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lchain.c
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lchain.c
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/* The MIT License
Copyright (c) 2018- Dana-Farber Cancer Institute
2017-2018 Broad Institute, Inc.
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.
Modified Copyright (C) 2021 Intel Corporation
Contacts: Saurabh Kalikar <saurabh.kalikar@intel.com>;
Vasimuddin Md <vasimuddin.md@intel.com>; Sanchit Misra <sanchit.misra@intel.com>;
Chirag Jain <chirag@iisc.ac.in>; Heng Li <hli@jimmy.harvard.edu>
*/
#include <stdint.h>
#include <string.h>
#include <stdio.h>
#include <assert.h>
#include "mmpriv.h"
#include "kalloc.h"
#include "krmq.h"
#include <x86intrin.h>
//#include "simd_chain.h"
//#include "parallel_chaining_32_bit.h"
#include "parallel_chaining_v2_22.h"
#ifdef MANUAL_PROFILING
extern uint64_t dp_time, rmq_time, rmq_t1, rmq_t2, rmq_t3, rmq_t4;
#endif
extern bool enable_vect_dp_chaining;
static int64_t mg_chain_bk_end(int32_t max_drop, const mm128_t *z, const int32_t *f, const int64_t *p, int32_t *t, int64_t k)
{
int64_t i = z[k].y, end_i = -1, max_i = i;
int32_t max_s = 0;
if (i < 0 || t[i] != 0) return i;
do {
int32_t s;
t[i] = 2;
end_i = i = p[i];
s = i < 0? z[k].x : (int32_t)z[k].x - f[i];
if (s > max_s) max_s = s, max_i = i;
else if (max_s - s > max_drop) break;
} while (i >= 0 && t[i] == 0);
for (i = z[k].y; i >= 0 && i != end_i; i = p[i]) // reset modified t[]
t[i] = 0;
return max_i;
}
uint64_t *mg_chain_backtrack(void *km, int64_t n, const int32_t *f, const int64_t *p, int32_t *v, int32_t *t, int32_t min_cnt, int32_t min_sc, int32_t max_drop, int32_t *n_u_, int32_t *n_v_)
{
mm128_t *z;
uint64_t *u;
int64_t i, k, n_z, n_v;
int32_t n_u;
*n_u_ = *n_v_ = 0;
for (i = 0, n_z = 0; i < n; ++i) // precompute n_z
if (f[i] >= min_sc) ++n_z;
if (n_z == 0) return 0;
KMALLOC(km, z, n_z);
for (i = 0, k = 0; i < n; ++i) // populate z[]
if (f[i] >= min_sc) z[k].x = f[i], z[k++].y = i;
radix_sort_128x(z, z + n_z);
memset(t, 0, n * 4);
for (k = n_z - 1, n_v = n_u = 0; k >= 0; --k) { // precompute n_u
if (t[z[k].y] == 0) {
int64_t n_v0 = n_v, end_i;
int32_t sc;
end_i = mg_chain_bk_end(max_drop, z, f, p, t, k);
for (i = z[k].y; i != end_i; i = p[i])
++n_v, t[i] = 1;
sc = i < 0? z[k].x : (int32_t)z[k].x - f[i];
if (sc >= min_sc && n_v > n_v0 && n_v - n_v0 >= min_cnt)
++n_u;
else n_v = n_v0;
}
}
KMALLOC(km, u, n_u);
memset(t, 0, n * 4);
for (k = n_z - 1, n_v = n_u = 0; k >= 0; --k) { // populate u[]
if (t[z[k].y] == 0) {
int64_t n_v0 = n_v, end_i;
int32_t sc;
end_i = mg_chain_bk_end(max_drop, z, f, p, t, k);
for (i = z[k].y; i != end_i; i = p[i])
v[n_v++] = i, t[i] = 1;
sc = i < 0? z[k].x : (int32_t)z[k].x - f[i];
if (sc >= min_sc && n_v > n_v0 && n_v - n_v0 >= min_cnt)
u[n_u++] = (uint64_t)sc << 32 | (n_v - n_v0);
else n_v = n_v0;
}
}
kfree(km, z);
assert(n_v < INT32_MAX);
*n_u_ = n_u, *n_v_ = n_v;
return u;
}
static mm128_t *compact_a(void *km, int32_t n_u, uint64_t *u, int32_t n_v, int32_t *v, mm128_t *a)
{
mm128_t *b, *w;
uint64_t *u2;
int64_t i, j, k;
// write the result to b[]
KMALLOC(km, b, n_v);
//klocwork fix
memset(b, 0, n_v*sizeof(mm128_t));
for (i = 0, k = 0; i < n_u; ++i) {
int32_t k0 = k, ni = (int32_t)u[i];
for (j = 0; j < ni; ++j)
b[k++] = a[v[k0 + (ni - j - 1)]];
}
kfree(km, v);
// sort u[] and a[] by the target position, such that adjacent chains may be joined
KMALLOC(km, w, n_u);
for (i = k = 0; i < n_u; ++i) {
w[i].x = b[k].x, w[i].y = (uint64_t)k<<32|i;
k += (int32_t)u[i];
}
radix_sort_128x(w, w + n_u);
KMALLOC(km, u2, n_u);
for (i = k = 0; i < n_u; ++i) {
int32_t j = (int32_t)w[i].y, n = (int32_t)u[j];
u2[i] = u[j];
memcpy(&a[k], &b[w[i].y>>32], n * sizeof(mm128_t));
k += n;
}
memcpy(u, u2, n_u * 8);
memcpy(b, a, k * sizeof(mm128_t)); // write _a_ to _b_ and deallocate _a_ because _a_ is oversized, sometimes a lot
kfree(km, a); kfree(km, w); kfree(km, u2);
return b;
}
#if 0
static inline int32_t comput_sc(const mm128_t *ai, const mm128_t *aj, int32_t max_dist_x, int32_t max_dist_y, int32_t bw, float chn_pen_gap, float chn_pen_skip, int is_cdna, int n_seg)
{
int32_t dq = (int32_t)ai->y - (int32_t)aj->y, dr, dd, dg, q_span, sc;
int32_t sidi = (ai->y & MM_SEED_SEG_MASK) >> MM_SEED_SEG_SHIFT;
int32_t sidj = (aj->y & MM_SEED_SEG_MASK) >> MM_SEED_SEG_SHIFT;
if (dq <= 0 || dq > max_dist_x) return INT32_MIN;
dr = (int32_t)(ai->x - aj->x);
if (sidi == sidj && (dr == 0 || dq > max_dist_y)) return INT32_MIN;
dd = dr > dq? dr - dq : dq - dr;
if (sidi == sidj && dd > bw) return INT32_MIN;
if (n_seg > 1 && !is_cdna && sidi == sidj && dr > max_dist_y) return INT32_MIN;
dg = dr < dq? dr : dq;
q_span = aj->y>>32&0xff;
sc = q_span < dg? q_span : dg;
if (dd || dg > q_span) {
float lin_pen, log_pen;
lin_pen = chn_pen_gap * (float)dd + chn_pen_skip * (float)dg;
log_pen = dd >= 1? mg_log2(dd + 1) : 0.0f; // mg_log2() only works for dd>=2
if (is_cdna || sidi != sidj) {
if (sidi != sidj && dr == 0) ++sc; // possibly due to overlapping paired ends; give a minor bonus
else if (dr > dq || sidi != sidj) sc -= (int)(lin_pen < log_pen? lin_pen : log_pen); // deletion or jump between paired ends
else sc -= (int)(lin_pen + .5f * log_pen);
} else sc -= (int)(lin_pen + .5f * log_pen);
}
return sc;
}
#endif
static inline int32_t comput_sc(const mm128_t *ai, const mm128_t *aj, int32_t max_dist_x, int32_t max_dist_y, int32_t bw, float chn_pen_gap, float chn_pen_skip, int is_cdna, int n_seg)
{
uint64_t ai_x, ai_y, aj_x, aj_y;
ai_x = ai->x; ai_y = ai->y; aj_x = aj->x; aj_y = aj->y;
#ifdef CHAIN_DEBUG
int32_t sc_vect = obj.comput_sc_vectorized_avx2_caller(ai_x, ai_y, aj_x, aj_y, aj->y>>32&0xff);
#endif
int32_t dq = (int32_t)ai_y - (int32_t)aj_y, dr, dd, dg, q_span, sc;
int32_t sidi = (ai_y & MM_SEED_SEG_MASK) >> MM_SEED_SEG_SHIFT;
int32_t sidj = (aj_y & MM_SEED_SEG_MASK) >> MM_SEED_SEG_SHIFT;
if (dq <= 0 || dq > max_dist_x) {
#ifdef CHAIN_DEBUG
if(INT32_MIN != sc_vect){
//fprintf(stderr, "score mismatch %d -- %d", sc , sc_vect);
fprintf(stderr, "int-min exit: %llu, %llu, %llu, %llu : %d -- %d\n", ai_x, ai_y, aj_x, aj_y, sc, sc_vect);
}
#endif
return INT32_MIN;
}
dr = (int32_t)(ai_x - aj_x);
if (sidi == sidj && (dr == 0 || dq > max_dist_y)) {
#ifdef CHAIN_DEBUG
if(INT32_MIN != sc_vect){
//fprintf(stderr, "score mismatch %d -- %d", sc , sc_vect);
fprintf(stderr, "int-min exit: %llu, %llu, %llu, %llu : %d -- %d\n", ai_x, ai_y, aj_x, aj_y, sc, sc_vect);
}
#endif
return INT32_MIN;
}
dd = dr > dq? dr - dq : dq - dr;
if (sidi == sidj && dd > bw) {
#ifdef CHAIN_DEBUG
if(INT32_MIN != sc_vect){
//fprintf(stderr, "score mismatch %d -- %d", sc , sc_vect);
fprintf(stderr, "int-min exit: %llu, %llu, %llu, %llu : %d -- %d\n", ai_x, ai_y, aj_x, aj_y, sc, sc_vect);
}
#endif
return INT32_MIN;
}
if (n_seg > 1 && !is_cdna && sidi == sidj && dr > max_dist_y) {
#ifdef CHAIN_DEBUG
if(INT32_MIN != sc_vect){
//fprintf(stderr, "score mismatch %d -- %d", sc , sc_vect);
fprintf(stderr, "int-min exit: %llu, %llu, %llu, %llu : %d -- %d\n", ai_x, ai_y, aj_x, aj_y, sc, sc_vect);
}
#endif
return INT32_MIN;
}
dg = dr < dq? dr : dq;
q_span = aj->y>>32&0xff;
sc = q_span < dg? q_span : dg;
if (dd || dg > q_span) {
float lin_pen, log_pen;
lin_pen = chn_pen_gap * (float)dd + chn_pen_skip * (float)dg;
log_pen = dd >= 1? mg_log2(dd + 1) : 0.0f; // mg_log2() only works for dd>=2
if (is_cdna || sidi != sidj) {
if (sidi != sidj && dr == 0) ++sc; // possibly due to overlapping paired ends; give a minor bonus
else if (dr > dq || sidi != sidj) sc -= (int)(lin_pen < log_pen? lin_pen : log_pen); // deletion or jump between paired ends
else sc -= (int)(lin_pen + .5f * log_pen);
} else sc -= (int)(lin_pen + .5f * log_pen);
}
#ifdef CHAIN_DEBUG
if(sc != sc_vect ){
//fprintf(stderr, "score mismatch %d -- %d", sc , sc_vect);
fprintf(stderr, "outer: %llu, %llu, %llu, %llu : %d -- %d\n", ai_x, ai_y, aj_x, aj_y, sc, sc_vect);
}
#endif
return sc;
}
/* Input:
* a[].x: tid<<33 | rev<<32 | tpos
* a[].y: flags<<40 | q_span<<32 | q_pos
* Output:
* n_u: #chains
* u[]: score<<32 | #anchors (sum of lower 32 bits of u[] is the returned length of a[])
* input a[] is deallocated on return
*/
mm128_t *mg_lchain_dp(int max_dist_x, int max_dist_y, int bw, int max_skip, int max_iter, int min_cnt, int min_sc, float chn_pen_gap, float chn_pen_skip,
int is_cdna, int n_seg, int64_t n, mm128_t *a, int *n_u_, uint64_t **_u, void *km)
{ // TODO: make sure this works when n has more than 32 bits
///fprintf(stderr, "chaining called\n");
#ifdef MANUAL_PROFILING
uint64_t align_start = __rdtsc();
#endif
int32_t *f, *t, *v, n_u, n_v, mmax_f = 0, max_drop = bw;
int64_t *p, i, j, max_ii, st = 0, n_iter = 0;
uint64_t *u;
int32_t *v_1, *p_1;
uint32_t* f_1;
//klocwork fix
assert(_u != NULL);
if (_u) *_u = 0, *n_u_ = 0;
if (n == 0 || a == 0) {
kfree(km, a);
return 0;
}
if (max_dist_x < bw) max_dist_x = bw;
if (max_dist_y < bw && !is_cdna) max_dist_y = bw;
if (is_cdna) max_drop = INT32_MAX;
KMALLOC(km, p, n);
KMALLOC(km, f, n);
KMALLOC(km, v, n);
KCALLOC(km, t, n);
KMALLOC(km, p_1, n);
KMALLOC(km, f_1, n);
KMALLOC(km, v_1, n);
//#ifdef PARALLEL_CHAINING
if(enable_vect_dp_chaining){
// Parallel chaining data-structures
anchor_t* anchors = (anchor_t*)malloc(n* sizeof(anchor_t));
for (i = 0; i < n; ++i) {
uint64_t ri = a[i].x;
int32_t qi = (int32_t)a[i].y, q_span = a[i].y>>32&0xff; // NB: only 8 bits of span is used!!!
anchors[i].r = ri;
anchors[i].q = qi;
anchors[i].l = q_span;
}
num_bits_t *anchor_r, *anchor_q, *anchor_l;
create_SoA_Anchors_32_bit(anchors, n, anchor_r, anchor_q, anchor_l);
dp_chain obj(max_dist_x, max_dist_y, bw, max_skip, max_iter, min_cnt, min_sc, chn_pen_gap, chn_pen_skip, is_cdna, n_seg);
#ifdef PARALLEL_CHAINING
obj.mm_dp_vectorized(n, &anchors[0], anchor_r, anchor_q, anchor_l, f_1, p_1, v_1, max_dist_x, max_dist_y, NULL, NULL);
#endif
// -16 is due to extra padding at the start of arrays
anchor_r -= 16; anchor_q -= 16; anchor_l -= 16;
free(anchor_r);
free(anchor_q);
free(anchor_l);
free(anchors);
for(int i = 0; i < n; i++){
#if 1
f[i] = f_1[i];
p[i] = p_1[i];
v[i] = v_1[i];
#endif
}
//
} else {
//#else
// fill the score and backtrack arrays
for (i = 0, max_ii = -1; i < n; ++i) {
int64_t max_j = -1, end_j;
int32_t max_f = a[i].y>>32&0xff, n_skip = 0;
while (st < i && (a[i].x>>32 != a[st].x>>32 || a[i].x > a[st].x + max_dist_x)) ++st;
if (i - st > max_iter) st = i - max_iter;
for (j = i - 1; j >= st; --j) {
int32_t sc;
sc = comput_sc(&a[i], &a[j], max_dist_x, max_dist_y, bw, chn_pen_gap, chn_pen_skip, is_cdna, n_seg);
++n_iter;
if (sc == INT32_MIN) continue;
sc += f[j];
if (sc > max_f) {
max_f = sc, max_j = j;
if (n_skip > 0) --n_skip;
} else if (t[j] == (int32_t)i) {
if (++n_skip > max_skip)
break;
}
if (p[j] >= 0) t[p[j]] = i;
}
end_j = j;
if (max_ii < 0 || a[i].x - a[max_ii].x > (int64_t)max_dist_x) {
int32_t max = INT32_MIN;
max_ii = -1;
for (j = i - 1; j >= st; --j)
if (max < f[j]) max = f[j], max_ii = j;
}
if (max_ii >= 0 && max_ii < end_j) {
int32_t tmp;
tmp = comput_sc(&a[i], &a[max_ii], max_dist_x, max_dist_y, bw, chn_pen_gap, chn_pen_skip, is_cdna, n_seg);
if (tmp != INT32_MIN && max_f < tmp + f[max_ii])
max_f = tmp + f[max_ii], max_j = max_ii;
}
f[i] = max_f, p[i] = max_j;
v[i] = max_j >= 0 && v[max_j] > max_f? v[max_j] : max_f; // v[] keeps the peak score up to i; f[] is the score ending at i, not always the peak
if (max_ii < 0 || (a[i].x - a[max_ii].x <= (int64_t)max_dist_x && f[max_ii] < f[i]))
max_ii = i;
if (mmax_f < max_f) mmax_f = max_f;
}
}
//#endif
#ifdef CHAIN_DEBUG
for(int i = 0; i < n; i++){
if(f[i] != f_1[i] || p[i] != p_1[i] || v[i] !=v_1[i])
{
fprintf(stderr, "i:%d %d %d %d %d %d %d\n",i, f[i], f_1[i], p[i], p_1[i], v[i], v_1[i] );
}
#if 0
f[i] = f_1[i];
p[i] = p_1[i];
v[i] = v_1[i];
#endif
}
#endif
u = mg_chain_backtrack(km, n, f, p, v, t, min_cnt, min_sc, max_drop, &n_u, &n_v);
*n_u_ = n_u, *_u = u; // NB: note that u[] may not be sorted by score here
//kfree(km, p); kfree(km, f); kfree(km, t);
kfree(km, p); kfree(km, p_1); kfree(km, f); kfree(km, f_1); kfree(km, t); kfree(km, v_1);
if (n_u == 0) {
kfree(km, a); kfree(km, v);
return 0;
}
#ifdef MANUAL_PROFILING
dp_time += __rdtsc() - align_start;
#endif
return compact_a(km, n_u, u, n_v, v, a);
}
typedef struct lc_elem_s {
int32_t y;
int64_t i;
double pri;
KRMQ_HEAD(struct lc_elem_s) head;
} lc_elem_t;
#define lc_elem_cmp(a, b) ((a)->y < (b)->y? -1 : (a)->y > (b)->y? 1 : ((a)->i > (b)->i) - ((a)->i < (b)->i))
#define lc_elem_lt2(a, b) ((a)->pri < (b)->pri)
KRMQ_INIT(lc_elem, lc_elem_t, head, lc_elem_cmp, lc_elem_lt2)
KALLOC_POOL_INIT(rmq, lc_elem_t)
static inline int32_t comput_sc_simple(const mm128_t *ai, const mm128_t *aj, float chn_pen_gap, float chn_pen_skip, int32_t *exact, int32_t *width)
{
int32_t dq = (int32_t)ai->y - (int32_t)aj->y, dr, dd, dg, q_span, sc;
dr = (int32_t)(ai->x - aj->x);
*width = dd = dr > dq? dr - dq : dq - dr;
dg = dr < dq? dr : dq;
q_span = aj->y>>32&0xff;
sc = q_span < dg? q_span : dg;
if (exact) *exact = (dd == 0 && dg <= q_span);
if (dd || dq > q_span) {
float lin_pen, log_pen;
lin_pen = chn_pen_gap * (float)dd + chn_pen_skip * (float)dg;
log_pen = dd >= 1? mg_log2(dd + 1) : 0.0f; // mg_log2() only works for dd>=2
sc -= (int)(lin_pen + .5f * log_pen);
}
return sc;
}
mm128_t *mg_lchain_rmq(int max_dist, int max_dist_inner, int bw, int max_chn_skip, int cap_rmq_size, int min_cnt, int min_sc, float chn_pen_gap, float chn_pen_skip,
int64_t n, mm128_t *a, int *n_u_, uint64_t **_u, void *km)
{
#ifdef MANUAL_PROFILING
uint64_t start = __rdtsc();
#endif
int32_t *f,*t, *v, n_u, n_v, mmax_f = 0, max_rmq_size = 0, max_drop = bw;
int64_t *p, i, i0, st = 0, st_inner = 0, n_iter = 0;
uint64_t *u;
lc_elem_t *root = 0, *root_inner = 0;
void *mem_mp = 0;
kmp_rmq_t *mp;
//klocwork fix
assert(_u != NULL);
if (_u) *_u = 0, *n_u_ = 0;
if (n == 0 || a == 0) {
kfree(km, a);
return 0;
}
if (max_dist < bw) max_dist = bw;
if (max_dist_inner <= 0 || max_dist_inner >= max_dist) max_dist_inner = 0;
KMALLOC(km, p, n);
KMALLOC(km, f, n);
KCALLOC(km, t, n);
KMALLOC(km, v, n);
mem_mp = km_init2(km, 0x10000);
mp = kmp_init_rmq(mem_mp);
// fill the score and backtrack arrays
for (i = i0 = 0; i < n; ++i) {
int64_t max_j = -1;
int32_t q_span = a[i].y>>32&0xff, max_f = q_span;
lc_elem_t s, *q, *r, lo, hi;
// add in-range anchors
if (i0 < i && a[i0].x != a[i].x) {
int64_t j;
for (j = i0; j < i; ++j) {
q = kmp_alloc_rmq(mp);
q->y = (int32_t)a[j].y, q->i = j, q->pri = -(f[j] + 0.5 * chn_pen_gap * ((int32_t)a[j].x + (int32_t)a[j].y));
krmq_insert(lc_elem, &root, q, 0);
if (max_dist_inner > 0) {
r = kmp_alloc_rmq(mp);
*r = *q;
krmq_insert(lc_elem, &root_inner, r, 0);
}
}
i0 = i;
}
// get rid of active chains out of range
while (st < i && (a[i].x>>32 != a[st].x>>32 || a[i].x > a[st].x + max_dist || krmq_size(head, root) > cap_rmq_size)) {
s.y = (int32_t)a[st].y, s.i = st;
if ((q = krmq_find(lc_elem, root, &s, 0)) != 0) {
q = krmq_erase(lc_elem, &root, q, 0);
kmp_free_rmq(mp, q);
}
++st;
}
if (max_dist_inner > 0) { // similar to the block above, but applied to the inner tree
while (st_inner < i && (a[i].x>>32 != a[st_inner].x>>32 || a[i].x > a[st_inner].x + max_dist_inner || krmq_size(head, root_inner) > cap_rmq_size)) {
s.y = (int32_t)a[st_inner].y, s.i = st_inner;
if ((q = krmq_find(lc_elem, root_inner, &s, 0)) != 0) {
q = krmq_erase(lc_elem, &root_inner, q, 0);
kmp_free_rmq(mp, q);
}
++st_inner;
}
}
// RMQ
lo.i = INT32_MAX, lo.y = (int32_t)a[i].y - max_dist;
hi.i = 0, hi.y = (int32_t)a[i].y;
if ((q = krmq_rmq(lc_elem, root, &lo, &hi)) != 0) {
int32_t sc, exact, width, n_skip = 0;
int64_t j = q->i;
assert(q->y >= lo.y && q->y <= hi.y);
sc = f[j] + comput_sc_simple(&a[i], &a[j], chn_pen_gap, chn_pen_skip, &exact, &width);
if (width <= bw && sc > max_f) max_f = sc, max_j = j;
if (!exact && root_inner && (int32_t)a[i].y > 0) {
lc_elem_t *lo, *hi;
s.y = (int32_t)a[i].y - 1, s.i = n;
krmq_interval(lc_elem, root_inner, &s, &lo, &hi);
if (lo) {
const lc_elem_t *q;
int32_t width, n_rmq_iter = 0;
krmq_itr_t(lc_elem) itr;
krmq_itr_find(lc_elem, root_inner, lo, &itr);
while ((q = krmq_at(&itr)) != 0) {
if (q->y < (int32_t)a[i].y - max_dist_inner) break;
++n_rmq_iter;
j = q->i;
sc = f[j] + comput_sc_simple(&a[i], &a[j], chn_pen_gap, chn_pen_skip, 0, &width);
if (width <= bw) {
if (sc > max_f) {
max_f = sc, max_j = j;
if (n_skip > 0) --n_skip;
} else if (t[j] == (int32_t)i) {
if (++n_skip > max_chn_skip)
break;
}
if (p[j] >= 0) t[p[j]] = i;
}
if (!krmq_itr_prev(lc_elem, &itr)) break;
}
n_iter += n_rmq_iter;
}
}
}
// set max
assert(max_j < 0 || (a[max_j].x < a[i].x && (int32_t)a[max_j].y < (int32_t)a[i].y));
f[i] = max_f, p[i] = max_j;
v[i] = max_j >= 0 && v[max_j] > max_f? v[max_j] : max_f; // v[] keeps the peak score up to i; f[] is the score ending at i, not always the peak
if (mmax_f < max_f) mmax_f = max_f;
if (max_rmq_size < krmq_size(head, root)) max_rmq_size = krmq_size(head, root);
}
km_destroy(mem_mp);
u = mg_chain_backtrack(km, n, f, p, v, t, min_cnt, min_sc, max_drop, &n_u, &n_v);
*n_u_ = n_u, *_u = u; // NB: note that u[] may not be sorted by score here
kfree(km, p); kfree(km, f); kfree(km, t);
if (n_u == 0) {
kfree(km, a); kfree(km, v);
return 0;
}
#ifdef MANUAL_PROFILING
rmq_time += __rdtsc() - start;
#endif
return compact_a(km, n_u, u, n_v, v, a);
}