Baseline Metrics - wolfma61/CNTK GitHub Wiki

This page is work in progress

Here the baseline metrics in CNTK are summarized.

Examples/Image/MNIST/01_OneHidden
Examples/Image/MNIST/02_Convolution
Examples/Image/MNIST/03_ConvBatchNorm
Examples/Image/Miscellaneous/CIFAR-10/01_Convolution
Examples/Image/Miscellaneous/CIFAR-10/02_BatchNormConv
Examples/Image/Miscellaneous/CIFAR-10/03_ResNet
Examples/Image/Miscellaneous/CIFAR-10/04_ResNet_56
Examples/Image/Miscellaneous/CIFAR-10/05_ConvLocal
Examples/Other/Simple2d/MultiGpu
Examples/Other/Simple2d/Simple
Examples/Speech/AN4/FeedForward
Examples/Speech/AN4/LSTM
Examples/Speech/TIMIT/AdaptLearnRate
Examples/Speech/TIMIT/CrossValidateSimpleNetwork
Examples/Speech/TIMIT/EvalSimpleNetwork
Examples/Speech/TIMIT/TrainAutoEncoder
Examples/Speech/TIMIT/TrainLstm
Examples/Speech/TIMIT/TrainMultiInput
Examples/Speech/TIMIT/TrainMultiTask
Examples/Speech/TIMIT/TrainNdlNetwork
Examples/Speech/TIMIT/TrainSimpleNetwork
Examples/Speech/TIMIT/TrainWithPreTrain
Examples/Speech/TIMIT/WriteBottleneck
Examples/Speech/TIMIT/WriteScaledLogLike
Examples/Text/Miscellaneous/SLU
Examples/Text/PennTreebank/RNN
Image/AlexNet
Image/AlexNet/Composite
Image/QuickE2E
ParallelTraining/NoQuantization/DoublePrecision
ParallelTraining/NoQuantization/SinglePrecision
Speech/DNN/DiscriminativePreTraining
Speech/DNN/Dropout
Speech/DNN/Parallel1BitQuantization
Speech/DNN/ParallelBM
Speech/DNN/ParallelBufferedAsyncGradientAggregation
Speech/DNN/ParallelCrossValidation
Speech/DNN/ParallelNoQuantization
Speech/DNN/ParallelNoQuantizationBufferedAsyncGradientAggregation
Speech/DNN/SequenceTraining
Speech/DNN/WriteCommand
Speech/HTKDeserializers/DNN/DiscriminativePreTraining
Speech/HTKDeserializers/DNN/Parallel1BitQuantization
Speech/HTKDeserializers/DNN/ParallelBufferedAsyncGradientAggregation
Speech/HTKDeserializers/DNN/ParallelNoQuantization
Speech/HTKDeserializers/DNN/ParallelNoQuantizationBufferedAsyncGradientAggregation
Speech/HTKDeserializers/DNN/WriteCommand
Speech/HTKDeserializers/LSTM/FullUtterance
Speech/HTKDeserializers/LSTM/Truncated
Speech/HTKDeserializers/QuickE2E
Speech/HTKDeserializers/SVD
Speech/HTKDeserializers/TIMIT/AdaptLearnRate
Speech/HTKDeserializers/TIMIT/CrossValidateSimpleNetwork
Speech/HTKDeserializers/TIMIT/EvalSimpleNetwork
Speech/HTKDeserializers/TIMIT/TrainAutoEncoder
Speech/HTKDeserializers/TIMIT/TrainLstm
Speech/HTKDeserializers/TIMIT/TrainMultiInput
Speech/HTKDeserializers/TIMIT/TrainMultiTask
Speech/HTKDeserializers/TIMIT/TrainNdlNetwork
Speech/HTKDeserializers/TIMIT/TrainSimpleNetwork
Speech/HTKDeserializers/TIMIT/TrainWithPreTrain
Speech/HTKDeserializers/TIMIT/WriteBottleneck
Speech/HTKDeserializers/TIMIT/WriteScaledLogLike
Speech/LSTM/FullUtterance
Speech/LSTM/Truncated
Speech/LSTM/Truncated-Kaldi
Speech/QuickE2E
Speech/SVD
Speech/Simple
Text/SLU
Text/SequenceClassification
Text/SparseDSSM

Examples/Image/MNIST/01_OneHidden

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.txt

Finished Epoch[ 3 of 3]: [Training] ce = 0.27493141 * 60000 top5Errs = 0.450% * 60000 errs = 7.983% * 60000 totalSamplesSeen = 180000 learningRatePerSample = 0.003125 epochTime=4.25304

Final Results: Minibatch[1-10]: ce = 0.26425332 * 10000 perplexity = 1.30245809 errs = 7.460% * 10000 top5Errs = 0.440% * 1000

CPU: Name: Intel® Xeon® CPU W3550 @ 3.07GHz Hardware threads: 4 Memory: 12580388 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8192 MB

baseline.linux.txt

Finished Epoch[ 3 of 3]: [Training] ce = 0.27476087 * 60000 top5Errs = 0.435% * 60000 errs = 8.012% * 60000 totalSamplesSeen = 180000 learningRatePerSample = 0.003125 epochTime=1.25947

Final Results: Minibatch[1-10]: ce = 0.25287636 * 10000 perplexity = 1.28772405 errs = 7.140% * 10000 top5Errs = 0.420% * 1000

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264173120 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Examples/Image/MNIST/02_Convolution

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.txt

Finished Epoch[ 3 of 3]: [Training] ce = 0.04455286 * 60000 errs = 1.323% * 60000 totalSamplesSeen = 180000 learningRatePerSample = 0.003125 epochTime=21.5013

Final Results: Minibatch[1-10]: errs = 1.300% * 10000 ce = 0.04229402 * 10000 perplexity = 1.0432011

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 268381192 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3072 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3072 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3072 MB

baseline.linux.txt

Finished Epoch[ 3 of 3]: [Training] ce = 0.04527572 * 60000 errs = 1.323% * 60000 totalSamplesSeen = 180000 learningRatePerSample = 0.003125 epochTime=3.65392

Final Results: Minibatch[1-10]: errs = 1.370% * 10000 ce = 0.04494518 * 10000 perplexity = 1.0459705

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264173120 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Examples/Image/MNIST/03_ConvBatchNorm

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.txt

Finished Epoch[ 3 of 3]: [Training] ce = 0.01399758 * 60000 errs = 0.397% * 60000 totalSamplesSeen = 180000 learningRatePerSample = 0.003125 epochTime=25.7593

Final Results: Minibatch[1-10]: errs = 0.730% * 10000 ce = 0.02156557 * 10000 perplexity = 1.0217997

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 268381192 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3072 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3072 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3072 MB

baseline.linux.txt

Finished Epoch[ 3 of 3]: [Training] ce = 0.01406867 * 60000 errs = 0.390% * 60000 totalSamplesSeen = 180000 learningRatePerSample = 0.003125 epochTime=3.93094

Final Results: Minibatch[1-10]: errs = 0.760% * 10000 ce = 0.02058535 * 10000 perplexity = 1.0207986

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264173120 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Examples/Image/Miscellaneous/CIFAR-10/01_Convolution

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.txt

Finished Epoch[10 of 10]: [Training] CE = 2.31219330 * 100 Err = 0.92000000 * 100 totalSamplesSeen = 1000 learningRatePerSample = 0.00015625 epochTime=0.021678

Final Results: Minibatch[1-625]: Err = 0.84050000 * 10000 CE = 2.27460799 * 10000 perplexity = 9.7241063

CPU: Name: Intel® Xeon® CPU W3550 @ 3.07GHz Hardware threads: 4 Memory: 12580388 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8192 MB

baseline.linux.txt

Finished Epoch[10 of 10]: [Training] CE = 2.29462769 * 100 Err = 0.84000000 * 100 totalSamplesSeen = 1000 learningRatePerSample = 0.00015625 epochTime=0.011237

Final Results: Minibatch[1-625]: Err = 0.85680000 * 10000 CE = 2.28340337 * 10000 perplexity = 9.8100107

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264173120 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Examples/Image/Miscellaneous/CIFAR-10/02_BatchNormConv

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.txt

Finished Epoch[ 5 of 5]: [Training] CE = 2.13106232 * 100 Err = 0.68000000 * 100 totalSamplesSeen = 500 learningRatePerSample = 0.00046874999 epochTime=0.014915

Final Results: Minibatch[1-625]: Err = 0.83630000 * 10000 CE = 2.27388356 * 10000 perplexity = 9.7170644

CPU: Name: Intel® Xeon® CPU W3550 @ 3.07GHz Hardware threads: 4 Memory: 12580388 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8192 MB

baseline.linux.txt

Finished Epoch[ 5 of 5]: [Training] CE = 2.16648529 * 100 Err = 0.75000000 * 100 totalSamplesSeen = 500 learningRatePerSample = 0.00046874999 epochTime=0.011199

Final Results: Minibatch[1-625]: Err = 0.87200000 * 10000 CE = 2.33601240 * 10000 perplexity = 10.3399227

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264173120 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Examples/Image/Miscellaneous/CIFAR-10/03_ResNet

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.txt

Finished Epoch[ 1 of 1]: [Training] CE = 2.56269813 * 128 Err = 0.96093750 * 128 totalSamplesSeen = 128 learningRatePerSample = 0.0625 epochTime=2.01885

Final Results: Minibatch[1-625]: Err = 0.90000000 * 10000 CE = 2.30329937 * 10000 perplexity = 10.0071453

CPU: Name: Intel® Xeon® CPU W3550 @ 3.07GHz Hardware threads: 4 Memory: 12580388 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8192 MB

baseline.linux.gpu.txt

Finished Epoch[ 1 of 1]: [Training] CE = 2.60150671 * 128 Err = 0.95312500 * 128 totalSamplesSeen = 128 learningRatePerSample = 0.0625 epochTime=2.18369

Final Results: Minibatch[1-625]: Err = 0.90000000 * 10000 CE = 2.30320422 * 10000 perplexity = 10.0061931

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264173120 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Examples/Image/Miscellaneous/CIFAR-10/04_ResNet_56

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.txt

Finished Epoch[ 1 of 1]: [Training] CE = 2.53670096 * 128 Err = 0.89062500 * 128 totalSamplesSeen = 128 learningRatePerSample = 0.0062500001 epochTime=6.6065

Final Results: Minibatch[1-625]: Err = 0.90000000 * 10000 CE = 2.30259858 * 10000 perplexity = 10.0001348

CPU: Name: Intel® Xeon® CPU W3550 @ 3.07GHz Hardware threads: 4 Memory: 12580388 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8192 MB

baseline.linux.gpu.txt

Finished Epoch[ 1 of 1]: [Training] CE = 2.53649330 * 128 Err = 0.91406250 * 128 totalSamplesSeen = 128 learningRatePerSample = 0.0062500001 epochTime=3.6717

Final Results: Minibatch[1-625]: Err = 0.90000000 * 10000 CE = 2.30259901 * 10000 perplexity = 10.0001391

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264173120 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Examples/Image/Miscellaneous/CIFAR-10/05_ConvLocal

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.txt

Finished Epoch[ 5 of 5]: [Training] CE = 2.30257889 * 100 Err = 0.93000000 * 100 totalSamplesSeen = 500 learningRatePerSample = 0.00015625 epochTime=0.260302

Final Results: Minibatch[1-625]: Err = 0.85850000 * 10000 CE = 2.30251652 * 10000 perplexity = 9.9993143

CPU: Name: Intel® Xeon® CPU W3550 @ 3.07GHz Hardware threads: 4 Memory: 12580388 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8192 MB

baseline.linux.txt

Finished Epoch[ 5 of 5]: [Training] CE = 2.30259888 * 100 Err = 0.92000000 * 100 totalSamplesSeen = 500 learningRatePerSample = 0.00015625 epochTime=0.188184

Final Results: Minibatch[1-625]: Err = 0.84650000 * 10000 CE = 2.30252428 * 10000 perplexity = 9.9993919

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264173120 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Examples/Other/Simple2d/MultiGpu

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.cpu.txt

Finished Epoch[ 3 of 3]: [Training] CrossEntropyWithSoftmax = 0.15787287 * 10000 EvalErrorPrediction = 0.07430000 * 10000 totalSamplesSeen = 30000 learningRatePerSample = 0.0080000004 epochTime=0.45449

Final Results: Minibatch[1-1]: EvalErrorPrediction = 0.05306799 * 603 CrossEntropyWithSoftmax = 0.11779054 * 603 perplexity = 1.1250084

CPU: Name: Intel® Xeon® CPU W3565 @ 3.20GHz Hardware threads: 8 Memory: 12580436 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8192 MB

baseline.windows.gpu.txt

Finished Epoch[ 3 of 3]: [Training] CrossEntropyWithSoftmax = 0.15791803 * 10000 EvalErrorPrediction = 0.07440000 * 10000 totalSamplesSeen = 30000 learningRatePerSample = 0.0080000004 epochTime=1.11701

Final Results: Minibatch[1-1]: EvalErrorPrediction = 0.05638474 * 603 CrossEntropyWithSoftmax = 0.12024913 * 603 perplexity = 1.1277777

CPU: Name: Intel® Xeon® CPU W3565 @ 3.20GHz Hardware threads: 8 Memory: 12580436 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8192 MB

baseline.linux.cpu.txt

Finished Epoch[ 3 of 3]: [Training] CrossEntropyWithSoftmax = 0.16072911 * 10000 EvalErrorPrediction = 0.07780000 * 10000 totalSamplesSeen = 30000 learningRatePerSample = 0.0080000004 epochTime=1.21294

Final Results: Minibatch[1-1]: EvalErrorPrediction = 0.05804312 * 603 CrossEntropyWithSoftmax = 0.12793940 * 603 perplexity = 1.1364841

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

baseline.linux.gpu.txt

Finished Epoch[ 3 of 3]: [Training] CrossEntropyWithSoftmax = 0.16083833 * 10000 EvalErrorPrediction = 0.07760000 * 10000 totalSamplesSeen = 30000 learningRatePerSample = 0.0080000004 epochTime=0.420737

Final Results: Minibatch[1-1]: EvalErrorPrediction = 0.05804312 * 603 CrossEntropyWithSoftmax = 0.12739181 * 603 perplexity = 1.1358619

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Examples/Other/Simple2d/Simple

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.cpu.txt

Finished Epoch[ 3 of 3]: [Training] CrossEntropyWithSoftmax = 0.15794755 * 10000 EvalErrorPrediction = 0.07480000 * 10000 totalSamplesSeen = 30000 learningRatePerSample = 0.0080000004 epochTime=0.294294

Final Results: Minibatch[1-1]: EvalErrorPrediction = 0.05638474 * 603 CrossEntropyWithSoftmax = 0.12474990 * 603 perplexity = 1.1328650

CPU: Name: Intel® Xeon® CPU W3530 @ 2.80GHz Hardware threads: 4 Memory: 12580404 kB

baseline.windows.gpu.txt

Finished Epoch[ 3 of 3]: [Training] CrossEntropyWithSoftmax = 0.15806136 * 10000 EvalErrorPrediction = 0.07470000 * 10000 totalSamplesSeen = 30000 learningRatePerSample = 0.0080000004 epochTime=2.3658

Final Results: Minibatch[1-1]: EvalErrorPrediction = 0.05638474 * 603 CrossEntropyWithSoftmax = 0.12740345 * 603 perplexity = 1.1358751

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 268381192 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3072 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3072 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3072 MB

baseline.linux.cpu.txt

Finished Epoch[ 3 of 3]: [Training] CrossEntropyWithSoftmax = 0.15964808 * 10000 EvalErrorPrediction = 0.07750000 * 10000 totalSamplesSeen = 30000 learningRatePerSample = 0.0080000004 epochTime=0.826504

Final Results: Minibatch[1-1]: EvalErrorPrediction = 0.05970149 * 603 CrossEntropyWithSoftmax = 0.13085311 * 603 perplexity = 1.1398003

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264173120 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

baseline.linux.gpu.txt

Finished Epoch[ 3 of 3]: [Training] CrossEntropyWithSoftmax = 0.15971016 * 10000 EvalErrorPrediction = 0.07740000 * 10000 totalSamplesSeen = 30000 learningRatePerSample = 0.0080000004 epochTime=0.250916

Final Results: Minibatch[1-1]: EvalErrorPrediction = 0.05970149 * 603 CrossEntropyWithSoftmax = 0.13093128 * 603 perplexity = 1.1398894

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264173120 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Examples/Speech/AN4/FeedForward

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.debug.cpu.txt

Finished Epoch[ 1 of 1]: [Training] CrossEntropyWithSoftmax = 4.48531419 * 2048 EvalErrorPrediction = 0.90722656 * 2048 totalSamplesSeen = 2048 learningRatePerSample = 0.00390625 epochTime=2.69448

CPU: Name: Intel® Xeon® CPU W3550 @ 3.07GHz Hardware threads: 4 Memory: 12580388 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8192 MB

baseline.windows.release.cpu.txt

Finished Epoch[ 1 of 1]: [Training] CrossEntropyWithSoftmax = 4.48531419 * 2048 EvalErrorPrediction = 0.90722656 * 2048 totalSamplesSeen = 2048 learningRatePerSample = 0.00390625 epochTime=0.312624

CPU: Name: Intel® Xeon® CPU W3565 @ 3.20GHz Hardware threads: 8 Memory: 12580436 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8192 MB

baseline.windows.debug.gpu.txt

Finished Epoch[ 1 of 1]: [Training] CrossEntropyWithSoftmax = 4.42832279 * 2048 EvalErrorPrediction = 0.91357422 * 2048 totalSamplesSeen = 2048 learningRatePerSample = 0.00390625 epochTime=0.183191

CPU: Name: Intel® Xeon® CPU W3550 @ 3.07GHz Hardware threads: 4 Memory: 12580388 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8192 MB

baseline.windows.release.gpu.txt

Finished Epoch[ 1 of 1]: [Training] CrossEntropyWithSoftmax = 4.42832285 * 2048 EvalErrorPrediction = 0.91357422 * 2048 totalSamplesSeen = 2048 learningRatePerSample = 0.00390625 epochTime=0.056847

CPU: Name: Intel® Xeon® CPU W3565 @ 3.20GHz Hardware threads: 8 Memory: 12580436 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8192 MB

baseline.linux.debug.cpu.txt

Finished Epoch[ 1 of 1]: [Training] CrossEntropyWithSoftmax = 4.55114436 * 2048 EvalErrorPrediction = 0.94433594 * 2048 totalSamplesSeen = 2048 learningRatePerSample = 0.00390625 epochTime=1.33851

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

baseline.linux.release.cpu.txt

Finished Epoch[ 1 of 1]: [Training] CrossEntropyWithSoftmax = 4.55114436 * 2048 EvalErrorPrediction = 0.94433594 * 2048 totalSamplesSeen = 2048 learningRatePerSample = 0.00390625 epochTime=0.202501

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

baseline.linux.debug.gpu.txt

Finished Epoch[ 1 of 1]: [Training] CrossEntropyWithSoftmax = 4.49202067 * 2048 EvalErrorPrediction = 0.93164062 * 2048 totalSamplesSeen = 2048 learningRatePerSample = 0.00390625 epochTime=0.085336

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

baseline.linux.release.gpu.txt

Finished Epoch[ 1 of 1]: [Training] CrossEntropyWithSoftmax = 4.49202067 * 2048 EvalErrorPrediction = 0.93164062 * 2048 totalSamplesSeen = 2048 learningRatePerSample = 0.00390625 epochTime=0.022575

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Examples/Speech/AN4/LSTM

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.debug.cpu.txt

Finished Epoch[ 1 of 1]: [Training] ce = 4.87092333 * 308 err = 0.89610390 * 308 totalSamplesSeen = 308 learningRatePerSample = 0.001953125 epochTime=158.218

CPU: Name: Intel® Xeon® CPU W3550 @ 3.07GHz Hardware threads: 4 Memory: 12580388 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8192 MB

baseline.windows.release.cpu.txt

Finished Epoch[ 1 of 1]: [Training] ce = 4.87092333 * 308 err = 0.89610390 * 308 totalSamplesSeen = 308 learningRatePerSample = 0.001953125 epochTime=15.5134

CPU: Name: Intel® Xeon® CPU W3565 @ 3.20GHz Hardware threads: 8 Memory: 12580436 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8192 MB

baseline.windows.debug.gpu.txt

Finished Epoch[ 1 of 1]: [Training] ce = 4.86787751 * 308 err = 0.90909091 * 308 totalSamplesSeen = 308 learningRatePerSample = 0.001953125 epochTime=6.2565

CPU: Name: Intel® Xeon® CPU W3550 @ 3.07GHz Hardware threads: 4 Memory: 12580388 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8192 MB

baseline.windows.release.gpu.txt

Finished Epoch[ 1 of 1]: [Training] ce = 4.86787751 * 308 err = 0.90909091 * 308 totalSamplesSeen = 308 learningRatePerSample = 0.001953125 epochTime=2.44835

CPU: Name: Intel® Xeon® CPU W3565 @ 3.20GHz Hardware threads: 8 Memory: 12580436 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8192 MB

baseline.linux.debug.cpu.txt

Finished Epoch[ 1 of 1]: [Training] ce = 4.86608992 * 348 err = 0.89080460 * 348 totalSamplesSeen = 348 learningRatePerSample = 0.001953125 epochTime=62.6435

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

baseline.linux.release.cpu.txt

Finished Epoch[ 1 of 1]: [Training] ce = 4.86608992 * 348 err = 0.89080460 * 348 totalSamplesSeen = 348 learningRatePerSample = 0.001953125 epochTime=7.01585

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

baseline.linux.debug.gpu.txt

Finished Epoch[ 1 of 1]: [Training] ce = 4.86475065 * 348 err = 0.87931034 * 348 totalSamplesSeen = 348 learningRatePerSample = 0.001953125 epochTime=3.43478

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

baseline.linux.release.gpu.txt

Finished Epoch[ 1 of 1]: [Training] ce = 4.86475065 * 348 err = 0.87931034 * 348 totalSamplesSeen = 348 learningRatePerSample = 0.001953125 epochTime=1.15172

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Examples/Speech/TIMIT/AdaptLearnRate

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.txt

Finished Epoch[25 of 25]: [Training] CrossEntropyWithSoftmax = 0.89024507 * 1124823 EvalErrorPrediction = 0.28983049 * 1124823 totalSamplesSeen = 28120575 learningRatePerSample = 9.5367432e-007 epochTime=19.3657

Final Results: Minibatch[1-957]: CrossEntropyWithSoftmax = 1.23338462 * 122487 perplexity = 3.43282873 EvalErrorPrediction = 0.38753500 * 12248

CPU:

baseline.linux.txt

Finished Epoch[22 of 25]: [Training] CrossEntropyWithSoftmax = 0.90656258 * 1124823 EvalErrorPrediction = 0.29544648 * 1124823 totalSamplesSeen = 24746106 learningRatePerSample = 1.8626451e-09 epochTime=13.7068

Final Results: Minibatch[1-957]: CrossEntropyWithSoftmax = 1.23369242 * 122487 perplexity = 3.43388551 EvalErrorPrediction = 0.38785340 * 12248

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Examples/Speech/TIMIT/CrossValidateSimpleNetwork

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.txt

Finished Epoch[25 of 25]: [Training] CrossEntropyWithSoftmax = 0.91771572 * 1124823 EvalErrorPrediction = 0.29838917 * 1124823 totalSamplesSeen = 28120575 learningRatePerSample = 7.8124998e-005 epochTime=6.70059

Final Results: Minibatch[1-3]: EvalErrorPrediction = 0.38708598 * 122487 CrossEntropyWithSoftmax = 1.23424823 * 122487 perplexity = 3.4357946

CPU:

baseline.linux.txt

Finished Epoch[25 of 25]: [Training] CrossEntropyWithSoftmax = 0.91869993 * 1124823 EvalErrorPrediction = 0.29864165 * 1124823 totalSamplesSeen = 28120575 learningRatePerSample = 7.8124998e-05 epochTime=5.83703

Final Results: Minibatch[1-3]: EvalErrorPrediction = 0.38720844 * 122487 CrossEntropyWithSoftmax = 1.23379413 * 122487 perplexity = 3.4342348

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Examples/Speech/TIMIT/EvalSimpleNetwork

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.txt

Finished Epoch[25 of 25]: [Training] CrossEntropyWithSoftmax = 0.91771572 * 1124823 EvalErrorPrediction = 0.29838917 * 1124823 totalSamplesSeen = 28120575 learningRatePerSample = 7.8124998e-005 epochTime=6.71778

Final Results: Minibatch[1-3]: EvalErrorPrediction = 0.38678390 * 122487 CrossEntropyWithSoftmax = 1.23415428 * 122487 perplexity = 3.4354718

CPU:

baseline.linux.txt

Finished Epoch[25 of 25]: [Training] CrossEntropyWithSoftmax = 0.91869993 * 1124823 EvalErrorPrediction = 0.29864165 * 1124823 totalSamplesSeen = 28120575 learningRatePerSample = 7.8124998e-05 epochTime=5.83752

Final Results: Minibatch[1-3]: EvalErrorPrediction = 0.38657164 * 122487 CrossEntropyWithSoftmax = 1.23369620 * 122487 perplexity = 3.4338984

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Examples/Speech/TIMIT/TrainAutoEncoder

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.txt

Finished Epoch[25 of 25]: [Training] MeanSqErr.MSE = 32.12096125 * 1124823 totalSamplesSeen = 28120575 learningRatePerSample = 0.00039062501 epochTime=19.0651

CPU:

baseline.linux.txt

Finished Epoch[25 of 25]: [Training] MeanSqErr.MSE = 34.21343625 * 1124823 totalSamplesSeen = 28120575 learningRatePerSample = 0.00039062501 epochTime=10.7447

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Examples/Speech/TIMIT/TrainLstm

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.txt

Finished Epoch[ 3 of 3]: [Training] cr = 1.50343554 * 1124823 Err = 0.45792805 * 1124823 totalSamplesSeen = 3374469 learningRatePerSample = 0.001 epochTime=220.201

Final Results: Minibatch[1-12249]: cr = 1.48507803 * 122487 perplexity = 4.41530993 Err = 0.45484011 * 12248

CPU:

baseline.linux.txt

Finished Epoch[ 3 of 3]: [Training] cr = 1.50376604 * 1124823 Err = 0.45738218 * 1124823 totalSamplesSeen = 3374469 learningRatePerSample = 0.001 epochTime=188.34

Final Results: Minibatch[1-12249]: cr = 1.48441294 * 122487 perplexity = 4.41237430 Err = 0.45835068 * 12248

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Examples/Speech/TIMIT/TrainMultiInput

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.txt

Finished Epoch[25 of 25]: [Training] CE.SM = 0.90515724 * 1124823 FER = 0.29396003 * 1124823 totalSamplesSeen = 28120575 learningRatePerSample = 7.8124998e-005 epochTime=7.18345

CPU:

baseline.linux.txt

Finished Epoch[25 of 25]: [Training] CE.SM = 0.90594798 * 1124823 FER = 0.29372532 * 1124823 totalSamplesSeen = 28120575 learningRatePerSample = 7.8124998e-05 epochTime=6.27443

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Examples/Speech/TIMIT/TrainMultiTask

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.txt

Finished Epoch[25 of 25]: [Training] ObjFcn.O = 1.19574646 * 1124823 CE1 = 1.00246428 * 1124823 FER1 = 0.32290947 * 1124823 CE2 = 1.96887777 * 1124823 FER2 = 0.78820134 * 1124823 totalSamplesSeen = 28120575 learningRatePerSample = 7.8124998e-005 epochTime=8.13539

CPU:

baseline.linux.txt

Finished Epoch[25 of 25]: [Training] ObjFcn.O = 1.19638334 * 1124823 CE1 = 1.00316416 * 1124823 FER1 = 0.32311039 * 1124823 CE2 = 1.96925583 * 1124823 FER2 = 0.78940509 * 1124823 totalSamplesSeen = 28120575 learningRatePerSample = 7.8124998e-05 epochTime=5.85135

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Examples/Speech/TIMIT/TrainNdlNetwork

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.txt

Finished Epoch[25 of 25]: [Training] CE.SM = 0.91771572 * 1124823 Err = 0.29838917 * 1124823 totalSamplesSeen = 28120575 learningRatePerSample = 7.8124998e-005 epochTime=6.58274

CPU:

baseline.linux.txt

Finished Epoch[25 of 25]: [Training] CE.SM = 0.91869993 * 1124823 Err = 0.29864165 * 1124823 totalSamplesSeen = 28120575 learningRatePerSample = 7.8124998e-05 epochTime=5.87129

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Examples/Speech/TIMIT/TrainSimpleNetwork

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.txt

Finished Epoch[25 of 25]: [Training] CrossEntropyWithSoftmax = 0.91771539 * 1124823 EvalErrorPrediction = 0.29838739 * 1124823 totalSamplesSeen = 28120575 learningRatePerSample = 7.8124998e-005 epochTime=9.8869

CPU: Name: Intel® Xeon® CPU W3565 @ 3.20GHz Hardware threads: 8 Memory: 12580436 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8192 MB

baseline.linux.txt

Finished Epoch[25 of 25]: [Training] CrossEntropyWithSoftmax = 0.91869993 * 1124823 EvalErrorPrediction = 0.29864165 * 1124823 totalSamplesSeen = 28120575 learningRatePerSample = 7.8124998e-05 epochTime=5.88871

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Examples/Speech/TIMIT/TrainWithPreTrain

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.txt

Finished Epoch[25 of 25]: [Training] CE.SM = 0.87825818 * 1124823 Err = 0.28625304 * 1124823 totalSamplesSeen = 28120575 learningRatePerSample = 7.8124998e-005 epochTime=6.58182

CPU:

baseline.linux.txt

Finished Epoch[25 of 25]: [Training] CE.SM = 0.88017981 * 1124823 Err = 0.28680690 * 1124823 totalSamplesSeen = 28120575 learningRatePerSample = 7.8124998e-05 epochTime=5.84415

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Examples/Speech/TIMIT/WriteBottleneck

Git Hash: af96f7cce6c3c78a4f1e9315e061291c79360e12

Log file / Configuration Train Result Test Result

baseline.windows.txt

Finished Epoch[25 of 25]: [Training] MeanSqErr.MSE = 32.12096125 * 1124823 totalSamplesSeen = 28120575 learningRatePerSample = 0.00039062501 epochTime=18.6746

CPU:

baseline.linux.txt

Finished Epoch[25 of 25]: [Training] MeanSqErr.MSE = 34.21343625 * 1124823 totalSamplesSeen = 28120575 learningRatePerSample = 0.00039062501 epochTime=10.8173

CPU:

Examples/Speech/TIMIT/WriteScaledLogLike

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.txt

Finished Epoch[25 of 25]: [Training] CrossEntropyWithSoftmax = 0.91771572 * 1124823 EvalErrorPrediction = 0.29838917 * 1124823 totalSamplesSeen = 28120575 learningRatePerSample = 7.8124998e-005 epochTime=8.93897

CPU:

baseline.linux.txt

Finished Epoch[25 of 25]: [Training] CrossEntropyWithSoftmax = 0.91869993 * 1124823 EvalErrorPrediction = 0.29864165 * 1124823 totalSamplesSeen = 28120575 learningRatePerSample = 7.8124998e-05 epochTime=5.86434

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Examples/Text/Miscellaneous/SLU

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.cpu.txt

Finished Epoch[11 of 100]: [Training] CrossEntropyWithSoftmax = 2.37671916 * 81 totalSamplesSeen = 891 learningRatePerSample = 1.4901161e-009 epochTime=1.87399

Final Results: Minibatch[1-1]: CrossEntropyWithSoftmax = 2.91502625 * 81 perplexity = 18.4492967

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 268381192 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3072 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3072 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3072 MB

baseline.windows.gpu.txt

Finished Epoch[10 of 100]: [Training] CrossEntropyWithSoftmax = 2.40280001 * 81 totalSamplesSeen = 810 learningRatePerSample = 1.4901161e-009 epochTime=0.406727

Final Results: Minibatch[1-1]: CrossEntropyWithSoftmax = 2.51016198 * 81 perplexity = 12.3069233

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 268381192 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3072 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3072 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3072 MB

baseline.linux.cpu.txt

Finished Epoch[10 of 100]: [Training] CrossEntropyWithSoftmax = 2.41507015 * 81 totalSamplesSeen = 810 learningRatePerSample = 1.4901161e-09 epochTime=0.097899

Final Results: Minibatch[1-1]: CrossEntropyWithSoftmax = 2.50600593 * 81 perplexity = 12.2558813

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264173120 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

baseline.linux.gpu.txt

Finished Epoch[10 of 100]: [Training] CrossEntropyWithSoftmax = 2.40280001 * 81 totalSamplesSeen = 810 learningRatePerSample = 1.4901161e-09 epochTime=0.050292

Final Results: Minibatch[1-1]: CrossEntropyWithSoftmax = 2.51016198 * 81 perplexity = 12.3069233

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264173120 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Examples/Text/PennTreebank/RNN

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.cpu.txt

Finished Epoch[ 3 of 3]: [Training] TrainNodeClassBasedCrossEntropy = 6.29791283 * 2343 totalSamplesSeen = 6485 learningRatePerSample = 0.025 epochTime=19.0262

Final Results: Minibatch[1-60]: TrainNodeClassBasedCrossEntropy = 6.37875460 * 82402 perplexity = 589.1934709

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 268381192 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3072 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3072 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3072 MB

baseline.windows.gpu.txt

Finished Epoch[ 3 of 3]: [Training] TrainNodeClassBasedCrossEntropy = 6.37244085 * 2343 totalSamplesSeen = 6485 learningRatePerSample = 0.025 epochTime=8.31181

Final Results: Minibatch[1-60]: TrainNodeClassBasedCrossEntropy = 6.43454738 * 82402 perplexity = 623.0005387

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 268381192 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3072 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3072 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3072 MB

baseline.linux.cpu.txt

Finished Epoch[ 3 of 3]: [Training] TrainNodeClassBasedCrossEntropy = 6.24460187 * 2276 totalSamplesSeen = 6462 learningRatePerSample = 0.025 epochTime=0.594291

Final Results: Minibatch[1-60]: TrainNodeClassBasedCrossEntropy = 6.37864563 * 82402 perplexity = 589.1292684

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264173120 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

baseline.linux.gpu.txt

Finished Epoch[ 3 of 3]: [Training] TrainNodeClassBasedCrossEntropy = 6.35577811 * 2276 totalSamplesSeen = 6462 learningRatePerSample = 0.050000001 epochTime=0.607865

Final Results: Minibatch[1-60]: TrainNodeClassBasedCrossEntropy = 6.37286543 * 82402 perplexity = 585.7338041

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264173120 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Image/AlexNet

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.debug.gpu.txt

Finished Epoch[ 3 of 3]: [Training] ce = 6.8854518 err = 0.99799931 learningRatePerSample = 0.00062499999 EpochTime=53.970

Final Results: Minibatch[1-32]: Samples Seen = 500 Err: ErrorPrediction/Sample = 1 errTop5: ErrorPrediction/Sample = 0.992 CE: CrossEntropyWithSoftmax/Sample = 6.9566009 perplexity = 1050.0582

CPU:

baseline.windows.release.gpu.txt

Finished Epoch[ 3 of 3]: [Training] ce = 6.88057803 * 2999 err = 0.99799933 * 2999 totalSamplesSeen = 8997 learningRatePerSample = 0.00062499999 epochTime=12.746

Final Results: Minibatch[1-32]: err = 0.99800000 * 500 ce = 7.32805450 * 500 perplexity = 1522.4170333

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 268381192 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3072 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3072 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3072 MB

baseline.linux.debug.gpu.txt

Finished Epoch[ 3 of 3]: [Training] ce = 6.884582 err = 0.99799931 learningRatePerSample = 0.00062499999 EpochTime=40.943

Final Results: Minibatch[1-32]: Samples Seen = 500 Err: ErrorPrediction/Sample = 0.998 errTop5: ErrorPrediction/Sample = 0.992 CE: CrossEntropyWithSoftmax/Sample = 6.9591762 perplexity = 1052.766

CPU:

baseline.linux.release.gpu.txt

Finished Epoch[ 3 of 3]: [Training] ce = 6.88252269 * 2999 err = 0.99899967 * 2999 totalSamplesSeen = 8997 learningRatePerSample = 0.00062499999 epochTime=10.7435

Final Results: Minibatch[1-32]: err = 0.99800000 * 500 ce = 7.32804747 * 500 perplexity = 1522.4063300

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Image/AlexNet/Composite

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.debug.gpu.txt

Finished Epoch[ 3 of 3]: [Training] ce = 6.8854518 err = 0.99799931 learningRatePerSample = 0.00062499999 EpochTime=53.970

Final Results: Minibatch[1-32]: Samples Seen = 500 Err: ErrorPrediction/Sample = 1 errTop5: ErrorPrediction/Sample = 0.992 CE: CrossEntropyWithSoftmax/Sample = 6.9566009 perplexity = 1050.0582

CPU:

baseline.windows.release.gpu.txt

Finished Epoch[ 3 of 3]: [Training] ce = 6.88057803 * 2999 err = 0.99799933 * 2999 totalSamplesSeen = 8997 learningRatePerSample = 0.00062499999 epochTime=12.746

Final Results: Minibatch[1-32]: err = 0.99800000 * 500 ce = 7.32805450 * 500 perplexity = 1522.4170333

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 268381192 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3072 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3072 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3072 MB

baseline.linux.debug.gpu.txt

Finished Epoch[ 3 of 3]: [Training] ce = 6.884582 err = 0.99799931 learningRatePerSample = 0.00062499999 EpochTime=40.943

Final Results: Minibatch[1-32]: Samples Seen = 500 Err: ErrorPrediction/Sample = 0.998 errTop5: ErrorPrediction/Sample = 0.992 CE: CrossEntropyWithSoftmax/Sample = 6.9591762 perplexity = 1052.766

CPU:

baseline.linux.release.gpu.txt

Finished Epoch[ 3 of 3]: [Training] ce = 6.88252269 * 2999 err = 0.99899967 * 2999 totalSamplesSeen = 8997 learningRatePerSample = 0.00062499999 epochTime=10.7435

Final Results: Minibatch[1-32]: err = 0.99800000 * 500 ce = 7.32804747 * 500 perplexity = 1522.4063300

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Image/QuickE2E

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.txt

Finished Epoch[ 5 of 5]: [Training] ce = 2.33271509 * 1000 err = 0.90000000 * 1000 totalSamplesSeen = 5000 learningRatePerSample = 2e-006 epochTime=0.561779

Final Results: Minibatch[1-1]: err = 0.90000000 * 100 ce = 2.33150879 * 100 perplexity = 10.2934604

CPU: Name: Intel® Xeon® CPU W3530 @ 2.80GHz Hardware threads: 4 Memory: 12580404 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8090 MB

baseline.linux.txt

Finished Epoch[ 5 of 5]: [Training] ce = 2.32253198 * 1000 err = 0.90000000 * 1000 totalSamplesSeen = 5000 learningRatePerSample = 2e-06 epochTime=0.177217

Final Results: Minibatch[1-1]: err = 0.90000000 * 100 ce = 2.32170563 * 100 perplexity = 10.1930450

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

ParallelTraining/NoQuantization/DoublePrecision

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.cpu.txt

Finished Epoch[ 4 of 4]: [Training] CrossEntropyWithSoftmax = 0.15907200 * 10000 EvalErrorPrediction = 0.07740000 * 10000 totalSamplesSeen = 40000 learningRatePerSample = 0.0080000004 epochTime=4.7769

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 268381192 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3072 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3072 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3072 MB

baseline.windows.gpu.txt

Finished Epoch[ 4 of 4]: [Training] CrossEntropyWithSoftmax = 0.15920517 * 10000 EvalErrorPrediction = 0.07660000 * 10000 totalSamplesSeen = 40000 learningRatePerSample = 0.0080000004 epochTime=4.43734

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 268381192 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3072 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3072 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3072 MB

baseline.cpu.txt

Finished Epoch[ 4 of 4]: [Training] CrossEntropyWithSoftmax = 0.15919599 * 10000 EvalErrorPrediction = 0.07650000 * 10000 totalSamplesSeen = 40000 learningRatePerSample = 0.0080000004 epochTime=1.91498

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

baseline.gpu.txt

Finished Epoch[ 4 of 4]: [Training] CrossEntropyWithSoftmax = 0.15920517 * 10000 EvalErrorPrediction = 0.07660000 * 10000 totalSamplesSeen = 40000 learningRatePerSample = 0.0080000004 epochTime=1.70419

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

ParallelTraining/NoQuantization/SinglePrecision

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.cpu.txt

Finished Epoch[ 4 of 4]: [Training] CrossEntropyWithSoftmax = 0.15907200 * 10000 EvalErrorPrediction = 0.07740000 * 10000 totalSamplesSeen = 40000 learningRatePerSample = 0.0080000004 epochTime=4.74448

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 268381192 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3072 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3072 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3072 MB

baseline.windows.gpu.txt

Finished Epoch[ 4 of 4]: [Training] CrossEntropyWithSoftmax = 0.15914931 * 10000 EvalErrorPrediction = 0.07670000 * 10000 totalSamplesSeen = 40000 learningRatePerSample = 0.0080000004 epochTime=4.39885

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 268381192 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3072 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3072 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3072 MB

baseline.cpu.txt

Finished Epoch[ 4 of 4]: [Training] CrossEntropyWithSoftmax = 0.15888378 * 10000 EvalErrorPrediction = 0.07650000 * 10000 totalSamplesSeen = 40000 learningRatePerSample = 0.0080000004 epochTime=1.9621

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

baseline.gpu.txt

Finished Epoch[ 4 of 4]: [Training] CrossEntropyWithSoftmax = 0.15914931 * 10000 EvalErrorPrediction = 0.07670000 * 10000 totalSamplesSeen = 40000 learningRatePerSample = 0.0080000004 epochTime=1.35615

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Speech/DNN/DiscriminativePreTraining

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.gpu.txt

Finished Epoch[ 4 of 4]: [Training] ce = 0.99611807 * 81920 err = 0.31303711 * 81920 totalSamplesSeen = 327680 learningRatePerSample = 0.003125 epochTime=7.35918

CPU: Name: Intel® Xeon® CPU W3565 @ 3.20GHz Hardware threads: 8 Memory: 12580436 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8192 MB

baseline.gpu.txt

Finished Epoch[ 4 of 4]: [Training] ce = 1.00739784 * 81920 err = 0.31477051 * 81920 totalSamplesSeen = 327680 learningRatePerSample = 0.003125 epochTime=0.436408

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Speech/DNN/Dropout

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.cpu.txt

Finished Epoch[ 5 of 5]: [Training] ce = 2.48192215 * 20480 err = 0.63940430 * 20480 totalSamplesSeen = 102400 learningRatePerSample = 0.001953125 epochTime=53.435

CPU: Name: Intel® Xeon® CPU W3565 @ 3.20GHz Hardware threads: 8 Memory: 12580436 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8192 MB

baseline.windows.gpu.txt

Finished Epoch[ 5 of 5]: [Training] ce = 2.25254204 * 20480 err = 0.59555664 * 20480 totalSamplesSeen = 102400 learningRatePerSample = 0.001953125 epochTime=2.13385

CPU: Name: Intel® Xeon® CPU W3565 @ 3.20GHz Hardware threads: 8 Memory: 12580436 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8192 MB

baseline.cpu.txt

Finished Epoch[ 5 of 5]: [Training] ce = 2.49123432 * 20480 err = 0.63129883 * 20480 totalSamplesSeen = 102400 learningRatePerSample = 0.001953125 epochTime=6.49083

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

baseline.gpu.txt

Finished Epoch[ 5 of 5]: [Training] ce = 2.49623763 * 20480 err = 0.63666992 * 20480 totalSamplesSeen = 102400 learningRatePerSample = 0.001953125 epochTime=0.495307

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Speech/DNN/Parallel1BitQuantization

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.cpu.txt

Finished Epoch[ 3 of 3]: [Training] CrossEntropyWithSoftmax = 1.91725561 * 20480 EvalErrorPrediction = 0.53793945 * 20480 totalSamplesSeen = 61440 learningRatePerSample = 9.7656251e-005 epochTime=2.93698

CPU: Name: Intel® Xeon® CPU W3530 @ 2.80GHz Hardware threads: 4 Memory: 12580404 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8090 MB

baseline.windows.gpu.txt

Finished Epoch[ 3 of 3]: [Training] CrossEntropyWithSoftmax = 1.90451405 * 20480 EvalErrorPrediction = 0.52109375 * 20480 totalSamplesSeen = 61440 learningRatePerSample = 9.7656251e-005 epochTime=1.26425

CPU: Name: Intel® Xeon® CPU W3530 @ 2.80GHz Hardware threads: 4 Memory: 12580404 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8090 MB

baseline.cpu.txt

Finished Epoch[ 3 of 3]: [Training] CrossEntropyWithSoftmax = 1.94836183 * 20480 EvalErrorPrediction = 0.53447266 * 20480 totalSamplesSeen = 61440 learningRatePerSample = 9.7656251e-05 epochTime=2.67906

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

baseline.gpu.txt

Finished Epoch[ 3 of 3]: [Training] CrossEntropyWithSoftmax = 1.95965035 * 20480 EvalErrorPrediction = 0.53989258 * 20480 totalSamplesSeen = 61440 learningRatePerSample = 9.7656251e-05 epochTime=0.551849

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Speech/DNN/ParallelBM

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.cpu.txt

Finished Epoch[ 5 of 5]: [Training] CrossEntropyWithSoftmax = 1.80187852 * 20480 EvalErrorPrediction = 0.49741211 * 20480 totalSamplesSeen = 102400 learningRatePerSample = 9.7656251e-005 epochTime=3.64272

CPU: Name: Intel® Xeon® CPU W3530 @ 2.80GHz Hardware threads: 4 Memory: 12580404 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8090 MB

baseline.windows.gpu.txt

Finished Epoch[ 5 of 5]: [Training] CrossEntropyWithSoftmax = 1.79332051 * 20480 EvalErrorPrediction = 0.49741211 * 20480 totalSamplesSeen = 102400 learningRatePerSample = 9.7656251e-005 epochTime=1.20581

CPU: Name: Intel® Xeon® CPU W3530 @ 2.80GHz Hardware threads: 4 Memory: 12580404 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8090 MB

baseline.linux.cpu.txt

Finished Epoch[ 5 of 5]: [Training] CrossEntropyWithSoftmax = 1.85586598 * 20480 EvalErrorPrediction = 0.51577148 * 20480 totalSamplesSeen = 102400 learningRatePerSample = 1.4901161e-09 epochTime=5.37679

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

baseline.linux.gpu.txt

Finished Epoch[ 5 of 5]: [Training] CrossEntropyWithSoftmax = 1.84658431 * 20480 EvalErrorPrediction = 0.51127930 * 20480 totalSamplesSeen = 102400 learningRatePerSample = 1.4901161e-09 epochTime=0.486174

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Speech/DNN/ParallelBufferedAsyncGradientAggregation

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.cpu.txt

Finished Epoch[ 4 of 4]: [Training] CrossEntropyWithSoftmax = 1.91606100 * 20480 EvalErrorPrediction = 0.52392578 * 20480 totalSamplesSeen = 81920 learningRatePerSample = 9.7656251e-005 epochTime=2.78285

CPU: Name: Intel® Xeon® CPU W3530 @ 2.80GHz Hardware threads: 4 Memory: 12580404 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8090 MB

baseline.windows.gpu.txt

Finished Epoch[ 4 of 4]: [Training] CrossEntropyWithSoftmax = 1.92947846 * 20480 EvalErrorPrediction = 0.53051758 * 20480 totalSamplesSeen = 81920 learningRatePerSample = 9.7656251e-005 epochTime=1.23855

CPU: Name: Intel® Xeon® CPU W3530 @ 2.80GHz Hardware threads: 4 Memory: 12580404 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8090 MB

baseline.cpu.txt

Finished Epoch[ 4 of 4]: [Training] CrossEntropyWithSoftmax = 2.04741166 * 20480 EvalErrorPrediction = 0.54687500 * 20480 totalSamplesSeen = 81920 learningRatePerSample = 9.7656251e-05 epochTime=3.16403

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

baseline.gpu.txt

Finished Epoch[ 4 of 4]: [Training] CrossEntropyWithSoftmax = 1.98299829 * 20480 EvalErrorPrediction = 0.54199219 * 20480 totalSamplesSeen = 81920 learningRatePerSample = 9.7656251e-05 epochTime=0.530398

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Speech/DNN/ParallelCrossValidation

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.cpu.txt

Finished Epoch[ 3 of 3]: [Training] CrossEntropyWithSoftmax = 1.88989474 * 20480 EvalErrorPrediction = 0.52172852 * 20480 totalSamplesSeen = 61440 learningRatePerSample = 9.7656251e-005 epochTime=11.5359

Final Results: Minibatch[1-83]: CrossEntropyWithSoftmax = 1.85215758 * 83050 perplexity = 6.37355618 EvalErrorPrediction = 0.50912703 * 8305

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 268381192 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3072 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3072 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3072 MB

baseline.windows.gpu.txt

Finished Epoch[ 3 of 3]: [Training] CrossEntropyWithSoftmax = 1.88166753 * 20480 EvalErrorPrediction = 0.51972656 * 20480 totalSamplesSeen = 61440 learningRatePerSample = 9.7656251e-005 epochTime=1.95276

Final Results: Minibatch[1-83]: CrossEntropyWithSoftmax = 1.84584146 * 83050 perplexity = 6.33342685 EvalErrorPrediction = 0.50965683 * 8305

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 268381192 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3072 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3072 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3072 MB

baseline.cpu.txt

Finished Epoch[ 3 of 3]: [Training] CrossEntropyWithSoftmax = 1.90566090 * 20480 EvalErrorPrediction = 0.52563477 * 20480 totalSamplesSeen = 61440 learningRatePerSample = 9.7656251e-05 epochTime=5.90849

Final Results: Minibatch[1-83]: CrossEntropyWithSoftmax = 1.87717371 * 83050 perplexity = 6.53500893 EvalErrorPrediction = 0.51938591 * 8305

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

baseline.gpu.txt

Finished Epoch[ 3 of 3]: [Training] CrossEntropyWithSoftmax = 1.89523654 * 20480 EvalErrorPrediction = 0.52250977 * 20480 totalSamplesSeen = 61440 learningRatePerSample = 9.7656251e-05 epochTime=0.558207

Final Results: Minibatch[1-83]: CrossEntropyWithSoftmax = 1.86782139 * 83050 perplexity = 6.47417631 EvalErrorPrediction = 0.51708609 * 8305

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Speech/DNN/ParallelNoQuantization

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.cpu.txt

Finished Epoch[ 3 of 3]: [Training] CrossEntropyWithSoftmax = 1.88989250 * 20480 EvalErrorPrediction = 0.52172852 * 20480 totalSamplesSeen = 61440 learningRatePerSample = 9.7656251e-005 epochTime=8.54908

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 268381192 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3072 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3072 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3072 MB

baseline.windows.gpu.txt

Finished Epoch[ 3 of 3]: [Training] CrossEntropyWithSoftmax = 1.87055844 * 20480 EvalErrorPrediction = 0.51860352 * 20480 totalSamplesSeen = 61440 learningRatePerSample = 9.7656251e-005 epochTime=0.843525

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 268381192 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3072 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3072 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3072 MB

baseline.cpu.txt

Finished Epoch[ 3 of 3]: [Training] CrossEntropyWithSoftmax = 1.91506476 * 20480 EvalErrorPrediction = 0.52836914 * 20480 totalSamplesSeen = 61440 learningRatePerSample = 9.7656251e-05 epochTime=2.33594

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

baseline.gpu.txt

Finished Epoch[ 3 of 3]: [Training] CrossEntropyWithSoftmax = 1.87008058 * 20480 EvalErrorPrediction = 0.51840820 * 20480 totalSamplesSeen = 61440 learningRatePerSample = 9.7656251e-05 epochTime=0.17229

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Speech/DNN/ParallelNoQuantizationBufferedAsyncGradientAggregation

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.cpu.txt

Finished Epoch[ 4 of 4]: [Training] CrossEntropyWithSoftmax = 1.88941123 * 20480 EvalErrorPrediction = 0.51376953 * 20480 totalSamplesSeen = 81920 learningRatePerSample = 9.7656251e-005 epochTime=12.3648

CPU: Name: Intel® Xeon® CPU W3565 @ 3.20GHz Hardware threads: 8 Memory: 12580436 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8192 MB

baseline.windows.gpu.txt

Finished Epoch[ 4 of 4]: [Training] CrossEntropyWithSoftmax = 1.88285599 * 20480 EvalErrorPrediction = 0.51445312 * 20480 totalSamplesSeen = 81920 learningRatePerSample = 9.7656251e-005 epochTime=2.22037

CPU: Name: Intel® Xeon® CPU W3565 @ 3.20GHz Hardware threads: 8 Memory: 12580436 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8192 MB

baseline.cpu.txt

Finished Epoch[ 4 of 4]: [Training] CrossEntropyWithSoftmax = 1.90474356 * 20480 EvalErrorPrediction = 0.52290039 * 20480 totalSamplesSeen = 81920 learningRatePerSample = 9.7656251e-05 epochTime=3.08156

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

baseline.gpu.txt

Finished Epoch[ 4 of 4]: [Training] CrossEntropyWithSoftmax = 1.89248911 * 20480 EvalErrorPrediction = 0.51933594 * 20480 totalSamplesSeen = 81920 learningRatePerSample = 9.7656251e-05 epochTime=0.565968

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Speech/DNN/SequenceTraining

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.gpu.txt

Finished Epoch[ 3 of 3]: [Training] ce = 0.08329045 * 81798 err = 0.31113230 * 81798 totalSamplesSeen = 246196 learningRatePerSample = 2e-006 epochTime=22.9734

CPU: Name: Intel® Xeon® CPU W3565 @ 3.20GHz Hardware threads: 8 Memory: 12580436 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8192 MB

baseline.gpu.txt

Finished Epoch[ 3 of 3]: [Training] ce = 0.08264888 * 81970 err = 0.32607051 * 81970 totalSamplesSeen = 246320 learningRatePerSample = 2e-06 epochTime=6.73023

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Speech/DNN/WriteCommand

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.cpu.txt

Finished Epoch[ 3 of 3]: [Training] CrossEntropyWithSoftmax = 1.88989258 * 20480 EvalErrorPrediction = 0.52172852 * 20480 totalSamplesSeen = 61440 learningRatePerSample = 9.7656251e-005 epochTime=13.3009

CPU: Name: Intel® Xeon® CPU W3565 @ 3.20GHz Hardware threads: 8 Memory: 12580436 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8192 MB

baseline.windows.gpu.txt

Finished Epoch[ 3 of 3]: [Training] CrossEntropyWithSoftmax = 1.87055836 * 20480 EvalErrorPrediction = 0.51860352 * 20480 totalSamplesSeen = 61440 learningRatePerSample = 9.7656251e-005 epochTime=0.970693

CPU: Name: Intel® Xeon® CPU W3565 @ 3.20GHz Hardware threads: 8 Memory: 12580436 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8192 MB

baseline.cpu.txt

Finished Epoch[ 3 of 3]: [Training] CrossEntropyWithSoftmax = 1.91506481 * 20480 EvalErrorPrediction = 0.52836914 * 20480 totalSamplesSeen = 61440 learningRatePerSample = 9.7656251e-05 epochTime=0.984705

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

baseline.gpu.txt

Finished Epoch[ 3 of 3]: [Training] CrossEntropyWithSoftmax = 1.87008057 * 20480 EvalErrorPrediction = 0.51840820 * 20480 totalSamplesSeen = 61440 learningRatePerSample = 9.7656251e-05 epochTime=0.068017

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Speech/HTKDeserializers/DNN/DiscriminativePreTraining

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.gpu.txt

Finished Epoch[ 4 of 4]: [Training] ce = 0.99611807 * 81920 err = 0.31303711 * 81920 totalSamplesSeen = 327680 learningRatePerSample = 0.003125 epochTime=7.35918

CPU: Name: Intel® Xeon® CPU W3565 @ 3.20GHz Hardware threads: 8 Memory: 12580436 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8192 MB

baseline.gpu.txt

Finished Epoch[ 4 of 4]: [Training] ce = 1.00739784 * 81920 err = 0.31477051 * 81920 totalSamplesSeen = 327680 learningRatePerSample = 0.003125 epochTime=0.436408

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Speech/HTKDeserializers/DNN/Parallel1BitQuantization

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.cpu.txt

Finished Epoch[ 3 of 3]: [Training] CrossEntropyWithSoftmax = 1.91725561 * 20480 EvalErrorPrediction = 0.53793945 * 20480 totalSamplesSeen = 61440 learningRatePerSample = 9.7656251e-005 epochTime=2.93698

CPU: Name: Intel® Xeon® CPU W3530 @ 2.80GHz Hardware threads: 4 Memory: 12580404 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8090 MB

baseline.windows.gpu.txt

Finished Epoch[ 3 of 3]: [Training] CrossEntropyWithSoftmax = 1.90451405 * 20480 EvalErrorPrediction = 0.52109375 * 20480 totalSamplesSeen = 61440 learningRatePerSample = 9.7656251e-005 epochTime=1.26425

CPU: Name: Intel® Xeon® CPU W3530 @ 2.80GHz Hardware threads: 4 Memory: 12580404 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8090 MB

baseline.cpu.txt

Finished Epoch[ 3 of 3]: [Training] CrossEntropyWithSoftmax = 1.94836183 * 20480 EvalErrorPrediction = 0.53447266 * 20480 totalSamplesSeen = 61440 learningRatePerSample = 9.7656251e-05 epochTime=2.67906

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

baseline.gpu.txt

Finished Epoch[ 3 of 3]: [Training] CrossEntropyWithSoftmax = 1.95965035 * 20480 EvalErrorPrediction = 0.53989258 * 20480 totalSamplesSeen = 61440 learningRatePerSample = 9.7656251e-05 epochTime=0.551849

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Speech/HTKDeserializers/DNN/ParallelBufferedAsyncGradientAggregation

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.cpu.txt

Finished Epoch[ 4 of 4]: [Training] CrossEntropyWithSoftmax = 1.91606100 * 20480 EvalErrorPrediction = 0.52392578 * 20480 totalSamplesSeen = 81920 learningRatePerSample = 9.7656251e-005 epochTime=2.78285

CPU: Name: Intel® Xeon® CPU W3530 @ 2.80GHz Hardware threads: 4 Memory: 12580404 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8090 MB

baseline.windows.gpu.txt

Finished Epoch[ 4 of 4]: [Training] CrossEntropyWithSoftmax = 1.92947846 * 20480 EvalErrorPrediction = 0.53051758 * 20480 totalSamplesSeen = 81920 learningRatePerSample = 9.7656251e-005 epochTime=1.23855

CPU: Name: Intel® Xeon® CPU W3530 @ 2.80GHz Hardware threads: 4 Memory: 12580404 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8090 MB

baseline.cpu.txt

Finished Epoch[ 4 of 4]: [Training] CrossEntropyWithSoftmax = 2.04741166 * 20480 EvalErrorPrediction = 0.54687500 * 20480 totalSamplesSeen = 81920 learningRatePerSample = 9.7656251e-05 epochTime=3.16403

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

baseline.gpu.txt

Finished Epoch[ 4 of 4]: [Training] CrossEntropyWithSoftmax = 1.98299829 * 20480 EvalErrorPrediction = 0.54199219 * 20480 totalSamplesSeen = 81920 learningRatePerSample = 9.7656251e-05 epochTime=0.530398

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Speech/HTKDeserializers/DNN/ParallelNoQuantization

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.cpu.txt

Finished Epoch[ 3 of 3]: [Training] CrossEntropyWithSoftmax = 1.88989250 * 20480 EvalErrorPrediction = 0.52172852 * 20480 totalSamplesSeen = 61440 learningRatePerSample = 9.7656251e-005 epochTime=8.54908

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 268381192 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3072 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3072 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3072 MB

baseline.windows.gpu.txt

Finished Epoch[ 3 of 3]: [Training] CrossEntropyWithSoftmax = 1.87055844 * 20480 EvalErrorPrediction = 0.51860352 * 20480 totalSamplesSeen = 61440 learningRatePerSample = 9.7656251e-005 epochTime=0.843525

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 268381192 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3072 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3072 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3072 MB

baseline.cpu.txt

Finished Epoch[ 3 of 3]: [Training] CrossEntropyWithSoftmax = 1.91506476 * 20480 EvalErrorPrediction = 0.52836914 * 20480 totalSamplesSeen = 61440 learningRatePerSample = 9.7656251e-05 epochTime=2.33594

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

baseline.gpu.txt

Finished Epoch[ 3 of 3]: [Training] CrossEntropyWithSoftmax = 1.87008058 * 20480 EvalErrorPrediction = 0.51840820 * 20480 totalSamplesSeen = 61440 learningRatePerSample = 9.7656251e-05 epochTime=0.17229

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Speech/HTKDeserializers/DNN/ParallelNoQuantizationBufferedAsyncGradientAggregation

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.cpu.txt

Finished Epoch[ 4 of 4]: [Training] CrossEntropyWithSoftmax = 1.88941123 * 20480 EvalErrorPrediction = 0.51376953 * 20480 totalSamplesSeen = 81920 learningRatePerSample = 9.7656251e-005 epochTime=12.3648

CPU: Name: Intel® Xeon® CPU W3565 @ 3.20GHz Hardware threads: 8 Memory: 12580436 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8192 MB

baseline.windows.gpu.txt

Finished Epoch[ 4 of 4]: [Training] CrossEntropyWithSoftmax = 1.88285599 * 20480 EvalErrorPrediction = 0.51445312 * 20480 totalSamplesSeen = 81920 learningRatePerSample = 9.7656251e-005 epochTime=2.22037

CPU: Name: Intel® Xeon® CPU W3565 @ 3.20GHz Hardware threads: 8 Memory: 12580436 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8192 MB

baseline.cpu.txt

Finished Epoch[ 4 of 4]: [Training] CrossEntropyWithSoftmax = 1.90474356 * 20480 EvalErrorPrediction = 0.52290039 * 20480 totalSamplesSeen = 81920 learningRatePerSample = 9.7656251e-05 epochTime=3.08156

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

baseline.gpu.txt

Finished Epoch[ 4 of 4]: [Training] CrossEntropyWithSoftmax = 1.89248911 * 20480 EvalErrorPrediction = 0.51933594 * 20480 totalSamplesSeen = 81920 learningRatePerSample = 9.7656251e-05 epochTime=0.565968

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Speech/HTKDeserializers/DNN/WriteCommand

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.cpu.txt

Finished Epoch[ 3 of 3]: [Training] CrossEntropyWithSoftmax = 1.88989258 * 20480 EvalErrorPrediction = 0.52172852 * 20480 totalSamplesSeen = 61440 learningRatePerSample = 9.7656251e-005 epochTime=13.3009

CPU: Name: Intel® Xeon® CPU W3565 @ 3.20GHz Hardware threads: 8 Memory: 12580436 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8192 MB

baseline.windows.gpu.txt

Finished Epoch[ 3 of 3]: [Training] CrossEntropyWithSoftmax = 1.87055836 * 20480 EvalErrorPrediction = 0.51860352 * 20480 totalSamplesSeen = 61440 learningRatePerSample = 9.7656251e-005 epochTime=0.970693

CPU: Name: Intel® Xeon® CPU W3565 @ 3.20GHz Hardware threads: 8 Memory: 12580436 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8192 MB

baseline.cpu.txt

Finished Epoch[ 3 of 3]: [Training] CrossEntropyWithSoftmax = 1.91506481 * 20480 EvalErrorPrediction = 0.52836914 * 20480 totalSamplesSeen = 61440 learningRatePerSample = 9.7656251e-05 epochTime=0.984705

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

baseline.gpu.txt

Finished Epoch[ 3 of 3]: [Training] CrossEntropyWithSoftmax = 1.87008057 * 20480 EvalErrorPrediction = 0.51840820 * 20480 totalSamplesSeen = 61440 learningRatePerSample = 9.7656251e-05 epochTime=0.068017

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Speech/HTKDeserializers/LSTM/FullUtterance

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.cpu.txt

Finished Epoch[ 2 of 2]: [Training] ce = 4.25928816 * 2888 err = 0.87673130 * 2888 totalSamplesSeen = 5492 learningRatePerSample = 0.025 epochTime=659.771

CPU: Name: Intel® Xeon® CPU W3550 @ 3.07GHz Hardware threads: 4 Memory: 12580388 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8192 MB

baseline.windows.gpu.txt

Finished Epoch[ 2 of 2]: [Training] ce = 4.25929019 * 2888 err = 0.87673130 * 2888 totalSamplesSeen = 5492 learningRatePerSample = 0.025 epochTime=37.7713

CPU: Name: Intel® Xeon® CPU W3550 @ 3.07GHz Hardware threads: 4 Memory: 12580388 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8192 MB

baseline.cpu.txt

Finished Epoch[ 2 of 2]: [Training] ce = 4.15904220 * 2898 err = 0.89682540 * 2898 totalSamplesSeen = 5594 learningRatePerSample = 0.025 epochTime=10.3785

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

baseline.gpu.txt

Finished Epoch[ 2 of 2]: [Training] ce = 4.15904018 * 2898 err = 0.89682540 * 2898 totalSamplesSeen = 5594 learningRatePerSample = 0.025 epochTime=4.79728

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Speech/HTKDeserializers/LSTM/Truncated

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.cpu.txt

Finished Epoch[ 4 of 4]: [Training] ce = 4.10103668 * 20474 err = 0.86705089 * 20474 totalSamplesSeen = 82028 learningRatePerSample = 0.00078125001 epochTime=702.761

CPU: Name: Intel® Xeon® CPU W3550 @ 3.07GHz Hardware threads: 4 Memory: 12580388 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8192 MB

baseline.windows.gpu.txt

Finished Epoch[ 4 of 4]: [Training] ce = 4.10103592 * 20474 err = 0.86705089 * 20474 totalSamplesSeen = 82028 learningRatePerSample = 0.00078125001 epochTime=43.3916

CPU: Name: Intel® Xeon® CPU W3550 @ 3.07GHz Hardware threads: 4 Memory: 12580388 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8192 MB

baseline.cpu.txt

Finished Epoch[ 4 of 4]: [Training] ce = 4.09726114 * 20366 err = 0.86727880 * 20366 totalSamplesSeen = 82028 learningRatePerSample = 0.00078125001 epochTime=34.4305

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

baseline.gpu.txt

Finished Epoch[ 4 of 4]: [Training] ce = 4.09725922 * 20366 err = 0.86727880 * 20366 totalSamplesSeen = 82028 learningRatePerSample = 0.00078125001 epochTime=4.83589

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Speech/HTKDeserializers/QuickE2E

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.cpu.txt

Finished Epoch[ 3 of 3]: [Training] CrossEntropyWithSoftmax = 1.88989258 * 20480 EvalErrorPrediction = 0.52172852 * 20480 totalSamplesSeen = 61440 learningRatePerSample = 9.7656251e-005 epochTime=18.4828

CPU: Name: Intel® Xeon® CPU W3565 @ 3.20GHz Hardware threads: 8 Memory: 12580436 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8192 MB

baseline.windows.gpu.txt

Finished Epoch[ 3 of 3]: [Training] CrossEntropyWithSoftmax = 1.87055836 * 20480 EvalErrorPrediction = 0.51860352 * 20480 totalSamplesSeen = 61440 learningRatePerSample = 9.7656251e-005 epochTime=5.04351

CPU: Name: Intel® Xeon® CPU W3565 @ 3.20GHz Hardware threads: 8 Memory: 12580436 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8192 MB

baseline.cpu.txt

Finished Epoch[ 3 of 3]: [Training] CrossEntropyWithSoftmax = 1.91506481 * 20480 EvalErrorPrediction = 0.52836914 * 20480 totalSamplesSeen = 61440 learningRatePerSample = 9.7656251e-05 epochTime=1.47069

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

baseline.gpu.txt

Finished Epoch[ 3 of 3]: [Training] CrossEntropyWithSoftmax = 1.87008057 * 20480 EvalErrorPrediction = 0.51840820 * 20480 totalSamplesSeen = 61440 learningRatePerSample = 9.7656251e-05 epochTime=0.253408

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Speech/HTKDeserializers/SVD

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.cpu.txt

Finished Epoch[ 2 of 2]: [Training] CrossEntropyWithSoftmax = 1.81863880 * 20480 EvalErrorPrediction = 0.50722656 * 20480 totalSamplesSeen = 40960 learningRatePerSample = 9.7656251e-005 epochTime=11.3962

CPU: Name: Intel® Xeon® CPU W3565 @ 3.20GHz Hardware threads: 8 Memory: 12580436 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8192 MB

baseline.windows.gpu.txt

Finished Epoch[ 2 of 2]: [Training] CrossEntropyWithSoftmax = 1.79745216 * 20480 EvalErrorPrediction = 0.50405273 * 20480 totalSamplesSeen = 40960 learningRatePerSample = 9.7656251e-005 epochTime=1.02155

CPU: Name: Intel® Xeon® CPU W3565 @ 3.20GHz Hardware threads: 8 Memory: 12580436 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8192 MB

baseline.cpu.txt

Finished Epoch[ 2 of 2]: [Training] CrossEntropyWithSoftmax = 1.85000343 * 20480 EvalErrorPrediction = 0.51264648 * 20480 totalSamplesSeen = 40960 learningRatePerSample = 9.7656251e-05 epochTime=0.839564

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

baseline.gpu.txt

Finished Epoch[ 2 of 2]: [Training] CrossEntropyWithSoftmax = 1.80908890 * 20480 EvalErrorPrediction = 0.50483398 * 20480 totalSamplesSeen = 40960 learningRatePerSample = 9.7656251e-05 epochTime=0.060682

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Speech/HTKDeserializers/TIMIT/AdaptLearnRate

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.txt

Finished Epoch[25 of 25]: [Training] CrossEntropyWithSoftmax = 0.89024507 * 1124823 EvalErrorPrediction = 0.28983049 * 1124823 totalSamplesSeen = 28120575 learningRatePerSample = 9.5367432e-007 epochTime=19.3657

Final Results: Minibatch[1-957]: CrossEntropyWithSoftmax = 1.23338462 * 122487 perplexity = 3.43282873 EvalErrorPrediction = 0.38753500 * 12248

CPU:

baseline.linux.txt

Finished Epoch[22 of 25]: [Training] CrossEntropyWithSoftmax = 0.90656258 * 1124823 EvalErrorPrediction = 0.29544648 * 1124823 totalSamplesSeen = 24746106 learningRatePerSample = 1.8626451e-09 epochTime=13.7068

Final Results: Minibatch[1-957]: CrossEntropyWithSoftmax = 1.23369242 * 122487 perplexity = 3.43388551 EvalErrorPrediction = 0.38785340 * 12248

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Speech/HTKDeserializers/TIMIT/CrossValidateSimpleNetwork

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.txt

Finished Epoch[25 of 25]: [Training] CrossEntropyWithSoftmax = 0.91771572 * 1124823 EvalErrorPrediction = 0.29838917 * 1124823 totalSamplesSeen = 28120575 learningRatePerSample = 7.8124998e-005 epochTime=6.70059

Final Results: Minibatch[1-3]: EvalErrorPrediction = 0.38708598 * 122487 CrossEntropyWithSoftmax = 1.23424823 * 122487 perplexity = 3.4357946

CPU:

baseline.linux.txt

Finished Epoch[25 of 25]: [Training] CrossEntropyWithSoftmax = 0.91869993 * 1124823 EvalErrorPrediction = 0.29864165 * 1124823 totalSamplesSeen = 28120575 learningRatePerSample = 7.8124998e-05 epochTime=5.83703

Final Results: Minibatch[1-3]: EvalErrorPrediction = 0.38720844 * 122487 CrossEntropyWithSoftmax = 1.23379413 * 122487 perplexity = 3.4342348

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Speech/HTKDeserializers/TIMIT/EvalSimpleNetwork

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.txt

Finished Epoch[25 of 25]: [Training] CrossEntropyWithSoftmax = 0.91771572 * 1124823 EvalErrorPrediction = 0.29838917 * 1124823 totalSamplesSeen = 28120575 learningRatePerSample = 7.8124998e-005 epochTime=6.71778

Final Results: Minibatch[1-3]: EvalErrorPrediction = 0.38678390 * 122487 CrossEntropyWithSoftmax = 1.23415428 * 122487 perplexity = 3.4354718

CPU:

baseline.linux.txt

Finished Epoch[25 of 25]: [Training] CrossEntropyWithSoftmax = 0.91869993 * 1124823 EvalErrorPrediction = 0.29864165 * 1124823 totalSamplesSeen = 28120575 learningRatePerSample = 7.8124998e-05 epochTime=5.83752

Final Results: Minibatch[1-3]: EvalErrorPrediction = 0.38657164 * 122487 CrossEntropyWithSoftmax = 1.23369620 * 122487 perplexity = 3.4338984

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Speech/HTKDeserializers/TIMIT/TrainAutoEncoder

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.txt

Finished Epoch[25 of 25]: [Training] MeanSqErr.MSE = 32.12096125 * 1124823 totalSamplesSeen = 28120575 learningRatePerSample = 0.00039062501 epochTime=19.0651

CPU:

baseline.linux.txt

Finished Epoch[25 of 25]: [Training] MeanSqErr.MSE = 34.21343625 * 1124823 totalSamplesSeen = 28120575 learningRatePerSample = 0.00039062501 epochTime=10.7447

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Speech/HTKDeserializers/TIMIT/TrainLstm

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.txt

Finished Epoch[ 3 of 3]: [Training] cr = 1.50343554 * 1124823 Err = 0.45792805 * 1124823 totalSamplesSeen = 3374469 learningRatePerSample = 0.001 epochTime=220.201

Final Results: Minibatch[1-12249]: cr = 1.48507803 * 122487 perplexity = 4.41530993 Err = 0.45484011 * 12248

CPU:

baseline.linux.txt

Finished Epoch[ 3 of 3]: [Training] cr = 1.50376604 * 1124823 Err = 0.45738218 * 1124823 totalSamplesSeen = 3374469 learningRatePerSample = 0.001 epochTime=188.34

Final Results: Minibatch[1-12249]: cr = 1.48441294 * 122487 perplexity = 4.41237430 Err = 0.45835068 * 12248

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Speech/HTKDeserializers/TIMIT/TrainMultiInput

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.txt

Finished Epoch[25 of 25]: [Training] CE.SM = 0.90515724 * 1124823 FER = 0.29396003 * 1124823 totalSamplesSeen = 28120575 learningRatePerSample = 7.8124998e-005 epochTime=7.18345

CPU:

baseline.linux.txt

Finished Epoch[25 of 25]: [Training] CE.SM = 0.90594798 * 1124823 FER = 0.29372532 * 1124823 totalSamplesSeen = 28120575 learningRatePerSample = 7.8124998e-05 epochTime=6.27443

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Speech/HTKDeserializers/TIMIT/TrainMultiTask

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.txt

Finished Epoch[25 of 25]: [Training] ObjFcn.O = 1.19574646 * 1124823 CE1 = 1.00246428 * 1124823 FER1 = 0.32290947 * 1124823 CE2 = 1.96887777 * 1124823 FER2 = 0.78820134 * 1124823 totalSamplesSeen = 28120575 learningRatePerSample = 7.8124998e-005 epochTime=8.13539

CPU:

baseline.linux.txt

Finished Epoch[25 of 25]: [Training] ObjFcn.O = 1.19638334 * 1124823 CE1 = 1.00316416 * 1124823 FER1 = 0.32311039 * 1124823 CE2 = 1.96925583 * 1124823 FER2 = 0.78940509 * 1124823 totalSamplesSeen = 28120575 learningRatePerSample = 7.8124998e-05 epochTime=5.85135

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Speech/HTKDeserializers/TIMIT/TrainNdlNetwork

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.txt

Finished Epoch[25 of 25]: [Training] CE.SM = 0.91771572 * 1124823 Err = 0.29838917 * 1124823 totalSamplesSeen = 28120575 learningRatePerSample = 7.8124998e-005 epochTime=6.58274

CPU:

baseline.linux.txt

Finished Epoch[25 of 25]: [Training] CE.SM = 0.91869993 * 1124823 Err = 0.29864165 * 1124823 totalSamplesSeen = 28120575 learningRatePerSample = 7.8124998e-05 epochTime=5.87129

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Speech/HTKDeserializers/TIMIT/TrainSimpleNetwork

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.txt

Finished Epoch[25 of 25]: [Training] CrossEntropyWithSoftmax = 0.91771539 * 1124823 EvalErrorPrediction = 0.29838739 * 1124823 totalSamplesSeen = 28120575 learningRatePerSample = 7.8124998e-005 epochTime=9.8869

CPU: Name: Intel® Xeon® CPU W3565 @ 3.20GHz Hardware threads: 8 Memory: 12580436 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8192 MB

baseline.linux.txt

Finished Epoch[25 of 25]: [Training] CrossEntropyWithSoftmax = 0.91869993 * 1124823 EvalErrorPrediction = 0.29864165 * 1124823 totalSamplesSeen = 28120575 learningRatePerSample = 7.8124998e-05 epochTime=5.88871

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Speech/HTKDeserializers/TIMIT/TrainWithPreTrain

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.txt

Finished Epoch[25 of 25]: [Training] CE.SM = 0.87825818 * 1124823 Err = 0.28625304 * 1124823 totalSamplesSeen = 28120575 learningRatePerSample = 7.8124998e-005 epochTime=6.58182

CPU:

baseline.linux.txt

Finished Epoch[25 of 25]: [Training] CE.SM = 0.88017981 * 1124823 Err = 0.28680690 * 1124823 totalSamplesSeen = 28120575 learningRatePerSample = 7.8124998e-05 epochTime=5.84415

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Speech/HTKDeserializers/TIMIT/WriteBottleneck

Git Hash: af96f7cce6c3c78a4f1e9315e061291c79360e12

Log file / Configuration Train Result Test Result

baseline.windows.txt

Finished Epoch[25 of 25]: [Training] MeanSqErr.MSE = 32.12096125 * 1124823 totalSamplesSeen = 28120575 learningRatePerSample = 0.00039062501 epochTime=18.6746

CPU:

baseline.linux.txt

Finished Epoch[25 of 25]: [Training] MeanSqErr.MSE = 34.21343625 * 1124823 totalSamplesSeen = 28120575 learningRatePerSample = 0.00039062501 epochTime=10.8173

CPU:

Speech/HTKDeserializers/TIMIT/WriteScaledLogLike

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.txt

Finished Epoch[25 of 25]: [Training] CrossEntropyWithSoftmax = 0.91771572 * 1124823 EvalErrorPrediction = 0.29838917 * 1124823 totalSamplesSeen = 28120575 learningRatePerSample = 7.8124998e-005 epochTime=8.93897

CPU:

baseline.linux.txt

Finished Epoch[25 of 25]: [Training] CrossEntropyWithSoftmax = 0.91869993 * 1124823 EvalErrorPrediction = 0.29864165 * 1124823 totalSamplesSeen = 28120575 learningRatePerSample = 7.8124998e-05 epochTime=5.86434

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Speech/LSTM/FullUtterance

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.cpu.txt

Finished Epoch[ 2 of 2]: [Training] ce = 4.25928816 * 2888 err = 0.87673130 * 2888 totalSamplesSeen = 5492 learningRatePerSample = 0.025 epochTime=659.771

CPU: Name: Intel® Xeon® CPU W3550 @ 3.07GHz Hardware threads: 4 Memory: 12580388 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8192 MB

baseline.windows.gpu.txt

Finished Epoch[ 2 of 2]: [Training] ce = 4.25929019 * 2888 err = 0.87673130 * 2888 totalSamplesSeen = 5492 learningRatePerSample = 0.025 epochTime=37.7713

CPU: Name: Intel® Xeon® CPU W3550 @ 3.07GHz Hardware threads: 4 Memory: 12580388 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8192 MB

baseline.cpu.txt

Finished Epoch[ 2 of 2]: [Training] ce = 4.15904220 * 2898 err = 0.89682540 * 2898 totalSamplesSeen = 5594 learningRatePerSample = 0.025 epochTime=10.3785

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

baseline.gpu.txt

Finished Epoch[ 2 of 2]: [Training] ce = 4.15904018 * 2898 err = 0.89682540 * 2898 totalSamplesSeen = 5594 learningRatePerSample = 0.025 epochTime=4.79728

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Speech/LSTM/Truncated

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.cpu.txt

Finished Epoch[ 4 of 4]: [Training] ce = 4.10103668 * 20474 err = 0.86705089 * 20474 totalSamplesSeen = 82028 learningRatePerSample = 0.00078125001 epochTime=702.761

CPU: Name: Intel® Xeon® CPU W3550 @ 3.07GHz Hardware threads: 4 Memory: 12580388 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8192 MB

baseline.windows.gpu.txt

Finished Epoch[ 4 of 4]: [Training] ce = 4.10103592 * 20474 err = 0.86705089 * 20474 totalSamplesSeen = 82028 learningRatePerSample = 0.00078125001 epochTime=43.3916

CPU: Name: Intel® Xeon® CPU W3550 @ 3.07GHz Hardware threads: 4 Memory: 12580388 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8192 MB

baseline.cpu.txt

Finished Epoch[ 4 of 4]: [Training] ce = 4.09726114 * 20366 err = 0.86727880 * 20366 totalSamplesSeen = 82028 learningRatePerSample = 0.00078125001 epochTime=34.4305

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

baseline.gpu.txt

Finished Epoch[ 4 of 4]: [Training] ce = 4.09725922 * 20366 err = 0.86727880 * 20366 totalSamplesSeen = 82028 learningRatePerSample = 0.00078125001 epochTime=4.83589

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Speech/LSTM/Truncated-Kaldi

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.cpu.txt

Finished Epoch[ 4 of 4]: [Training] cr = 4.09726114 * 20366 Err = 0.86727880 * 20366 totalSamplesSeen = 82028 learningRatePerSample = 0.00078125001 epochTime=27.9799

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

baseline.gpu.txt

Finished Epoch[ 4 of 4]: [Training] cr = 4.09726114 * 20366 Err = 0.86727880 * 20366 totalSamplesSeen = 82028 learningRatePerSample = 0.00078125001 epochTime=3.79385

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Speech/QuickE2E

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.cpu.txt

Finished Epoch[ 3 of 3]: [Training] CrossEntropyWithSoftmax = 1.88989258 * 20480 EvalErrorPrediction = 0.52172852 * 20480 totalSamplesSeen = 61440 learningRatePerSample = 9.7656251e-005 epochTime=18.4828

CPU: Name: Intel® Xeon® CPU W3565 @ 3.20GHz Hardware threads: 8 Memory: 12580436 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8192 MB

baseline.windows.gpu.txt

Finished Epoch[ 3 of 3]: [Training] CrossEntropyWithSoftmax = 1.87055836 * 20480 EvalErrorPrediction = 0.51860352 * 20480 totalSamplesSeen = 61440 learningRatePerSample = 9.7656251e-005 epochTime=5.04351

CPU: Name: Intel® Xeon® CPU W3565 @ 3.20GHz Hardware threads: 8 Memory: 12580436 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8192 MB

baseline.cpu.txt

Finished Epoch[ 3 of 3]: [Training] CrossEntropyWithSoftmax = 1.91506481 * 20480 EvalErrorPrediction = 0.52836914 * 20480 totalSamplesSeen = 61440 learningRatePerSample = 9.7656251e-05 epochTime=1.47069

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

baseline.gpu.txt

Finished Epoch[ 3 of 3]: [Training] CrossEntropyWithSoftmax = 1.87008057 * 20480 EvalErrorPrediction = 0.51840820 * 20480 totalSamplesSeen = 61440 learningRatePerSample = 9.7656251e-05 epochTime=0.253408

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Speech/SVD

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.cpu.txt

Finished Epoch[ 2 of 2]: [Training] CrossEntropyWithSoftmax = 1.81863880 * 20480 EvalErrorPrediction = 0.50722656 * 20480 totalSamplesSeen = 40960 learningRatePerSample = 9.7656251e-005 epochTime=11.3962

CPU: Name: Intel® Xeon® CPU W3565 @ 3.20GHz Hardware threads: 8 Memory: 12580436 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8192 MB

baseline.windows.gpu.txt

Finished Epoch[ 2 of 2]: [Training] CrossEntropyWithSoftmax = 1.79745216 * 20480 EvalErrorPrediction = 0.50405273 * 20480 totalSamplesSeen = 40960 learningRatePerSample = 9.7656251e-005 epochTime=1.02155

CPU: Name: Intel® Xeon® CPU W3565 @ 3.20GHz Hardware threads: 8 Memory: 12580436 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8192 MB

baseline.cpu.txt

Finished Epoch[ 2 of 2]: [Training] CrossEntropyWithSoftmax = 1.85000343 * 20480 EvalErrorPrediction = 0.51264648 * 20480 totalSamplesSeen = 40960 learningRatePerSample = 9.7656251e-05 epochTime=0.839564

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

baseline.gpu.txt

Finished Epoch[ 2 of 2]: [Training] CrossEntropyWithSoftmax = 1.80908890 * 20480 EvalErrorPrediction = 0.50483398 * 20480 totalSamplesSeen = 40960 learningRatePerSample = 9.7656251e-05 epochTime=0.060682

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Speech/Simple

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.cpu.txt

Finished Epoch[50 of 50]: [Training] CrossEntropyWithSoftmax = 0.15362316 * 10000 EvalErrorPrediction = 0.07550000 * 10000 totalSamplesSeen = 500000 learningRatePerSample = 0.1 epochTime=0.147368

CPU: Name: Intel® Xeon® CPU W3550 @ 3.07GHz Hardware threads: 4 Memory: 12580388 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8192 MB

baseline.windows.gpu.txt

Finished Epoch[50 of 50]: [Training] CrossEntropyWithSoftmax = 0.15902850 * 10000 EvalErrorPrediction = 0.07430000 * 10000 totalSamplesSeen = 500000 learningRatePerSample = 0.1 epochTime=1.16983

CPU: Name: Intel® Xeon® CPU W3565 @ 3.20GHz Hardware threads: 8 Memory: 12580436 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8192 MB

baseline.linux.cpu.txt

Finished Epoch[50 of 50]: [Training] CrossEntropyWithSoftmax = 0.15772699 * 10000 EvalErrorPrediction = 0.07490000 * 10000 totalSamplesSeen = 500000 learningRatePerSample = 0.1 epochTime=0.564558

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

baseline.linux.gpu.txt

Finished Epoch[50 of 50]: [Training] CrossEntropyWithSoftmax = 0.15954734 * 10000 EvalErrorPrediction = 0.07370000 * 10000 totalSamplesSeen = 500000 learningRatePerSample = 0.1 epochTime=0.169013

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Text/SLU

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.cpu.txt

Finished Epoch[ 3 of 3]: [Training] ce = 2.99693329 * 81 err = 2.99693329 * 81 totalSamplesSeen = 243 learningRatePerSample = 0.1 epochTime=3.53891

Final Results: Minibatch[1-51]: ce = 2.27111876 * 81 perplexity = 9.69023576 err = 2.27111876 * 81 perplexity = 9.6902357

CPU: Name: Intel® Xeon® CPU W3565 @ 3.20GHz Hardware threads: 8 Memory: 12580436 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8192 MB

baseline.windows.gpu.txt

Finished Epoch[ 3 of 3]: [Training] ce = 2.82809840 * 81 err = 2.82809840 * 81 totalSamplesSeen = 243 learningRatePerSample = 0.1 epochTime=0.435516

Final Results: Minibatch[1-51]: ce = 2.20553143 * 81 perplexity = 9.07507308 err = 2.20553143 * 81 perplexity = 9.0750730

CPU: Name: Intel® Xeon® CPU W3565 @ 3.20GHz Hardware threads: 8 Memory: 12580436 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8192 MB

baseline.linux.cpu.txt

Finished Epoch[ 3 of 3]: [Training] ce = 2.60660750 * 81 err = 2.60660750 * 81 totalSamplesSeen = 243 learningRatePerSample = 0.1 epochTime=0.090424

Final Results: Minibatch[1-51]: ce = 2.26070442 * 81 perplexity = 9.58984210 err = 2.26070442 * 81 perplexity = 9.5898421

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

baseline.linux.gpu.txt

Finished Epoch[ 3 of 3]: [Training] ce = 2.82809840 * 81 err = 2.82809840 * 81 totalSamplesSeen = 243 learningRatePerSample = 0.1 epochTime=0.117492

Final Results: Minibatch[1-51]: ce = 2.20553143 * 81 perplexity = 9.07507308 err = 2.20553143 * 81 perplexity = 9.0750730

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Text/SequenceClassification

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.cpu.txt

Finished Epoch[ 5 of 5]: [Training] ce = 1.33148531 * 1247 err = 0.44667201 * 1247 totalSamplesSeen = 6235 learningRatePerSample = 0.00050000002 epochTime=4.27998

CPU: Name: Intel® Xeon® CPU W3565 @ 3.20GHz Hardware threads: 8 Memory: 12580436 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8192 MB

baseline.windows.gpu.txt

Finished Epoch[ 5 of 5]: [Training] ce = 1.33148531 * 1247 err = 0.44667201 * 1247 totalSamplesSeen = 6235 learningRatePerSample = 0.00050000002 epochTime=3.21796

CPU: Name: Intel® Xeon® CPU W3565 @ 3.20GHz Hardware threads: 8 Memory: 12580436 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8192 MB

baseline.linux.cpu.txt

Finished Epoch[ 5 of 5]: [Training] ce = 1.33139241 * 1247 err = 0.44667201 * 1247 totalSamplesSeen = 6235 learningRatePerSample = 0.00050000002 epochTime=0.785249

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

baseline.linux.gpu.txt

Finished Epoch[ 5 of 5]: [Training] ce = 1.33139231 * 1247 err = 0.44667201 * 1247 totalSamplesSeen = 6235 learningRatePerSample = 0.00050000002 epochTime=0.446412

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

Text/SparseDSSM

Git Hash: 72bee394bf461e8f6f0feb593a8416c05f481957

Log file / Configuration Train Result Test Result

baseline.windows.cpu.txt

Finished Epoch[ 3 of 3]: [Training] ce = 1.89311328 * 102399 totalSamplesSeen = 307197 learningRatePerSample = 9.9999997e-005 epochTime=24.6176

Final Results: Minibatch[1-26]: ce = 1.82106100 * 102399 perplexity = 6.1784102

CPU: Name: Intel® Xeon® CPU W3550 @ 3.07GHz Hardware threads: 4 Memory: 12580388 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8192 MB

baseline.windows.gpu.txt

Finished Epoch[ 3 of 3]: [Training] ce = 1.88974288 * 102399 totalSamplesSeen = 307197 learningRatePerSample = 9.9999997e-005 epochTime=24.0885

Final Results: Minibatch[1-26]: ce = 1.81846898 * 102399 perplexity = 6.1624164

CPU: Name: Intel® Xeon® CPU W3565 @ 3.20GHz Hardware threads: 8 Memory: 12580436 kB GPU: Device[0]: cores = 2496; computeCapability = 5.2; type = "Quadro M4000"; memory = 8192 MB

baseline.cpu.txt

Finished Epoch[ 3 of 3]: [Training] ce = 1.76047450 * 102399 totalSamplesSeen = 307197 learningRatePerSample = 9.9999997e-05 epochTime=17.2678

Final Results: Minibatch[1-26]: ce = 1.70737101 * 102399 perplexity = 5.5144449

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

baseline.gpu.txt

Finished Epoch[ 3 of 3]: [Training] ce = 1.88974292 * 102399 totalSamplesSeen = 307197 learningRatePerSample = 9.9999997e-05 epochTime=5.81283

Final Results: Minibatch[1-26]: ce = 1.81846899 * 102399 perplexity = 6.1624165

CPU: Name: Intel® Xeon® CPU E5-2630 v2 @ 2.60GHz Hardware threads: 24 Memory: 264172964 kB GPU: Device[0]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[1]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[2]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB Device[3]: cores = 2880; computeCapability = 3.5; type = "GeForce GTX 780 Ti"; memory = 3071 MB

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