->ntprob_arr > 0 ) | ||
{ | ||
n = pos_diff / hmm->ntprob_arr; // number of full blocks to jump | ||
for (i=0; i<n; i++) | ||
multiply_matrix(hmm->nstates, hmm->tprob_arr+(hmm->ntprob_arr-1)*hmm->nstates*hmm->nstates, hmm->curr_tprob, hmm->curr_tprob, hmm->tmp); | ||
} | ||
} | ||
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void hmm_run_viterbi(hmm_t *hmm, int n, double *eprobs, uint32_t *sites) | ||
{ | ||
// Init arrays when run for the first time | ||
if ( hmm->nsites < n ) | ||
{ | ||
hmm->nsites = n; | ||
hmm->vpath = (uint8_t*) realloc(hmm->vpath, sizeof(uint8_t)*hmm->nsites*hmm->nstates); | ||
} | ||
if ( !hmm->vprob ) | ||
{ | ||
hmm->vprob = (double*) malloc(sizeof(double)*hmm->nstates); | ||
hmm->vprob_tmp = (double*) malloc(sizeof(double)*hmm->nstates); | ||
} | ||
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// Init all states with equal likelihood | ||
int i,j, nstates = hmm->nstates; | ||
for (i=0; i<nstates; i++) hmm->vprob[i] = 1./nstates; | ||
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// Run Viterbi | ||
uint32_t prev_pos = sites[0]; | ||
for (i=0; i<n; i++) | ||
{ | ||
uint8_t *vpath = &hmm->vpath[i*nstates]; | ||
double *eprob = &eprobs[i*nstates]; | ||
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int pos_diff = sites[i] == prev_pos ? 0 : sites[i] - prev_pos - 1; | ||
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_set_tprob(hmm, pos_diff); | ||
if ( hmm->set_tprob ) hmm->set_tprob(hmm, prev_pos, sites[i], hmm->set_tprob_data); | ||
prev_pos = sites[i]; | ||
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double vnorm = 0; | ||
for (j=0; j<nstates; j++) | ||
{ | ||
double vmax = 0; | ||
int k, k_vmax = 0; | ||
for (k=0; k<nstates; k++) | ||
{ | ||
double pval = hmm->vprob[k] * MAT(hmm->curr_tprob,hmm->nstates,j,k); | ||
if ( vmax < pval ) { vmax = pval; k_vmax = k; } | ||
} | ||
vpath[j] = k_vmax; | ||
hmm->vprob_tmp[j] = vmax * eprob[j]; | ||
vnorm += hmm->vprob_tmp[j]; | ||
} | ||
for (j=0; j<nstates; j++) hmm->vprob_tmp[j] /= vnorm; | ||
double *tmp = hmm->vprob; hmm->vprob = hmm->vprob_tmp; hmm->vprob_tmp = tmp; | ||
} | ||
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// Find the most likely state | ||
int iptr = 0; | ||
for (i=1; i<nstates; i++) | ||
if ( hmm->vprob[iptr] < hmm->vprob[i] ) iptr = i; | ||
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// Trace back the Viterbi path, we are reusing vpath for storing the states (vpath[i*nstates]) | ||
for (i=n-1; i>=0; i--) | ||
{ | ||
assert( iptr<nstates && hmm->vpath[i*nstates + iptr]<nstates ); | ||
iptr = hmm->vpath[i*nstates + iptr]; | ||
hmm->vpath[i*nstates] = iptr; // reusing the array for different purpose here | ||
} | ||
} | ||
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void hmm_run_fwd_bwd(hmm_t *hmm, int n, double *eprobs, uint32_t *sites) | ||
{ | ||
// Init arrays when run for the first time | ||
if ( hmm->nsites < n ) | ||
{ | ||
hmm->nsites = n; | ||
hmm->fwd = (double*) realloc(hmm->fwd, sizeof(double)*(hmm->nsites+1)*hmm->nstates); | ||
} | ||
if ( !hmm->fwd ) | ||
{ | ||
hmm->fwd = (double*) malloc(sizeof(double)*hmm->nstates*(hmm->nsites+1)); | ||
hmm->bwd = (double*) malloc(sizeof(double)*hmm->nstates); | ||
hmm->bwd_tmp = (double*) malloc(sizeof(double)*hmm->nstates); | ||
} | ||
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// Init all states with equal likelihood | ||
int i,j,k, nstates = hmm->nstates; | ||
for (i=0; i<nstates; i++) hmm->fwd[i] = 1./hmm->nstates; | ||
for (i=0; i<nstates; i++) hmm->bwd[i] = 1./hmm->nstates; | ||
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// Run fwd | ||
uint32_t prev_pos = sites[0]; | ||
for (i=0; i<n; i++) | ||
{ | ||
double *fwd_prev = &hmm->fwd[i*nstates]; | ||
double *fwd = &hmm->fwd[(i+1)*nstates]; | ||
double *eprob = &eprobs[i*nstates]; | ||
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int pos_diff = sites[i] == prev_pos ? 0 : sites[i] - prev_pos - 1; | ||
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_set_tprob(hmm, pos_diff); | ||
if ( hmm->set_tprob ) hmm->set_tprob(hmm, prev_pos, sites[i], hmm->set_tprob_data); | ||
prev_pos = sites[i]; | ||
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double norm = 0; | ||
for (j=0; j<nstates; j++) | ||
{ | ||
double pval = 0; | ||
for (k=0; k<nstates; k++) | ||
pval += fwd_prev[k] * MAT(hmm->curr_tprob,hmm->nstates,j,k); | ||
fwd[j] = pval * eprob[j]; | ||
norm += fwd[j]; | ||
} | ||
for (j=0; j<nstates; j++) fwd[j] /= norm; | ||
} | ||
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// Run bwd | ||
double *bwd = hmm->bwd, *bwd_tmp = hmm->bwd_tmp; | ||
prev_pos = sites[n-1]; | ||
for (i=0; i<n; i++) | ||
{ | ||
double *fwd = &hmm->fwd[(n-i)*nstates]; | ||
double *eprob = &eprobs[(n-i-1)*nstates]; | ||
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int pos_diff = sites[n-i-1] == prev_pos ? 0 : prev_pos - sites[n-i-1] - 1; | ||
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_set_tprob(hmm, pos_diff); | ||
if ( hmm->set_tprob ) hmm->set_tprob(hmm, sites[n-i-1], prev_pos, hmm->set_tprob_data); | ||
prev_pos = sites[n-i-1]; | ||
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double norm = 0; | ||
for (j=0; j<nstates; j++) | ||
{ | ||
double pval = 0; | ||
for (k=0; k<nstates; k++) | ||
pval += bwd[k] * eprob[k] * MAT(hmm->curr_tprob,hmm->nstates,k,j); | ||
bwd_tmp[j] = pval; | ||
norm += pval; | ||
} | ||
for (j=0; j<nstates; j++) | ||
{ | ||
bwd_tmp[j] /= norm; | ||
fwd[j] *= bwd_tmp[j]; // fwd now stores fwd*bwd | ||
} | ||
double *tmp = bwd_tmp; bwd_tmp = bwd; bwd = tmp; | ||
} | ||
} | ||
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void hmm_destroy(hmm_t *hmm) | ||
{ | ||
free(hmm->vprob); | ||
free(hmm->vprob_tmp); | ||
free(hmm->vpath); | ||
free(hmm->curr_tprob); | ||
free(hmm->tmp); | ||
free(hmm->tprob_arr); | ||
free(hmm->fwd); | ||
free(hmm->bwd); | ||
free(hmm->bwd_tmp); | ||
free(hmm); | ||
} | ||
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/* The MIT License | ||
Copyright (c) 2014 Genome Research Ltd. | ||
Author: Petr Danecek <pd3@sanger.ac.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. | ||
*/ | ||
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#ifndef __HMM_H__ | ||
#define __HMM_H__ | ||
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#define MAT(matrix,ndim,i,j) (matrix)[(ndim)*(i)+(j)] // P(i|j), that is, transition j->i | ||
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typedef struct _hmm_t hmm_t; | ||
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typedef void (*set_tprob_f) (hmm_t *hmm, uint32_t prev_pos, uint32_t pos, void *data); | ||
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struct _hmm_t | ||
{ | ||
int nstates; // number of states | ||
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double *vprob, *vprob_tmp; // viterbi probs [nstates] | ||
uint8_t *vpath; // viterbi path [nstates*nsites] | ||
double *bwd, *bwd_tmp; // bwd probs [nstates] | ||
double *fwd; // fwd probs [nstates*(nsites+1)] | ||
int nsites; | ||
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int ntprob_arr; // number of pre-calculated tprob matrices | ||
double *curr_tprob, *tmp; // Temporary arrays; curr_tprob is short lived, valid only for | ||
// one site (that is, one step of Viterbi algorithm) | ||
double *tprob_arr; // Array of transition matrices, precalculated to ntprob_arr | ||
// positions. The first matrix is the initial tprob matrix | ||
// set by hmm_init() or hmm_set_tprob() | ||
set_tprob_f set_tprob; // Optional user function to set / modify transition probabilities | ||
// at each site (one step of Viterbi algorithm) | ||
void *set_tprob_data; | ||
}; | ||
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/** | ||
* hmm_init() - initialize HMM | ||
* @nstates: number of states | ||
* @tprob: transition probabilities matrix (nstates x nstates), for elements ordering | ||
* see the MAT macro above. | ||
* @ntprob: number of precalculated tprob matrices or 0 for constant probs, independent | ||
* of distance | ||
*/ | ||
hmm_t *hmm_init(int nstates, double *tprob, int ntprob); | ||
void hmm_set_tprob(hmm_t *hmm, double *tprob, int ntprob); | ||
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/** | ||
* hmm_set_tprob_func() - custom setter of transition probabilities | ||
*/ | ||
void hmm_set_tprob_func(hmm_t *hmm, set_tprob_f set_tprob, void *data); | ||
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/** | ||
* hmm_run_viterbi() - run Viterbi algorithm | ||
* @nsites: number of sites | ||
* @eprob: emission probabilities for each site and state (nsites x nstates) | ||
* @sites: list of positions | ||
* | ||
* When done, hmm->vpath[] contains the calculated Viterbi path. The states | ||
* are indexed starting from 0, a state at i-th site can be accessed as | ||
* vpath[nstates*i]. | ||
*/ | ||
void hmm_run_viterbi(hmm_t *hmm, int nsites, double *eprob, uint32_t *sites); | ||
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/** | ||
* hmm_run_fwd_bwd() - run the forward-backward algorithm | ||
* @nsites: number of sites | ||
* @eprob: emission probabilities for each site and state (nsites x nstates) | ||
* @sites: list of positions | ||
* | ||
* When done, hmm->fwd[] contains the calculated fwd*bwd probabilities. The | ||
* probability of i-th state at j-th site can be accessed as fwd[j*nstates+i]. | ||
*/ | ||
void hmm_run_fwd_bwd(hmm_t *hmm, int nsites, double *eprob, uint32_t *sites); | ||
void hmm_destroy(hmm_t *hmm); | ||
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#endif | ||
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