mirror of
https://github.com/PAMGuard/PAMGuard.git
synced 2024-11-25 08:32:32 +00:00
Ketos model fixes
Fixed bug in ketos models were, if no transforms were present, the model would not load. Also fixed an error when no class names were provided.
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parent
490daf4481
commit
fd31d94aa9
@ -502,7 +502,7 @@ public class BinaryOutputStream {
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*/
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public synchronized boolean storeData(DataOutputStream outputStream, int objectId, DataUnitBaseData baseData, BinaryObjectData binaryObjectData) {
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if (lastObjectType == BinaryTypes.MODULE_FOOTER) {
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System.out.printf("Storing binary object type %d in file %s with no module header\n", objectId, outputStream.toString());
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System.out.printf("Storing binary object type %d in file %s with no module header\n", objectId, outputStream == null ? null : outputStream.toString());
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}
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byte[] data = binaryObjectData.getData();
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int objectLength = binaryObjectData.getDataLength();
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@ -421,11 +421,16 @@ public abstract class StandardModelPane extends SettingsPane<StandardModelParams
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//get class names from the paramClone as these may have been set by a loaded model
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//instea of a use changing a control.
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//instead of a using changing a control.
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currParams.classNames = paramsClone.classNames;
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currParams.numClasses = paramsClone.numClasses;
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currParams.useDefaultSegLen = usedefaultSeg.isSelected();
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//System.out.println("Get CLASS NAMES: currParams.classNames: " + currParams.classNames + " Num classes " + currParams.numClasses);
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return currParams;
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}
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@ -49,6 +49,12 @@ public class StandardModelParams implements Serializable, Cloneable {
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*/
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public int numClasses = 0;
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/**
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* The class names. e.g. porpoise, noise, bat
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*/
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public DLClassName[] classNames;
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/**
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* List of transforms for the raw data e.g. filtering, spectrogram, spectrogram normalisation etc.
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* This is only used for saving serialised settings
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@ -74,10 +80,7 @@ public class StandardModelParams implements Serializable, Cloneable {
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public boolean useDefaultSegLen = false;
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/**
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* The class names. e.g. porpoise, noise, bat
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*/
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public DLClassName[] classNames;
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/**
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* Which classes to apply binary classification to.
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@ -224,7 +224,6 @@ public class KetosClassifier implements DLClassiferModel, PamSettings {
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* @param ketosDLParams - the Ketos parameters.
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*/
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public KetosDLParams getKetosParams() {
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// TODO Auto-generated method stub
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return ketosDLParams;
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}
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@ -13,6 +13,8 @@ import org.jamdev.jdl4pam.transforms.WaveTransform;
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import org.jamdev.jdl4pam.transforms.jsonfile.DLTransformsParser;
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import org.jamdev.jdl4pam.utils.DLUtils;
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import org.jamdev.jpamutils.wavFiles.AudioData;
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import org.jamdev.jpamutils.JamArr;
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/**
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* Test the Ketos models in PAMGuard.
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@ -33,8 +35,9 @@ public class KetosModelTest {
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//File file = new File("/Volumes/GoogleDrive-108005893101854397430/My Drive/PAMGuard_dev/Deep_Learning/Meridian/orca/kw_detector_v11_5s.ktpb");
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//the wav file to test.
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String wavFilePath = "/Volumes/GoogleDrive/My Drive/PAMGuard_dev/Deep_Learning/Meridian/right_whales/for_pamguard/input.wav";
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//String wavFilePath = "/Volumes/GoogleDrive/My Drive/PAMGuard_dev/Deep_Learning/Meridian/right_whales/for_pamguard/input.wav";
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String wavFilePath = "/Volumes/GoogleDrive-108005893101854397430/My Drive/PAMGuard_dev/Deep_Learning/Meridian/humpback_whales/wav/5353.210403161502.wav";
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try {
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//the ketos model.
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KetosModel ketosModel = new KetosModel(file);
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@ -44,12 +47,14 @@ public class KetosModelTest {
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//get the audio representation file.
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KetosParams ketosParams = new KetosParams(jsonString);
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ketosParams.defaultOutputShape = ketosModel.getOutShape();
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//System.out.println(ketosParams.toString());
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System.out.println("Output shape" + ketosParams.defaultOutputShape);
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//Open wav files.
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AudioData soundData = DLUtils.loadWavFile(wavFilePath);
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soundData = soundData.trim(0, (int) (soundData.getSampleRate()*3.0));
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soundData = soundData.trim(0, (int) (soundData.getSampleRate()*3.52));
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//generate the transforms.
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ArrayList<DLTransform> transforms = DLTransformsFactory.makeDLTransforms(ketosParams.dlTransforms);
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@ -83,6 +88,7 @@ public class KetosModelTest {
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for (int j=0; j<nStack; j++) {
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data[j] = DLUtils.toFloatArray(transformedData);
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}
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System.out.println("Input len: " + data.length + " " + data[0].length + " " + data[0][0].length);
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output = ketosModel.runModel(data);
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long time2 = System.currentTimeMillis();
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System.out.println("Time to run model: " + (time2-time1) + " ms");
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@ -70,7 +70,12 @@ public class KetosWorker extends DLModelWorker<KetosResult> {
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//convert the JSON string to a parameters object.
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KetosParams ketosParams = new KetosParams(jsonString);
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//important to add this for Ketos models because the JSON string does not necessarily contain and output shape.
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//System.out.println("----Default output shape: " + ketosParams.defaultOutputShape + " " + ketosModel.getOutShape());
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if (ketosParams.defaultOutputShape==null) {
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ketosParams.defaultOutputShape = ketosModel.getOutShape();
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}
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///HACK here for now to fix an issue with dB and Ketos transforms having zero length somehow...
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@ -99,7 +104,7 @@ public class KetosWorker extends DLModelWorker<KetosResult> {
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ketosDLParams.defaultSegmentLen = ketosParams.seglen*1000.; //the segment length in microseconds.
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//ketosParams.classNames = new String[] {"Noise", "Right Whale"}; // FIXME;
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ketosDLParams.numClasses = (int) ketosModel.getOutShape().get(1);
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//ok 0 the other values are not user selectable but this is. If we relaod the same model we probably want to keep it....
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//So this is a little bt of a hack but will probably be OK in most cases.
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if (ketosDLParams.binaryClassification==null || ketosDLParams.binaryClassification.length!=ketosDLParams.numClasses) {
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@ -110,18 +115,21 @@ public class KetosWorker extends DLModelWorker<KetosResult> {
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}
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// if (dlParams.classNames!=null) {
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// for (int i = 0; i<dlParams.classNames.length; i++) {
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// System.out.println("Class name " + i + " " + dlParams.classNames[i]);
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// }
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// }
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// ketosDLParams.classNames = dlControl.getClassNameManager().makeClassNames(ketosParams.classNames);
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//
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// if (ketosParams.classNames!=null) {
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// for (int i = 0; i<ketosDLParams.classNames.length; i++) {
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// System.out.println("Class name " + i + " " + ketosDLParams.classNames[i].className + " ID " + ketosDLParams.classNames[i].ID );
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// }
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// }
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// if (dlParams.classNames!=null) {
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// for (int i = 0; i<dlParams.classNames.length; i++) {
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// System.out.println("Class name " + i + " " + dlParams.classNames[i]);
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// }
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// }
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// ketosDLParams.classNames = dlControl.getClassNameManager().makeClassNames(ketosParams.classNames);
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// if (ketosParams.classNames!=null) {
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// for (int i = 0; i<ketosDLParams.classNames.length; i++) {
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// System.out.println("Class name " + i + " " + ketosDLParams.classNames[i].className + " ID " + ketosDLParams.classNames[i].ID );
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// }
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// }
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}
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catch (Exception e) {
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