/*
* compare to GForward() scores.
*/
static void
utest_fwdback(ESL_RANDOMNESS *r, ESL_ALPHABET *abc, P7_BG *bg, int M, int L, int N)
{
char *msg = "forward/backward unit test failed";
P7_HMM *hmm = NULL;
P7_PROFILE *gm = NULL;
P7_OPROFILE *om = NULL;
ESL_DSQ *dsq = malloc(sizeof(ESL_DSQ) * (L+2));
P7_OMX *fwd = p7_omx_Create(M, 0, L);
P7_OMX *bck = p7_omx_Create(M, 0, L);
P7_OMX *oxf = p7_omx_Create(M, L, L);
P7_OMX *oxb = p7_omx_Create(M, L, L);
P7_GMX *gx = p7_gmx_Create(M, L);
float tolerance;
float fsc1, fsc2;
float bsc1, bsc2;
float generic_sc;
p7_FLogsumInit();
if (p7_FLogsumError(-0.4, -0.5) > 0.0001) tolerance = 1.0; /* weaker test against GForward() */
else tolerance = 0.0001; /* stronger test: FLogsum() is in slow exact mode. */
p7_oprofile_Sample(r, abc, bg, M, L, &hmm, &gm, &om);
while (N--)
{
esl_rsq_xfIID(r, bg->f, abc->K, L, dsq);
p7_Forward (dsq, L, om, oxf, &fsc1);
p7_Backward (dsq, L, om, oxf, oxb, &bsc1);
p7_ForwardParser (dsq, L, om, fwd, &fsc2);
p7_BackwardParser(dsq, L, om, fwd, bck, &bsc2);
p7_GForward (dsq, L, gm, gx, &generic_sc);
/* Forward and Backward scores should agree with high tolerance */
if (fabs(fsc1-bsc1) > 0.0001) esl_fatal(msg);
if (fabs(fsc2-bsc2) > 0.0001) esl_fatal(msg);
if (fabs(fsc1-fsc2) > 0.0001) esl_fatal(msg);
/* GForward scores should approximate Forward scores,
* with tolerance that depends on how logsum.c was compiled
*/
if (fabs(fsc1-generic_sc) > tolerance) esl_fatal(msg);
}
free(dsq);
p7_hmm_Destroy(hmm);
p7_omx_Destroy(oxb);
p7_omx_Destroy(oxf);
p7_omx_Destroy(bck);
p7_omx_Destroy(fwd);
p7_gmx_Destroy(gx);
p7_profile_Destroy(gm);
p7_oprofile_Destroy(om);
}
/* compare results to GDecoding(). */
static void
utest_null2_expectation(ESL_RANDOMNESS *r, ESL_ALPHABET *abc, P7_BG *bg, int M, int L, int N, float tolerance)
{
char *msg = "decoding unit test failed";
P7_HMM *hmm = NULL;
P7_PROFILE *gm = NULL;
P7_OPROFILE *om = NULL;
ESL_DSQ *dsq = malloc(sizeof(ESL_DSQ) * (L+2));
P7_OMX *fwd = p7_omx_Create(M, L, L);
P7_OMX *bck = p7_omx_Create(M, L, L);
P7_OMX *pp = p7_omx_Create(M, L, L);
P7_GMX *gxf = p7_gmx_Create(M, L);
P7_GMX *gxb = p7_gmx_Create(M, L);
P7_GMX *gpp = p7_gmx_Create(M, L);
float *on2 = malloc(sizeof(float) * abc->Kp);
float *gn2 = malloc(sizeof(float) * abc->Kp);
float fsc1, fsc2;
float bsc1, bsc2;
if (!gn2 || !on2) esl_fatal(msg);
if (p7_oprofile_Sample(r, abc, bg, M, L, &hmm, &gm, &om) != eslOK) esl_fatal(msg);
while (N--)
{
if (esl_rsq_xfIID(r, bg->f, abc->K, L, dsq) != eslOK) esl_fatal(msg);
if (p7_Forward (dsq, L, om, fwd, &fsc1) != eslOK) esl_fatal(msg);
if (p7_Backward (dsq, L, om, fwd, bck, &bsc1) != eslOK) esl_fatal(msg);
if (p7_Decoding(om, fwd, bck, pp) != eslOK) esl_fatal(msg);
if (p7_Null2_ByExpectation(om, pp, on2) != eslOK) esl_fatal(msg);
if (p7_GForward (dsq, L, gm, gxf, &fsc2) != eslOK) esl_fatal(msg);
if (p7_GBackward(dsq, L, gm, gxb, &bsc2) != eslOK) esl_fatal(msg);
if (p7_GDecoding(gm, gxf, gxb, gpp) != eslOK) esl_fatal(msg);
if (p7_GNull2_ByExpectation(gm, gpp, gn2) != eslOK) esl_fatal(msg);
if (esl_vec_FCompare(gn2, on2, abc->Kp, tolerance) != eslOK) esl_fatal(msg);
}
p7_gmx_Destroy(gpp);
p7_gmx_Destroy(gxf);
p7_gmx_Destroy(gxb);
p7_omx_Destroy(pp);
p7_omx_Destroy(fwd);
p7_omx_Destroy(bck);
free(on2);
free(gn2);
free(dsq);
p7_oprofile_Destroy(om);
p7_profile_Destroy(gm);
p7_hmm_Destroy(hmm);
}
/* compare results to GDecoding(). */
static void
utest_decoding(ESL_RANDOMNESS *r, ESL_ALPHABET *abc, P7_BG *bg, int M, int L, int N, float tolerance)
{
char *msg = "decoding unit test failed";
P7_HMM *hmm = NULL;
P7_PROFILE *gm = NULL;
P7_OPROFILE *om = NULL;
ESL_DSQ *dsq = malloc(sizeof(ESL_DSQ) * (L+2));
P7_OMX *fwd = p7_omx_Create(M, L, L);
P7_OMX *bck = p7_omx_Create(M, L, L);
P7_OMX *pp = p7_omx_Create(M, L, L);
P7_GMX *gxf = p7_gmx_Create(M, L);
P7_GMX *gxb = p7_gmx_Create(M, L);
P7_GMX *gxp1 = p7_gmx_Create(M, L);
P7_GMX *gxp2 = p7_gmx_Create(M, L);
float fsc1, fsc2;
float bsc1, bsc2;
if (p7_oprofile_Sample(r, abc, bg, M, L, &hmm, &gm, &om) != eslOK) esl_fatal(msg);
while (N--)
{
if (esl_rsq_xfIID(r, bg->f, abc->K, L, dsq) != eslOK) esl_fatal(msg);
if (p7_Forward (dsq, L, om, fwd, &fsc1) != eslOK) esl_fatal(msg);
if (p7_Backward (dsq, L, om, fwd, bck, &bsc1) != eslOK) esl_fatal(msg);
if (p7_Decoding(om, fwd, bck, pp) != eslOK) esl_fatal(msg);
if (p7_omx_FDeconvert(pp, gxp1) != eslOK) esl_fatal(msg);
if (p7_GForward (dsq, L, gm, gxf, &fsc2) != eslOK) esl_fatal(msg);
if (p7_GBackward(dsq, L, gm, gxb, &bsc2) != eslOK) esl_fatal(msg);
if (p7_GDecoding(gm, gxf, gxb, gxp2) != eslOK) esl_fatal(msg);
// p7_gmx_Dump(stdout, gxp1, p7_DEFAULT);
// p7_gmx_Dump(stdout, gxp2, p7_DEFAULT);
if (p7_gmx_Compare(gxp1, gxp2, tolerance) != eslOK) esl_fatal(msg);
}
p7_gmx_Destroy(gxp1);
p7_gmx_Destroy(gxp2);
p7_gmx_Destroy(gxf);
p7_gmx_Destroy(gxb);
p7_omx_Destroy(fwd);
p7_omx_Destroy(bck);
p7_omx_Destroy(pp);
free(dsq);
p7_oprofile_Destroy(om);
p7_profile_Destroy(gm);
p7_hmm_Destroy(hmm);
}
/* ViterbiScore() unit test
*
* We can compare these scores to GViterbi() almost exactly; the only
* differences should be negligible roundoff errors. Must convert
* the optimized profile to lspace, though, rather than pspace.
*/
static void
utest_viterbi_score(ESL_RANDOMNESS *r, ESL_ALPHABET *abc, P7_BG *bg, int M, int L, int N)
{
P7_HMM *hmm = NULL;
P7_PROFILE *gm = NULL;
P7_OPROFILE *om = NULL;
ESL_DSQ *dsq = malloc(sizeof(ESL_DSQ) * (L+2));
P7_OMX *ox = p7_omx_Create(M, 0, 0);
P7_GMX *gx = p7_gmx_Create(M, L);
float sc1, sc2;
p7_oprofile_Sample(r, abc, bg, M, L, &hmm, &gm, &om);
p7_oprofile_Logify(om);
while (N--)
{
esl_rsq_xfIID(r, bg->f, abc->K, L, dsq);
p7_ViterbiScore(dsq, L, om, ox, &sc1);
p7_GViterbi (dsq, L, gm, gx, &sc2);
if (fabs(sc1-sc2) > 0.001) esl_fatal("viterbi score unit test failed: scores differ");
}
free(dsq);
p7_hmm_Destroy(hmm);
p7_omx_Destroy(ox);
p7_gmx_Destroy(gx);
p7_profile_Destroy(gm);
p7_oprofile_Destroy(om);
}
/* tests:
* 1. each sampled trace must validate.
* 2. each trace must be <= viterbi trace score
* 3. in a large # of traces, one is "equal" to the viterbi trace score.
* (this of course is stochastic; but it's true for the particular
* choice of RNG seed used in tests here.)
*/
static void
utest_stotrace(ESL_GETOPTS *go, ESL_RANDOMNESS *rng, ESL_ALPHABET *abc, P7_PROFILE *gm, P7_OPROFILE *om, ESL_DSQ *dsq, int L, int ntrace)
{
P7_GMX *gx = NULL;
P7_OMX *ox = NULL;
P7_TRACE *tr = NULL;
char errbuf[eslERRBUFSIZE];
int idx;
float maxsc = -eslINFINITY;
float vsc, sc;
if ((gx = p7_gmx_Create(gm->M, L)) == NULL) esl_fatal("generic DP matrix creation failed");
if ((ox = p7_omx_Create(gm->M, L, L)) == NULL) esl_fatal("optimized DP matrix create failed");
if ((tr = p7_trace_Create()) == NULL) esl_fatal("trace creation failed");
if (p7_GViterbi(dsq, L, gm, gx, &vsc) != eslOK) esl_fatal("viterbi failed");
if (p7_Forward (dsq, L, om, ox, NULL) != eslOK) esl_fatal("forward failed");
for (idx = 0; idx < ntrace; idx++)
{
if (p7_StochasticTrace(rng, dsq, L, om, ox, tr) != eslOK) esl_fatal("stochastic trace failed");
if (p7_trace_Validate(tr, abc, dsq, errbuf) != eslOK) esl_fatal("trace invalid:\n%s", errbuf);
if (p7_trace_Score(tr, dsq, gm, &sc) != eslOK) esl_fatal("trace scoring failed");
maxsc = ESL_MAX(sc, maxsc);
if (sc > vsc) esl_fatal("sampled trace has score > optimal Viterbi path; not possible");
p7_trace_Reuse(tr);
}
if (esl_FCompare(maxsc, vsc, 0.1) != eslOK) esl_fatal("stochastic trace failed to sample the Viterbi path");
p7_trace_Destroy(tr);
p7_omx_Destroy(ox);
p7_gmx_Destroy(gx);
}
/* Function: p7_ViterbiMu()
* Synopsis: Determines the local Viterbi Gumbel mu parameter for a model.
* Incept: SRE, Tue May 19 10:26:19 2009 [Janelia]
*
* Purpose: Identical to p7_MSVMu(), above, except that it fits
* Viterbi scores instead of MSV scores.
*
* The difference between the two mus is small, but can be
* up to ~1 bit or so for large, low-info models [J4/126] so
* decided to calibrate the two mus separately [J5/8].
*
* Args: r : source of random numbers
* om : score profile (length config is changed upon return!)
* bg : null model (length config is changed upon return!)
* L : length of sequences to simulate
* N : number of sequences to simulate
* lambda : known Gumbel lambda parameter
* ret_vmu : RETURN: ML estimate of location param mu
*
* Returns: <eslOK> on success, and <ret_mu> contains the ML estimate
* of $\mu$.
*
* Throws: (no abnormal error conditions)
*/
int
p7_ViterbiMu(ESL_RANDOMNESS *r, P7_OPROFILE *om, P7_BG *bg, int L, int N, double lambda, double *ret_vmu)
{
P7_OMX *ox = p7_omx_Create(om->M, 0, 0); /* DP matrix: 1 row version */
ESL_DSQ *dsq = NULL;
double *xv = NULL;
int i;
float sc, nullsc;
#ifndef p7_IMPL_DUMMY
float maxsc = (32767.0 - om->base_w) / om->scale_w; /* if score overflows, use this [J4/139] */
#endif
int status;
if (ox == NULL) { status = eslEMEM; goto ERROR; }
ESL_ALLOC(xv, sizeof(double) * N);
ESL_ALLOC(dsq, sizeof(ESL_DSQ) * (L+2));
p7_oprofile_ReconfigLength(om, L);
p7_bg_SetLength(bg, L);
for (i = 0; i < N; i++)
{
if ((status = esl_rsq_xfIID(r, bg->f, om->abc->K, L, dsq)) != eslOK) goto ERROR;
if ((status = p7_bg_NullOne(bg, dsq, L, &nullsc)) != eslOK) goto ERROR;
status = p7_ViterbiFilter(dsq, L, om, ox, &sc);
#ifndef p7_IMPL_DUMMY
if (status == eslERANGE) { sc = maxsc; status = eslOK; }
#endif
if (status != eslOK) goto ERROR;
xv[i] = (sc - nullsc) / eslCONST_LOG2;
}
if ((status = esl_gumbel_FitCompleteLoc(xv, N, lambda, ret_vmu)) != eslOK) goto ERROR;
p7_omx_Destroy(ox);
free(xv);
free(dsq);
return eslOK;
ERROR:
*ret_vmu = 0.0;
if (ox != NULL) p7_omx_Destroy(ox);
if (xv != NULL) free(xv);
if (dsq != NULL) free(dsq);
return status;
}
/* Function: p7_Tau()
* Synopsis: Determine Forward tau by brief simulation.
* Incept: SRE, Thu Aug 9 15:08:39 2007 [Janelia]
*
* Purpose: Determine the <tau> parameter for an exponential tail fit
* to the Forward score distribution for model <om>, on
* random sequences with the composition of the background
* model <bg>. This <tau> parameter is for an exponential
* distribution anchored from $P=1.0$, so it's not really a
* tail per se; but it's only an accurate fit in the tail
* of the Forward score distribution, from about $P=0.001$
* or so.
*
* The determination of <tau> is done by a brief simulation
* in which we fit a Gumbel distribution to a small number
* of Forward scores of random sequences, and use that to
* predict the location of the tail at probability <tailp>.
*
* The Gumbel is of course inaccurate, but we can use it
* here solely as an empirical distribution to determine
* the location of a reasonable <tau> more accurately on a
* smaller number of samples than we could do with raw
* order statistics.
*
* Typical choices are L=100, N=200, tailp=0.04, which
* typically yield estimates $\hat{\mu}$ with a precision
* (standard deviation) of $\pm$ 0.2 bits, corresponding to
* a $\pm$ 15\% error in E-values. See [J1/135].
*
* The use of Gumbel fitting to a small number of $N$
* samples and the extrapolation of $\hat{\mu}$ from the
* estimated location of the 0.04 tail mass are both
* empirical and carefully optimized against several
* tradeoffs. Most importantly, around this choice of tail
* probability, a systematic error introduced by the use of
* the Gumbel fit is being cancelled by systematic error
* introduced by the use of a higher tail probability than
* the regime in which the exponential tail is a valid
* approximation. See [J1/135] for discussion.
*
* This function changes the length configuration of both
* <om> and <bg>. The caller must remember to reconfigure
* both of their length models appropriately for any
* subsequent alignments.
*
* Args: r : source of randomness
* om : configured profile to sample sequences from
* bg : null model (for background residue frequencies)
* L : mean length model for seq emission from profile
* N : number of sequences to generate
* lambda : expected slope of the exponential tail (from p7_Lambda())
* tailp : tail mass from which we will extrapolate mu
* ret_mu : RETURN: estimate for the Forward mu (base of exponential tail)
*
* Returns: <eslOK> on success, and <*ret_fv> is the score difference
* in bits.
*
* Throws: <eslEMEM> on allocation error, and <*ret_fv> is 0.
*/
int
p7_Tau(ESL_RANDOMNESS *r, P7_OPROFILE *om, P7_BG *bg, int L, int N, double lambda, double tailp, double *ret_tau)
{
P7_OMX *ox = p7_omx_Create(om->M, 0, L); /* DP matrix: for ForwardParser, L rows */
ESL_DSQ *dsq = NULL;
double *xv = NULL;
float fsc, nullsc;
double gmu, glam;
int status;
int i;
ESL_ALLOC(xv, sizeof(double) * N);
ESL_ALLOC(dsq, sizeof(ESL_DSQ) * (L+2));
if (ox == NULL) { status = eslEMEM; goto ERROR; }
p7_oprofile_ReconfigLength(om, L);
p7_bg_SetLength(bg, L);
for (i = 0; i < N; i++)
{
if ((status = esl_rsq_xfIID(r, bg->f, om->abc->K, L, dsq)) != eslOK) goto ERROR;
if ((status = p7_ForwardParser(dsq, L, om, ox, &fsc)) != eslOK) goto ERROR;
if ((status = p7_bg_NullOne(bg, dsq, L, &nullsc)) != eslOK) goto ERROR;
xv[i] = (fsc - nullsc) / eslCONST_LOG2;
}
if ((status = esl_gumbel_FitComplete(xv, N, &gmu, &glam)) != eslOK) goto ERROR;
/* Explanation of the eqn below: first find the x at which the Gumbel tail
* mass is predicted to be equal to tailp. Then back up from that x
* by log(tailp)/lambda to set the origin of the exponential tail to 1.0
* instead of tailp.
*/
*ret_tau = esl_gumbel_invcdf(1.0-tailp, gmu, glam) + (log(tailp) / lambda);
free(xv);
free(dsq);
p7_omx_Destroy(ox);
return eslOK;
ERROR:
*ret_tau = 0.;
if (xv != NULL) free(xv);
if (dsq != NULL) free(dsq);
if (ox != NULL) p7_omx_Destroy(ox);
return status;
}
/* ViterbiFilter() unit test
*
* We can check that scores are identical (within machine error) to
* scores of generic DP with scores rounded the same way. Do this for
* a random model of length <M>, for <N> test sequences of length <L>.
*
* We assume that we don't accidentally generate a high-scoring random
* sequence that overflows ViterbiFilter()'s limited range.
*
*/
static void
utest_viterbi_filter(ESL_RANDOMNESS *r, ESL_ALPHABET *abc, P7_BG *bg, int M, int L, int N)
{
P7_HMM *hmm = NULL;
P7_PROFILE *gm = NULL;
P7_OPROFILE *om = NULL;
ESL_DSQ *dsq = malloc(sizeof(ESL_DSQ) * (L+2));
P7_OMX *ox = p7_omx_Create(M, 0, 0);
P7_GMX *gx = p7_gmx_Create(M, L);
float sc1, sc2;
p7_oprofile_Sample(r, abc, bg, M, L, &hmm, &gm, &om);
p7_profile_SameAsVF(om, gm); /* round and scale the scores in <gm> the same as in <om> */
#if 0
p7_oprofile_Dump(stdout, om); // dumps the optimized profile
p7_omx_SetDumpMode(stdout, ox, TRUE); // makes the fast DP algorithms dump their matrices
#endif
while (N--)
{
esl_rsq_xfIID(r, bg->f, abc->K, L, dsq);
p7_ViterbiFilter(dsq, L, om, ox, &sc1);
p7_GViterbi (dsq, L, gm, gx, &sc2);
#if 0
p7_gmx_Dump(stdout, gx); // dumps a generic DP matrix
#endif
sc2 /= om->scale_w;
sc2 -= 3.0;
if (fabs(sc1-sc2) > 0.001) esl_fatal("viterbi filter unit test failed: scores differ (%.2f, %.2f)", sc1, sc2);
}
free(dsq);
p7_hmm_Destroy(hmm);
p7_omx_Destroy(ox);
p7_gmx_Destroy(gx);
p7_profile_Destroy(gm);
p7_oprofile_Destroy(om);
}
int
main(int argc, char **argv)
{
ESL_GETOPTS *go = p7_CreateDefaultApp(options, 1, argc, argv, banner, usage);
char *hmmfile = esl_opt_GetArg(go, 1);
ESL_STOPWATCH *w = esl_stopwatch_Create();
ESL_RANDOMNESS *r = esl_randomness_CreateFast(esl_opt_GetInteger(go, "-s"));
ESL_ALPHABET *abc = NULL;
P7_HMMFILE *hfp = NULL;
P7_HMM *hmm = NULL;
P7_BG *bg = NULL;
P7_PROFILE *gm = NULL;
P7_OPROFILE *om = NULL;
P7_GMX *gx1 = NULL;
P7_GMX *gx2 = NULL;
P7_OMX *ox1 = NULL;
P7_OMX *ox2 = NULL;
P7_TRACE *tr = NULL;
int L = esl_opt_GetInteger(go, "-L");
int N = esl_opt_GetInteger(go, "-N");
ESL_DSQ *dsq = malloc(sizeof(ESL_DSQ) * (L+2));
int i;
float fsc, bsc, accscore;
float fsc_g, bsc_g, accscore_g;
double Mcs;
p7_FLogsumInit();
if (p7_hmmfile_OpenE(hmmfile, NULL, &hfp, NULL) != eslOK) p7_Fail("Failed to open HMM file %s", hmmfile);
if (p7_hmmfile_Read(hfp, &abc, &hmm) != eslOK) p7_Fail("Failed to read HMM");
bg = p7_bg_Create(abc); p7_bg_SetLength(bg, L);
gm = p7_profile_Create(hmm->M, abc); p7_ProfileConfig(hmm, bg, gm, L, p7_LOCAL);
om = p7_oprofile_Create(gm->M, abc); p7_oprofile_Convert(gm, om);
p7_oprofile_ReconfigLength(om, L);
if (esl_opt_GetBoolean(go, "-x") && p7_FLogsumError(-0.4, -0.5) > 0.0001)
p7_Fail("-x here requires p7_Logsum() recompiled in slow exact mode");
ox1 = p7_omx_Create(gm->M, L, L);
ox2 = p7_omx_Create(gm->M, L, L);
tr = p7_trace_CreateWithPP();
esl_rsq_xfIID(r, bg->f, abc->K, L, dsq);
p7_Forward (dsq, L, om, ox1, &fsc);
p7_Backward(dsq, L, om, ox1, ox2, &bsc);
p7_Decoding(om, ox1, ox2, ox2);
esl_stopwatch_Start(w);
for (i = 0; i < N; i++)
{
p7_OptimalAccuracy(om, ox2, ox1, &accscore);
if (! esl_opt_GetBoolean(go, "--notrace"))
{
p7_OATrace(om, ox2, ox1, tr);
p7_trace_Reuse(tr);
}
}
esl_stopwatch_Stop(w);
Mcs = (double) N * (double) L * (double) gm->M * 1e-6 / (double) w->user;
esl_stopwatch_Display(stdout, w, "# CPU time: ");
printf("# M = %d\n", gm->M);
printf("# %.1f Mc/s\n", Mcs);
if (esl_opt_GetBoolean(go, "-c") || esl_opt_GetBoolean(go, "-x") )
{
gx1 = p7_gmx_Create(gm->M, L);
gx2 = p7_gmx_Create(gm->M, L);
p7_GForward (dsq, L, gm, gx1, &fsc_g);
p7_GBackward(dsq, L, gm, gx2, &bsc_g);
p7_GDecoding(gm, gx1, gx2, gx2);
p7_GOptimalAccuracy(gm, gx2, gx1, &accscore_g);
printf("generic: fwd=%8.4f bck=%8.4f acc=%8.4f\n", fsc_g, bsc_g, accscore_g);
printf("VMX: fwd=%8.4f bck=%8.4f acc=%8.4f\n", fsc, bsc, accscore);
p7_gmx_Destroy(gx1);
p7_gmx_Destroy(gx2);
}
free(dsq);
p7_omx_Destroy(ox1);
p7_omx_Destroy(ox2);
p7_trace_Destroy(tr);
p7_oprofile_Destroy(om);
p7_profile_Destroy(gm);
p7_bg_Destroy(bg);
p7_hmm_Destroy(hmm);
p7_hmmfile_Close(hfp);
esl_alphabet_Destroy(abc);
esl_stopwatch_Destroy(w);
esl_randomness_Destroy(r);
esl_getopts_Destroy(go);
return 0;
}
int
main(int argc, char **argv)
{
ESL_GETOPTS *go = esl_getopts_CreateDefaultApp(options, 1, argc, argv, banner, usage);
char *hmmfile = esl_opt_GetArg(go, 1);
ESL_STOPWATCH *w = esl_stopwatch_Create();
ESL_RANDOMNESS *r = esl_randomness_CreateFast(esl_opt_GetInteger(go, "-s"));
ESL_ALPHABET *abc = NULL;
P7_HMMFILE *hfp = NULL;
P7_HMM *hmm = NULL;
P7_BG *bg = NULL;
P7_PROFILE *gm = NULL;
P7_OPROFILE *om = NULL;
P7_GMX *gx = NULL;
P7_OMX *fwd = NULL;
P7_TRACE *tr = NULL;
int L = esl_opt_GetInteger(go, "-L");
int N = esl_opt_GetInteger(go, "-N");
ESL_DSQ *dsq = malloc(sizeof(ESL_DSQ) * (L+2));
int i;
float sc, fsc, vsc;
float bestsc = -eslINFINITY;
if (p7_hmmfile_Open(hmmfile, NULL, &hfp) != eslOK) p7_Fail("Failed to open HMM file %s", hmmfile);
if (p7_hmmfile_Read(hfp, &abc, &hmm) != eslOK) p7_Fail("Failed to read HMM");
bg = p7_bg_Create(abc); p7_bg_SetLength(bg, L);
gm = p7_profile_Create(hmm->M, abc); p7_ProfileConfig(hmm, bg, gm, L, p7_UNILOCAL);
om = p7_oprofile_Create(gm->M, abc); p7_oprofile_Convert(gm, om);
fwd = p7_omx_Create(gm->M, L, L);
gx = p7_gmx_Create(gm->M, L);
tr = p7_trace_Create();
esl_rsq_xfIID(r, bg->f, abc->K, L, dsq);
p7_GViterbi(dsq, L, gm, gx, &vsc);
p7_Forward (dsq, L, om, fwd, &fsc);
esl_stopwatch_Start(w);
for (i = 0; i < N; i++)
{
p7_StochasticTrace(r, dsq, L, om, fwd, tr);
p7_trace_Score(tr, dsq, gm, &sc);
bestsc = ESL_MAX(bestsc, sc);
p7_trace_Reuse(tr);
}
esl_stopwatch_Stop(w);
esl_stopwatch_Display(stdout, w, "# CPU time: ");
printf("forward sc = %.4f nats\n", fsc);
printf("viterbi sc = %.4f nats\n", vsc);
printf("max trace sc = %.4f nats\n", bestsc);
free(dsq);
p7_trace_Destroy(tr);
p7_gmx_Destroy(gx);
p7_omx_Destroy(fwd);
p7_oprofile_Destroy(om);
p7_profile_Destroy(gm);
p7_bg_Destroy(bg);
p7_hmm_Destroy(hmm);
p7_hmmfile_Close(hfp);
esl_alphabet_Destroy(abc);
esl_stopwatch_Destroy(w);
esl_randomness_Destroy(r);
esl_getopts_Destroy(go);
return 0;
}
int
main(int argc, char **argv)
{
ESL_GETOPTS *go = esl_getopts_CreateDefaultApp(options, 2, argc, argv, banner, usage);
char *hmmfile = esl_opt_GetArg(go, 1);
char *seqfile = esl_opt_GetArg(go, 2);
ESL_ALPHABET *abc = NULL;
P7_HMMFILE *hfp = NULL;
P7_HMM *hmm = NULL;
P7_BG *bg = NULL;
P7_PROFILE *gm = NULL;
P7_OPROFILE *om = NULL;
P7_OMX *ox = NULL;
P7_GMX *gx = NULL;
ESL_SQ *sq = NULL;
ESL_SQFILE *sqfp = NULL;
int format = eslSQFILE_UNKNOWN;
float vfraw, nullsc, vfscore;
float graw, gscore;
double P, gP;
int status;
/* Read in one HMM */
if (p7_hmmfile_Open(hmmfile, NULL, &hfp) != eslOK) p7_Fail("Failed to open HMM file %s", hmmfile);
if (p7_hmmfile_Read(hfp, &abc, &hmm) != eslOK) p7_Fail("Failed to read HMM");
/* Read in one sequence */
sq = esl_sq_CreateDigital(abc);
status = esl_sqfile_Open(seqfile, format, NULL, &sqfp);
if (status == eslENOTFOUND) p7_Fail("No such file.");
else if (status == eslEFORMAT) p7_Fail("Format unrecognized.");
else if (status == eslEINVAL) p7_Fail("Can't autodetect stdin or .gz.");
else if (status != eslOK) p7_Fail("Open failed, code %d.", status);
/* create default null model, then create and optimize profile */
bg = p7_bg_Create(abc);
p7_bg_SetLength(bg, sq->n);
gm = p7_profile_Create(hmm->M, abc);
p7_ProfileConfig(hmm, bg, gm, sq->n, p7_LOCAL);
om = p7_oprofile_Create(gm->M, abc);
p7_oprofile_Convert(gm, om);
/* allocate DP matrices, both a generic and an optimized one */
ox = p7_omx_Create(gm->M, 0, sq->n);
gx = p7_gmx_Create(gm->M, sq->n);
/* Useful to place and compile in for debugging:
p7_oprofile_Dump(stdout, om); dumps the optimized profile
p7_omx_SetDumpMode(ox, TRUE); makes the fast DP algorithms dump their matrices
p7_gmx_Dump(stdout, gx); dumps a generic DP matrix
*/
while ((status = esl_sqio_Read(sqfp, sq)) == eslOK)
{
p7_oprofile_ReconfigLength(om, sq->n);
p7_ReconfigLength(gm, sq->n);
p7_bg_SetLength(bg, sq->n);
p7_omx_GrowTo(ox, om->M, 0, sq->n);
p7_gmx_GrowTo(gx, gm->M, sq->n);
p7_ViterbiFilter (sq->dsq, sq->n, om, ox, &vfraw);
p7_bg_NullOne (bg, sq->dsq, sq->n, &nullsc);
vfscore = (vfraw - nullsc) / eslCONST_LOG2;
P = esl_gumbel_surv(vfscore, om->evparam[p7_VMU], om->evparam[p7_VLAMBDA]);
p7_GViterbi (sq->dsq, sq->n, gm, gx, &graw);
gscore = (graw - nullsc) / eslCONST_LOG2;
gP = esl_gumbel_surv(gscore, gm->evparam[p7_VMU], gm->evparam[p7_VLAMBDA]);
if (esl_opt_GetBoolean(go, "-1"))
{
printf("%-30s\t%-20s\t%9.2g\t%7.2f\t%9.2g\t%7.2f\n", sq->name, hmm->name, P, vfscore, gP, gscore);
}
else if (esl_opt_GetBoolean(go, "-P"))
{ /* output suitable for direct use in profmark benchmark postprocessors: */
printf("%g\t%.2f\t%s\t%s\n", P, vfscore, sq->name, hmm->name);
}
else
{
printf("target sequence: %s\n", sq->name);
printf("vit filter raw score: %.2f nats\n", vfraw);
printf("null score: %.2f nats\n", nullsc);
printf("per-seq score: %.2f bits\n", vfscore);
printf("P-value: %g\n", P);
printf("GViterbi raw score: %.2f nats\n", graw);
printf("GViterbi seq score: %.2f bits\n", gscore);
printf("GViterbi P-value: %g\n", gP);
}
esl_sq_Reuse(sq);
}
/* cleanup */
esl_sq_Destroy(sq);
esl_sqfile_Close(sqfp);
p7_omx_Destroy(ox);
p7_gmx_Destroy(gx);
p7_oprofile_Destroy(om);
p7_profile_Destroy(gm);
p7_bg_Destroy(bg);
p7_hmm_Destroy(hmm);
p7_hmmfile_Close(hfp);
esl_alphabet_Destroy(abc);
esl_getopts_Destroy(go);
return 0;
}
int
main(int argc, char **argv)
{
ESL_GETOPTS *go = esl_getopts_CreateDefaultApp(options, 1, argc, argv, banner, usage);
char *hmmfile = esl_opt_GetArg(go, 1);
ESL_STOPWATCH *w = esl_stopwatch_Create();
ESL_RANDOMNESS *r = esl_randomness_CreateFast(esl_opt_GetInteger(go, "-s"));
ESL_ALPHABET *abc = NULL;
P7_HMMFILE *hfp = NULL;
P7_HMM *hmm = NULL;
P7_BG *bg = NULL;
P7_PROFILE *gm = NULL;
P7_OPROFILE *om = NULL;
P7_OMX *ox = NULL;
P7_GMX *gx = NULL;
int L = esl_opt_GetInteger(go, "-L");
int N = esl_opt_GetInteger(go, "-N");
ESL_DSQ *dsq = malloc(sizeof(ESL_DSQ) * (L+2));
int i;
float sc1, sc2;
double base_time, bench_time, Mcs;
if (p7_hmmfile_Open(hmmfile, NULL, &hfp) != eslOK) p7_Fail("Failed to open HMM file %s", hmmfile);
if (p7_hmmfile_Read(hfp, &abc, &hmm) != eslOK) p7_Fail("Failed to read HMM");
bg = p7_bg_Create(abc);
p7_bg_SetLength(bg, L);
gm = p7_profile_Create(hmm->M, abc);
p7_ProfileConfig(hmm, bg, gm, L, p7_LOCAL);
om = p7_oprofile_Create(gm->M, abc);
p7_oprofile_Convert(gm, om);
p7_oprofile_ReconfigLength(om, L);
if (esl_opt_GetBoolean(go, "-x")) p7_profile_SameAsVF(om, gm);
ox = p7_omx_Create(gm->M, 0, 0);
gx = p7_gmx_Create(gm->M, L);
/* Get a baseline time: how long it takes just to generate the sequences */
esl_stopwatch_Start(w);
for (i = 0; i < N; i++)
esl_rsq_xfIID(r, bg->f, abc->K, L, dsq);
esl_stopwatch_Stop(w);
base_time = w->user;
/* Run the benchmark */
esl_stopwatch_Start(w);
for (i = 0; i < N; i++)
{
esl_rsq_xfIID(r, bg->f, abc->K, L, dsq);
p7_ViterbiFilter(dsq, L, om, ox, &sc1);
if (esl_opt_GetBoolean(go, "-c"))
{
p7_GViterbi(dsq, L, gm, gx, &sc2);
printf("%.4f %.4f\n", sc1, sc2);
}
if (esl_opt_GetBoolean(go, "-x"))
{
p7_GViterbi(dsq, L, gm, gx, &sc2);
sc2 /= om->scale_w;
if (om->mode == p7_UNILOCAL) sc2 -= 2.0; /* that's ~ L \log \frac{L}{L+2}, for our NN,CC,JJ */
else if (om->mode == p7_LOCAL) sc2 -= 3.0; /* that's ~ L \log \frac{L}{L+3}, for our NN,CC,JJ */
printf("%.4f %.4f\n", sc1, sc2);
}
}
esl_stopwatch_Stop(w);
bench_time = w->user - base_time;
Mcs = (double) N * (double) L * (double) gm->M * 1e-6 / (double) bench_time;
esl_stopwatch_Display(stdout, w, "# CPU time: ");
printf("# M = %d\n", gm->M);
printf("# %.1f Mc/s\n", Mcs);
free(dsq);
p7_omx_Destroy(ox);
p7_gmx_Destroy(gx);
p7_oprofile_Destroy(om);
p7_profile_Destroy(gm);
p7_bg_Destroy(bg);
p7_hmm_Destroy(hmm);
p7_hmmfile_Close(hfp);
esl_alphabet_Destroy(abc);
esl_stopwatch_Destroy(w);
esl_randomness_Destroy(r);
esl_getopts_Destroy(go);
return 0;
}
int
main(int argc, char **argv)
{
ESL_GETOPTS *go = p7_CreateDefaultApp(options, 1, argc, argv, banner, usage);
char *hmmfile = esl_opt_GetArg(go, 1);
ESL_STOPWATCH *w = esl_stopwatch_Create();
ESL_RANDOMNESS *r = esl_randomness_CreateFast(esl_opt_GetInteger(go, "-s"));
ESL_ALPHABET *abc = NULL;
P7_HMMFILE *hfp = NULL;
P7_HMM *hmm = NULL;
P7_BG *bg = NULL;
P7_PROFILE *gm = NULL;
P7_OPROFILE *om = NULL;
P7_OMX *ox1 = NULL;
P7_OMX *ox2 = NULL;
int L = esl_opt_GetInteger(go, "-L");
int N = esl_opt_GetInteger(go, "-N");
ESL_DSQ *dsq = malloc(sizeof(ESL_DSQ) * (L+2));
float null2[p7_MAXCODE];
int i,j,d,pos;
int nsamples = 200;
float fsc, bsc;
double Mcs;
if (p7_hmmfile_OpenE(hmmfile, NULL, &hfp, NULL) != eslOK) p7_Fail("Failed to open HMM file %s", hmmfile);
if (p7_hmmfile_Read(hfp, &abc, &hmm) != eslOK) p7_Fail("Failed to read HMM");
bg = p7_bg_Create(abc); p7_bg_SetLength(bg, L);
gm = p7_profile_Create(hmm->M, abc); p7_ProfileConfig(hmm, bg, gm, L, p7_LOCAL);
om = p7_oprofile_Create(gm->M, abc); p7_oprofile_Convert(gm, om);
p7_oprofile_ReconfigLength(om, L);
ox1 = p7_omx_Create(gm->M, L, L);
ox2 = p7_omx_Create(gm->M, L, L);
esl_rsq_xfIID(r, bg->f, abc->K, L, dsq);
p7_Forward (dsq, L, om, ox1, &fsc);
if (esl_opt_GetBoolean(go, "-t"))
{
P7_TRACE *tr = p7_trace_Create();
float *n2sc = malloc(sizeof(float) * (L+1));
esl_stopwatch_Start(w);
for (i = 0; i < N; i++)
{ /* This is approximately what p7_domaindef.c::region_trace_ensemble() is doing: */
for (j = 0; j < nsamples; j++)
{
p7_StochasticTrace(r, dsq, L, om, ox1, tr);
p7_trace_Index(tr);
pos = 1;
for (d = 0; d < tr->ndom; d++)
{
p7_Null2_ByTrace(om, tr, tr->tfrom[d], tr->tto[d], ox2, null2);
for (; pos <= tr->sqfrom[d]; pos++) n2sc[pos] += 1.0;
for (; pos < tr->sqto[d]; pos++) n2sc[pos] += null2[dsq[pos]];
}
for (; pos <= L; pos++) n2sc[pos] += 1.0;
p7_trace_Reuse(tr);
}
for (pos = 1; pos <= L; pos++)
n2sc[pos] = logf(n2sc[pos] / nsamples);
}
esl_stopwatch_Stop(w);
free(n2sc);
p7_trace_Destroy(tr);
}
else
{
p7_Backward(dsq, L, om, ox1, ox2, &bsc);
p7_Decoding(om, ox1, ox2, ox2);
esl_stopwatch_Start(w);
for (i = 0; i < N; i++)
p7_Null2_ByExpectation(om, ox2, null2);
esl_stopwatch_Stop(w);
}
Mcs = (double) N * (double) L * (double) gm->M * 1e-6 / (double) w->user;
esl_stopwatch_Display(stdout, w, "# CPU time: ");
printf("# M = %d\n", gm->M);
printf("# %.1f Mc/s\n", Mcs);
free(dsq);
p7_omx_Destroy(ox1);
p7_omx_Destroy(ox2);
p7_oprofile_Destroy(om);
p7_profile_Destroy(gm);
p7_bg_Destroy(bg);
p7_hmm_Destroy(hmm);
p7_hmmfile_Close(hfp);
esl_alphabet_Destroy(abc);
esl_stopwatch_Destroy(w);
esl_randomness_Destroy(r);
esl_getopts_Destroy(go);
return 0;
}
int
main(int argc, char **argv)
{
ESL_GETOPTS *go = esl_getopts_CreateDefaultApp(options, 2, argc, argv, banner, usage);
char *hmmfile = esl_opt_GetArg(go, 1);
char *seqfile = esl_opt_GetArg(go, 2);
ESL_ALPHABET *abc = NULL;
ESL_RANDOMNESS *rng = esl_randomness_CreateFast(0);
P7_HMMFILE *hfp = NULL;
P7_HMM *hmm = NULL;
P7_BG *bg = NULL;
P7_PROFILE *gm = NULL;
P7_OPROFILE *om = NULL;
P7_GMX *gx = NULL;
P7_OMX *fwd = NULL;
P7_TRACE *tr = NULL;
ESL_SQ *sq = NULL;
ESL_SQFILE *sqfp = NULL;
int format = eslSQFILE_UNKNOWN;
int N = esl_opt_GetInteger(go, "-N");
int i;
float vsc, fsc, tsc;
char errbuf[eslERRBUFSIZE];
int status;
/* Read in one HMM */
if (p7_hmmfile_Open(hmmfile, NULL, &hfp) != eslOK) p7_Fail("Failed to open HMM file %s", hmmfile);
if (p7_hmmfile_Read(hfp, &abc, &hmm) != eslOK) p7_Fail("Failed to read HMM");
/* Read in one sequence */
sq = esl_sq_CreateDigital(abc);
status = esl_sqfile_Open(seqfile, format, NULL, &sqfp);
if (status == eslENOTFOUND) p7_Fail("No such file.");
else if (status == eslEFORMAT) p7_Fail("Format unrecognized.");
else if (status == eslEINVAL) p7_Fail("Can't autodetect stdin or .gz.");
else if (status != eslOK) p7_Fail("Open failed, code %d.", status);
if (esl_sqio_Read(sqfp, sq) != eslOK) p7_Fail("Failed to read sequence");
/* create default null model, then create and optimize profile */
bg = p7_bg_Create(abc); p7_bg_SetLength(bg, sq->n);
gm = p7_profile_Create(hmm->M, abc); p7_ProfileConfig(hmm, bg, gm, sq->n, p7_LOCAL);
om = p7_oprofile_Create(gm->M, abc); p7_oprofile_Convert(gm, om);
if (esl_opt_GetBoolean(go, "-p")) p7_oprofile_Dump(stdout, om);
fwd = p7_omx_Create(gm->M, sq->n, sq->n);
gx = p7_gmx_Create(gm->M, sq->n);
tr = p7_trace_Create();
if (esl_opt_GetBoolean(go, "-m") == TRUE) p7_omx_SetDumpMode(stdout, fwd, TRUE);
p7_GViterbi(sq->dsq, sq->n, gm, gx, &vsc);
p7_Forward (sq->dsq, sq->n, om, fwd, &fsc);
for (i = 0; i < N; i++)
{
p7_StochasticTrace(rng, sq->dsq, sq->n, om, fwd, tr);
p7_trace_Score(tr, sq->dsq, gm, &tsc);
if (esl_opt_GetBoolean(go, "-t") == TRUE) p7_trace_Dump(stdout, tr, gm, sq->dsq);
if (p7_trace_Validate(tr, abc, sq->dsq, errbuf) != eslOK) p7_Die("trace %d fails validation:\n%s\n", i, errbuf);
printf("Sampled trace: %.4f nats\n", tsc);
p7_trace_Reuse(tr);
}
printf("Forward score: %.4f nats\n", fsc);
printf("Viterbi score: %.4f nats\n", vsc);
/* cleanup */
esl_sq_Destroy(sq);
esl_sqfile_Close(sqfp);
p7_trace_Destroy(tr);
p7_omx_Destroy(fwd);
p7_gmx_Destroy(gx);
p7_oprofile_Destroy(om);
p7_profile_Destroy(gm);
p7_bg_Destroy(bg);
p7_hmm_Destroy(hmm);
p7_hmmfile_Close(hfp);
esl_randomness_Destroy(rng);
esl_alphabet_Destroy(abc);
esl_getopts_Destroy(go);
return 0;
}
/*
* 1. Compare accscore to GOptimalAccuracy().
* 2. Compare trace to GOATrace().
*
* Note: This test is subject to some expected noise and can fail
* for entirely innocent reasons. Generic Forward/Backward calculations with
* p7_GForward(), p7_GBackward() use coarse-grain table lookups to sum
* log probabilities, and sufficient roundoff error can accumulate to
* change the optimal accuracy traceback, causing this test to fail.
* So, if optacc_utest fails, before you go looking for bugs, first
* go to ../logsum.c, change the #ifdef to activate the slow/accurate
* version, recompile and rerun optacc_utest. If the failure goes away,
* you can ignore it. - SRE, Wed Dec 17 09:45:31 2008
*/
static void
utest_optacc(ESL_GETOPTS *go, ESL_RANDOMNESS *r, ESL_ALPHABET *abc, P7_BG *bg, int M, int L, int N)
{
char *msg = "optimal accuracy unit test failed";
P7_HMM *hmm = NULL;
P7_PROFILE *gm = NULL;
P7_OPROFILE *om = NULL;
ESL_SQ *sq = esl_sq_CreateDigital(abc);
P7_OMX *ox1 = p7_omx_Create(M, L, L);
P7_OMX *ox2 = p7_omx_Create(M, L, L);
P7_GMX *gx1 = p7_gmx_Create(M, L);
P7_GMX *gx2 = p7_gmx_Create(M, L);
P7_TRACE *tr = p7_trace_CreateWithPP();
P7_TRACE *trg = p7_trace_CreateWithPP();
P7_TRACE *tro = p7_trace_CreateWithPP();
float accscore_o;
float fsc, bsc, accscore;
float fsc_g, bsc_g, accscore_g, accscore_g2;
float pptol = 0.01;
float sctol = 0.001;
float gtol;
p7_FLogsumInit();
gtol = ( (p7_FLogsumError(-0.4, -0.5) > 0.0001) ? 0.1 : 0.001);
if (p7_oprofile_Sample(r, abc, bg, M, L, &hmm, &gm, &om)!= eslOK) esl_fatal(msg);
while (N--)
{
if (p7_ProfileEmit(r, hmm, gm, bg, sq, tro) != eslOK) esl_fatal(msg);
if (p7_omx_GrowTo(ox1, M, sq->n, sq->n) != eslOK) esl_fatal(msg);
if (p7_omx_GrowTo(ox2, M, sq->n, sq->n) != eslOK) esl_fatal(msg);
if (p7_gmx_GrowTo(gx1, M, sq->n) != eslOK) esl_fatal(msg);
if (p7_gmx_GrowTo(gx2, M, sq->n) != eslOK) esl_fatal(msg);
if (p7_Forward (sq->dsq, sq->n, om, ox1, &fsc) != eslOK) esl_fatal(msg);
if (p7_Backward(sq->dsq, sq->n, om, ox1, ox2, &bsc) != eslOK) esl_fatal(msg);
if (p7_Decoding(om, ox1, ox2, ox2) != eslOK) esl_fatal(msg);
if (p7_OptimalAccuracy(om, ox2, ox1, &accscore) != eslOK) esl_fatal(msg);
#if 0
p7_omx_FDeconvert(ox1, gx1);
p7_gmx_Dump(stdout, gx1, p7_DEFAULT);
p7_omx_FDeconvert(ox2, gx1);
p7_gmx_Dump(stdout, gx1, p7_DEFAULT);
#endif
if (p7_OATrace(om, ox2, ox1, tr) != eslOK) esl_fatal(msg);
if (p7_GForward (sq->dsq, sq->n, gm, gx1, &fsc_g) != eslOK) esl_fatal(msg);
if (p7_GBackward(sq->dsq, sq->n, gm, gx2, &bsc_g) != eslOK) esl_fatal(msg);
#if 0
p7_gmx_Dump(stdout, gx1, p7_DEFAULT); /* fwd */
p7_gmx_Dump(stdout, gx2, p7_DEFAULT); /* bck */
#endif
if (p7_GDecoding(gm, gx1, gx2, gx2) != eslOK) esl_fatal(msg);
if (p7_GOptimalAccuracy(gm, gx2, gx1, &accscore_g) != eslOK) esl_fatal(msg);
#if 0
p7_gmx_Dump(stdout, gx1, p7_DEFAULT); /* oa */
p7_gmx_Dump(stdout, gx2, p7_DEFAULT); /* pp */
#endif
if (p7_GOATrace(gm, gx2, gx1, trg) != eslOK) esl_fatal(msg);
if (p7_trace_SetPP(tro, gx2) != eslOK) esl_fatal(msg);
if (esl_opt_GetBoolean(go, "--traces"))
{
p7_trace_Dump(stdout, tro, gm, sq->dsq);
p7_trace_Dump(stdout, tr, gm, sq->dsq);
p7_trace_Dump(stdout, trg, gm, sq->dsq);
}
if (p7_trace_Validate(tr, abc, sq->dsq, NULL) != eslOK) esl_fatal(msg);
if (p7_trace_Validate(trg, abc, sq->dsq, NULL) != eslOK) esl_fatal(msg);
if (p7_trace_Compare(tr, trg, pptol) != eslOK) esl_fatal(msg);
accscore_o = p7_trace_GetExpectedAccuracy(tro); /* according to gx2; see p7_trace_SetPP() call above */
accscore_g2 = p7_trace_GetExpectedAccuracy(trg);
#if 0
printf("%f %f %f %f\n", accscore, accscore_g, accscore_g2, accscore_o);
#endif
if (esl_FCompare(fsc, bsc, sctol) != eslOK) esl_fatal(msg);
if (esl_FCompare(fsc_g, bsc_g, gtol) != eslOK) esl_fatal(msg);
if (esl_FCompare(fsc, fsc_g, gtol) != eslOK) esl_fatal(msg);
if (esl_FCompare(accscore, accscore_g, gtol) != eslOK) esl_fatal(msg);
if (esl_FCompare(accscore_g, accscore_g2, gtol) != eslOK) esl_fatal(msg);
if (accscore_g2 < accscore_o) esl_fatal(msg);
/* the above deserves explanation:
* - accscore_o is the accuracy of the originally emitted trace, according
* to the generic posterior decoding matrix <gx2>. This is a lower bound
* on the expected # of accurately aligned residues found by a DP
* optimization.
* - accscore is the accuracy found by the fast (vector) code DP implementation.
* - accscore_g is the accuracy found by the generic DP implementation.
* accscore and accscore_g should be nearly identical,
* within tolerance of roundoff error accumulation and
* the imprecision of Logsum() tables.
* - accscore_g2 is the accuracy of the traceback identified by the generic
* DP implementation. It should be identical (within order-of-evaluation
* roundoff error) to accscore_g.
*
* the "accscore_g2 < accscore_o" test is carefully contrived.
* accscore_o is a theoretical lower bound but because of fp error,
* accscore and (much more rarely) even accscore_g can exceed accscore_o.
* accscore_g2, however, is calculated with identical order of evaluation
* as accscore_o if the optimal trace does turn out to be identical to
* the originally emitted trace. It should be extremely unlikely (though
* not impossible) for accscore_o to exceed accscore_g2. (The DP algorithm
* would have to identify a trace that was different than the original trace,
* which the DP algorithm, by order-of-evaluation, assigned higher accuracy,
* but order-of-evaluation in traceback dependent code assigned lower accuracy.
* [xref J5/29]
*/
esl_sq_Reuse(sq);
p7_trace_Reuse(tr);
p7_trace_Reuse(trg);
p7_trace_Reuse(tro);
}
p7_trace_Destroy(tro);
p7_trace_Destroy(trg);
p7_trace_Destroy(tr);
p7_gmx_Destroy(gx2);
p7_gmx_Destroy(gx1);
p7_omx_Destroy(ox2);
p7_omx_Destroy(ox1);
esl_sq_Destroy(sq);
p7_oprofile_Destroy(om);
p7_profile_Destroy(gm);
p7_hmm_Destroy(hmm);
}
int
main(int argc, char **argv)
{
ESL_GETOPTS *go = p7_CreateDefaultApp(options, 2, argc, argv, banner, usage);
char *hmmfile = esl_opt_GetArg(go, 1);
char *seqfile = esl_opt_GetArg(go, 2);
ESL_ALPHABET *abc = NULL;
P7_HMMFILE *hfp = NULL;
P7_HMM *hmm = NULL;
P7_BG *bg = NULL;
P7_PROFILE *gm = NULL;
P7_OPROFILE *om = NULL;
P7_OMX *ox1 = NULL;
P7_OMX *ox2 = NULL;
P7_GMX *gx = NULL;
ESL_SQ *sq = NULL;
ESL_SQFILE *sqfp = NULL;
P7_TRACE *tr = NULL;
int format = eslSQFILE_UNKNOWN;
char errbuf[eslERRBUFSIZE];
float fsc, bsc;
float accscore;
int status;
/* Read in one HMM */
if (p7_hmmfile_OpenE(hmmfile, NULL, &hfp, NULL) != eslOK) p7_Fail("Failed to open HMM file %s", hmmfile);
if (p7_hmmfile_Read(hfp, &abc, &hmm) != eslOK) p7_Fail("Failed to read HMM");
p7_hmmfile_Close(hfp);
/* Read in one sequence */
sq = esl_sq_CreateDigital(abc);
status = esl_sqfile_OpenDigital(abc, seqfile, format, NULL, &sqfp);
if (status == eslENOTFOUND) p7_Fail("No such file.");
else if (status == eslEFORMAT) p7_Fail("Format unrecognized.");
else if (status == eslEINVAL) p7_Fail("Can't autodetect stdin or .gz.");
else if (status != eslOK) p7_Fail("Open failed, code %d.", status);
if (esl_sqio_Read(sqfp, sq) != eslOK) p7_Fail("Failed to read sequence");
esl_sqfile_Close(sqfp);
/* Configure a profile from the HMM */
bg = p7_bg_Create(abc); p7_bg_SetLength(bg, sq->n);
gm = p7_profile_Create(hmm->M, abc); p7_ProfileConfig(hmm, bg, gm, sq->n, p7_LOCAL); /* multihit local: H3 default */
om = p7_oprofile_Create(gm->M, abc); p7_oprofile_Convert(gm, om);
/* Allocations */
ox1 = p7_omx_Create(gm->M, sq->n, sq->n);
ox2 = p7_omx_Create(gm->M, sq->n, sq->n);
gx = p7_gmx_Create(gm->M, sq->n);
tr = p7_trace_CreateWithPP();
p7_FLogsumInit();
/* Run Forward, Backward; do OA fill and trace */
p7_Forward (sq->dsq, sq->n, om, ox1, &fsc);
p7_Backward(sq->dsq, sq->n, om, ox1, ox2, &bsc);
p7_Decoding(om, ox1, ox2, ox2); /* <gx2> is now the posterior decoding matrix */
p7_OptimalAccuracy(om, ox2, ox1, &accscore); /* <gx1> is now the OA matrix */
p7_OATrace(om, ox2, ox1, tr);
if (esl_opt_GetBoolean(go, "-d")) { p7_omx_FDeconvert(ox2, gx); p7_gmx_Dump(stdout, gx, p7_DEFAULT); }
if (esl_opt_GetBoolean(go, "-m")) { p7_omx_FDeconvert(ox1, gx); p7_gmx_Dump(stdout, gx, p7_DEFAULT); }
p7_trace_Dump(stdout, tr, gm, sq->dsq);
if (p7_trace_Validate(tr, abc, sq->dsq, errbuf) != eslOK) p7_Die("trace fails validation:\n%s\n", errbuf);
printf("fwd = %.4f nats\n", fsc);
printf("bck = %.4f nats\n", bsc);
printf("acc = %.4f (%.2f%%)\n", accscore, accscore * 100. / (float) sq->n);
/* Cleanup */
esl_sq_Destroy(sq);
p7_trace_Destroy(tr);
p7_omx_Destroy(ox1);
p7_omx_Destroy(ox2);
p7_gmx_Destroy(gx);
p7_oprofile_Destroy(om);
p7_profile_Destroy(gm);
p7_bg_Destroy(bg);
p7_hmm_Destroy(hmm);
esl_alphabet_Destroy(abc);
esl_getopts_Destroy(go);
return 0;
}
int
main(int argc, char **argv)
{
char *hmmfile = argv[1];
char *seqfile = argv[2];
ESL_ALPHABET *abc = NULL;
P7_HMMFILE *hfp = NULL;
P7_HMM *hmm = NULL;
P7_BG *bg = NULL;
P7_PROFILE *gm = NULL;
P7_OPROFILE *om = NULL;
P7_OMX *ox = NULL;
P7_GMX *gx = NULL;
ESL_SQ *sq = NULL;
ESL_SQFILE *sqfp = NULL;
int format = eslSQFILE_UNKNOWN;
float sc;
int status;
/* Read in one HMM */
if (p7_hmmfile_Open(hmmfile, NULL, &hfp) != eslOK) p7_Fail("Failed to open HMM file %s", hmmfile);
if (p7_hmmfile_Read(hfp, &abc, &hmm) != eslOK) p7_Fail("Failed to read HMM");
/* Read in one sequence */
sq = esl_sq_CreateDigital(abc);
status = esl_sqfile_Open(seqfile, format, NULL, &sqfp);
if (status == eslENOTFOUND) p7_Fail("No such file.");
else if (status == eslEFORMAT) p7_Fail("Format unrecognized.");
else if (status == eslEINVAL) p7_Fail("Can't autodetect stdin or .gz.");
else if (status != eslOK) p7_Fail("Open failed, code %d.", status);
if (esl_sqio_Read(sqfp, sq) != eslOK) p7_Fail("Failed to read sequence");
/* create default null model, then create and optimize profile */
bg = p7_bg_Create(abc);
p7_bg_SetLength(bg, sq->n);
gm = p7_profile_Create(hmm->M, abc);
p7_ProfileConfig(hmm, bg, gm, sq->n, p7_LOCAL);
om = p7_oprofile_Create(gm->M, abc);
p7_oprofile_Convert(gm, om);
p7_oprofile_Logify(om);
/* allocate DP matrices, both a generic and an optimized one */
ox = p7_omx_Create(gm->M, 0, sq->n);
gx = p7_gmx_Create(gm->M, sq->n);
/* Useful to place and compile in for debugging:
p7_oprofile_Dump(stdout, om); dumps the optimized profile
p7_omx_SetDumpMode(ox, TRUE); makes the fast DP algorithms dump their matrices
p7_gmx_Dump(stdout, gx); dumps a generic DP matrix
*/
p7_ViterbiScore(sq->dsq, sq->n, om, ox, &sc); printf("viterbi (non-optimized): %.2f nats\n", sc);
p7_GViterbi (sq->dsq, sq->n, gm, gx, &sc); printf("viterbi (generic): %.2f nats\n", sc);
/* now in a real app, you'd need to convert raw nat scores to final bit
* scores, by subtracting the null model score and rescaling.
*/
/* cleanup */
esl_sq_Destroy(sq);
esl_sqfile_Close(sqfp);
p7_omx_Destroy(ox);
p7_gmx_Destroy(gx);
p7_oprofile_Destroy(om);
p7_profile_Destroy(gm);
p7_bg_Destroy(bg);
p7_hmm_Destroy(hmm);
p7_hmmfile_Close(hfp);
esl_alphabet_Destroy(abc);
return 0;
}
int
main(int argc, char **argv)
{
ESL_GETOPTS *go = esl_getopts_CreateDefaultApp(options, 1, argc, argv, banner, usage);
char *hmmfile = esl_opt_GetArg(go, 1);
ESL_STOPWATCH *w = esl_stopwatch_Create();
ESL_RANDOMNESS *r = esl_randomness_CreateFast(esl_opt_GetInteger(go, "-s"));
ESL_ALPHABET *abc = NULL;
P7_HMMFILE *hfp = NULL;
P7_HMM *hmm = NULL;
P7_BG *bg = NULL;
P7_PROFILE *gm = NULL;
P7_OPROFILE *om = NULL;
P7_OMX *fwd = NULL;
P7_OMX *bck = NULL;
P7_OMX *pp = NULL;
int L = esl_opt_GetInteger(go, "-L");
int N = esl_opt_GetInteger(go, "-N");
ESL_DSQ *dsq = malloc(sizeof(ESL_DSQ) * (L+2));
int i;
float fsc, bsc;
double Mcs;
if (p7_hmmfile_Open(hmmfile, NULL, &hfp) != eslOK) p7_Fail("Failed to open HMM file %s", hmmfile);
if (p7_hmmfile_Read(hfp, &abc, &hmm) != eslOK) p7_Fail("Failed to read HMM");
bg = p7_bg_Create(abc); p7_bg_SetLength(bg, L);
gm = p7_profile_Create(hmm->M, abc); p7_ProfileConfig(hmm, bg, gm, L, p7_LOCAL);
om = p7_oprofile_Create(gm->M, abc); p7_oprofile_Convert(gm, om);
p7_oprofile_ReconfigLength(om, L);
fwd = p7_omx_Create(gm->M, L, L);
bck = p7_omx_Create(gm->M, L, L);
pp = p7_omx_Create(gm->M, L, L);
esl_rsq_xfIID(r, bg->f, abc->K, L, dsq);
p7_Forward (dsq, L, om, fwd, &fsc);
p7_Backward(dsq, L, om, fwd, bck, &bsc);
esl_stopwatch_Start(w);
for (i = 0; i < N; i++)
p7_Decoding(om, fwd, bck, pp);
esl_stopwatch_Stop(w);
Mcs = (double) N * (double) L * (double) gm->M * 1e-6 / (double) w->user;
esl_stopwatch_Display(stdout, w, "# CPU time: ");
printf("# M = %d\n", gm->M);
printf("# %.1f Mc/s\n", Mcs);
free(dsq);
p7_omx_Destroy(fwd);
p7_omx_Destroy(bck);
p7_omx_Destroy(pp);
p7_oprofile_Destroy(om);
p7_profile_Destroy(gm);
p7_bg_Destroy(bg);
p7_hmm_Destroy(hmm);
p7_hmmfile_Close(hfp);
esl_alphabet_Destroy(abc);
esl_stopwatch_Destroy(w);
esl_randomness_Destroy(r);
esl_getopts_Destroy(go);
return eslOK;
}
int
main(int argc, char **argv)
{
ESL_GETOPTS *go = esl_getopts_CreateDefaultApp(options, 1, argc, argv, banner, usage);
char *hmmfile = esl_opt_GetArg(go, 1);
ESL_STOPWATCH *w = esl_stopwatch_Create();
ESL_RANDOMNESS *r = esl_randomness_CreateFast(esl_opt_GetInteger(go, "-s"));
ESL_ALPHABET *abc = NULL;
P7_HMMFILE *hfp = NULL;
P7_HMM *hmm = NULL;
P7_BG *bg = NULL;
P7_PROFILE *gm = NULL;
P7_OPROFILE *om = NULL;
P7_GMX *gx = NULL;
P7_OMX *fwd = NULL;
P7_OMX *bck = NULL;
int L = esl_opt_GetInteger(go, "-L");
int N = esl_opt_GetInteger(go, "-N");
ESL_DSQ *dsq = malloc(sizeof(ESL_DSQ) * (L+2));
int i;
float fsc, bsc;
float fsc2, bsc2;
double base_time, bench_time, Mcs;
p7_FLogsumInit();
if (p7_hmmfile_Open(hmmfile, NULL, &hfp) != eslOK) p7_Fail("Failed to open HMM file %s", hmmfile);
if (p7_hmmfile_Read(hfp, &abc, &hmm) != eslOK) p7_Fail("Failed to read HMM");
bg = p7_bg_Create(abc);
p7_bg_SetLength(bg, L);
gm = p7_profile_Create(hmm->M, abc);
p7_ProfileConfig(hmm, bg, gm, L, p7_LOCAL);
om = p7_oprofile_Create(gm->M, abc);
p7_oprofile_Convert(gm, om);
p7_oprofile_ReconfigLength(om, L);
if (esl_opt_GetBoolean(go, "-x") && p7_FLogsumError(-0.4, -0.5) > 0.0001)
p7_Fail("-x here requires p7_Logsum() recompiled in slow exact mode");
if (esl_opt_GetBoolean(go, "-P")) {
fwd = p7_omx_Create(gm->M, 0, L);
bck = p7_omx_Create(gm->M, 0, L);
} else {
fwd = p7_omx_Create(gm->M, L, L);
bck = p7_omx_Create(gm->M, L, L);
}
gx = p7_gmx_Create(gm->M, L);
/* Get a baseline time: how long it takes just to generate the sequences */
esl_stopwatch_Start(w);
for (i = 0; i < N; i++) esl_rsq_xfIID(r, bg->f, abc->K, L, dsq);
esl_stopwatch_Stop(w);
base_time = w->user;
esl_stopwatch_Start(w);
for (i = 0; i < N; i++)
{
esl_rsq_xfIID(r, bg->f, abc->K, L, dsq);
if (esl_opt_GetBoolean(go, "-P")) {
if (! esl_opt_GetBoolean(go, "-B")) p7_ForwardParser (dsq, L, om, fwd, &fsc);
if (! esl_opt_GetBoolean(go, "-F")) p7_BackwardParser(dsq, L, om, fwd, bck, &bsc);
} else {
if (! esl_opt_GetBoolean(go, "-B")) p7_Forward (dsq, L, om, fwd, &fsc);
if (! esl_opt_GetBoolean(go, "-F")) p7_Backward(dsq, L, om, fwd, bck, &bsc);
}
if (esl_opt_GetBoolean(go, "-c") || esl_opt_GetBoolean(go, "-x"))
{
p7_GForward (dsq, L, gm, gx, &fsc2);
p7_GBackward(dsq, L, gm, gx, &bsc2);
printf("%.4f %.4f %.4f %.4f\n", fsc, bsc, fsc2, bsc2);
}
}
esl_stopwatch_Stop(w);
bench_time = w->user - base_time;
Mcs = (double) N * (double) L * (double) gm->M * 1e-6 / (double) bench_time;
esl_stopwatch_Display(stdout, w, "# CPU time: ");
printf("# M = %d\n", gm->M);
printf("# %.1f Mc/s\n", Mcs);
free(dsq);
p7_omx_Destroy(bck);
p7_omx_Destroy(fwd);
p7_gmx_Destroy(gx);
p7_oprofile_Destroy(om);
p7_profile_Destroy(gm);
p7_bg_Destroy(bg);
p7_hmm_Destroy(hmm);
p7_hmmfile_Close(hfp);
esl_alphabet_Destroy(abc);
esl_stopwatch_Destroy(w);
esl_randomness_Destroy(r);
esl_getopts_Destroy(go);
return 0;
}
int
main(int argc, char **argv)
{
ESL_GETOPTS *go = esl_getopts_CreateDefaultApp(options, 2, argc, argv, banner, usage);
char *hmmfile = esl_opt_GetArg(go, 1);
char *seqfile = esl_opt_GetArg(go, 2);
ESL_ALPHABET *abc = NULL;
P7_HMMFILE *hfp = NULL;
P7_HMM *hmm = NULL;
P7_BG *bg = NULL;
P7_PROFILE *gm = NULL;
P7_OPROFILE *om = NULL;
P7_GMX *gx = NULL;
P7_OMX *fwd = NULL;
P7_OMX *bck = NULL;
ESL_SQ *sq = NULL;
ESL_SQFILE *sqfp = NULL;
int format = eslSQFILE_UNKNOWN;
float fraw, braw, nullsc, fsc;
float gfraw, gbraw, gfsc;
double P, gP;
int status;
/* Read in one HMM */
if (p7_hmmfile_Open(hmmfile, NULL, &hfp) != eslOK) p7_Fail("Failed to open HMM file %s", hmmfile);
if (p7_hmmfile_Read(hfp, &abc, &hmm) != eslOK) p7_Fail("Failed to read HMM");
/* Open sequence file for reading */
sq = esl_sq_CreateDigital(abc);
status = esl_sqfile_Open(seqfile, format, NULL, &sqfp);
if (status == eslENOTFOUND) p7_Fail("No such file.");
else if (status == eslEFORMAT) p7_Fail("Format unrecognized.");
else if (status == eslEINVAL) p7_Fail("Can't autodetect stdin or .gz.");
else if (status != eslOK) p7_Fail("Open failed, code %d.", status);
/* create default null model, then create and optimize profile */
bg = p7_bg_Create(abc);
p7_bg_SetLength(bg, sq->n);
gm = p7_profile_Create(hmm->M, abc);
p7_ProfileConfig(hmm, bg, gm, sq->n, p7_UNILOCAL);
om = p7_oprofile_Create(gm->M, abc);
p7_oprofile_Convert(gm, om);
/* p7_oprofile_Dump(stdout, om); */
/* allocate DP matrices for O(M+L) parsers */
fwd = p7_omx_Create(gm->M, 0, sq->n);
bck = p7_omx_Create(gm->M, 0, sq->n);
gx = p7_gmx_Create(gm->M, sq->n);
/* allocate DP matrices for O(ML) fills */
/* fwd = p7_omx_Create(gm->M, sq->n, sq->n); */
/* bck = p7_omx_Create(gm->M, sq->n, sq->n); */
/* p7_omx_SetDumpMode(stdout, fwd, TRUE); */ /* makes the fast DP algorithms dump their matrices */
/* p7_omx_SetDumpMode(stdout, bck, TRUE); */
while ((status = esl_sqio_Read(sqfp, sq)) == eslOK)
{
p7_oprofile_ReconfigLength(om, sq->n);
p7_ReconfigLength(gm, sq->n);
p7_bg_SetLength(bg, sq->n);
p7_omx_GrowTo(fwd, om->M, 0, sq->n);
p7_omx_GrowTo(bck, om->M, 0, sq->n);
p7_gmx_GrowTo(gx, gm->M, sq->n);
p7_bg_NullOne (bg, sq->dsq, sq->n, &nullsc);
p7_ForwardParser (sq->dsq, sq->n, om, fwd, &fraw);
p7_BackwardParser(sq->dsq, sq->n, om, fwd, bck, &braw);
/* p7_Forward (sq->dsq, sq->n, om, fwd, &fsc); printf("forward: %.2f nats\n", fsc); */
/* p7_Backward(sq->dsq, sq->n, om, fwd, bck, &bsc); printf("backward: %.2f nats\n", bsc); */
/* Comparison to other F/B implementations */
p7_GForward (sq->dsq, sq->n, gm, gx, &gfraw);
p7_GBackward (sq->dsq, sq->n, gm, gx, &gbraw);
/* p7_gmx_Dump(stdout, gx); */
fsc = (fraw-nullsc) / eslCONST_LOG2;
gfsc = (gfraw-nullsc) / eslCONST_LOG2;
P = esl_exp_surv(fsc, om->evparam[p7_FTAU], om->evparam[p7_FLAMBDA]);
gP = esl_exp_surv(gfsc, gm->evparam[p7_FTAU], gm->evparam[p7_FLAMBDA]);
if (esl_opt_GetBoolean(go, "-1"))
{
printf("%-30s\t%-20s\t%9.2g\t%6.1f\t%9.2g\t%6.1f\n", sq->name, hmm->name, P, fsc, gP, gfsc);
}
else if (esl_opt_GetBoolean(go, "-P"))
{ /* output suitable for direct use in profmark benchmark postprocessors: */
printf("%g\t%.2f\t%s\t%s\n", P, fsc, sq->name, hmm->name);
}
else
{
printf("target sequence: %s\n", sq->name);
printf("fwd filter raw score: %.2f nats\n", fraw);
printf("bck filter raw score: %.2f nats\n", braw);
printf("null score: %.2f nats\n", nullsc);
printf("per-seq score: %.2f bits\n", fsc);
printf("P-value: %g\n", P);
printf("GForward raw score: %.2f nats\n", gfraw);
printf("GBackward raw score: %.2f nats\n", gbraw);
printf("GForward seq score: %.2f bits\n", gfsc);
printf("GForward P-value: %g\n", gP);
}
esl_sq_Reuse(sq);
}
/* cleanup */
esl_sq_Destroy(sq);
esl_sqfile_Close(sqfp);
p7_omx_Destroy(bck);
p7_omx_Destroy(fwd);
p7_gmx_Destroy(gx);
p7_oprofile_Destroy(om);
p7_profile_Destroy(gm);
p7_bg_Destroy(bg);
p7_hmm_Destroy(hmm);
p7_hmmfile_Close(hfp);
esl_alphabet_Destroy(abc);
esl_getopts_Destroy(go);
return 0;
}
int main(int argc, char **argv)
{
ESL_GETOPTS *go = esl_getopts_CreateDefaultApp(options, 2, argc, argv, banner, usage);
char *hmmfile = esl_opt_GetArg(go, 1);
char *seqfile = esl_opt_GetArg(go, 2);
ESL_STOPWATCH *w = esl_stopwatch_Create();
ESL_RANDOMNESS*r = esl_randomness_Create(esl_opt_GetInteger(go, "-s"));
ESL_ALPHABET*abc = NULL;
P7_HMMFILE *hfp = NULL;
P7_HMM *hmm = NULL;
P7_BG *bg = NULL;
P7_PROFILE *gm1, *gm2;
int L = esl_opt_GetInteger(go, "-L");
int N = esl_opt_GetInteger(go, "-N") / SSE16_NVALS;
int MaxPart = esl_opt_GetInteger(go, "-M");
int NROUNDS = esl_opt_GetInteger(go, "-R");
int check = esl_opt_GetBoolean(go, "-c");
__m128 resdata[10];
int i, j;
float *sc1 = (float*) resdata;
ESL_SQFILE *sqfp = NULL;
DATA_COPS16 *dcops;
struct timeb tbstart, tbend;
int sumlengths = 0;
float* results = NULL;
srand(time(NULL));
if (p7_hmmfile_Open(hmmfile, NULL, &hfp) != eslOK) p7_Fail("Failed to open HMM file %s", hmmfile);
if (p7_hmmfile_Read(hfp, &abc, &hmm) != eslOK) p7_Fail("Failed to read HMM");
bg = p7_bg_Create(abc);
p7_bg_SetLength(bg, L);
gm1 = p7_profile_Create(hmm->M, abc);
gm2 = p7_profile_Create(hmm->M, abc);
p7_ProfileConfig(hmm, bg, gm1, L, p7_UNILOCAL);
p7_ProfileConfig(hmm, bg, gm2, L, p7_UNILOCAL);
dcops = p7_ViterbiCOPSw_Create(gm1);
p7_ViterbiCOPSW_Setup(dcops, L+100, MaxPart); // use max L
dcops->L = L;
int dbsize = SSE16_NVALS*N;
SEQ **seqsdb= calloc(dbsize+1, sizeof(SEQ*));
int equallength = 1;
if (esl_sqfile_OpenDigital(abc, seqfile, eslSQFILE_FASTA, NULL, &sqfp) == eslOK)
{ // Use Sequence file
ESL_SQ* sq = esl_sq_CreateDigital(abc);
int maxseqs, len=0;
if (esl_opt_IsDefault(go, "-N")) // N not specified in cmdline
maxseqs = INT_MAX; // no limit
else
maxseqs = SSE16_NVALS*N; // use cmdline limit
for (j = 0; j < maxseqs && esl_sqio_Read(sqfp, sq) == eslOK; j++)
{
if (equallength && sq->n != len && j > 0)
equallength = 0;
len = sq->n;
if (j > dbsize)
{ seqsdb = realloc(seqsdb, 2*(dbsize+1)*sizeof(SEQ*));
dbsize *= 2;
}
ESL_DSQ* dsq = sq->dsq;
seqsdb[j] = malloc(sizeof(SEQ));
seqsdb[j]->length = len;
seqsdb[j]->seq = malloc((len+4)*sizeof(ESL_DSQ));
memcpy(seqsdb[j]->seq, dsq, len+2);
sumlengths += len;
esl_sq_Reuse(sq);
}
N = j/SSE16_NVALS;
}
else // Not found database. Generate random sequences
for (i = 0; i < N; i++)
for (j = 0; j < SSE16_NVALS; j++)
{
int len = L; // - rand()%1000;
seqsdb[i*SSE16_NVALS+j] = malloc(sizeof(SEQ));
seqsdb[i*SSE16_NVALS+j]->seq = malloc(len+4);
seqsdb[i*SSE16_NVALS+j]->length = len;
esl_rsq_xfIID(r, bg->f, abc->K, len, seqsdb[i*SSE16_NVALS+j]->seq);
sumlengths += len;
}
printf("Viterbi COPS Word with %d threads, model %s. ModelLen: %d, #Segms: %d, SeqL.: %d, #seqs: %d, Partition: %d, #parts: %d\n",
NTHREADS, hmmfile, gm1->M, (int) ceil(gm1->M/SSE16_NVALS), L, SSE16_NVALS*N*NROUNDS, dcops->partition, dcops->Npartitions);
/* // No. of partitions computed without full parallelism ( == no. of threads active while some are idle)
int Niters_part = dcops->Npartitions % NTHREADS;
// No. of Model lines that could be computed but are wasted by idle threads waiting on the end
int Nwasted_threads = dcops->partition * ((NTHREADS-Niters_part) % NTHREADS);
// No. of lines in the last partition that go beyond M. It's wasted comp time by a single thread
int Nwasted_leftover= (dcops->partition - gm1->M % dcops->partition) % dcops->partition;
// Total number of wasted lines
int wastedcomp = Nwasted_threads + Nwasted_leftover;
// Total number of lines computed and waited for
int totalcomp = wastedcomp + gm1->M; // same as: roundtop(gm1->M, dcops->partition * NTHREADS);
printf("Total Comp Lines: %d | Wasted Comp Lines: %d\n", totalcomp, wastedcomp);
*/
if (check) results = (float*) alloc_m128_aligned64((N+1)*2);
ftime(&tbstart);
if (!equallength)
{ // Sort sequences by length
qsort(seqsdb, N*SSE16_NVALS, sizeof(SEQ*), compare_seqs);
}
for (j = 0; j < NROUNDS; j++)
for (i = 0; i < N; i++)
{
// if (i % 1000 == 0) printf("Seq %d\n", i);
p7_ViterbiCOPSw_run(dcops, seqsdb+i*SSE16_NVALS, sc1);
if (check) memcpy(results+i*SSE16_NVALS, sc1, 32); // 32 bytes indeed! SSE16_NVALS floats
}
ftime(&tbend);
double secs = TIMEDIFF(tbstart,tbend);
w->elapsed = w->user = secs;
esl_stopwatch_Display(stdout, w, "# Opt CPU time: ");
double compmillioncells = NROUNDS * (double) sumlengths * (double) hmm->M * 1e-6;
printf("# %.0fM cells in %.1f Mc/s\n", compmillioncells, compmillioncells / secs);
if (check)
{ P7_OPROFILE *om = p7_oprofile_Create(hmm->M, gm1->abc);
p7_oprofile_Convert(gm1, om);
P7_OMX *ox = p7_omx_Create(hmm->M, 0, 0);
printf("Compare results against base version\n");
for (i = 0; i < N; i++)
{
int maxll = 0; float sc2;
for (j = 0; j < SSE16_NVALS; j++)
if (maxll < seqsdb[i*SSE16_NVALS+j]->length)
maxll = seqsdb[i*SSE16_NVALS+j]->length;
p7_oprofile_ReconfigRestLength(om, maxll);
// p7_ReconfigLength(gm2, maxll); // emulate the lock-step inter-sequence reconfigs
for (j = 0; j < SSE16_NVALS; j++)
{
// p7_ReconfigLength(gm2, seqsdb[i*SSE16_NVALS+j]->length);
// p7_Viterbi_unilocal(seqsdb[i*SSE16_NVALS+j]->seq, seqsdb[i*SSE16_NVALS+j]->length, gm2, &sc3);
// p7_Viterbi_unilocal_word(seqsdb[i*SSE16_NVALS+j]->seq, seqsdb[i*SSE16_NVALS+j]->length, gm2, &sc2);
// p7_oprofile_ReconfigLength(om, seqsdb[i*SSE16_NVALS+j]->length);
p7_ViterbiFilter(seqsdb[i*SSE16_NVALS+j]->seq, seqsdb[i*SSE16_NVALS+j]->length, om, ox, &sc2);
sc2 += 1.0; // -2.0nat optimization, Local to Unilocal mode
if (fabs(results[i*SSE16_NVALS+j] - sc2) > 0.0001)
{ printf("Seq %d Len %4d: %f - %f\tdiff: %f\n", i*SSE16_NVALS+j, seqsdb[i*SSE16_NVALS+j]->length,
results[i*SSE16_NVALS+j], sc2, fabs(results[i*SSE16_NVALS+j] - sc2));
}
}
}
}
return 0;
}
int main(int argc, char **argv)
{
ESL_GETOPTS *go = esl_getopts_CreateDefaultApp(options, 2, argc, argv, banner, usage);
char *hmmfile = esl_opt_GetArg(go, 1);
char *seqfile = esl_opt_GetArg(go, 2);
ESL_STOPWATCH *w = esl_stopwatch_Create();
ESL_RANDOMNESS*r = esl_randomness_Create(esl_opt_GetInteger(go, "-s"));
ESL_ALPHABET*abc = NULL;
P7_HMMFILE *hfp = NULL;
P7_HMM *hmm = NULL;
P7_BG *bg = NULL;
P7_PROFILE *gm1, *gm2;
int L = 2000; // esl_opt_GetInteger(go, "-L");
int N = esl_opt_GetInteger(go, "-N");
int MaxPart = esl_opt_GetInteger(go, "-M");
__m128 resdata[10];
float *sc1 = (float*) (resdata+0); // uses 1 __m128s
ESL_DSQ *dsq = NULL;
int i, j;
ESL_SQFILE *sqfp = NULL;
DATA_STREAM *dstream;
struct timeb tbstart, tbend;
int sumlengths = 0;
if (p7_hmmfile_Open(hmmfile, NULL, &hfp)!= eslOK) p7_Fail("Failed to open HMM file %s", hmmfile);
if (p7_hmmfile_Read(hfp, &abc, &hmm) != eslOK) p7_Fail("Failed to read HMM");
bg = p7_bg_Create(abc);
p7_bg_SetLength(bg, L);
gm1 = p7_profile_Create(hmm->M, abc);
gm2 = p7_profile_Create(hmm->M, abc);
p7_ProfileConfig(hmm, bg, gm1, L, p7_UNILOCAL);
p7_ProfileConfig(hmm, bg, gm2, L, p7_UNILOCAL);
dstream = p7_ViterbiStream_Create(gm1);
p7_ViterbiStream_Setup(dstream, L+100, MaxPart); // use max L
dstream->L = L;
// No. of partitions computed without full parallelism ( == no. of threads active while some are idle)
int Niters_part = dstream->Npartitions % NTHREADS;
// No. of Model lines that could be computed but are wasted by idle threads waiting on the end
int Nwasted_threads = dstream->partition * ((NTHREADS-Niters_part) % NTHREADS);
// No. of lines in the last partition that go beyond M. It's wasted comp time by a single thread
int Nwasted_leftover= (dstream->partition - gm1->M % dstream->partition) % dstream->partition;
// Total number of wasted lines
int wastedcomp = Nwasted_threads + Nwasted_leftover;
// Total number of lines computed and waited for
int totalcomp = wastedcomp + gm1->M; // same as: roundtop(gm1->M, dstream->partition * NTHREADS);
printf("Viterbi Stream Word with %d Threads, model %s: Modelsize %d, #Segms: %d, SeqL: %d, Nseqs %d, Part %d, #Parts %d\n",
NTHREADS, hmmfile, gm1->M, (int) ceil(gm1->M/8.0), L, 8*N, dstream->partition, dstream->Npartitions);
printf("Total Comp Lines: %d | Wasted Comp Lines: %d\n", totalcomp, wastedcomp);
// for ViterbiFilter
P7_OPROFILE *om = p7_oprofile_Create(hmm->M, gm1->abc);
p7_oprofile_Convert(gm1, om);
P7_OMX *ox = p7_omx_Create(hmm->M, 0, 0);
dsq_cmp_t **seqsdb= calloc(8*N+64, sizeof(dsq_cmp_t*));
if(0)
{ ESL_SQ* sq = esl_sq_CreateDigital(abc);
if (esl_sqfile_OpenDigital(abc, seqfile, eslSQFILE_FASTA, NULL, &sqfp) != eslOK)
{ p7_Fail("Failed to open sequence file\n"); return -1; }
for (j = 0; j < 8*N; j++)
{
int res = esl_sqio_Read(sqfp, sq);
if (res != eslOK) { printf("ATENCAO: faltam sequencias\n"); break; }
int len = sq->n;
dsq = sq->dsq;
seqsdb[j] = malloc(sizeof(dsq_cmp_t));
seqsdb[j]->length = len;
seqsdb[j]->seq = malloc((len+4)*sizeof(ESL_DSQ));
memcpy(seqsdb[j]->seq, dsq, len+2);
sumlengths += len;
esl_sq_Reuse(sq);
}
ftime(&tbstart);
N = j/8;
printf("N = %d\n", N);
// Sort sequences by length
qsort(seqsdb, N*8, sizeof(dsq_cmp_t*), compare_seqs);
}
else if(0)
for (i = 0; i < N; i++)
{
for (j = 0; j < 8; j++)
{
int len = L - rand()%1000;
seqsdb[i*8+j] = malloc(sizeof(dsq_cmp_t));
seqsdb[i*8+j]->seq = malloc(len+4);
seqsdb[i*8+j]->length = len;
esl_rsq_xfIID(r, bg->f, abc->K, len, seqsdb[i*8+j]->seq);
sumlengths += len;
}
}
// double sumerrors = 0;
float* results = (float*) alloc_m128_aligned64(N*2+2);
ftime(&tbstart);
for (j = 0; j < N; j++)
for (i = 0; i < N; i++)
{
// if (i % 10000 == 0) printf("START %d\n", i);
p7_ViterbiStream(dstream, seqsdb+i*8, sc1);
// memcpy(results+i*8, sc1, 32);
}
ftime(&tbend);
double secs = TIMEDIFF(tbstart,tbend);
// printf("Qsort time: %6.3f | Viterbi time: %6.3f\n", TIMEDIFF(tbqsort,tbstart), secs);
w->elapsed = w->user = secs;
esl_stopwatch_Display(stdout, w, "# Opt CPU time: ");
printf("# %.0fM cells in %.1f Mc/s\n", (sumlengths * (double) gm1->M) / 1e6, (sumlengths * (double) gm1->M * 1e-6) / secs);
if(0) // compare results against base version
for (i = 0; i < 1000 && i < N; i++)
{
int maxll = 0; float sc2;
for (j = 0; j < 8; j++)
if (maxll < seqsdb[i*8+j]->length)
maxll = seqsdb[i*8+j]->length;
// for (j = 0; j < 8; j++) printf("%d ", seqsdb[i*8+j]->length); printf("\n");
// if (i % 10 == 0) printf("i %d\n", i);
p7_oprofile_ReconfigRestLength(om, maxll);
p7_ReconfigLength(gm2, maxll); // fazer Reconfig aqui para emular compl o VitStream
for (j = 0; j < 8; j++)
{
// p7_ReconfigLength(gm2, seqsdb[i*8+j]->length);
// p7_Viterbi_unilocal(seqsdb[i*8+j]->seq, seqsdb[i*8+j]->length, gm2, &sc3);
// p7_Viterbi_unilocal_word(seqsdb[i*8+j]->seq, seqsdb[i*8+j]->length, gm2, &sc2);
// p7_oprofile_ReconfigLength(om, seqsdb[i*8+j]->length);
p7_ViterbiFilter(seqsdb[i*8+j]->seq, seqsdb[i*8+j]->length, om, ox, &sc2);
//sumerrors += fabs(sc1[j]- sc2);
if (fabs(results[i*8+j] - sc2) > 0.00001)
{ printf("%3d-%d L %4d: VS %f d %f\t| Base SerI %f\n", i, j, seqsdb[i*8+j]->length,
results[i*8+j], fabs(results[i*8+j] - sc2), sc2);
getc(stdin);
}
}
}
return 0;
}
int init_hmmer_wrapper(const char* hmmfile) {
p7_FLogsumInit();
impl_Init();
esl_exception_SetHandler(hmmer_error_handler);
int status, index;
P7_HMM* model = NULL;
P7_PROFILE* gm = NULL;
P7_OPROFILE* om = NULL;
status = p7_hmmfile_Open(hmmfile, p7_HMMDBENV, &hmm_fp);
if(status != eslOK) {
if(hmm_fp) {
p7_hmmfile_Close(hmm_fp);
}
if(!hmm_fp->is_pressed) {
return MODELS_NOT_PRESSED;
}
return -status;
}
model = NULL;
while((status = p7_hmmfile_Read(hmm_fp, &abc, &model)) == eslOK) {
if(bg == NULL) {
bg = p7_bg_Create(abc);
p7_bg_SetLength(bg, 400);
}
gm = p7_profile_Create(model->M, abc);
om = p7_oprofile_Create(model->M, abc);
p7_ProfileConfig(model, bg, gm, 400, p7_UNILOCAL);
p7_oprofile_Convert(gm, om);
/*while((status = p7_oprofile_ReadMSV(hmm_fp, &abc, &om)) == eslOK) {
p7_oprofile_ReadRest(hmm_fp, om);*/
if(num_models >= models_capacity) {
models_capacity += INC_NUM_MODELS;
models = (P7_OPROFILE**)realloc(models, sizeof(P7_OPROFILE*) * models_capacity);
gmodels = (P7_PROFILE**)realloc(gmodels, sizeof(P7_PROFILE*) * models_capacity);
}
models[num_models] = om;
gmodels[num_models] = gm;
p7_hmm_Destroy(model);
model = NULL;
om = NULL;
gm = NULL;
num_models++;
}
if(models == 0) {
return 0;
}
tr = p7_trace_CreateWithPP();
oxf = p7_omx_Create(400, 400, 400);
oxb = p7_omx_Create(400, 400, 400);
wrapper_results = (WRAPPER_RESULT**)malloc(sizeof(WRAPPER_RESULT*) * num_models);
for(index = 0;index < num_models;index++) {
wrapper_results[index] = new_result();
}
num_results = 0;
return num_models;
}