Created
July 20, 2017 12:50
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AWS p2.16xlarge with pw + gradientsAccumulator
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public class Detector { | |
int slots = 8; // Max character columns per row | |
int height = 64; | |
int width = 128; | |
int channels = 1; | |
protected double splitTrainTest = 0.9; | |
protected static int epochs = 100; // 30, 40 | |
boolean save = true; | |
int seed = 781976; | |
int iterations = 1; | |
int batchSize = 128; | |
double learningRate = 0.00058;// 1e-3, and 1e-6 | |
double biasWeight = 0.001; | |
Activation activation = Activation.RELU; | |
public static String BASE_DIR; | |
protected Random rng = new Random(seed); | |
// learning rate schedule in the form of <Iteration #, Learning Rate> | |
protected static Map<Integer, Double> lrSchedule = new HashMap<>(); | |
{ | |
lrSchedule.put(0, 1e-6); | |
lrSchedule.put(25, 1e-4); | |
lrSchedule.put(1000, 1e-3); | |
lrSchedule.put(2000, 1e-4); | |
lrSchedule.put(3000, 1e-5); | |
lrSchedule.put(4000, 1e-6); | |
} | |
public static void main(String... args) throws Exception { | |
if (args.length == 1) { | |
BASE_DIR = args[0]; | |
} | |
new Detector(); | |
} | |
public Detector() throws Exception { | |
// Disable for AWS usage | |
Nd4j.getAffinityManager().allowCrossDeviceAccess(false); | |
MultiLayerNetwork net = getConfig(); | |
net.init(); | |
net.setListeners(new ScoreIterationListener(1)); | |
train(net); | |
} | |
protected String getLabel(String fileName) { | |
int toIndex = fileName.lastIndexOf("."); | |
return fileName.substring(0, toIndex).replaceAll("_", ""); | |
} | |
public void train(MultiLayerNetwork net) throws Exception { | |
// CudaEnvironment.getInstance().getConfiguration() | |
// // key option enabled | |
// .allowMultiGPU(true) | |
// // we're allowing larger memory caches | |
// .setMaximumDeviceCache(2L * 1024L * 1024L * 1024L); | |
// // cross-device access is used for faster model averaging over pcie | |
// // .allowCrossDeviceAccess(true); | |
File mainPath = new File(BASE_DIR); | |
FileSplit fileSplit = new FileSplit(mainPath, NativeImageLoader.ALLOWED_FORMATS, rng); | |
PathFilter pathFilter = new RandomPathFilter(rng, "png"); | |
InputSplit[] inputSplit = fileSplit.sample(pathFilter, splitTrainTest, 1 - splitTrainTest); | |
InputSplit trainData = inputSplit[0]; | |
InputSplit testData = inputSplit[1]; | |
ParallelWrapper wrapper = new ParallelWrapper.Builder(net) | |
// DataSets prefetching options. Buffer size per worker. | |
.prefetchBuffer(8) | |
// set number of workers equal to number of GPUs. | |
.workers(16) | |
// rare averaging improves performance but might reduce model accuracy | |
.averagingFrequency(5) | |
// if set to TRUE, on every averaging model score will be reported | |
.reportScoreAfterAveraging(true) | |
// 3 options here: NONE, SINGLE, SEPARATE | |
.trainerFactory(new SymmetricTrainerContext()) | |
.trainingMode(ParallelWrapper.TrainingMode.CUSTOM) | |
.gradientsAccumulator(new CudaGradientsAccumulator(16, 1e-3)) | |
.workspaceMode(WorkspaceMode.SINGLE) | |
.build(); | |
LicencePlateImageRecordReader recordReader = new LicencePlateImageRecordReader(height, width, channels, slots, true); | |
DataSetIterator dataIter; | |
MultipleEpochsIterator trainIter; | |
DataNormalization scaler = new ImagePreProcessingScaler(0, 1); | |
System.out.println("Train model...."); | |
recordReader.initialize(trainData); | |
dataIter = new RecordReaderDataSetIterator(recordReader, batchSize, 1, slots * Constants.CHARACTERS.size()); | |
scaler.fit(dataIter); | |
dataIter.setPreProcessor(scaler); | |
trainIter = new MultipleEpochsIterator(epochs, dataIter); | |
wrapper.fit(trainIter); | |
System.out.println("Evaluate model...."); | |
recordReader.initialize(testData); | |
dataIter = new RecordReaderDataSetIterator(recordReader, batchSize, 1, slots * Constants.CHARACTERS.size()); | |
scaler.fit(dataIter); | |
dataIter.setPreProcessor(scaler); | |
Evaluation eval = net.evaluate(dataIter); | |
System.out.println(eval.stats(true)); | |
if (save) { | |
NumberFormat df = DecimalFormat.getInstance(Locale.US); | |
df.setMinimumFractionDigits(2); | |
System.out.println("Saving model...."); | |
Long milis = System.currentTimeMillis(); | |
String score = "[F1=" + df.format(eval.f1()) + ";" + "Acc=" + df.format(eval.accuracy()) + ";" + width + "x" + height + "]"; | |
ModelSerializer.writeModel(net, BASE_DIR + milis + "-model-" + score + ".dl4j", true); | |
try { | |
System.out.println("Labels: " + recordReader.getLabels()); | |
writeLabels(recordReader.getLabels(), milis, score); | |
} catch (Exception e) { | |
} | |
} | |
} | |
private void writeLabels(List<String> labels, long milis, String score) throws IOException { | |
FileWriter fw = new FileWriter(BASE_DIR + milis + "-labels-" + score + ".txt", false); | |
for (String label : labels) { | |
fw.append(label + "\r\n"); | |
} | |
fw.close(); | |
} | |
public MultiLayerNetwork getConfig() { | |
MultiLayerConfiguration conf = new NeuralNetConfiguration.Builder() | |
.seed(seed) | |
.iterations(iterations) | |
.activation(activation) | |
.weightInit(WeightInit.RELU) | |
.optimizationAlgo(OptimizationAlgorithm.STOCHASTIC_GRADIENT_DESCENT) | |
.updater(Updater.NADAM)//.momentum(0.9) | |
.learningRateDecayPolicy(LearningRatePolicy.Schedule) | |
.learningRateSchedule(lrSchedule) | |
.biasInit(biasWeight) | |
.biasLearningRate(1e-2 * 2) | |
.list() | |
.layer(0, new ConvolutionLayer.Builder(5, 5) | |
.name("conv_1_5x5") | |
.nIn(channels) | |
.nOut(48) | |
.stride(1, 1) | |
.activation(activation) | |
.biasInit(biasWeight) | |
.build() | |
) | |
.layer(1, new SubsamplingLayer.Builder(SubsamplingLayer.PoolingType.MAX) | |
.name("maxpool_1_2x2") | |
.kernelSize(2, 2) | |
.stride(2, 2) | |
.build()) | |
.layer(2, new ConvolutionLayer.Builder(5, 5) | |
.name("conv_2_5x5") | |
.nOut(64) | |
.stride(1, 1) | |
.activation(activation) | |
.biasInit(biasWeight) | |
.build()) | |
.layer(3, new SubsamplingLayer.Builder(SubsamplingLayer.PoolingType.MAX) | |
.name("maxpool_2_2x1") // SEE Exmaple | |
.kernelSize(2, 1) | |
.stride(2, 1) | |
.build()) | |
.layer(4, new ConvolutionLayer.Builder(5, 5) | |
.name("conv_3_5x5") | |
.nOut(128) | |
.stride(1, 1) | |
.activation(activation) | |
.biasInit(biasWeight) | |
.build()) | |
.layer(5, new DenseLayer.Builder() | |
.name("fc_1") | |
.activation(activation) | |
.nOut(2048).build()) | |
.layer(6, new OutputLayer.Builder(LossFunctions.LossFunction.XENT) | |
.name("fc_2") | |
.nOut(slots * Constants.CHARACTERS.size()) // slots * (26 Zeichen + 3 Umlaute Ä Ö Ü + Ziffern 0-9) | |
.activation(Activation.SIGMOID) | |
.build()) | |
.backprop(true).pretrain(false) | |
.setInputType(InputType.convolutional(height, width, channels)) | |
.inferenceWorkspaceMode(WorkspaceMode.SINGLE) | |
.build(); | |
return new MultiLayerNetwork(conf); | |
} | |
} |
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12:31:00.641 [main] INFO org.nd4j.linalg.factory.Nd4jBackend - Loaded [JCublasBackend] backend | |
12:31:59.357 [main] INFO org.nd4j.nativeblas.NativeOpsHolder - Number of threads used for NativeOps: 32 | |
12:32:00.174 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [0]... | |
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12:32:03.193 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [3]... | |
12:32:03.204 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [3]... | |
12:32:03.216 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [3]... | |
12:32:03.233 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [3]... | |
12:32:03.245 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [3]... | |
12:32:03.258 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [3]... | |
12:32:03.278 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [3]... | |
12:32:03.292 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [3]... | |
12:32:03.306 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [3]... | |
12:32:03.325 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [3]... | |
12:32:03.775 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [4]... | |
12:32:03.804 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [4]... | |
12:32:03.815 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [4]... | |
12:32:03.826 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [4]... | |
12:32:03.846 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [4]... | |
12:32:03.858 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [4]... | |
12:32:03.870 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [4]... | |
12:32:03.889 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [4]... | |
12:32:03.901 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [4]... | |
12:32:03.912 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [4]... | |
12:32:03.928 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [4]... | |
12:32:03.939 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [4]... | |
12:32:03.951 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [4]... | |
12:32:03.970 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [4]... | |
12:32:03.983 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [4]... | |
12:32:03.995 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [4]... | |
12:32:04.010 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [4]... | |
12:32:04.027 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [4]... | |
12:32:04.041 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [4]... | |
12:32:04.058 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [4]... | |
12:32:04.069 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [4]... | |
12:32:04.080 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [4]... | |
12:32:04.098 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [4]... | |
12:32:04.110 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [4]... | |
12:32:04.122 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [4]... | |
12:32:04.139 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [4]... | |
12:32:04.150 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [4]... | |
12:32:04.164 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [4]... | |
12:32:04.181 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [4]... | |
12:32:04.193 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [4]... | |
12:32:04.205 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [4]... | |
12:32:04.222 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [4]... | |
12:32:04.670 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [5]... | |
12:32:04.702 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [5]... | |
12:32:04.714 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [5]... | |
12:32:04.725 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [5]... | |
12:32:04.742 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [5]... | |
12:32:04.753 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [5]... | |
12:32:04.766 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [5]... | |
12:32:04.785 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [5]... | |
12:32:04.796 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [5]... | |
12:32:04.807 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [5]... | |
12:32:04.823 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [5]... | |
12:32:04.836 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [5]... | |
12:32:04.848 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [5]... | |
12:32:04.866 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [5]... | |
12:32:04.880 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [5]... | |
12:32:04.893 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [5]... | |
12:32:04.910 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [5]... | |
12:32:04.921 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [5]... | |
12:32:04.932 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [5]... | |
12:32:04.950 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [5]... | |
12:32:04.963 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [5]... | |
12:32:04.975 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [5]... | |
12:32:04.993 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [5]... | |
12:32:05.004 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [5]... | |
12:32:05.016 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [5]... | |
12:32:05.035 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [5]... | |
12:32:05.048 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [5]... | |
12:32:05.060 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [5]... | |
12:32:05.078 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [5]... | |
12:32:05.093 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [5]... | |
12:32:05.106 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [5]... | |
12:32:05.124 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [5]... | |
12:32:05.520 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [6]... | |
12:32:05.546 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [6]... | |
12:32:05.559 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [6]... | |
12:32:05.571 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [6]... | |
12:32:05.589 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [6]... | |
12:32:05.602 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [6]... | |
12:32:05.614 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [6]... | |
12:32:05.632 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [6]... | |
12:32:05.647 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [6]... | |
12:32:05.660 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [6]... | |
12:32:05.679 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [6]... | |
12:32:05.691 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [6]... | |
12:32:05.703 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [6]... | |
12:32:05.719 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [6]... | |
12:32:05.731 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [6]... | |
12:32:05.741 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [6]... | |
12:32:05.763 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [6]... | |
12:32:05.776 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [6]... | |
12:32:05.788 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [6]... | |
12:32:05.805 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [6]... | |
12:32:05.816 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [6]... | |
12:32:05.827 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [6]... | |
12:32:05.847 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [6]... | |
12:32:05.866 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [6]... | |
12:32:05.881 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [6]... | |
12:32:05.899 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [6]... | |
12:32:05.910 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [6]... | |
12:32:05.921 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [6]... | |
12:32:05.937 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [6]... | |
12:32:05.951 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [6]... | |
12:32:05.969 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [6]... | |
12:32:05.990 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [6]... | |
12:32:06.517 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
12:32:06.548 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
12:32:06.561 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
12:32:06.575 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
12:32:06.593 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
12:32:06.604 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
12:32:06.615 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
12:32:06.634 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
12:32:06.647 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
12:32:06.659 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
12:32:06.679 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
12:32:06.697 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
12:32:06.710 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
12:32:06.727 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
12:32:06.741 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
12:32:06.754 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
12:32:06.772 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
12:32:06.784 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
12:32:06.796 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
12:32:06.812 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
12:32:06.823 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
12:32:06.834 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
12:32:06.854 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
12:32:06.868 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
12:32:06.881 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
12:32:06.899 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
12:32:06.912 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
12:32:06.924 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
12:32:06.942 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
12:32:06.957 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
12:32:06.970 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
12:32:06.987 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
12:32:07.452 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [8]... | |
12:32:07.484 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [8]... | |
12:32:07.497 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [8]... | |
12:32:07.510 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [8]... | |
12:32:07.528 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [8]... | |
12:32:07.539 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [8]... | |
12:32:07.551 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [8]... | |
12:32:07.572 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [8]... | |
12:32:07.584 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [8]... | |
12:32:07.596 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [8]... | |
12:32:07.614 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [8]... | |
12:32:07.626 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [8]... | |
12:32:07.640 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [8]... | |
12:32:07.658 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [8]... | |
12:32:07.673 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [8]... | |
12:32:07.686 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [8]... | |
12:32:07.705 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [8]... | |
12:32:07.717 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [8]... | |
12:32:07.729 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [8]... | |
12:32:07.747 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [8]... | |
12:32:07.760 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [8]... | |
12:32:07.774 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [8]... | |
12:32:07.792 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [8]... | |
12:32:07.804 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [8]... | |
12:32:07.815 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [8]... | |
12:32:07.834 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [8]... | |
12:32:07.847 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [8]... | |
12:32:07.860 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [8]... | |
12:32:07.879 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [8]... | |
12:32:07.894 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [8]... | |
12:32:07.906 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [8]... | |
12:32:07.924 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [8]... | |
12:32:08.322 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [9]... | |
12:32:08.347 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [9]... | |
12:32:08.358 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [9]... | |
12:32:08.368 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [9]... | |
12:32:08.382 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [9]... | |
12:32:08.391 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [9]... | |
12:32:08.400 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [9]... | |
12:32:08.413 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [9]... | |
12:32:08.421 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [9]... | |
12:32:08.430 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [9]... | |
12:32:08.445 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [9]... | |
12:32:08.454 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [9]... | |
12:32:08.464 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [9]... | |
12:32:08.478 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [9]... | |
12:32:08.490 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [9]... | |
12:32:08.500 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [9]... | |
12:32:08.514 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [9]... | |
12:32:08.523 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [9]... | |
12:32:08.532 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [9]... | |
12:32:08.545 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [9]... | |
12:32:08.555 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [9]... | |
12:32:08.565 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [9]... | |
12:32:08.581 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [9]... | |
12:32:08.590 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [9]... | |
12:32:08.599 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [9]... | |
12:32:08.613 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [9]... | |
12:32:08.622 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [9]... | |
12:32:08.631 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [9]... | |
12:32:08.647 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [9]... | |
12:32:08.658 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [9]... | |
12:32:08.669 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [9]... | |
12:32:08.683 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [9]... | |
12:32:09.160 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [10]... | |
12:32:09.185 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [10]... | |
12:32:09.192 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [10]... | |
12:32:09.201 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [10]... | |
12:32:09.215 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [10]... | |
12:32:09.224 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [10]... | |
12:32:09.233 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [10]... | |
12:32:09.250 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [10]... | |
12:32:09.260 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [10]... | |
12:32:09.271 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [10]... | |
12:32:09.286 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [10]... | |
12:32:09.298 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [10]... | |
12:32:09.308 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [10]... | |
12:32:09.321 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [10]... | |
12:32:09.335 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [10]... | |
12:32:09.345 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [10]... | |
12:32:09.359 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [10]... | |
12:32:09.369 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [10]... | |
12:32:09.378 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [10]... | |
12:32:09.391 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [10]... | |
12:32:09.399 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [10]... | |
12:32:09.408 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [10]... | |
12:32:09.421 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [10]... | |
12:32:09.431 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [10]... | |
12:32:09.443 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [10]... | |
12:32:09.457 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [10]... | |
12:32:09.466 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [10]... | |
12:32:09.477 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [10]... | |
12:32:09.491 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [10]... | |
12:32:09.503 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [10]... | |
12:32:09.513 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [10]... | |
12:32:09.527 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [10]... | |
12:32:09.937 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [11]... | |
12:32:09.965 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [11]... | |
12:32:09.975 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [11]... | |
12:32:09.985 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [11]... | |
12:32:09.998 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [11]... | |
12:32:10.007 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [11]... | |
12:32:10.017 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [11]... | |
12:32:10.030 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [11]... | |
12:32:10.041 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [11]... | |
12:32:10.051 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [11]... | |
12:32:10.065 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [11]... | |
12:32:10.076 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [11]... | |
12:32:10.087 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [11]... | |
12:32:10.102 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [11]... | |
12:32:10.113 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [11]... | |
12:32:10.122 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [11]... | |
12:32:10.136 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [11]... | |
12:32:10.145 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [11]... | |
12:32:10.155 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [11]... | |
12:32:10.170 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [11]... | |
12:32:10.180 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [11]... | |
12:32:10.190 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [11]... | |
12:32:10.205 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [11]... | |
12:32:10.214 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [11]... | |
12:32:10.224 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [11]... | |
12:32:10.237 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [11]... | |
12:32:10.248 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [11]... | |
12:32:10.258 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [11]... | |
12:32:10.274 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [11]... | |
12:32:10.286 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [11]... | |
12:32:10.297 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [11]... | |
12:32:10.311 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [11]... | |
12:32:10.755 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [12]... | |
12:32:10.791 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [12]... | |
12:32:10.801 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [12]... | |
12:32:10.809 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [12]... | |
12:32:10.822 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [12]... | |
12:32:10.831 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [12]... | |
12:32:10.842 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [12]... | |
12:32:10.858 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [12]... | |
12:32:10.868 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [12]... | |
12:32:10.878 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [12]... | |
12:32:10.893 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [12]... | |
12:32:10.905 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [12]... | |
12:32:10.915 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [12]... | |
12:32:10.929 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [12]... | |
12:32:10.939 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [12]... | |
12:32:10.949 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [12]... | |
12:32:10.964 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [12]... | |
12:32:10.974 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [12]... | |
12:32:10.984 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [12]... | |
12:32:10.998 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [12]... | |
12:32:11.008 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [12]... | |
12:32:11.018 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [12]... | |
12:32:11.033 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [12]... | |
12:32:11.044 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [12]... | |
12:32:11.054 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [12]... | |
12:32:11.069 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [12]... | |
12:32:11.079 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [12]... | |
12:32:11.090 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [12]... | |
12:32:11.105 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [12]... | |
12:32:11.116 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [12]... | |
12:32:11.126 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [12]... | |
12:32:11.139 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [12]... | |
12:32:11.568 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [13]... | |
12:32:11.592 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [13]... | |
12:32:11.599 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [13]... | |
12:32:11.607 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [13]... | |
12:32:11.617 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [13]... | |
12:32:11.624 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [13]... | |
12:32:11.633 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [13]... | |
12:32:11.651 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [13]... | |
12:32:11.661 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [13]... | |
12:32:11.671 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [13]... | |
12:32:11.686 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [13]... | |
12:32:11.696 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [13]... | |
12:32:11.706 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [13]... | |
12:32:11.720 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [13]... | |
12:32:11.730 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [13]... | |
12:32:11.738 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [13]... | |
12:32:11.751 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [13]... | |
12:32:11.760 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [13]... | |
12:32:11.771 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [13]... | |
12:32:11.785 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [13]... | |
12:32:11.795 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [13]... | |
12:32:11.804 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [13]... | |
12:32:11.819 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [13]... | |
12:32:11.829 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [13]... | |
12:32:11.840 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [13]... | |
12:32:11.855 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [13]... | |
12:32:11.865 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [13]... | |
12:32:11.876 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [13]... | |
12:32:11.891 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [13]... | |
12:32:11.901 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [13]... | |
12:32:11.910 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [13]... | |
12:32:11.923 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [13]... | |
12:32:12.373 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [14]... | |
12:32:12.401 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [14]... | |
12:32:12.412 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [14]... | |
12:32:12.421 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [14]... | |
12:32:12.434 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [14]... | |
12:32:12.445 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [14]... | |
12:32:12.455 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [14]... | |
12:32:12.470 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [14]... | |
12:32:12.480 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [14]... | |
12:32:12.489 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [14]... | |
12:32:12.501 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [14]... | |
12:32:12.510 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [14]... | |
12:32:12.518 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [14]... | |
12:32:12.530 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [14]... | |
12:32:12.539 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [14]... | |
12:32:12.547 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [14]... | |
12:32:12.559 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [14]... | |
12:32:12.570 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [14]... | |
12:32:12.581 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [14]... | |
12:32:12.595 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [14]... | |
12:32:12.606 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [14]... | |
12:32:12.616 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [14]... | |
12:32:12.631 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [14]... | |
12:32:12.644 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [14]... | |
12:32:12.654 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [14]... | |
12:32:12.668 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [14]... | |
12:32:12.679 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [14]... | |
12:32:12.690 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [14]... | |
12:32:12.704 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [14]... | |
12:32:12.716 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [14]... | |
12:32:12.726 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [14]... | |
12:32:12.740 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [14]... | |
12:32:13.177 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [15]... | |
12:32:13.207 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [15]... | |
12:32:13.217 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [15]... | |
12:32:13.227 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [15]... | |
12:32:13.242 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [15]... | |
12:32:13.253 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [15]... | |
12:32:13.264 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [15]... | |
12:32:13.282 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [15]... | |
12:32:13.295 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [15]... | |
12:32:13.307 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [15]... | |
12:32:13.321 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [15]... | |
12:32:13.334 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [15]... | |
12:32:13.344 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [15]... | |
12:32:13.358 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [15]... | |
12:32:13.371 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [15]... | |
12:32:13.381 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [15]... | |
12:32:13.395 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [15]... | |
12:32:13.406 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [15]... | |
12:32:13.415 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [15]... | |
12:32:13.428 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [15]... | |
12:32:13.438 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [15]... | |
12:32:13.450 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [15]... | |
12:32:13.465 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [15]... | |
12:32:13.476 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [15]... | |
12:32:13.487 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [15]... | |
12:32:13.503 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [15]... | |
12:32:13.513 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [15]... | |
12:32:13.525 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [15]... | |
12:32:13.540 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [15]... | |
12:32:13.551 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [15]... | |
12:32:13.564 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [15]... | |
12:32:13.580 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [15]... | |
12:32:13.597 [main] DEBUG o.n.j.c.CudaAffinityManager - Mapping thread [1] to device [0], out of [16] devices... | |
12:32:13.597 [main] DEBUG o.n.j.c.CudaAffinityManager - Manually mapping thread [31] to device [0], out of [16] devices... | |
12:32:13.598 [main] DEBUG o.n.j.c.CudaAffinityManager - Manually mapping thread [32] to device [0], out of [16] devices... | |
12:32:13.598 [main] DEBUG o.n.j.c.CudaAffinityManager - Manually mapping thread [33] to device [0], out of [16] devices... | |
12:32:13.598 [main] DEBUG o.n.j.c.CudaAffinityManager - Manually mapping thread [34] to device [0], out of [16] devices... | |
12:32:13.599 [main] DEBUG o.n.j.c.CudaAffinityManager - Manually mapping thread [35] to device [0], out of [16] devices... | |
12:32:13.599 [main] DEBUG o.n.j.c.CudaAffinityManager - Manually mapping thread [36] to device [0], out of [16] devices... | |
12:32:13.647 [main] DEBUG org.reflections.Reflections - going to scan these urls: | |
jar:file:/home/ubuntu/mosolf/licence-place-detector/licence-plate-detector/licence-plate-detector-cnn/target/licence-plate-detector-cnn-1.0-jar-with-dependencies.jar!/ | |
12:32:13.989 [main] INFO org.reflections.Reflections - Reflections took 338 ms to scan 1 urls, producing 30 keys and 213 values | |
12:32:14.164 [main] INFO o.n.l.a.o.e.DefaultOpExecutioner - Backend used: [CUDA]; OS: [Linux] | |
12:32:14.164 [main] INFO o.n.l.a.o.e.DefaultOpExecutioner - Cores: [64]; Memory: [53.3GB]; | |
12:32:14.164 [main] INFO o.n.l.a.o.e.DefaultOpExecutioner - Blas vendor: [CUBLAS] | |
12:32:14.198 [main] INFO o.n.l.j.o.e.CudaExecutioner - Device name: [Tesla K80]; CC: [3.7]; Total/free memory: [11995578368] | |
12:32:14.198 [main] INFO o.n.l.j.o.e.CudaExecutioner - Device name: [Tesla K80]; CC: [3.7]; Total/free memory: [11995578368] | |
12:32:14.198 [main] INFO o.n.l.j.o.e.CudaExecutioner - Device name: [Tesla K80]; CC: [3.7]; Total/free memory: [11995578368] | |
12:32:14.198 [main] INFO o.n.l.j.o.e.CudaExecutioner - Device name: [Tesla K80]; CC: [3.7]; Total/free memory: [11995578368] | |
12:32:14.198 [main] INFO o.n.l.j.o.e.CudaExecutioner - Device name: [Tesla K80]; CC: [3.7]; Total/free memory: [11995578368] | |
12:32:14.198 [main] INFO o.n.l.j.o.e.CudaExecutioner - Device name: [Tesla K80]; CC: [3.7]; Total/free memory: [11995578368] | |
12:32:14.198 [main] INFO o.n.l.j.o.e.CudaExecutioner - Device name: [Tesla K80]; CC: [3.7]; Total/free memory: [11995578368] | |
12:32:14.199 [main] INFO o.n.l.j.o.e.CudaExecutioner - Device name: [Tesla K80]; CC: [3.7]; Total/free memory: [11995578368] | |
12:32:14.199 [main] INFO o.n.l.j.o.e.CudaExecutioner - Device name: [Tesla K80]; CC: [3.7]; Total/free memory: [11995578368] | |
12:32:14.199 [main] INFO o.n.l.j.o.e.CudaExecutioner - Device name: [Tesla K80]; CC: [3.7]; Total/free memory: [11995578368] | |
12:32:14.199 [main] INFO o.n.l.j.o.e.CudaExecutioner - Device name: [Tesla K80]; CC: [3.7]; Total/free memory: [11995578368] | |
12:32:14.199 [main] INFO o.n.l.j.o.e.CudaExecutioner - Device name: [Tesla K80]; CC: [3.7]; Total/free memory: [11995578368] | |
12:32:14.199 [main] INFO o.n.l.j.o.e.CudaExecutioner - Device name: [Tesla K80]; CC: [3.7]; Total/free memory: [11995578368] | |
12:32:14.199 [main] INFO o.n.l.j.o.e.CudaExecutioner - Device name: [Tesla K80]; CC: [3.7]; Total/free memory: [11995578368] | |
12:32:14.199 [main] INFO o.n.l.j.o.e.CudaExecutioner - Device name: [Tesla K80]; CC: [3.7]; Total/free memory: [11995578368] | |
12:32:14.199 [main] INFO o.n.l.j.o.e.CudaExecutioner - Device name: [Tesla K80]; CC: [3.7]; Total/free memory: [11995578368] | |
12:32:14.465 [main] DEBUG o.n.j.handler.impl.CudaZeroHandler - Creating bucketID: 4 | |
12:32:14.776 [main] DEBUG org.reflections.Reflections - going to scan these urls: | |
file:/home/ubuntu/mosolf/licence-place-detector/licence-plate-detector/licence-plate-detector-cnn/target/licence-plate-detector-cnn-1.0-jar-with-dependencies.jar | |
12:32:18.193 [main] INFO org.reflections.Reflections - Reflections took 3417 ms to scan 1 urls, producing 3974 keys and 22831 values | |
12:32:18.259 [main] DEBUG o.d.nn.conf.NeuralNetConfiguration - Registering class for JSON serialization: org.deeplearning4j.nn.modelimport.keras.preprocessors.TensorFlowCnnToFeedForwardPreProcessor as subtype of org.deeplearning4j.nn.conf.InputPreProcessor | |
12:32:18.259 [main] DEBUG o.d.nn.conf.NeuralNetConfiguration - Registering class for JSON serialization: org.deeplearning4j.nn.conf.graph.PoolHelperVertex as subtype of org.deeplearning4j.nn.conf.graph.GraphVertex | |
12:32:18.259 [main] DEBUG o.d.nn.conf.NeuralNetConfiguration - Registering class for JSON serialization: org.deeplearning4j.nn.conf.graph.ReshapeVertex as subtype of org.deeplearning4j.nn.conf.graph.GraphVertex | |
12:32:18.259 [main] DEBUG o.d.nn.conf.NeuralNetConfiguration - Registering class for JSON serialization: org.deeplearning4j.nn.conf.layers.CenterLossOutputLayer as subtype of org.deeplearning4j.nn.conf.layers.Layer | |
12:32:18.259 [main] DEBUG o.d.nn.conf.NeuralNetConfiguration - Registering class for JSON serialization: org.deeplearning4j.nn.conf.graph.ShiftVertex as subtype of org.deeplearning4j.nn.conf.graph.GraphVertex | |
12:32:18.267 [main] DEBUG o.d.nn.conf.NeuralNetConfiguration - Registering class for JSON serialization: org.deeplearning4j.nn.modelimport.keras.preprocessors.TensorFlowCnnToFeedForwardPreProcessor as subtype of org.deeplearning4j.nn.conf.InputPreProcessor | |
12:32:18.267 [main] DEBUG o.d.nn.conf.NeuralNetConfiguration - Registering class for JSON serialization: org.deeplearning4j.nn.conf.graph.PoolHelperVertex as subtype of org.deeplearning4j.nn.conf.graph.GraphVertex | |
12:32:18.267 [main] DEBUG o.d.nn.conf.NeuralNetConfiguration - Registering class for JSON serialization: org.deeplearning4j.nn.conf.graph.ReshapeVertex as subtype of org.deeplearning4j.nn.conf.graph.GraphVertex | |
12:32:18.267 [main] DEBUG o.d.nn.conf.NeuralNetConfiguration - Registering class for JSON serialization: org.deeplearning4j.nn.conf.layers.CenterLossOutputLayer as subtype of org.deeplearning4j.nn.conf.layers.Layer | |
12:32:18.267 [main] DEBUG o.d.nn.conf.NeuralNetConfiguration - Registering class for JSON serialization: org.deeplearning4j.nn.conf.graph.ShiftVertex as subtype of org.deeplearning4j.nn.conf.graph.GraphVertex | |
12:32:18.312 [main] INFO o.d.nn.multilayer.MultiLayerNetwork - Starting MultiLayerNetwork with WorkspaceModes set to [training: NONE; inference: SEPARATE] | |
12:32:18.836 [main] DEBUG o.n.j.handler.impl.CudaZeroHandler - Creating bucketID: 2 | |
12:32:18.920 [main] DEBUG o.n.j.handler.impl.CudaZeroHandler - Creating bucketID: 3 | |
12:32:18.929 [main] DEBUG o.n.j.handler.impl.CudaZeroHandler - Creating bucketID: 5 | |
12:32:18.930 [main] DEBUG o.n.j.handler.impl.CudaZeroHandler - Creating bucketID: 0 | |
12:32:18.935 [main] DEBUG org.reflections.Reflections - going to scan these urls: | |
jar:file:/home/ubuntu/mosolf/licence-place-detector/licence-plate-detector/licence-plate-detector-cnn/target/licence-plate-detector-cnn-1.0-jar-with-dependencies.jar!/ | |
12:32:19.190 [main] INFO org.reflections.Reflections - Reflections took 255 ms to scan 1 urls, producing 412 keys and 1604 values | |
12:32:19.222 [main] DEBUG o.n.j.handler.impl.CudaZeroHandler - Creating bucketID: 1 | |
12:32:22.971 [main] INFO o.n.l.j.compression.CudaThreshold - Setting threshold to [0.001] | |
Train model.... | |
12:32:25.965 [main] INFO o.d.parallelism.ParallelWrapper - Using workspaceMode SINGLE for training | |
12:32:25.968 [main] DEBUG o.n.j.c.CudaAffinityManager - Manually mapping thread [39] to device [0], out of [16] devices... | |
12:32:25.969 [main] DEBUG o.n.j.c.CudaAffinityManager - Manually mapping thread [41] to device [1], out of [16] devices... | |
12:32:25.970 [main] DEBUG o.n.j.c.CudaAffinityManager - Manually mapping thread [43] to device [2], out of [16] devices... | |
12:32:25.971 [main] DEBUG o.n.j.c.CudaAffinityManager - Manually mapping thread [45] to device [3], out of [16] devices... | |
12:32:25.972 [main] DEBUG o.n.j.c.CudaAffinityManager - Manually mapping thread [47] to device [4], out of [16] devices... | |
12:32:25.973 [main] DEBUG o.n.j.c.CudaAffinityManager - Manually mapping thread [49] to device [5], out of [16] devices... | |
12:32:25.973 [main] DEBUG o.n.j.c.CudaAffinityManager - Manually mapping thread [51] to device [6], out of [16] devices... | |
12:32:25.974 [main] DEBUG o.n.j.c.CudaAffinityManager - Manually mapping thread [53] to device [7], out of [16] devices... | |
12:32:25.974 [main] DEBUG o.n.j.c.CudaAffinityManager - Manually mapping thread [55] to device [8], out of [16] devices... | |
12:32:25.974 [main] DEBUG o.n.j.c.CudaAffinityManager - Manually mapping thread [57] to device [9], out of [16] devices... | |
12:32:25.975 [main] DEBUG o.n.j.c.CudaAffinityManager - Manually mapping thread [59] to device [10], out of [16] devices... | |
12:32:25.976 [main] DEBUG o.n.j.c.CudaAffinityManager - Manually mapping thread [61] to device [11], out of [16] devices... | |
12:32:25.976 [main] DEBUG o.n.j.c.CudaAffinityManager - Manually mapping thread [63] to device [12], out of [16] devices... | |
12:32:25.977 [main] DEBUG o.n.j.c.CudaAffinityManager - Manually mapping thread [65] to device [13], out of [16] devices... | |
12:32:25.978 [main] DEBUG o.n.j.c.CudaAffinityManager - Manually mapping thread [67] to device [14], out of [16] devices... | |
12:32:25.978 [main] DEBUG o.n.j.c.CudaAffinityManager - Manually mapping thread [69] to device [15], out of [16] devices... | |
12:32:25.978 [main] INFO o.d.parallelism.ParallelWrapper - Creating asynchronous prefetcher... | |
12:32:25.986 [main] DEBUG o.n.j.c.CudaAffinityManager - Manually mapping thread [70] to device [0], out of [16] devices... | |
12:32:25.987 [main] INFO o.d.parallelism.ParallelWrapper - Starting ParallelWrapper training round... | |
12:32:25.988 [ADSI prefetch thread] DEBUG o.n.l.memory.abstracts.Nd4jWorkspace - Steps: 10 | |
12:32:53.468 [ADSI prefetch thread] DEBUG o.n.l.memory.abstracts.Nd4jWorkspace - Steps: 17 | |
12:32:53.481 [ADSI prefetch thread] DEBUG o.n.l.memory.abstracts.Nd4jWorkspace - Steps: 17 | |
12:32:53.492 [ADSI prefetch thread] DEBUG o.n.l.memory.abstracts.Nd4jWorkspace - Steps: 17 | |
12:32:53.504 [ADSI prefetch thread] DEBUG o.n.l.memory.abstracts.Nd4jWorkspace - Steps: 17 | |
12:32:53.518 [ADSI prefetch thread] DEBUG o.n.l.memory.abstracts.Nd4jWorkspace - Steps: 17 | |
12:32:53.519 [ADSI prefetch thread] DEBUG o.n.l.memory.abstracts.Nd4jWorkspace - Steps: 17 | |
12:32:53.531 [ADSI prefetch thread] DEBUG o.n.l.memory.abstracts.Nd4jWorkspace - Steps: 17 | |
12:32:53.531 [ADSI prefetch thread] DEBUG o.n.l.memory.abstracts.Nd4jWorkspace - Steps: 17 | |
12:32:53.611 [ADSI prefetch thread] DEBUG o.n.l.memory.abstracts.Nd4jWorkspace - Steps: 17 | |
12:32:53.612 [ADSI prefetch thread] DEBUG o.n.l.memory.abstracts.Nd4jWorkspace - Steps: 17 | |
12:32:53.626 [ADSI prefetch thread] DEBUG o.n.l.memory.abstracts.Nd4jWorkspace - Steps: 17 | |
12:32:53.639 [ADSI prefetch thread] DEBUG o.n.l.memory.abstracts.Nd4jWorkspace - Steps: 17 | |
12:32:53.639 [ADSI prefetch thread] DEBUG o.n.l.memory.abstracts.Nd4jWorkspace - Steps: 17 | |
12:32:53.651 [ADSI prefetch thread] DEBUG o.n.l.memory.abstracts.Nd4jWorkspace - Steps: 17 | |
12:32:53.663 [ADSI prefetch thread] DEBUG o.n.l.memory.abstracts.Nd4jWorkspace - Steps: 17 | |
12:32:53.675 [ADSI prefetch thread] DEBUG o.n.l.memory.abstracts.Nd4jWorkspace - Steps: 17 | |
12:32:55.773 [ParallelWrapper training thread 0] INFO org.nd4j.nativeblas.Nd4jBlas - Number of threads used for BLAS: 0 | |
12:33:38.010 [ADSI prefetch thread] INFO o.d.d.i.MultipleEpochsIterator - Epoch 1, number of batches completed 55 | |
12:34:06.170 [ADSI prefetch thread] INFO o.d.d.i.MultipleEpochsIterator - Epoch 2, number of batches completed 55 | |
12:34:31.802 [ParallelWrapper training thread 11] INFO o.d.o.l.ScoreIterationListener - Score at iteration 0 is 276.1445007324219 | |
12:34:31.802 [ParallelWrapper training thread 0] INFO o.d.o.l.ScoreIterationListener - Score at iteration 0 is 259.873046875 | |
12:34:31.802 [ParallelWrapper training thread 9] INFO o.d.o.l.ScoreIterationListener - Score at iteration 0 is 260.9132385253906 | |
12:34:31.802 [ParallelWrapper training thread 10] INFO o.d.o.l.ScoreIterationListener - Score at iteration 0 is 254.8121795654297 | |
12:34:31.802 [ParallelWrapper training thread 4] INFO o.d.o.l.ScoreIterationListener - Score at iteration 0 is 262.48101806640625 | |
12:34:31.803 [ParallelWrapper training thread 6] INFO o.d.o.l.ScoreIterationListener - Score at iteration 0 is 255.06748962402344 | |
12:34:31.802 [ParallelWrapper training thread 12] INFO o.d.o.l.ScoreIterationListener - Score at iteration 0 is 270.5597839355469 | |
12:34:31.802 [ParallelWrapper training thread 15] INFO o.d.o.l.ScoreIterationListener - Score at iteration 0 is 261.98724365234375 | |
12:34:31.802 [ParallelWrapper training thread 13] INFO o.d.o.l.ScoreIterationListener - Score at iteration 0 is 271.63311767578125 | |
12:34:31.802 [ParallelWrapper training thread 2] INFO o.d.o.l.ScoreIterationListener - Score at iteration 0 is 260.34429931640625 | |
12:34:31.802 [ParallelWrapper training thread 7] INFO o.d.o.l.ScoreIterationListener - Score at iteration 0 is 246.30361938476562 | |
12:34:31.802 [ParallelWrapper training thread 5] INFO o.d.o.l.ScoreIterationListener - Score at iteration 0 is 271.5297546386719 | |
12:34:31.802 [ParallelWrapper training thread 8] INFO o.d.o.l.ScoreIterationListener - Score at iteration 0 is 252.2249298095703 | |
12:34:31.802 [ParallelWrapper training thread 14] INFO o.d.o.l.ScoreIterationListener - Score at iteration 0 is 256.3406677246094 | |
12:34:31.802 [ParallelWrapper training thread 3] INFO o.d.o.l.ScoreIterationListener - Score at iteration 0 is 264.0745544433594 | |
12:34:31.802 [ParallelWrapper training thread 1] INFO o.d.o.l.ScoreIterationListener - Score at iteration 0 is 265.5644836425781 | |
12:34:31.949 [ParallelWrapper training thread 4] DEBUG o.d.optimize.solvers.BaseOptimizer - Hit termination condition on iteration 0: score=262.48101806640625, oldScore=0.0, condition=org.deeplearning4j.optimize.terminations.ZeroDirection@5164dacb | |
12:34:31.949 [ParallelWrapper training thread 12] DEBUG o.d.optimize.solvers.BaseOptimizer - Hit termination condition on iteration 0: score=270.5597839355469, oldScore=0.0, condition=org.deeplearning4j.optimize.terminations.ZeroDirection@35684035 | |
12:34:31.949 [ParallelWrapper training thread 15] DEBUG o.d.optimize.solvers.BaseOptimizer - Hit termination condition on iteration 0: score=261.98724365234375, oldScore=0.0, condition=org.deeplearning4j.optimize.terminations.ZeroDirection@489c9411 | |
12:34:31.949 [ParallelWrapper training thread 1] DEBUG o.d.optimize.solvers.BaseOptimizer - Hit termination condition on iteration 0: score=265.5644836425781, oldScore=0.0, condition=org.deeplearning4j.optimize.terminations.ZeroDirection@14a57d0f | |
12:34:31.949 [ParallelWrapper training thread 13] DEBUG o.d.optimize.solvers.BaseOptimizer - Hit termination condition on iteration 0: score=271.63311767578125, oldScore=0.0, condition=org.deeplearning4j.optimize.terminations.ZeroDirection@44c824c5 | |
12:34:31.949 [ParallelWrapper training thread 9] DEBUG o.d.optimize.solvers.BaseOptimizer - Hit termination condition on iteration 0: score=260.9132385253906, oldScore=0.0, condition=org.deeplearning4j.optimize.terminations.ZeroDirection@6d51e98b | |
12:34:31.949 [ParallelWrapper training thread 5] DEBUG o.d.optimize.solvers.BaseOptimizer - Hit termination condition on iteration 0: score=271.5297546386719, oldScore=0.0, condition=org.deeplearning4j.optimize.terminations.ZeroDirection@519efd89 | |
12:34:31.949 [ParallelWrapper training thread 2] DEBUG o.d.optimize.solvers.BaseOptimizer - Hit termination condition on iteration 0: score=260.34429931640625, oldScore=0.0, condition=org.deeplearning4j.optimize.terminations.ZeroDirection@4c093c1e | |
12:34:31.953 [ParallelWrapper training thread 3] DEBUG o.d.optimize.solvers.BaseOptimizer - Hit termination condition on iteration 0: score=264.0745544433594, oldScore=0.0, condition=org.deeplearning4j.optimize.terminations.ZeroDirection@7c25c2d6 | |
12:34:31.955 [ParallelWrapper training thread 14] DEBUG o.d.optimize.solvers.BaseOptimizer - Hit termination condition on iteration 0: score=256.3406677246094, oldScore=0.0, condition=org.deeplearning4j.optimize.terminations.ZeroDirection@24ed0711 | |
12:34:31.957 [ParallelWrapper training thread 8] DEBUG o.d.optimize.solvers.BaseOptimizer - Hit termination condition on iteration 0: score=252.2249298095703, oldScore=0.0, condition=org.deeplearning4j.optimize.terminations.ZeroDirection@33a13123 | |
12:34:31.960 [ParallelWrapper training thread 7] DEBUG o.d.optimize.solvers.BaseOptimizer - Hit termination condition on iteration 0: score=246.30361938476562, oldScore=0.0, condition=org.deeplearning4j.optimize.terminations.ZeroDirection@78f61bdf | |
12:34:31.962 [ParallelWrapper training thread 0] DEBUG o.d.optimize.solvers.BaseOptimizer - Hit termination condition on iteration 0: score=259.873046875, oldScore=0.0, condition=org.deeplearning4j.optimize.terminations.ZeroDirection@7cf527e7 | |
12:34:31.964 [ParallelWrapper training thread 11] DEBUG o.d.optimize.solvers.BaseOptimizer - Hit termination condition on iteration 0: score=276.1445007324219, oldScore=0.0, condition=org.deeplearning4j.optimize.terminations.ZeroDirection@4945b3bb | |
12:34:31.968 [ParallelWrapper training thread 6] DEBUG o.d.optimize.solvers.BaseOptimizer - Hit termination condition on iteration 0: score=255.06748962402344, oldScore=0.0, condition=org.deeplearning4j.optimize.terminations.ZeroDirection@3d39f2c3 | |
12:34:31.971 [ParallelWrapper training thread 10] DEBUG o.d.optimize.solvers.BaseOptimizer - Hit termination condition on iteration 0: score=254.8121795654297, oldScore=0.0, condition=org.deeplearning4j.optimize.terminations.ZeroDirection@1eecca5e | |
12:34:46.212 [ParallelWrapper training thread 5] DEBUG o.d.p.trainer.DefaultTrainer - Terminating all workspaces for trainer_5 | |
12:34:46.368 [ParallelWrapper training thread 5] DEBUG o.n.j.c.CudaAffinityManager - Manually mapping thread [71] to device [0], out of [16] devices... | |
12:34:46.368 [ParallelWrapper training thread 5] ERROR o.d.parallelism.ParallelWrapper - Uncaught exception: java.lang.RuntimeException: java.lang.ArithmeticException: / by zero | |
java.lang.RuntimeException: java.lang.ArithmeticException: / by zero | |
at org.deeplearning4j.parallelism.trainer.DefaultTrainer.run(DefaultTrainer.java:403) | |
at java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1142) | |
at java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:617) | |
at java.lang.Thread.run(Thread.java:748) | |
Caused by: java.lang.ArithmeticException: / by zero | |
at org.deeplearning4j.parallelism.trainer.DefaultTrainer.run(DefaultTrainer.java:343) | |
... 3 more | |
12:34:50.248 [ParallelWrapper training thread 0] DEBUG o.d.p.trainer.DefaultTrainer - Terminating all workspaces for trainer_0 | |
12:34:50.375 [ParallelWrapper training thread 0] DEBUG o.n.j.c.CudaAffinityManager - Manually mapping thread [72] to device [1], out of [16] devices... | |
12:34:50.376 [ParallelWrapper training thread 0] ERROR o.d.parallelism.ParallelWrapper - Uncaught exception: java.lang.RuntimeException: java.lang.ArithmeticException: / by zero | |
java.lang.RuntimeException: java.lang.ArithmeticException: / by zero | |
at org.deeplearning4j.parallelism.trainer.DefaultTrainer.run(DefaultTrainer.java:403) | |
at java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1142) | |
at java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:617) | |
at java.lang.Thread.run(Thread.java:748) | |
Caused by: java.lang.ArithmeticException: / by zero | |
at org.deeplearning4j.parallelism.trainer.DefaultTrainer.run(DefaultTrainer.java:343) | |
... 3 more | |
12:34:52.834 [ParallelWrapper training thread 7] DEBUG o.d.p.trainer.DefaultTrainer - Terminating all workspaces for trainer_7 | |
12:34:52.951 [ParallelWrapper training thread 7] DEBUG o.n.j.c.CudaAffinityManager - Manually mapping thread [73] to device [2], out of [16] devices... | |
12:34:52.951 [ParallelWrapper training thread 7] ERROR o.d.parallelism.ParallelWrapper - Uncaught exception: java.lang.RuntimeException: java.lang.ArithmeticException: / by zero | |
java.lang.RuntimeException: java.lang.ArithmeticException: / by zero | |
at org.deeplearning4j.parallelism.trainer.DefaultTrainer.run(DefaultTrainer.java:403) | |
at java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1142) | |
at java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:617) | |
at java.lang.Thread.run(Thread.java:748) | |
Caused by: java.lang.ArithmeticException: / by zero | |
at org.deeplearning4j.parallelism.trainer.DefaultTrainer.run(DefaultTrainer.java:343) | |
... 3 more | |
12:34:55.442 [ParallelWrapper training thread 11] DEBUG o.d.p.trainer.DefaultTrainer - Terminating all workspaces for trainer_11 | |
12:34:55.570 [ParallelWrapper training thread 11] DEBUG o.n.j.c.CudaAffinityManager - Manually mapping thread [74] to device [3], out of [16] devices... | |
12:34:55.571 [ParallelWrapper training thread 11] ERROR o.d.parallelism.ParallelWrapper - Uncaught exception: java.lang.RuntimeException: java.lang.ArithmeticException: / by zero | |
java.lang.RuntimeException: java.lang.ArithmeticException: / by zero | |
at org.deeplearning4j.parallelism.trainer.DefaultTrainer.run(DefaultTrainer.java:403) | |
at java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1142) | |
at java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:617) | |
at java.lang.Thread.run(Thread.java:748) | |
Caused by: java.lang.ArithmeticException: / by zero | |
at org.deeplearning4j.parallelism.trainer.DefaultTrainer.run(DefaultTrainer.java:343) | |
... 3 more | |
12:34:57.889 [ParallelWrapper training thread 10] DEBUG o.d.p.trainer.DefaultTrainer - Terminating all workspaces for trainer_10 | |
12:34:58.003 [ParallelWrapper training thread 10] DEBUG o.n.j.c.CudaAffinityManager - Manually mapping thread [75] to device [4], out of [16] devices... | |
12:34:58.004 [ParallelWrapper training thread 10] ERROR o.d.parallelism.ParallelWrapper - Uncaught exception: java.lang.RuntimeException: java.lang.ArithmeticException: / by zero | |
java.lang.RuntimeException: java.lang.ArithmeticException: / by zero | |
at org.deeplearning4j.parallelism.trainer.DefaultTrainer.run(DefaultTrainer.java:403) | |
at java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1142) | |
at java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:617) | |
at java.lang.Thread.run(Thread.java:748) | |
Caused by: java.lang.ArithmeticException: / by zero | |
at org.deeplearning4j.parallelism.trainer.DefaultTrainer.run(DefaultTrainer.java:343) | |
... 3 more | |
12:35:00.616 [ParallelWrapper training thread 3] DEBUG o.d.p.trainer.DefaultTrainer - Terminating all workspaces for trainer_3 | |
12:35:00.707 [ParallelWrapper training thread 3] DEBUG o.n.j.c.CudaAffinityManager - Manually mapping thread [76] to device [5], out of [16] devices... | |
12:35:00.707 [ParallelWrapper training thread 3] ERROR o.d.parallelism.ParallelWrapper - Uncaught exception: java.lang.RuntimeException: java.lang.ArithmeticException: / by zero | |
java.lang.RuntimeException: java.lang.ArithmeticException: / by zero | |
at org.deeplearning4j.parallelism.trainer.DefaultTrainer.run(DefaultTrainer.java:403) | |
at java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1142) | |
at java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:617) | |
at java.lang.Thread.run(Thread.java:748) | |
Caused by: java.lang.ArithmeticException: / by zero | |
at org.deeplearning4j.parallelism.trainer.DefaultTrainer.run(DefaultTrainer.java:343) | |
... 3 more | |
12:35:08.729 [ParallelWrapper training thread 4] DEBUG o.d.p.trainer.DefaultTrainer - Terminating all workspaces for trainer_4 | |
12:35:08.940 [ParallelWrapper training thread 4] DEBUG o.n.j.c.CudaAffinityManager - Manually mapping thread [77] to device [6], out of [16] devices... | |
12:35:08.941 [ParallelWrapper training thread 4] ERROR o.d.parallelism.ParallelWrapper - Uncaught exception: java.lang.RuntimeException: java.lang.ArithmeticException: / by zero | |
java.lang.RuntimeException: java.lang.ArithmeticException: / by zero | |
at org.deeplearning4j.parallelism.trainer.DefaultTrainer.run(DefaultTrainer.java:403) | |
at java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1142) | |
at java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:617) | |
at java.lang.Thread.run(Thread.java:748) | |
Caused by: java.lang.ArithmeticException: / by zero | |
at org.deeplearning4j.parallelism.trainer.DefaultTrainer.run(DefaultTrainer.java:343) | |
... 3 more | |
12:35:11.838 [ParallelWrapper training thread 15] DEBUG o.d.p.trainer.DefaultTrainer - Terminating all workspaces for trainer_15 | |
12:35:11.967 [ParallelWrapper training thread 15] DEBUG o.n.j.c.CudaAffinityManager - Manually mapping thread [78] to device [7], out of [16] devices... | |
12:35:11.967 [ParallelWrapper training thread 9] DEBUG o.d.p.trainer.DefaultTrainer - Terminating all workspaces for trainer_9 | |
12:35:11.967 [ParallelWrapper training thread 15] ERROR o.d.parallelism.ParallelWrapper - Uncaught exception: java.lang.RuntimeException: java.lang.ArithmeticException: / by zero | |
java.lang.RuntimeException: java.lang.ArithmeticException: / by zero12:35:12.039 [ParallelWrapper training thread 9] DEBUG o.n.j.c.CudaAffinityManager - Manually mapping thread [79] to device [8], out of [16] devices... | |
at org.deeplearning4j.parallelism.trainer.DefaultTrainer.run(DefaultTrainer.java:403) | |
at java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1142) | |
at java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:617) | |
at java.lang.Thread.run(Thread.java:748) | |
Caused by: java.lang.ArithmeticException: / by zero | |
at org.deeplearning4j.parallelism.trainer.DefaultTrainer.run(DefaultTrainer.java:343) | |
... 3 more | |
12:35:12.039 [ParallelWrapper training thread 9] ERROR o.d.parallelism.ParallelWrapper - Uncaught exception: java.lang.RuntimeException: java.lang.ArithmeticException: / by zero | |
java.lang.RuntimeException: java.lang.ArithmeticException: / by zero | |
at org.deeplearning4j.parallelism.trainer.DefaultTrainer.run(DefaultTrainer.java:403) | |
at java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1142) | |
at java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:617) | |
at java.lang.Thread.run(Thread.java:748) | |
Caused by: java.lang.ArithmeticException: / by zero | |
at org.deeplearning4j.parallelism.trainer.DefaultTrainer.run(DefaultTrainer.java:343) | |
... 3 more |
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<?xml version="1.0" encoding="UTF-8"?> | |
<project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd"> | |
<modelVersion>4.0.0</modelVersion> | |
<groupId>com.arvato</groupId> | |
<artifactId>licence-plate-detector-cnn</artifactId> | |
<version>1.0</version> | |
<packaging>jar</packaging> | |
<repositories> | |
<repository> | |
<id>snapshots-repo</id> | |
<url>https://oss.sonatype.org/content/repositories/snapshots</url> | |
<releases> | |
<enabled>false</enabled> | |
</releases> | |
<snapshots> | |
<enabled>true</enabled> | |
<updatePolicy>daily</updatePolicy> | |
</snapshots> | |
</repository> | |
</repositories> | |
<dependencies> | |
<dependency> | |
<groupId>org.deeplearning4j</groupId> | |
<artifactId>deeplearning4j-core</artifactId> | |
<version>0.8.1-SNAPSHOT</version> | |
</dependency> | |
<dependency> | |
<groupId>org.deeplearning4j</groupId> | |
<artifactId>deeplearning4j-ui_2.11</artifactId> | |
<version>0.8.1-SNAPSHOT</version> | |
</dependency> | |
<dependency> | |
<groupId>org.nd4j</groupId> | |
<artifactId>nd4j-cuda-8.0</artifactId> | |
<version>0.8.1-SNAPSHOT</version> | |
</dependency> | |
<dependency> | |
<groupId>org.datavec</groupId> | |
<artifactId>datavec-api</artifactId> | |
<version>0.8.1-SNAPSHOT</version> | |
</dependency> | |
<dependency> | |
<groupId>org.deeplearning4j</groupId> | |
<artifactId>deeplearning4j-parallel-wrapper_2.11</artifactId> | |
<version>0.8.1-SNAPSHOT</version> | |
</dependency> | |
</dependencies> | |
<properties> | |
<project.build.sourceEncoding>UTF-8</project.build.sourceEncoding> | |
<maven.compiler.source>1.8</maven.compiler.source> | |
<maven.compiler.target>1.8</maven.compiler.target> | |
</properties> | |
</project> |
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