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July 11, 2016 14:06
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running out of memory with dl4j multi-GPU
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| [mas2182@node007 dl4j-spark-cdh5-examples]$ java -Xmx10g -cp target/dl4j-spark-cdh5-examples-1.0-SNAPSHOT.jar org.deeplearning4j.examples.rnn.GravesLSTMCharModellingExample |tee GPU-benchmark-0.4.0-1.txt | |
| o.n.n.NativeOps - Number of threads used for linear algebra 32 | |
| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [0]... | |
| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [0]... | |
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| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [0]... | |
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| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [0]... | |
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| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [1]... | |
| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [1]... | |
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| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [1]... | |
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| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [1]... | |
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| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [1]... | |
| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [1]... | |
| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [1]... | |
| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [1]... | |
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| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [2]... | |
| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [2]... | |
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| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [2]... | |
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| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [2]... | |
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| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [3]... | |
| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [3]... | |
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| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [3]... | |
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| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [3]... | |
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| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [3]... | |
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| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [3]... | |
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| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [4]... | |
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| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [6]... | |
| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [6]... | |
| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [6]... | |
| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [6]... | |
| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [6]... | |
| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
| o.n.j.a.c.i.BasicContextPool - Creating new stream for thread: [1], device: [7]... | |
| o.n.j.c.CudaAffinityManager - Single device is forced, mapping to device [0] | |
| o.n.j.c.CudaAffinityManager - Manually mapping thread [27] to device [0], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Manually mapping thread [28] to device [0], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Manually mapping thread [29] to device [0], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Manually mapping thread [30] to device [0], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Manually mapping thread [31] to device [0], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Manually mapping thread [32] to device [0], out of [8] devices... | |
| o.n.j.h.i.CudaZeroHandler - Creating bucketID: 2 | |
| o.n.j.h.i.CudaZeroHandler - Creating bucketID: 4 | |
| o.n.j.h.i.CudaZeroHandler - Creating bucketID: 0 | |
| o.n.j.h.i.CudaZeroHandler - Creating bucketID: 3 | |
| o.n.j.h.i.CudaZeroHandler - Creating bucketID: 5 | |
| o.n.j.h.i.CudaZeroHandler - Creating bucketID: 1 | |
| Using existing text file at /tmp/Shakespeare.txt | |
| o.n.j.c.CudaAffinityManager - Mapping thread [150] to device [0], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Mapping thread [137] to device [1], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Mapping thread [139] to device [2], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Mapping thread [143] to device [3], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Mapping thread [149] to device [4], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Mapping thread [146] to device [5], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Mapping thread [133] to device [6], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Mapping thread [121] to device [7], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Mapping thread [144] to device [0], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Mapping thread [128] to device [1], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Mapping thread [138] to device [2], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Mapping thread [131] to device [3], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Mapping thread [135] to device [4], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Mapping thread [123] to device [5], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Mapping thread [119] to device [6], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Mapping thread [125] to device [7], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Mapping thread [129] to device [0], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Mapping thread [130] to device [1], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Mapping thread [127] to device [2], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Mapping thread [136] to device [3], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Mapping thread [122] to device [4], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Mapping thread [124] to device [5], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Mapping thread [148] to device [6], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Mapping thread [134] to device [7], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Mapping thread [132] to device [0], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Mapping thread [120] to device [1], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Mapping thread [126] to device [2], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Mapping thread [145] to device [3], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Mapping thread [140] to device [4], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Mapping thread [142] to device [5], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Mapping thread [141] to device [6], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Mapping thread [147] to device [7], out of [8] devices... | |
| o.d.s.i.p.ParameterAveragingTrainingMaster - Starting training of split 1 of 1. workerMiniBatchSize=8, averagingFreq=3, Configured for 32 workers | |
| [Stage 4:=======> (4 + 28) / 32]o.n.j.c.CudaAffinityManager - Manually mapping thread [387] to device [7], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Manually mapping thread [390] to device [4], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Manually mapping thread [385] to device [2], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Manually mapping thread [389] to device [5], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Manually mapping thread [384] to device [1], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Manually mapping thread [391] to device [3], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Manually mapping thread [388] to device [5], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Manually mapping thread [386] to device [2], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Manually mapping thread [392] to device [4], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Manually mapping thread [394] to device [1], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Manually mapping thread [395] to device [0], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Manually mapping thread [393] to device [1], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Manually mapping thread [399] to device [6], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Manually mapping thread [400] to device [2], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Manually mapping thread [401] to device [5], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Manually mapping thread [402] to device [0], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Manually mapping thread [403] to device [7], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Manually mapping thread [404] to device [1], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Manually mapping thread [406] to device [2], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Manually mapping thread [405] to device [0], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Manually mapping thread [407] to device [4], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Manually mapping thread [408] to device [4], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Manually mapping thread [409] to device [6], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Manually mapping thread [410] to device [3], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Manually mapping thread [411] to device [6], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Manually mapping thread [412] to device [0], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Manually mapping thread [413] to device [7], out of [8] devices... | |
| o.n.j.c.CudaAffinityManager - Manually mapping thread [414] to device [5], out of [8] devices... | |
| CUDA error at /skymind/libnd4j/blas/cuda/NativeOps.cu:3947 code=77(<unknown>) "result" | |
| CUDA error at /skymind/libnd4j/blas/cuda/NativeOps.cu:3947 code=77(<unknown>) "result" | |
| CUDA error at /skymind/libnd4j/blas/cuda/NativeOps.cu:3947 code=77(<unknown>) "result" | |
| Failed on [139634353886016] -> [35652985856], size: [307692], direction: [0], result: [77] | |
| Failed on [139634690209024] -> [35816996864], size: [307692], direction: [0], result: [77] | |
| Failed on [139633548760464] -> [35528638464], size: [307692], direction: [0], result: [77] | |
| CUDA error at /skymind/libnd4j/blas/cuda/NativeOps.cu:3947 code=77(<unknown>) "result" | |
| Failed on [139634287676976] -> [35513217536], size: [307692], direction: [0], result: [77] | |
| CUDA error at /skymind/libnd4j/blas/cuda/NativeOps.cu:3988 code=77(<unknown>) "result" | |
| CUDA error at /skymind/libnd4j/blas/cuda/NativeOps.cu:3947 code=77(<unknown>) "result" | |
| Failed on [139634152799744] -> [35562808320], size: [307692], direction: [0], result: [77] | |
| CUDA error at /skymind/libnd4j/blas/cuda/NativeOps.cu:3947 code=77(<unknown>) "result" | |
| Failed on [35904815104] -> [180770963456], size: [2239508], direction: [1], result: [77] | |
| CUDA error at /skymind/libnd4j/blas/cuda/NativeOps.cu:3988 code=77(<unknown>) "result" | |
| o.n.j.h.i.CudaZeroHandler - Out of [DEVICE] memory, host memory will be used instead: deviceId: [5], requested bytes: [2239508] | |
| o.n.j.h.i.CudaZeroHandler - Out of [DEVICE] memory, host memory will be used instead: deviceId: [5], requested bytes: [2239508] | |
| o.n.j.h.i.CudaZeroHandler - Out of [DEVICE] memory, host memory will be used instead: deviceId: [4], requested bytes: [2239508] | |
| o.a.s.e.Executor - Exception in task 0.0 in stage 4.0 (TID 128) | |
| java.lang.IllegalStateException: MemcpyAsync relocate H2D failed: [35904815104] -> [180770963456] | |
| at org.nd4j.jita.handler.impl.CudaZeroHandler.relocate(CudaZeroHandler.java:366) ~[dl4j-spark-cdh5-examples-1.0-SNAPSHOT.jar:na] | |
| at org.nd4j.jita.handler.impl.CudaZeroHandler.getDevicePointer(CudaZeroHandler.java:733) ~[dl4j-spark-cdh5-examples-1.0-SNAPSHOT.jar:na] | |
| at org.nd4j.jita.allocator.impl.AtomicAllocator.getPointer(AtomicAllocator.java:256) ~[dl4j-spark-cdh5-examples-1.0-SNAPSHOT.jar:na] | |
| at org.nd4j.linalg.jcublas.ops.executioner.JCudaExecutioner.invoke(JCudaExecutioner.java:1001) ~[dl4j-spark-cdh5-examples-1.0-SNAPSHOT.jar:na] | |
| at org.nd4j.linalg.jcublas.ops.executioner.JCudaExecutioner.exec(JCudaExecutioner.java:552) ~[dl4j-spark-cdh5-examples-1.0-SNAPSHOT.jar:na] | |
| o.a.s.e.Executor - Exception in task 26.0 in stage 4.0 (TID 154) | |
| java.lang.RuntimeException: java.lang.RuntimeException: java.lang.IllegalStateException: MemcpyAsync H2H failed: [139634287676976] -> [35513217536] | |
| at org.nd4j.linalg.api.ndarray.BaseNDArrayProxy.readObject(BaseNDArrayProxy.java:68) ~[dl4j-spark-cdh5-examples-1.0-SNAPSHOT.jar:na] | |
| at sun.reflect.GeneratedMethodAccessor67.invoke(Unknown Source) ~[na:na] | |
| at sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43) ~[na:1.8.0_91] | |
| at java.lang.reflect.Method.invoke(Method.java:498) ~[na:1.8.0_91] |
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