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HaplotypeCaller: add a debug --pair-hmm-results-file argument that du…
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…mps the the exact inputs/outputs of the PairHMM to a file (#7660)

Created a debug output argument --pair-hmm-results-file for the HaplotypeCaller that dumps the the exact inputs and outputs of of the HMM to a file for debugging purposes
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jamesemery committed Mar 10, 2022
1 parent 572b84a commit 241d13a
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Showing 10 changed files with 1,257 additions and 4 deletions.
Original file line number Diff line number Diff line change
Expand Up @@ -226,7 +226,7 @@ public static ReadLikelihoodCalculationEngine createLikelihoodCalculationEngine(
: QualityUtils.qualToErrorProbLog10(likelihoodArgs.phredScaledGlobalReadMismappingRate);

return new PairHMMLikelihoodCalculationEngine((byte) likelihoodArgs.gcpHMM, likelihoodArgs.dontUseDragstrPairHMMScores ? null : DragstrParamUtils.parse(likelihoodArgs.dragstrParams),
likelihoodArgs.pairHMMNativeArgs.getPairHMMArgs(), likelihoodArgs.pairHMM, log10GlobalReadMismappingRate, likelihoodArgs.pcrErrorModel,
likelihoodArgs.pairHMMNativeArgs.getPairHMMArgs(), likelihoodArgs.pairHMM, likelihoodArgs.pairHmmResultsFile, log10GlobalReadMismappingRate, likelihoodArgs.pcrErrorModel,
likelihoodArgs.BASE_QUALITY_SCORE_THRESHOLD, likelihoodArgs.enableDynamicReadDisqualification, likelihoodArgs.readDisqualificationThresholdConstant,
likelihoodArgs.expectedErrorRatePerBase, !likelihoodArgs.disableSymmetricallyNormalizeAllelesToReference, likelihoodArgs.disableCapReadQualitiesToMapQ, handleSoftclips);
}
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Expand Up @@ -104,6 +104,13 @@ public final class LikelihoodEngineArgumentCollection implements Serializable {
@Argument(fullName="dynamic-read-disqualification-threshold", doc="Constant used to scale the dynamic read disqualificaiton")
public double readDisqualificationThresholdConstant = PairHMMLikelihoodCalculationEngine.DEFAULT_DYNAMIC_DISQUALIFICATION_SCALE_FACTOR;

/**
* Argument for generating a file of all of the inputs and outputs for the pair hmm
*/
@Advanced
@Argument(fullName="pair-hmm-results-file", doc="File to write exact pairHMM inputs/outputs to for debugging purposes", optional = true)
public GATKPath pairHmmResultsFile = null;

@ArgumentCollection
public PairHMMNativeArgumentCollection pairHMMNativeArgs = new PairHMMNativeArgumentCollection();
}
Original file line number Diff line number Diff line change
Expand Up @@ -5,6 +5,7 @@
import org.apache.logging.log4j.LogManager;
import org.apache.logging.log4j.Logger;
import org.broadinstitute.gatk.nativebindings.pairhmm.PairHMMNativeArguments;
import org.broadinstitute.hellbender.engine.GATKPath;
import org.broadinstitute.hellbender.utils.dragstr.DragstrParams;
import org.broadinstitute.hellbender.utils.MathUtils;
import org.broadinstitute.hellbender.utils.QualityUtils;
Expand All @@ -18,6 +19,7 @@
import org.broadinstitute.hellbender.utils.read.ReadUtils;
import org.broadinstitute.hellbender.utils.variant.GATKVariantContextUtils;

import java.io.OutputStreamWriter;
import java.util.*;
import java.util.function.ToDoubleFunction;

Expand Down Expand Up @@ -104,14 +106,15 @@ public PairHMMLikelihoodCalculationEngine(final byte constantGCP,
final PairHMM.Implementation hmmType,
final double log10globalReadMismappingRate,
final PCRErrorModel pcrErrorModel) {
this( constantGCP, dragstrParams, arguments, hmmType, log10globalReadMismappingRate, pcrErrorModel, PairHMM.BASE_QUALITY_SCORE_THRESHOLD, false, DEFAULT_DYNAMIC_DISQUALIFICATION_SCALE_FACTOR, DEFAULT_EXPECTED_ERROR_RATE_PER_BASE, true, false, true);
this( constantGCP, dragstrParams, arguments, hmmType, null, log10globalReadMismappingRate, pcrErrorModel, PairHMM.BASE_QUALITY_SCORE_THRESHOLD, false, DEFAULT_DYNAMIC_DISQUALIFICATION_SCALE_FACTOR, DEFAULT_EXPECTED_ERROR_RATE_PER_BASE, true, false, true);
}

/**
* Create a new PairHMMLikelihoodCalculationEngine using provided parameters and hmm to do its calculations
*
* @param constantGCP the gap continuation penalty to use with the PairHMM
* @param hmmType the type of the HMM to use
* @param resultsFile output file to dump per-read, per-haplotype inputs and outputs for debugging purposes (null if not enabled).
* @param log10globalReadMismappingRate the global mismapping probability, in log10(prob) units. A value of
* -3 means that the chance that a read doesn't actually belong at this
* location in the genome is 1 in 1000. The effect of this parameter is
Expand All @@ -128,6 +131,7 @@ public PairHMMLikelihoodCalculationEngine(final byte constantGCP,
final DragstrParams dragstrParams,
final PairHMMNativeArguments arguments,
final PairHMM.Implementation hmmType,
final GATKPath resultsFile,
final double log10globalReadMismappingRate,
final PCRErrorModel pcrErrorModel,
final byte baseQualityScoreThreshold,
Expand All @@ -150,6 +154,9 @@ public PairHMMLikelihoodCalculationEngine(final byte constantGCP,
this.log10globalReadMismappingRate = log10globalReadMismappingRate;
this.pcrErrorModel = this.dragstrParams == null ? pcrErrorModel : PCRErrorModel.NONE;
this.pairHMM = hmmType.makeNewHMM(arguments);
if (resultsFile != null) {
pairHMM.setAndInitializeDebugOutputStream(new OutputStreamWriter(resultsFile.getOutputStream()));
}
this.dynamicDisqualification = dynamicReadDisqualificaiton;
this.readDisqualificationScale = readDisqualificationScale;
this.symmetricallyNormalizeAllelesToReference = symmetricallyNormalizeAllelesToReference;
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@@ -1,10 +1,12 @@
package org.broadinstitute.hellbender.utils.pairhmm;

import com.google.common.annotations.VisibleForTesting;
import htsjdk.samtools.SAMUtils;
import htsjdk.variant.variantcontext.Allele;
import org.apache.logging.log4j.LogManager;
import org.apache.logging.log4j.Logger;
import org.broadinstitute.gatk.nativebindings.pairhmm.PairHMMNativeArguments;
import org.broadinstitute.hellbender.exceptions.GATKException;
import org.broadinstitute.hellbender.exceptions.UserException;
import org.broadinstitute.hellbender.utils.MathUtils;
import org.broadinstitute.hellbender.utils.Utils;
Expand All @@ -13,6 +15,8 @@
import org.broadinstitute.hellbender.utils.read.GATKRead;

import java.io.Closeable;
import java.io.IOException;
import java.io.OutputStreamWriter;
import java.util.Arrays;
import java.util.List;
import java.util.Map;
Expand All @@ -31,6 +35,8 @@ public abstract class PairHMM implements Closeable{
protected byte[] previousHaplotypeBases;
protected int hapStartIndex;

protected OutputStreamWriter debugOutputStream;

public enum Implementation {
/* Very slow implementation which uses very accurate log10 sum functions. Only meant to be used as a reference test implementation */
EXACT(args -> {
Expand Down Expand Up @@ -228,6 +234,7 @@ public void computeLog10Likelihoods(final LikelihoodMatrix<GATKRead, Haplotype>
readBases, readQuals, readInsQuals, readDelQuals, overallGCP, isFirstHaplotype, nextAlleleBases);
logLikelihoods.set(a, readIndex, lk);
mLogLikelihoodArray[idx++] = lk;
writeToResultsFileIfApplicable(readBases, readQuals, readInsQuals, readDelQuals, overallGCP, alleleBases, lk);
}
readIndex++;
}
Expand All @@ -239,6 +246,7 @@ public void computeLog10Likelihoods(final LikelihoodMatrix<GATKRead, Haplotype>
}
}


/**
* Compute the total probability of read arising from haplotypeBases given base substitution, insertion, and deletion
* probabilities.
Expand Down Expand Up @@ -350,12 +358,46 @@ public double[] getLogLikelihoodArray() {
return mLogLikelihoodArray;
}

/**
* Attach a debugOuputStream to this HMM instance
*/
public void setAndInitializeDebugOutputStream(final OutputStreamWriter writer) {
try {
debugOutputStream = writer;
debugOutputStream.write("# hap-bases read-bases read-qual read-ins-qual read-del-qual gcp expected-result");
} catch (IOException e) {
throw new GATKException("Error writing to specified HMM results output stream", e);
}
}

/**
* Method to be invoked by implementing HMM engines to output the various hmm inputs/outputs with uniform formatting.
*/
protected void writeToResultsFileIfApplicable(byte[] readBases, byte[] readQuals, byte[] readInsQuals, byte[] readDelQuals, byte[] overallGCP, byte[] alleleBases, double lk) {

if (debugOutputStream!= null) {
try {
debugOutputStream.write("\n" + new String(alleleBases) + " " + new String(readBases) + " " + SAMUtils.phredToFastq(readQuals) + " " + SAMUtils.phredToFastq(readInsQuals) + " " + SAMUtils.phredToFastq(readDelQuals) + " " + SAMUtils.phredToFastq(overallGCP) + " " + String.format("%e",lk));
} catch (IOException e) {
throw new GATKException("Error writing to specified HMM results output stream", e);
}
}
}

/**
* Called at the end of the program to close files, print profiling information etc
*/
@Override
public void close() {
if(doProfiling)
logger.info("Total compute time in PairHMM computeLogLikelihoods() : "+(pairHMMComputeTime*1e-9));
if(doProfiling) {
logger.info("Total compute time in PairHMM computeLogLikelihoods() : " + (pairHMMComputeTime * 1e-9));
}
if(debugOutputStream != null) {
try {
debugOutputStream.close();
} catch (IOException e) {
throw new GATKException("Error closing the pairHMM debug output stream", e);
}
}
}
}
Original file line number Diff line number Diff line change
Expand Up @@ -146,6 +146,7 @@ public void computeLog10Likelihoods(final LikelihoodMatrix<GATKRead, Haplotype>
//get idx of current haplotype in the list and use this idx to get the right likelihoodValue
final int idxInsideHaplotypeList = haplotypeToHaplotypeListIdxMap.get(haplotype);
logLikelihoods.set(hapIdx, r, mLogLikelihoodArray[readIdx + idxInsideHaplotypeList]);
writeToResultsFileIfApplicable(readDataArray[r].readBases, readDataArray[r].readQuals, readDataArray[r].insertionGOP, readDataArray[r].deletionGOP, readDataArray[r].overallGCP, haplotype.getBases(), mLogLikelihoodArray[readIdx + idxInsideHaplotypeList]);
++hapIdx;
}
readIdx += numHaplotypes;
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Original file line number Diff line number Diff line change
Expand Up @@ -31,7 +31,9 @@
import org.broadinstitute.hellbender.utils.Utils;
import org.broadinstitute.hellbender.utils.gcs.BucketUtils;
import org.broadinstitute.hellbender.utils.io.IOUtils;
import org.broadinstitute.hellbender.utils.pairhmm.PairHMM;
import org.broadinstitute.hellbender.utils.read.GATKRead;
import org.broadinstitute.hellbender.utils.text.XReadLines;
import org.broadinstitute.hellbender.utils.variant.GATKVCFConstants;
import org.broadinstitute.hellbender.utils.variant.HomoSapiensConstants;
import org.testng.Assert;
Expand Down Expand Up @@ -1606,4 +1608,58 @@ private static boolean isGVCFReferenceBlock( final VariantContext vc ) {
vc.getAlternateAlleles().size() == 1 &&
vc.getAlternateAllele(0).equals(Allele.NON_REF_ALLELE);
}


@DataProvider(name="PairHMMResultsModes")
public Object[][] PairHMMResultsModes() {
return new Object[][] {
{PairHMM.Implementation.AVX_LOGLESS_CACHING, new File(TEST_FILES_DIR, "expected.AVX.hmmresults.txt")},
{PairHMM.Implementation.LOGLESS_CACHING, new File(TEST_FILES_DIR, "expected.Java.hmmresults.txt")},
{PairHMM.Implementation.ORIGINAL, new File(TEST_FILES_DIR, "expected.Original.hmmresults.txt")},
{PairHMM.Implementation.EXACT, new File(TEST_FILES_DIR, "expected.Exact.hmmresults.txt")},

};
}

@Test(dataProvider = "PairHMMResultsModes")
public void testPairHMMResultsFile(final PairHMM.Implementation implementation, final File expected) throws Exception {
Utils.resetRandomGenerator();

final File vcfOutput = createTempFile("hmmResultFileTest", ".vcf");
final File hmmOutput = createTempFile("hmmResult", ".txt");

final String hmmOutputPath = UPDATE_EXACT_MATCH_EXPECTED_OUTPUTS ? expected.getAbsolutePath() : hmmOutput.getAbsolutePath();

final String[] args = {
"-I", NA12878_20_21_WGS_bam,
"-R", b37_reference_20_21,
"-L", "20:10000117",
"-ip", "100",
"-O", vcfOutput.getAbsolutePath(),
"--pair-hmm-results-file", hmmOutputPath,
"-pairHMM", implementation.name()
};

runCommandLine(args);

if ( ! UPDATE_EXACT_MATCH_EXPECTED_OUTPUTS ) {
// Travis instances appear to produce subtly different results for the AVX caching results. Here we ensure that
// the test is weak enough to pass even if there are some integer rounding mismatches.
// TODO It merits investigation into what exactly is mismatching on travis
if (implementation == PairHMM.Implementation.AVX_LOGLESS_CACHING) {
XReadLines actualLines = new XReadLines(hmmOutput);
XReadLines expectedLines = new XReadLines(expected);

while (actualLines.hasNext() && expectedLines.hasNext()) {
final String expectedLine = expectedLines.next();
final String actualLine = actualLines.next();
Assert.assertEquals(actualLine.split(" ").length, expectedLine.split(" ").length);
}
Assert.assertEquals(actualLines.hasNext(), expectedLines.hasNext());
// For the java HMMs we expect exact matching outputs so we assert that.
} else {
IntegrationTestSpec.assertEqualTextFiles(hmmOutput, expected);
}
}
}
}
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