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*** PARAMS *** | |
int slots = 8; // Max character columns per row | |
int height = 64; | |
int width = 128; | |
int channels = 1; | |
protected double splitTrainTest = 0.7; | |
protected static int epochs = 64; // 30, 40 | |
boolean save = true; | |
int seed = 1234; | |
int iterations = 1; | |
int batchSize = 64; | |
int workers = 2; | |
double threshold = 1e-3; | |
double biasWeight = 0.1; | |
Activation activation = Activation.LEAKYRELU; | |
// 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(25,0.00007); | |
} | |
*** Config *** | |
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) | |
.regularization(true) | |
.gradientNormalization(GradientNormalization.RenormalizeL2PerLayer) // normalize to prevent vanishing or exploding gradients | |
.l2(2 * 1e-4) | |
// .l1(5 * 1e-4) | |
.miniBatch(true) | |
.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 SubsamplingLayer.Builder(SubsamplingLayer.PoolingType.MAX) | |
.name("maxpool_3_2x2") | |
.kernelSize(2, 2) | |
.stride(2, 2) | |
.build()) | |
.layer(6, new DenseLayer.Builder() | |
.name("fc_1") | |
.activation(activation) | |
.nOut(2048).build()) | |
.layer(7, new OutputLayer.Builder(LossFunctions.LossFunction.MCXENT) | |
.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(); |
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11:14:34.744 [main] DEBUG play.api.libs.CryptoConfigParser - Generated dev mode secret ab156f27974f225fc89833e0a365eb9a for app at jar:file:/C:/Users/Meikel/.m2/repository/org/deeplearning4j/deeplearning4j-play_2.11/0.8.1-SNAPSHOT/deeplearning4j-play_2.11-0.8.1-SNAPSHOT.jar!/application.conf | |
11:14:34.749 [main] WARN application - application.conf @ jar:file:/C:/Users/Meikel/.m2/repository/org/deeplearning4j/deeplearning4j-play_2.11/0.8.1-SNAPSHOT/deeplearning4j-play_2.11-0.8.1-SNAPSHOT.jar!/application.conf: 355: parsers.text.maxLength is deprecated, use play.http.parser.maxMemoryBuffer instead | |
11:14:34.973 [main] DEBUG p.a.l.concurrent.ActorSystemProvider - Starting application default Akka system: application | |
11:14:35.038 [main] INFO play.api.Play - Application started (Dev) | |
11:14:35.200 [main] INFO play.core.server.NettyServer - Listening for HTTP on /0:0:0:0:0:0:0:0:9000 | |
11:14:35.201 [main] INFO o.d.ui.play.PlayUIServer - UI Server started at http://localhost:9000 | |
11:14:35.202 [Thread-1] DEBUG o.d.ui.play.PlayUIServer - PlayUIServer.StatsEventRouterRunnable started | |
11:14:35.204 [main] INFO o.d.ui.play.PlayUIServer - StatsStorage instance attached to UI: InMemoryStatsStorage(uid=c8691d92) | |
11:14:35.218 [main] INFO org.nd4j.linalg.factory.Nd4jBackend - Loaded [JCublasBackend] backend | |
11:14:36.426 [application-akka.actor.default-dispatcher-9] DEBUG org.reflections.Reflections - going to scan these urls: | |
jar:file:/C:/Users/Meikel/.m2/repository/org/deeplearning4j/deeplearning4j-play_2.11/0.8.1-SNAPSHOT/deeplearning4j-play_2.11-0.8.1-SNAPSHOT.jar!/dl4j_i18n/ | |
11:14:36.437 [application-akka.actor.default-dispatcher-9] INFO org.reflections.Reflections - Reflections took 10 ms to scan 1 urls, producing 359 keys and 388 values | |
11:14:36.494 [main] INFO org.nd4j.nativeblas.NativeOpsHolder - Number of threads used for NativeOps: 32 | |
11:14:36.883 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [0]... | |
11:14:36.887 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [0]... | |
11:14:36.890 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [0]... | |
11:14:36.892 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [0]... | |
11:14:36.894 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [0]... | |
11:14:36.896 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [0]... | |
11:14:36.899 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [0]... | |
11:14:36.901 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [0]... | |
11:14:36.903 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [0]... | |
11:14:36.905 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [0]... | |
11:14:36.907 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [0]... | |
11:14:36.910 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [0]... | |
11:14:36.912 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [0]... | |
11:14:36.915 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [0]... | |
11:14:36.915 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [0]... | |
11:14:36.916 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [0]... | |
11:14:36.917 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [0]... | |
11:14:36.918 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [0]... | |
11:14:36.919 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [0]... | |
11:14:36.920 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [0]... | |
11:14:36.920 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [0]... | |
11:14:36.921 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [0]... | |
11:14:36.922 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [0]... | |
11:14:36.923 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [0]... | |
11:14:36.924 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [0]... | |
11:14:36.924 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [0]... | |
11:14:36.925 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [0]... | |
11:14:36.926 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [0]... | |
11:14:36.927 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [0]... | |
11:14:36.928 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [0]... | |
11:14:36.929 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [0]... | |
11:14:36.930 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [0]... | |
11:14:37.199 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [1]... | |
11:14:37.200 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [1]... | |
11:14:37.201 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [1]... | |
11:14:37.202 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [1]... | |
11:14:37.203 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [1]... | |
11:14:37.204 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [1]... | |
11:14:37.205 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [1]... | |
11:14:37.205 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [1]... | |
11:14:37.206 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [1]... | |
11:14:37.207 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [1]... | |
11:14:37.208 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [1]... | |
11:14:37.209 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [1]... | |
11:14:37.210 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [1]... | |
11:14:37.211 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [1]... | |
11:14:37.212 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [1]... | |
11:14:37.212 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [1]... | |
11:14:37.213 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [1]... | |
11:14:37.214 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [1]... | |
11:14:37.215 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [1]... | |
11:14:37.216 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [1]... | |
11:14:37.217 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [1]... | |
11:14:37.217 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [1]... | |
11:14:37.218 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [1]... | |
11:14:37.219 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [1]... | |
11:14:37.220 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [1]... | |
11:14:37.221 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [1]... | |
11:14:37.222 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [1]... | |
11:14:37.223 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [1]... | |
11:14:37.224 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [1]... | |
11:14:37.225 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [1]... | |
11:14:37.225 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [1]... | |
11:14:37.226 [main] DEBUG o.n.j.a.c.impl.BasicContextPool - Creating new stream for thread: [1], device: [1]... | |
11:14:37.230 [main] DEBUG o.n.j.c.CudaAffinityManager - Mapping thread [1] to device [0], out of [2] devices... | |
11:14:37.230 [main] DEBUG o.n.j.c.CudaAffinityManager - Manually mapping thread [45] to device [0], out of [2] devices... | |
11:14:37.230 [main] DEBUG o.n.j.c.CudaAffinityManager - Manually mapping thread [46] to device [0], out of [2] devices... | |
11:14:37.230 [main] DEBUG o.n.j.c.CudaAffinityManager - Manually mapping thread [47] to device [0], out of [2] devices... | |
11:14:37.230 [main] DEBUG o.n.j.c.CudaAffinityManager - Manually mapping thread [48] to device [0], out of [2] devices... | |
11:14:37.230 [main] DEBUG o.n.j.c.CudaAffinityManager - Manually mapping thread [49] to device [0], out of [2] devices... | |
11:14:37.230 [main] DEBUG o.n.j.c.CudaAffinityManager - Manually mapping thread [50] to device [0], out of [2] devices... | |
11:14:37.232 [main] DEBUG org.reflections.Reflections - going to scan these urls: | |
jar:file:/C:/Users/Meikel/.m2/repository/org/nd4j/nd4j-parameter-server-client/0.8.1-SNAPSHOT/nd4j-parameter-server-client-0.8.1-SNAPSHOT.jar!/ | |
jar:file:/C:/Users/Meikel/.m2/repository/org/nd4j/nd4j-buffer/0.8.1-SNAPSHOT/nd4j-buffer-0.8.1-SNAPSHOT.jar!/ | |
jar:file:/C:/Users/Meikel/.m2/repository/org/nd4j/nd4j-base64/0.8.1-SNAPSHOT/nd4j-base64-0.8.1-SNAPSHOT.jar!/ | |
jar:file:/C:/Users/Meikel/.m2/repository/org/nd4j/nd4j-cuda-8.0/0.8.1-SNAPSHOT/nd4j-cuda-8.0-0.8.1-SNAPSHOT-windows-x86_64.jar!/ | |
jar:file:/C:/Users/Meikel/.m2/repository/org/nd4j/jackson/0.8.1-SNAPSHOT/jackson-0.8.1-SNAPSHOT.jar!/ | |
jar:file:/C:/Users/Meikel/.m2/repository/org/nd4j/nd4j-jackson/0.8.1-SNAPSHOT/nd4j-jackson-0.8.1-SNAPSHOT.jar!/ | |
jar:file:/C:/Users/Meikel/.m2/repository/org/nd4j/nd4j-aeron/0.8.1-SNAPSHOT/nd4j-aeron-0.8.1-SNAPSHOT.jar!/ | |
jar:file:/C:/Users/Meikel/.m2/repository/org/nd4j/nd4j-cuda-8.0/0.8.1-SNAPSHOT/nd4j-cuda-8.0-0.8.1-SNAPSHOT.jar!/ | |
jar:file:/C:/Users/Meikel/.m2/repository/org/nd4j/nd4j-context/0.8.1-SNAPSHOT/nd4j-context-0.8.1-SNAPSHOT.jar!/ | |
jar:file:/C:/Users/Meikel/.m2/repository/org/nd4j/nd4j-native-api/0.8.1-SNAPSHOT/nd4j-native-api-0.8.1-SNAPSHOT.jar!/ | |
jar:file:/C:/Users/Meikel/.m2/repository/org/nd4j/nd4j-parameter-server/0.8.1-SNAPSHOT/nd4j-parameter-server-0.8.1-SNAPSHOT.jar!/ | |
jar:file:/C:/Users/Meikel/.m2/repository/org/nd4j/nd4j-parameter-server-model/0.8.1-SNAPSHOT/nd4j-parameter-server-model-0.8.1-SNAPSHOT.jar!/ | |
jar:file:/C:/Users/Meikel/.m2/repository/org/nd4j/nd4j-api/0.8.1-SNAPSHOT/nd4j-api-0.8.1-SNAPSHOT.jar!/ | |
jar:file:/C:/Users/Meikel/.m2/repository/org/nd4j/nd4j-common/0.8.1-SNAPSHOT/nd4j-common-0.8.1-SNAPSHOT.jar!/ | |
11:14:37.283 [main] INFO org.reflections.Reflections - Reflections took 50 ms to scan 14 urls, producing 30 keys and 221 values | |
11:14:37.338 [main] INFO o.n.l.a.o.e.DefaultOpExecutioner - Backend used: [CUDA]; OS: [Windows 10] | |
11:14:37.338 [main] INFO o.n.l.a.o.e.DefaultOpExecutioner - Cores: [8]; Memory: [16,0GB]; | |
11:14:37.338 [main] INFO o.n.l.a.o.e.DefaultOpExecutioner - Blas vendor: [CUBLAS] | |
11:14:37.338 [main] INFO o.n.l.j.o.e.CudaExecutioner - Device name: [GeForce GTX 1080 Ti]; CC: [6.1]; Total/free memory: [11811160064] | |
11:14:37.338 [main] INFO o.n.l.j.o.e.CudaExecutioner - Device name: [GeForce GTX 1080 Ti]; CC: [6.1]; Total/free memory: [11811160064] | |
11:14:37.411 [main] DEBUG o.n.j.handler.impl.CudaZeroHandler - Creating bucketID: 4 | |
11:14:37.587 [main] DEBUG org.reflections.Reflections - going to scan these urls: | |
file:/C:/Users/Meikel/.m2/repository/org/javassist/javassist/3.19.0-GA/javassist-3.19.0-GA.jar | |
file:/C:/Users/Meikel/.m2/repository/org/bytedeco/javacpp-presets/flycapture/2.11.3.121-1.3.3-SNAPSHOT/flycapture-2.11.3.121-1.3.3-SNAPSHOT.jar | |
file:/C:/Users/Meikel/.m2/repository/com/mashape/unirest/unirest-java/1.4.9/unirest-java-1.4.9.jar | |
file:/C:/Users/Meikel/.m2/repository/com/typesafe/play/play-netty-server_2.11/2.4.6/play-netty-server_2.11-2.4.6.jar | |
file:/C:/Users/Meikel/.m2/repository/com/thoughtworks/paranamer/paranamer/2.6/paranamer-2.6.jar | |
file:/C:/Users/Meikel/.m2/repository/com/twelvemonkeys/common/common-lang/3.1.1/common-lang-3.1.1.jar | |
file:/C:/Users/Meikel/.m2/repository/org/nd4j/nd4j-api/0.8.1-SNAPSHOT/nd4j-api-0.8.1-SNAPSHOT.jar | |
file:/C:/Users/Meikel/.m2/repository/ch/qos/logback/logback-core/1.1.3/logback-core-1.1.3.jar | |
file:/C:/Users/Meikel/.m2/repository/org/bytedeco/javacpp-presets/hdf5/1.10.0-patch1-1.3/hdf5-1.10.0-patch1-1.3-linux-ppc64le.jar | |
file:/C:/Users/Meikel/.m2/repository/org/jetbrains/kotlin/kotlin-stdlib/1.0.2/kotlin-stdlib-1.0.2.jar | |
file:/C:/Users/Meikel/.m2/repository/aopalliance/aopalliance/1.0/aopalliance-1.0.jar | |
file:/C:/Users/Meikel/.m2/repository/org/slf4j/jul-to-slf4j/1.7.12/jul-to-slf4j-1.7.12.jar | |
file:/C:/Users/Meikel/.m2/repository/com/fasterxml/jackson/core/jackson-annotations/2.4.4/jackson-annotations-2.4.4.jar | |
file:/C:/Users/Meikel/.m2/repository/org/bytedeco/javacpp-presets/opencv/3.2.0-1.3.3-SNAPSHOT/opencv-3.2.0-1.3.3-SNAPSHOT.jar | |
file:/C:/Users/Meikel/.m2/repository/org/eclipse/collections/eclipse-collections/7.1.1/eclipse-collections-7.1.1.jar | |
file:/C:/Users/Meikel/.m2/repository/org/iq80/leveldb/leveldb/0.5/leveldb-0.5.jar | |
file:/C:/Users/Meikel/.m2/repository/org/scala-stm/scala-stm_2.11/0.7/scala-stm_2.11-0.7.jar | |
file:/C:/Users/Meikel/.m2/repository/org/deeplearning4j/deeplearning4j-ui-components/0.8.1-SNAPSHOT/deeplearning4j-ui-components-0.8.1-SNAPSHOT.jar | |
file:/C:/Users/Meikel/.m2/repository/org/xerial/sqlite-jdbc/3.15.1/sqlite-jdbc-3.15.1.jar | |
file:/C:/Users/Meikel/.m2/repository/org/mapdb/mapdb/3.0.2/mapdb-3.0.2.jar | |
file:/C:/Users/Meikel/.m2/repository/org/slf4j/slf4j-api/1.7.12/slf4j-api-1.7.12.jar | |
file:/C:/Users/Meikel/.m2/repository/org/nd4j/jackson/0.8.1-SNAPSHOT/jackson-0.8.1-SNAPSHOT.jar | |
file:/C:/Users/Meikel/.m2/repository/org/jetbrains/kotlin/kotlin-runtime/1.0.2/kotlin-runtime-1.0.2.jar | |
file:/C:/Users/Meikel/.m2/repository/org/bytedeco/javacpp-presets/opencv/3.2.0-1.3/opencv-3.2.0-1.3-linux-x86.jar | |
file:/C:/Users/Meikel/.m2/repository/org/bytedeco/javacpp-presets/libdc1394/2.2.5-1.3.3-SNAPSHOT/libdc1394-2.2.5-1.3.3-SNAPSHOT.jar | |
file:/C:/Users/Meikel/.m2/repository/org/bytedeco/javacpp-presets/cuda/8.0-6.0-1.3/cuda-8.0-6.0-1.3-windows-x86_64.jar | |
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file:/C:/Users/Meikel/.m2/repository/org/nd4j/nd4j-parameter-server-client/0.8.1-SNAPSHOT/nd4j-parameter-server-client-0.8.1-SNAPSHOT.jar | |
file:/C:/Users/Meikel/.m2/repository/org/deeplearning4j/deeplearning4j-ui_2.11/0.8.1-SNAPSHOT/deeplearning4j-ui_2.11-0.8.1-SNAPSHOT.jar | |
file:/C:/Users/Meikel/.m2/repository/org/apache/httpcomponents/httpcore-nio/4.4.4/httpcore-nio-4.4.4.jar | |
file:/C:/Users/Meikel/.m2/repository/org/bytedeco/javacpp-presets/hdf5/1.10.0-patch1-1.3/hdf5-1.10.0-patch1-1.3-linux-x86.jar | |
file:/C:/Users/Meikel/.m2/repository/org/scala-lang/modules/scala-xml_2.11/1.0.1/scala-xml_2.11-1.0.1.jar | |
file:/C:/Users/Meikel/.m2/repository/org/bytedeco/javacpp-presets/leptonica/1.73-1.3/leptonica-1.73-1.3-macosx-x86_64.jar | |
file:/C:/Users/Meikel/.m2/repository/org/scala-lang/scala-library/2.11.6/scala-library-2.11.6.jar | |
file:/C:/Users/Meikel/.m2/repository/org/apache/commons/commons-lang3/3.3.1/commons-lang3-3.3.1.jar | |
file:/C:/Users/Meikel/.m2/repository/org/bytedeco/javacpp-presets/leptonica/1.73-1.3/leptonica-1.73-1.3-linux-x86.jar | |
file:/C:/Users/Meikel/.m2/repository/org/deeplearning4j/deeplearning4j-ui-model/0.8.1-SNAPSHOT/deeplearning4j-ui-model-0.8.1-SNAPSHOT.jar | |
file:/C:/Users/Meikel/.m2/repository/org/deeplearning4j/deeplearning4j-parallel-wrapper_2.11/0.8.1-SNAPSHOT/deeplearning4j-parallel-wrapper_2.11-0.8.1-SNAPSHOT.jar | |
file:/C:/Users/Meikel/.m2/repository/org/tukaani/xz/1.5/xz-1.5.jar | |
file:/C:/Users/Meikel/.m2/repository/org/bytedeco/javacpp-presets/ffmpeg/3.3.2-1.3.3-SNAPSHOT/ffmpeg-3.3.2-1.3.3-SNAPSHOT.jar | |
file:/C:/Users/Meikel/.m2/repository/com/typesafe/play/play-datacommons_2.11/2.4.6/play-datacommons_2.11-2.4.6.jar | |
file:/C:/Users/Meikel/.m2/repository/org/deeplearning4j/deeplearning4j-play_2.11/0.8.1-SNAPSHOT/deeplearning4j-play_2.11-0.8.1-SNAPSHOT.jar | |
file:/C:/Users/Meikel/.m2/repository/org/bytedeco/javacpp-presets/opencv/3.2.0-1.3/opencv-3.2.0-1.3-linux-x86_64.jar | |
file:/C:/Users/Meikel/.m2/repository/org/bytedeco/javacpp-presets/leptonica/1.73-1.3/leptonica-1.73-1.3-linux-x86_64.jar | |
file:/C:/Users/Meikel/.m2/repository/org/hibernate/hibernate-validator/5.0.3.Final/hibernate-validator-5.0.3.Final.jar | |
file:/C:/Users/Meikel/.m2/repository/net/jodah/typetools/0.4.3/typetools-0.4.3.jar | |
file:/C:/Users/Meikel/.m2/repository/org/bytedeco/javacpp-presets/leptonica/1.73-1.3/leptonica-1.73-1.3-linux-armhf.jar | |
file:/C:/Users/Meikel/.m2/repository/org/nd4j/nd4j-parameter-server/0.8.1-SNAPSHOT/nd4j-parameter-server-0.8.1-SNAPSHOT.jar | |
file:/C:/Users/Meikel/.m2/repository/joda-time/joda-time/2.9.2/joda-time-2.9.2.jar | |
11:14:39.778 [main] INFO org.reflections.Reflections - Reflections took 2189 ms to scan 194 urls, producing 3974 keys and 22831 values | |
11:14:39.802 [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 | |
11:14:39.802 [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 | |
11:14:39.802 [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 | |
11:14:39.802 [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 | |
11:14:39.802 [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 | |
11:14:39.805 [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 | |
11:14:39.805 [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 | |
11:14:39.805 [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 | |
11:14:39.805 [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 | |
11:14:39.805 [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 | |
11:14:39.868 [main] INFO o.d.nn.multilayer.MultiLayerNetwork - Starting MultiLayerNetwork with WorkspaceModes set to [training: NONE; inference: SEPARATE] | |
11:14:39.898 [main] DEBUG o.n.j.handler.impl.CudaZeroHandler - Creating bucketID: 3 | |
11:14:39.906 [main] DEBUG o.n.j.handler.impl.CudaZeroHandler - Creating bucketID: 2 | |
11:14:39.955 [main] DEBUG o.n.j.handler.impl.CudaZeroHandler - Creating bucketID: 1 | |
11:14:39.956 [main] DEBUG o.n.j.handler.impl.CudaZeroHandler - Creating bucketID: 5 | |
11:14:39.958 [main] DEBUG org.reflections.Reflections - going to scan these urls: | |
jar:file:/C:/Users/Meikel/.m2/repository/org/nd4j/nd4j-parameter-server-client/0.8.1-SNAPSHOT/nd4j-parameter-server-client-0.8.1-SNAPSHOT.jar!/ | |
jar:file:/C:/Users/Meikel/.m2/repository/org/nd4j/nd4j-buffer/0.8.1-SNAPSHOT/nd4j-buffer-0.8.1-SNAPSHOT.jar!/ | |
jar:file:/C:/Users/Meikel/.m2/repository/org/nd4j/nd4j-base64/0.8.1-SNAPSHOT/nd4j-base64-0.8.1-SNAPSHOT.jar!/ | |
jar:file:/C:/Users/Meikel/.m2/repository/org/nd4j/nd4j-cuda-8.0/0.8.1-SNAPSHOT/nd4j-cuda-8.0-0.8.1-SNAPSHOT-windows-x86_64.jar!/ | |
jar:file:/C:/Users/Meikel/.m2/repository/org/nd4j/jackson/0.8.1-SNAPSHOT/jackson-0.8.1-SNAPSHOT.jar!/ | |
jar:file:/C:/Users/Meikel/.m2/repository/org/nd4j/nd4j-jackson/0.8.1-SNAPSHOT/nd4j-jackson-0.8.1-SNAPSHOT.jar!/ | |
jar:file:/C:/Users/Meikel/.m2/repository/org/nd4j/nd4j-aeron/0.8.1-SNAPSHOT/nd4j-aeron-0.8.1-SNAPSHOT.jar!/ | |
jar:file:/C:/Users/Meikel/.m2/repository/org/nd4j/nd4j-cuda-8.0/0.8.1-SNAPSHOT/nd4j-cuda-8.0-0.8.1-SNAPSHOT.jar!/ | |
jar:file:/C:/Users/Meikel/.m2/repository/org/nd4j/nd4j-context/0.8.1-SNAPSHOT/nd4j-context-0.8.1-SNAPSHOT.jar!/ | |
jar:file:/C:/Users/Meikel/.m2/repository/org/nd4j/nd4j-native-api/0.8.1-SNAPSHOT/nd4j-native-api-0.8.1-SNAPSHOT.jar!/ | |
jar:file:/C:/Users/Meikel/.m2/repository/org/nd4j/nd4j-parameter-server/0.8.1-SNAPSHOT/nd4j-parameter-server-0.8.1-SNAPSHOT.jar!/ | |
jar:file:/C:/Users/Meikel/.m2/repository/org/nd4j/nd4j-parameter-server-model/0.8.1-SNAPSHOT/nd4j-parameter-server-model-0.8.1-SNAPSHOT.jar!/ | |
jar:file:/C:/Users/Meikel/.m2/repository/org/nd4j/nd4j-api/0.8.1-SNAPSHOT/nd4j-api-0.8.1-SNAPSHOT.jar!/ | |
jar:file:/C:/Users/Meikel/.m2/repository/org/nd4j/nd4j-common/0.8.1-SNAPSHOT/nd4j-common-0.8.1-SNAPSHOT.jar!/ | |
11:14:40.028 [main] INFO org.reflections.Reflections - Reflections took 69 ms to scan 14 urls, producing 412 keys and 1613 values | |
11:14:40.039 [main] DEBUG o.n.j.handler.impl.CudaZeroHandler - Creating bucketID: 0 | |
11:14:40.493 [main] INFO o.n.l.j.compression.CudaThreshold - Setting threshold to [0.001] | |
11:14:40.671 [main] INFO o.d.parallelism.ParallelWrapper - Creating new AveragingTraining instance | |
Train model.... | |
11:14:41.025 [main] INFO o.d.parallelism.ParallelWrapper - Using workspaceMode SINGLE for training | |
11:14:41.026 [main] DEBUG o.n.j.c.CudaAffinityManager - Manually mapping thread [54] to device [0], out of [2] devices... | |
11:14:41.027 [main] DEBUG o.n.j.c.CudaAffinityManager - Manually mapping thread [56] to device [1], out of [2] devices... | |
11:14:41.027 [main] INFO o.d.parallelism.ParallelWrapper - Creating asynchronous prefetcher... | |
11:14:41.029 [main] DEBUG o.n.j.c.CudaAffinityManager - Manually mapping thread [57] to device [0], out of [2] devices... | |
11:14:41.029 [main] INFO o.d.parallelism.ParallelWrapper - Starting ParallelWrapper training round... | |
11:14:41.030 [ADSI prefetch thread] DEBUG o.n.l.memory.abstracts.Nd4jWorkspace - Steps: 10 | |
Label: 'WNRC6503' -> [0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 1.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 1.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 1.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 1.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 1.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 1.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 1.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 1.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00] | |
11:14:42.026 [ADSI prefetch thread] DEBUG o.n.l.memory.abstracts.Nd4jWorkspace - Steps: 17 | |
11:14:42.026 [ADSI prefetch thread] DEBUG o.n.l.memory.abstracts.Nd4jWorkspace - Steps: 17 | |
11:14:42.058 [ParallelWrapper training thread 0] INFO org.nd4j.nativeblas.Nd4jBlas - Number of threads used for BLAS: 0 | |
11:14:46.142 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 5.0067412047460484 | |
11:14:46.297 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 225 ms | |
11:14:49.835 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 4.9997010901049155 | |
11:14:49.979 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 225 ms | |
11:14:53.394 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 5.09660830428489 | |
11:14:53.548 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 241 ms | |
11:14:57.020 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 5.151321994709948 | |
11:14:57.186 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 258 ms | |
11:15:00.523 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 5.519218287129771 | |
11:15:00.657 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 216 ms | |
11:15:04.061 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 4.471908645563168 | |
11:15:04.223 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 222 ms | |
11:15:07.656 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 2.54889777854429 | |
11:15:07.793 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 201 ms | |
11:15:11.316 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 2.0198752726724045 | |
11:15:11.462 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 245 ms | |
11:15:13.351 [ADSI prefetch thread] INFO o.d.d.i.MultipleEpochsIterator - Epoch 1, number of batches completed 86 | |
11:15:14.730 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 1.0789103876734183 | |
11:15:14.874 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 229 ms | |
11:15:18.230 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 1.8291864604301278 | |
11:15:18.378 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 228 ms | |
11:15:21.766 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 1.000771505265328 | |
11:15:21.902 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 205 ms | |
11:15:25.470 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 0.7879170165059448 | |
11:15:25.648 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 266 ms | |
11:15:29.005 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 0.9500522057411892 | |
11:15:29.149 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 226 ms | |
11:15:32.616 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 0.6970593266004147 | |
11:15:32.756 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 220 ms | |
11:15:36.183 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 1.1410134668881944 | |
11:15:36.329 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 214 ms | |
11:15:39.733 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 0.6541849814013339 | |
11:15:39.879 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 242 ms | |
11:15:43.307 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: NaN | |
11:15:43.469 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 228 ms | |
11:15:43.597 [ADSI prefetch thread] INFO o.d.d.i.MultipleEpochsIterator - Epoch 2, number of batches completed 86 | |
11:15:46.754 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 0.6747743901103637 | |
11:15:46.908 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 238 ms | |
11:15:50.498 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 0.59725869721479 | |
11:15:50.663 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 230 ms | |
11:15:54.084 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 0.16148460599030134 | |
11:15:54.259 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 237 ms | |
11:15:57.800 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 0.3840012628822877 | |
11:15:57.944 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 226 ms | |
11:16:01.467 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 0.3710419630256705 | |
11:16:01.613 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 231 ms | |
11:16:05.313 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 1.8559786037132127 | |
11:16:05.456 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 203 ms | |
11:16:09.023 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 0.3336313664881792 | |
11:16:09.166 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 208 ms | |
11:16:12.734 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 0.7244816635445318 | |
11:16:12.877 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 223 ms | |
11:16:15.436 [ADSI prefetch thread] INFO o.d.d.i.MultipleEpochsIterator - Epoch 3, number of batches completed 86 | |
11:16:16.242 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 0.5873972684403882 | |
11:16:16.396 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 220 ms | |
11:16:20.016 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 0.4520635220426123 | |
11:16:20.165 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 252 ms | |
11:16:23.609 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 0.2326802416680917 | |
11:16:23.768 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 246 ms | |
11:16:27.349 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 0.9249210630489908 | |
11:16:27.497 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 237 ms | |
11:16:31.244 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 0.5135037634548076 | |
11:16:31.397 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 257 ms | |
11:16:35.061 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 0.599804504766749 | |
11:16:35.234 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 259 ms | |
11:16:38.868 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 0.5250338059834486 | |
11:16:39.014 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 239 ms | |
11:16:42.667 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 1.0095058105060088 | |
11:16:42.870 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 283 ms | |
11:16:46.372 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 0.32824905773643437 | |
11:16:46.558 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 246 ms | |
11:16:47.631 [ADSI prefetch thread] INFO o.d.d.i.MultipleEpochsIterator - Epoch 4, number of batches completed 86 | |
11:16:49.831 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 0.23785766636710215 | |
11:16:49.966 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 210 ms | |
11:16:53.708 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 0.6870697717660519 | |
11:16:53.862 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 219 ms | |
11:16:57.608 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 0.5678446119292201 | |
11:16:57.757 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 252 ms | |
11:17:01.410 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 0.17817587166470705 | |
11:17:01.562 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 225 ms | |
11:17:05.158 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 0.5162944097871911 | |
11:17:05.299 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 215 ms | |
11:17:09.312 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 0.7241039731681935 | |
11:17:09.468 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 225 ms | |
11:17:13.370 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 0.5704080184562424 | |
11:17:13.532 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 247 ms | |
11:17:17.187 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 0.9229353083129854 | |
11:17:17.338 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 244 ms | |
11:17:20.590 [ADSI prefetch thread] INFO o.d.d.i.MultipleEpochsIterator - Epoch 5, number of batches completed 86 | |
11:17:20.802 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 0.5126217177921271 | |
11:17:20.946 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 224 ms | |
11:17:24.900 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 0.5750268765294122 | |
11:17:25.048 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 219 ms | |
11:17:29.267 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 0.1834297437274235 | |
11:17:29.423 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 253 ms | |
11:17:33.333 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 0.23355590339863366 | |
11:17:33.486 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 263 ms | |
11:17:37.273 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: NaN | |
11:17:37.428 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 265 ms | |
11:17:41.221 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 0.20620435349111468 | |
11:17:41.424 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 267 ms | |
11:17:45.236 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 0.5543942224278124 | |
11:17:45.408 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 268 ms | |
11:17:49.183 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 1.0086583171944277 | |
11:17:49.334 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 218 ms | |
11:17:53.125 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 0.7657521310393887 | |
11:17:53.279 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 229 ms | |
11:17:55.325 [ADSI prefetch thread] INFO o.d.d.i.MultipleEpochsIterator - Epoch 6, number of batches completed 86 | |
11:17:56.811 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 0.7016936024705017 | |
11:17:56.958 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 208 ms | |
11:18:00.732 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 1.382935087863364 | |
11:18:00.897 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 231 ms | |
11:18:04.562 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 0.8617920053367147 | |
11:18:04.759 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 258 ms | |
11:18:08.627 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 0.647207034160443 | |
11:18:08.799 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 281 ms | |
11:18:12.615 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 0.881536729832204 | |
11:18:12.776 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 244 ms | |
11:18:16.622 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 0.3736051967849987 | |
11:18:16.792 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 241 ms | |
11:18:20.578 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 1.1055668525789166 | |
11:18:20.737 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 236 ms | |
11:18:24.621 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 0.5031397954817143 | |
11:18:24.780 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 239 ms | |
11:18:28.624 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: NaN | |
11:18:28.783 [ADSI prefetch thread] INFO o.d.d.i.MultipleEpochsIterator - Epoch 7, number of batches completed 86 | |
11:18:28.792 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 242 ms | |
11:18:32.202 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 0.5021863173837093 | |
11:18:32.357 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 226 ms | |
11:18:36.140 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 0.336298112995265 | |
11:18:36.298 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 256 ms | |
11:18:40.213 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 0.10987962140267696 | |
11:18:40.357 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 226 ms | |
11:18:44.448 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 0.3112436462558794 | |
11:18:44.615 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 269 ms | |
11:18:48.500 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 0.33345331664486677 | |
11:18:48.658 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 277 ms | |
11:18:52.468 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 1.8070904877169576 | |
11:18:52.694 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 296 ms | |
11:18:56.374 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 0.2893241006000357 | |
11:18:56.547 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 244 ms | |
11:19:00.392 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: 0.6743766616999225 | |
11:19:00.558 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 256 ms | |
11:19:03.490 [ADSI prefetch thread] INFO o.d.d.i.MultipleEpochsIterator - Epoch 8, number of batches completed 86 | |
11:19:04.369 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: NaN | |
11:19:04.528 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 264 ms | |
11:19:08.660 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: NaN | |
11:19:08.814 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 238 ms | |
11:19:12.912 [main] INFO o.d.parallelism.ParallelWrapper - Averaged score: NaN | |
11:19:13.078 [main] INFO o.d.parallelism.ParallelWrapper - Averaging time: 267 ms |
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