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Save georgehdd/44cc8900024985a7f3ad07de5b969378 to your computer and use it in GitHub Desktop.
Example output logs of when running this script on a GPU enabled machine: https://gist.github.com/georgehdd/4bfd9d6110eefd26821bdcd5bce8c08c
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| 2020-09-01 06:18:47.841087: W tensorflow/stream_executor/platform/default/dso_loader.cc:55] Could not load dynamic library 'libnvinfer.so.6'; dlerror: libnvinfer.so.6: cannot open shared object file: No such file or directory | |
| 2020-09-01 06:18:47.841144: W tensorflow/stream_executor/platform/default/dso_loader.cc:55] Could not load dynamic library 'libnvinfer_plugin.so.6'; dlerror: libnvinfer_plugin.so.6: cannot open shared object file: No such file or directory | |
| 2020-09-01 06:18:47.841152: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:30] Cannot dlopen some TensorRT libraries. If you would like to use Nvidia GPU with TensorRT, please make sure the missing libraries mentioned above are installed properly. | |
| 2.1.0 | |
| ######################################### List physical GPUs | |
| 2020-09-01 06:18:48.464260: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcuda.so.1 | |
| 2020-09-01 06:18:50.894433: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1555] Found device 0 with properties: | |
| pciBusID: 0000:3b:00.0 name: Tesla V100-PCIE-16GB computeCapability: 7.0 | |
| coreClock: 1.38GHz coreCount: 80 deviceMemorySize: 15.78GiB deviceMemoryBandwidth: 836.37GiB/s | |
| 2020-09-01 06:18:50.895458: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1555] Found device 1 with properties: | |
| pciBusID: 0000:af:00.0 name: Tesla V100-PCIE-16GB computeCapability: 7.0 | |
| coreClock: 1.38GHz coreCount: 80 deviceMemorySize: 15.78GiB deviceMemoryBandwidth: 836.37GiB/s | |
| 2020-09-01 06:18:50.896435: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1555] Found device 2 with properties: | |
| pciBusID: 0000:d8:00.0 name: Tesla V100-PCIE-16GB computeCapability: 7.0 | |
| coreClock: 1.38GHz coreCount: 80 deviceMemorySize: 15.78GiB deviceMemoryBandwidth: 836.37GiB/s | |
| 2020-09-01 06:18:50.896674: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcudart.so.10.1 | |
| 2020-09-01 06:18:50.898640: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcublas.so.10 | |
| 2020-09-01 06:18:50.900666: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcufft.so.10 | |
| 2020-09-01 06:18:50.900964: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcurand.so.10 | |
| 2020-09-01 06:18:50.903000: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcusolver.so.10 | |
| 2020-09-01 06:18:50.904039: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcusparse.so.10 | |
| 2020-09-01 06:18:50.908245: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcudnn.so.7 | |
| 2020-09-01 06:18:50.914126: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1697] Adding visible gpu devices: 0, 1, 2 | |
| [PhysicalDevice(name='/physical_device:GPU:0', device_type='GPU'), PhysicalDevice(name='/physical_device:GPU:1', device_type='GPU'), PhysicalDevice(name='/physical_device:GPU:2', device_type='GPU')] | |
| ####################################### Traini model | |
| 2020-09-01 06:18:51.356166: I tensorflow/core/platform/cpu_feature_guard.cc:142] Your CPU supports instructions that this TensorFlow binary was not compiled to use: AVX2 AVX512F FMA | |
| 2020-09-01 06:18:51.389510: I tensorflow/core/platform/profile_utils/cpu_utils.cc:94] CPU Frequency: 2300000000 Hz | |
| 2020-09-01 06:18:51.391241: I tensorflow/compiler/xla/service/service.cc:168] XLA service 0x55c7d91a7320 initialized for platform Host (this does not guarantee that XLA will be used). Devices: | |
| 2020-09-01 06:18:51.391259: I tensorflow/compiler/xla/service/service.cc:176] StreamExecutor device (0): Host, Default Version | |
| 2020-09-01 06:18:51.657319: I tensorflow/compiler/xla/service/service.cc:168] XLA service 0x55c7d8c1ed70 initialized for platform CUDA (this does not guarantee that XLA will be used). Devices: | |
| 2020-09-01 06:18:51.657347: I tensorflow/compiler/xla/service/service.cc:176] StreamExecutor device (0): Tesla V100-PCIE-16GB, Compute Capability 7.0 | |
| 2020-09-01 06:18:51.657353: I tensorflow/compiler/xla/service/service.cc:176] StreamExecutor device (1): Tesla V100-PCIE-16GB, Compute Capability 7.0 | |
| 2020-09-01 06:18:51.657359: I tensorflow/compiler/xla/service/service.cc:176] StreamExecutor device (2): Tesla V100-PCIE-16GB, Compute Capability 7.0 | |
| 2020-09-01 06:18:51.661910: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1555] Found device 0 with properties: | |
| pciBusID: 0000:3b:00.0 name: Tesla V100-PCIE-16GB computeCapability: 7.0 | |
| coreClock: 1.38GHz coreCount: 80 deviceMemorySize: 15.78GiB deviceMemoryBandwidth: 836.37GiB/s | |
| 2020-09-01 06:18:51.662913: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1555] Found device 1 with properties: | |
| pciBusID: 0000:af:00.0 name: Tesla V100-PCIE-16GB computeCapability: 7.0 | |
| coreClock: 1.38GHz coreCount: 80 deviceMemorySize: 15.78GiB deviceMemoryBandwidth: 836.37GiB/s | |
| 2020-09-01 06:18:51.663885: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1555] Found device 2 with properties: | |
| pciBusID: 0000:d8:00.0 name: Tesla V100-PCIE-16GB computeCapability: 7.0 | |
| coreClock: 1.38GHz coreCount: 80 deviceMemorySize: 15.78GiB deviceMemoryBandwidth: 836.37GiB/s | |
| 2020-09-01 06:18:51.663926: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcudart.so.10.1 | |
| 2020-09-01 06:18:51.663939: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcublas.so.10 | |
| 2020-09-01 06:18:51.663949: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcufft.so.10 | |
| 2020-09-01 06:18:51.663959: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcurand.so.10 | |
| 2020-09-01 06:18:51.663968: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcusolver.so.10 | |
| 2020-09-01 06:18:51.663977: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcusparse.so.10 | |
| 2020-09-01 06:18:51.663986: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcudnn.so.7 | |
| 2020-09-01 06:18:51.669635: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1697] Adding visible gpu devices: 0, 1, 2 | |
| 2020-09-01 06:18:51.669676: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcudart.so.10.1 | |
| 2020-09-01 06:18:51.672904: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1096] Device interconnect StreamExecutor with strength 1 edge matrix: | |
| 2020-09-01 06:18:51.672919: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1102] 0 1 2 | |
| 2020-09-01 06:18:51.672928: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1115] 0: N Y Y | |
| 2020-09-01 06:18:51.672936: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1115] 1: Y N Y | |
| 2020-09-01 06:18:51.672941: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1115] 2: Y Y N | |
| 2020-09-01 06:18:51.676703: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1241] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 15058 MB memory) -> physical GPU (device: 0, name: Tesla V100-PCIE-16GB, pci bus id: 0000:3b:00.0, compute capability: 7.0) | |
| 2020-09-01 06:18:51.678095: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1241] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:1 with 15058 MB memory) -> physical GPU (device: 1, name: Tesla V100-PCIE-16GB, pci bus id: 0000:af:00.0, compute capability: 7.0) | |
| 2020-09-01 06:18:51.679409: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1241] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:2 with 15058 MB memory) -> physical GPU (device: 2, name: Tesla V100-PCIE-16GB, pci bus id: 0000:d8:00.0, compute capability: 7.0) | |
| 2020-09-01 06:18:51.682344: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op RandomUniform in device /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.319568: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op Sub in device /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.320086: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op Mul in device /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.320242: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op Add in device /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.320591: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.320687: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op VarIsInitializedOp in device /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.320784: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op LogicalNot in device /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.320952: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op Assert in device /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.321293: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.322342: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.322618: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.329992: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.330918: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.337970: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.364999: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op RangeDataset in device /job:localhost/replica:0/task:0/device:CPU:0 | |
| 2020-09-01 06:18:52.365251: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op RepeatDataset in device /job:localhost/replica:0/task:0/device:CPU:0 | |
| 2020-09-01 06:18:52.377404: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op MapDataset in device /job:localhost/replica:0/task:0/device:CPU:0 | |
| 2020-09-01 06:18:52.378502: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op PrefetchDataset in device /job:localhost/replica:0/task:0/device:CPU:0 | |
| 2020-09-01 06:18:52.385410: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op FlatMapDataset in device /job:localhost/replica:0/task:0/device:CPU:0 | |
| 2020-09-01 06:18:52.386362: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op TensorDataset in device /job:localhost/replica:0/task:0/device:CPU:0 | |
| 2020-09-01 06:18:52.386589: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op RepeatDataset in device /job:localhost/replica:0/task:0/device:CPU:0 | |
| 2020-09-01 06:18:52.387033: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op ZipDataset in device /job:localhost/replica:0/task:0/device:CPU:0 | |
| 2020-09-01 06:18:52.392359: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op ParallelMapDataset in device /job:localhost/replica:0/task:0/device:CPU:0 | |
| 2020-09-01 06:18:52.392909: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op DatasetCardinality in device /job:localhost/replica:0/task:0/device:CPU:0 | |
| Train on 60000 samples | |
| Epoch 1/10 | |
| 2020-09-01 06:18:52.394831: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op ModelDataset in device /job:localhost/replica:0/task:0/device:CPU:0 | |
| 2020-09-01 06:18:52.395134: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op AnonymousIteratorV2 in device /job:localhost/replica:0/task:0/device:CPU:0 | |
| 2020-09-01 06:18:52.395284: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op MakeIterator in device /job:localhost/replica:0/task:0/device:CPU:0 | |
| 2020-09-01 06:18:52.446177: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.446741: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.447235: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.448002: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.448737: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.449464: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.450494: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.450596: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op LogicalNot in device /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.450727: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op Assert in device /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.451552: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.452427: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.453298: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.454173: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.455047: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.455917: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.456784: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.577351: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op __inference_distributed_function_580 in device /job:localhost/replica:0/task:0/device:GPU:0 | |
| input_iterator: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0 | |
| 2020-09-01 06:18:52.583166: I tensorflow/core/common_runtime/placer.cc:54] input_iterator: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0 | |
| input_iterator_1: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0 | |
| 2020-09-01 06:18:52.583186: I tensorflow/core/common_runtime/placer.cc:54] input_iterator_1: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0 | |
| sequential_dense_matmul_readvariableop_resource: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583198: I tensorflow/core/common_runtime/placer.cc:54] sequential_dense_matmul_readvariableop_resource: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0 | |
| sequential_dense_biasadd_readvariableop_resource: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583210: I tensorflow/core/common_runtime/placer.cc:54] sequential_dense_biasadd_readvariableop_resource: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0 | |
| sequential_dense_1_matmul_readvariableop_resource: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583221: I tensorflow/core/common_runtime/placer.cc:54] sequential_dense_1_matmul_readvariableop_resource: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0 | |
| sequential_dense_1_biasadd_readvariableop_resource: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583233: I tensorflow/core/common_runtime/placer.cc:54] sequential_dense_1_biasadd_readvariableop_resource: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0 | |
| adam_cast_readvariableop_resource: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583245: I tensorflow/core/common_runtime/placer.cc:54] adam_cast_readvariableop_resource: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0 | |
| adam_readvariableop_resource: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583257: I tensorflow/core/common_runtime/placer.cc:54] adam_readvariableop_resource: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0 | |
| adam_cast_2_readvariableop_resource: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583267: I tensorflow/core/common_runtime/placer.cc:54] adam_cast_2_readvariableop_resource: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0 | |
| adam_cast_3_readvariableop_resource: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583276: I tensorflow/core/common_runtime/placer.cc:54] adam_cast_3_readvariableop_resource: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0 | |
| adam_adam_update_resourceapplyadam_m: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583286: I tensorflow/core/common_runtime/placer.cc:54] adam_adam_update_resourceapplyadam_m: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0 | |
| adam_adam_update_resourceapplyadam_v: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583296: I tensorflow/core/common_runtime/placer.cc:54] adam_adam_update_resourceapplyadam_v: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0 | |
| adam_adam_update_1_resourceapplyadam_m: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583306: I tensorflow/core/common_runtime/placer.cc:54] adam_adam_update_1_resourceapplyadam_m: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0 | |
| adam_adam_update_1_resourceapplyadam_v: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583315: I tensorflow/core/common_runtime/placer.cc:54] adam_adam_update_1_resourceapplyadam_v: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0 | |
| adam_adam_update_2_resourceapplyadam_m: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583324: I tensorflow/core/common_runtime/placer.cc:54] adam_adam_update_2_resourceapplyadam_m: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0 | |
| adam_adam_update_2_resourceapplyadam_v: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583334: I tensorflow/core/common_runtime/placer.cc:54] adam_adam_update_2_resourceapplyadam_v: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0 | |
| adam_adam_update_3_resourceapplyadam_m: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583344: I tensorflow/core/common_runtime/placer.cc:54] adam_adam_update_3_resourceapplyadam_m: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0 | |
| adam_adam_update_3_resourceapplyadam_v: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583355: I tensorflow/core/common_runtime/placer.cc:54] adam_adam_update_3_resourceapplyadam_v: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0 | |
| metrics_accuracy_assignaddvariableop_resource: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583365: I tensorflow/core/common_runtime/placer.cc:54] metrics_accuracy_assignaddvariableop_resource: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0 | |
| metrics_accuracy_assignaddvariableop_1_resource: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583375: I tensorflow/core/common_runtime/placer.cc:54] metrics_accuracy_assignaddvariableop_1_resource: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0 | |
| IteratorGetNext: (IteratorGetNext): /job:localhost/replica:0/task:0/device:CPU:0 | |
| 2020-09-01 06:18:52.583396: I tensorflow/core/common_runtime/placer.cc:54] IteratorGetNext: (IteratorGetNext): /job:localhost/replica:0/task:0/device:CPU:0 | |
| strided_slice: (StridedSlice): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583415: I tensorflow/core/common_runtime/placer.cc:54] strided_slice: (StridedSlice): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583431: I tensorflow/core/common_runtime/placer.cc:54] Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0 | |
| sequential/flatten/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583446: I tensorflow/core/common_runtime/placer.cc:54] sequential/flatten/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0 | |
| sequential/dense/MatMul/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583459: I tensorflow/core/common_runtime/placer.cc:54] sequential/dense/MatMul/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0 | |
| sequential/dense/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583473: I tensorflow/core/common_runtime/placer.cc:54] sequential/dense/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:GPU:0 | |
| sequential/dense/BiasAdd/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583484: I tensorflow/core/common_runtime/placer.cc:54] sequential/dense/BiasAdd/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0 | |
| sequential/dense/BiasAdd: (BiasAdd): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583498: I tensorflow/core/common_runtime/placer.cc:54] sequential/dense/BiasAdd: (BiasAdd): /job:localhost/replica:0/task:0/device:GPU:0 | |
| sequential/dense/Relu: (Relu): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583511: I tensorflow/core/common_runtime/placer.cc:54] sequential/dense/Relu: (Relu): /job:localhost/replica:0/task:0/device:GPU:0 | |
| sequential/dense_1/MatMul/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583523: I tensorflow/core/common_runtime/placer.cc:54] sequential/dense_1/MatMul/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0 | |
| sequential/dense_1/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583539: I tensorflow/core/common_runtime/placer.cc:54] sequential/dense_1/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:GPU:0 | |
| sequential/dense_1/BiasAdd/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583550: I tensorflow/core/common_runtime/placer.cc:54] sequential/dense_1/BiasAdd/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0 | |
| sequential/dense_1/BiasAdd: (BiasAdd): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583565: I tensorflow/core/common_runtime/placer.cc:54] sequential/dense_1/BiasAdd: (BiasAdd): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583579: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583593: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/strided_slice: (StridedSlice): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583610: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/strided_slice: (StridedSlice): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/Reshape_1/shape: (Pack): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583624: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/Reshape_1/shape: (Pack): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583638: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/SparseSoftmaxCrossEntropyWithLogits/SparseSoftmaxCrossEntropyWithLogits: (SparseSoftmaxCrossEntropyWithLogits): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583653: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/SparseSoftmaxCrossEntropyWithLogits/SparseSoftmaxCrossEntropyWithLogits: (SparseSoftmaxCrossEntropyWithLogits): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/weighted_loss/broadcast_weights/assert_broadcastable/static_scalar_check_success: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583671: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/weighted_loss/broadcast_weights/assert_broadcastable/static_scalar_check_success: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/weighted_loss/broadcast_weights/ones_like: (Fill): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583687: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/weighted_loss/broadcast_weights/ones_like: (Fill): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/weighted_loss/broadcast_weights: (Mul): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583703: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/weighted_loss/broadcast_weights: (Mul): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/weighted_loss/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583718: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/weighted_loss/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583732: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/num_elements/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583746: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/num_elements/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583762: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/value: (DivNoNan): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583777: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/value: (DivNoNan): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583790: I tensorflow/core/common_runtime/placer.cc:54] loss/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583806: I tensorflow/core/common_runtime/placer.cc:54] loss/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583820: I tensorflow/core/common_runtime/placer.cc:54] Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583836: I tensorflow/core/common_runtime/placer.cc:54] Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0 | |
| BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583852: I tensorflow/core/common_runtime/placer.cc:54] BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0 | |
| div_no_nan: (DivNoNan): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583867: I tensorflow/core/common_runtime/placer.cc:54] div_no_nan: (DivNoNan): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583881: I tensorflow/core/common_runtime/placer.cc:54] Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583896: I tensorflow/core/common_runtime/placer.cc:54] Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583911: I tensorflow/core/common_runtime/placer.cc:54] Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0 | |
| div_no_nan_1: (DivNoNan): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583924: I tensorflow/core/common_runtime/placer.cc:54] div_no_nan_1: (DivNoNan): /job:localhost/replica:0/task:0/device:GPU:0 | |
| div_no_nan_2: (DivNoNan): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583937: I tensorflow/core/common_runtime/placer.cc:54] div_no_nan_2: (DivNoNan): /job:localhost/replica:0/task:0/device:GPU:0 | |
| mul_2: (Mul): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583950: I tensorflow/core/common_runtime/placer.cc:54] mul_2: (Mul): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583964: I tensorflow/core/common_runtime/placer.cc:54] Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583980: I tensorflow/core/common_runtime/placer.cc:54] Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Reshape_2: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.583994: I tensorflow/core/common_runtime/placer.cc:54] Reshape_2: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Tile: (Tile): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584009: I tensorflow/core/common_runtime/placer.cc:54] Tile: (Tile): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Reshape_3: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584025: I tensorflow/core/common_runtime/placer.cc:54] Reshape_3: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Tile_1: (Tile): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584040: I tensorflow/core/common_runtime/placer.cc:54] Tile_1: (Tile): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Mul_3: (Mul): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584055: I tensorflow/core/common_runtime/placer.cc:54] Mul_3: (Mul): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Mul_4: (Mul): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584070: I tensorflow/core/common_runtime/placer.cc:54] Mul_4: (Mul): /job:localhost/replica:0/task:0/device:GPU:0 | |
| PreventGradient: (PreventGradient): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584084: I tensorflow/core/common_runtime/placer.cc:54] PreventGradient: (PreventGradient): /job:localhost/replica:0/task:0/device:GPU:0 | |
| ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584099: I tensorflow/core/common_runtime/placer.cc:54] ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0 | |
| mul_5: (Mul): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584115: I tensorflow/core/common_runtime/placer.cc:54] mul_5: (Mul): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Reshape_4: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584130: I tensorflow/core/common_runtime/placer.cc:54] Reshape_4: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0 | |
| BiasAddGrad: (BiasAddGrad): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584145: I tensorflow/core/common_runtime/placer.cc:54] BiasAddGrad: (BiasAddGrad): /job:localhost/replica:0/task:0/device:GPU:0 | |
| MatMul: (MatMul): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584159: I tensorflow/core/common_runtime/placer.cc:54] MatMul: (MatMul): /job:localhost/replica:0/task:0/device:GPU:0 | |
| MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584173: I tensorflow/core/common_runtime/placer.cc:54] MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:GPU:0 | |
| ReluGrad: (ReluGrad): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584186: I tensorflow/core/common_runtime/placer.cc:54] ReluGrad: (ReluGrad): /job:localhost/replica:0/task:0/device:GPU:0 | |
| BiasAddGrad_1: (BiasAddGrad): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584199: I tensorflow/core/common_runtime/placer.cc:54] BiasAddGrad_1: (BiasAddGrad): /job:localhost/replica:0/task:0/device:GPU:0 | |
| MatMul_2: (MatMul): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584213: I tensorflow/core/common_runtime/placer.cc:54] MatMul_2: (MatMul): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Adam/Cast/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584225: I tensorflow/core/common_runtime/placer.cc:54] Adam/Cast/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Adam/Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584237: I tensorflow/core/common_runtime/placer.cc:54] Adam/Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Adam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584248: I tensorflow/core/common_runtime/placer.cc:54] Adam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Adam/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584260: I tensorflow/core/common_runtime/placer.cc:54] Adam/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Adam/Cast_1: (Cast): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584272: I tensorflow/core/common_runtime/placer.cc:54] Adam/Cast_1: (Cast): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Adam/Cast_2/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584283: I tensorflow/core/common_runtime/placer.cc:54] Adam/Cast_2/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Adam/Identity_1: (Identity): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584295: I tensorflow/core/common_runtime/placer.cc:54] Adam/Identity_1: (Identity): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Adam/Cast_3/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584306: I tensorflow/core/common_runtime/placer.cc:54] Adam/Cast_3/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Adam/Identity_2: (Identity): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584319: I tensorflow/core/common_runtime/placer.cc:54] Adam/Identity_2: (Identity): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Adam/Pow: (Pow): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584332: I tensorflow/core/common_runtime/placer.cc:54] Adam/Pow: (Pow): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Adam/Pow_1: (Pow): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584345: I tensorflow/core/common_runtime/placer.cc:54] Adam/Pow_1: (Pow): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Adam/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584357: I tensorflow/core/common_runtime/placer.cc:54] Adam/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Adam/Sqrt: (Sqrt): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584371: I tensorflow/core/common_runtime/placer.cc:54] Adam/Sqrt: (Sqrt): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Adam/sub_1: (Sub): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584384: I tensorflow/core/common_runtime/placer.cc:54] Adam/sub_1: (Sub): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Adam/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584396: I tensorflow/core/common_runtime/placer.cc:54] Adam/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Adam/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584409: I tensorflow/core/common_runtime/placer.cc:54] Adam/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Adam/sub_2: (Sub): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584421: I tensorflow/core/common_runtime/placer.cc:54] Adam/sub_2: (Sub): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Adam/sub_3: (Sub): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584432: I tensorflow/core/common_runtime/placer.cc:54] Adam/sub_3: (Sub): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Adam/Adam/update/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584441: I tensorflow/core/common_runtime/placer.cc:54] Adam/Adam/update/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Adam/Adam/update_1/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584452: I tensorflow/core/common_runtime/placer.cc:54] Adam/Adam/update_1/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Adam/Adam/update_2/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584462: I tensorflow/core/common_runtime/placer.cc:54] Adam/Adam/update_2/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Adam/Adam/update_3/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584473: I tensorflow/core/common_runtime/placer.cc:54] Adam/Adam/update_3/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Adam/Adam/AssignAddVariableOp: (AssignAddVariableOp): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584485: I tensorflow/core/common_runtime/placer.cc:54] Adam/Adam/AssignAddVariableOp: (AssignAddVariableOp): /job:localhost/replica:0/task:0/device:GPU:0 | |
| metrics/accuracy/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584499: I tensorflow/core/common_runtime/placer.cc:54] metrics/accuracy/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0 | |
| metrics/accuracy/Squeeze: (Squeeze): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584515: I tensorflow/core/common_runtime/placer.cc:54] metrics/accuracy/Squeeze: (Squeeze): /job:localhost/replica:0/task:0/device:GPU:0 | |
| metrics/accuracy/ArgMax: (ArgMax): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584530: I tensorflow/core/common_runtime/placer.cc:54] metrics/accuracy/ArgMax: (ArgMax): /job:localhost/replica:0/task:0/device:GPU:0 | |
| metrics/accuracy/Cast_1: (Cast): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584545: I tensorflow/core/common_runtime/placer.cc:54] metrics/accuracy/Cast_1: (Cast): /job:localhost/replica:0/task:0/device:GPU:0 | |
| metrics/accuracy/Equal: (Equal): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584558: I tensorflow/core/common_runtime/placer.cc:54] metrics/accuracy/Equal: (Equal): /job:localhost/replica:0/task:0/device:GPU:0 | |
| metrics/accuracy/Cast_2: (Cast): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584573: I tensorflow/core/common_runtime/placer.cc:54] metrics/accuracy/Cast_2: (Cast): /job:localhost/replica:0/task:0/device:GPU:0 | |
| metrics/accuracy/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584585: I tensorflow/core/common_runtime/placer.cc:54] metrics/accuracy/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0 | |
| metrics/accuracy/AssignAddVariableOp: (AssignAddVariableOp): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584593: I tensorflow/core/common_runtime/placer.cc:54] metrics/accuracy/AssignAddVariableOp: (AssignAddVariableOp): /job:localhost/replica:0/task:0/device:GPU:0 | |
| metrics/accuracy/Cast_3: (Cast): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584606: I tensorflow/core/common_runtime/placer.cc:54] metrics/accuracy/Cast_3: (Cast): /job:localhost/replica:0/task:0/device:GPU:0 | |
| metrics/accuracy/AssignAddVariableOp_1: (AssignAddVariableOp): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584617: I tensorflow/core/common_runtime/placer.cc:54] metrics/accuracy/AssignAddVariableOp_1: (AssignAddVariableOp): /job:localhost/replica:0/task:0/device:GPU:0 | |
| metrics/accuracy/div_no_nan/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584629: I tensorflow/core/common_runtime/placer.cc:54] metrics/accuracy/div_no_nan/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0 | |
| metrics/accuracy/div_no_nan/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584639: I tensorflow/core/common_runtime/placer.cc:54] metrics/accuracy/div_no_nan/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0 | |
| metrics/accuracy/div_no_nan: (DivNoNan): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584655: I tensorflow/core/common_runtime/placer.cc:54] metrics/accuracy/div_no_nan: (DivNoNan): /job:localhost/replica:0/task:0/device:GPU:0 | |
| metrics/accuracy/Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584670: I tensorflow/core/common_runtime/placer.cc:54] metrics/accuracy/Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Cast_1: (Cast): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584685: I tensorflow/core/common_runtime/placer.cc:54] Cast_1: (Cast): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584698: I tensorflow/core/common_runtime/placer.cc:54] Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Identity_1: (Identity): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584711: I tensorflow/core/common_runtime/placer.cc:54] Identity_1: (Identity): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Identity_2: (Identity): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584725: I tensorflow/core/common_runtime/placer.cc:54] Identity_2: (Identity): /job:localhost/replica:0/task:0/device:GPU:0 | |
| identity_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584739: I tensorflow/core/common_runtime/placer.cc:54] identity_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0 | |
| identity_1_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584751: I tensorflow/core/common_runtime/placer.cc:54] identity_1_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0 | |
| identity_2_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584765: I tensorflow/core/common_runtime/placer.cc:54] identity_2_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584779: I tensorflow/core/common_runtime/placer.cc:54] Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584790: I tensorflow/core/common_runtime/placer.cc:54] Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| strided_slice/stack: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584805: I tensorflow/core/common_runtime/placer.cc:54] strided_slice/stack: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| strided_slice/stack_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584820: I tensorflow/core/common_runtime/placer.cc:54] strided_slice/stack_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| strided_slice/stack_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584836: I tensorflow/core/common_runtime/placer.cc:54] strided_slice/stack_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| sequential/flatten/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584850: I tensorflow/core/common_runtime/placer.cc:54] sequential/flatten/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584863: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584874: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/strided_slice/stack: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584890: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/strided_slice/stack: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/strided_slice/stack_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584906: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/strided_slice/stack_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/strided_slice/stack_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584921: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/strided_slice/stack_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/Reshape_1/shape/0: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584936: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/Reshape_1/shape/0: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/SparseSoftmaxCrossEntropyWithLogits/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584952: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/SparseSoftmaxCrossEntropyWithLogits/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/weighted_loss/Cast/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584966: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/weighted_loss/Cast/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/weighted_loss/broadcast_weights/assert_broadcastable/weights/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584981: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/weighted_loss/broadcast_weights/assert_broadcastable/weights/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/weighted_loss/broadcast_weights/assert_broadcastable/weights/rank: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.584997: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/weighted_loss/broadcast_weights/assert_broadcastable/weights/rank: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/weighted_loss/broadcast_weights/assert_broadcastable/values/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.585013: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/weighted_loss/broadcast_weights/assert_broadcastable/values/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/weighted_loss/broadcast_weights/assert_broadcastable/values/rank: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.585029: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/weighted_loss/broadcast_weights/assert_broadcastable/values/rank: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/weighted_loss/broadcast_weights/ones_like/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.585045: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/weighted_loss/broadcast_weights/ones_like/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/weighted_loss/broadcast_weights/ones_like/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.585060: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/weighted_loss/broadcast_weights/ones_like/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.585077: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.585090: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/Const_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.585101: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/Const_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/mul/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.585114: I tensorflow/core/common_runtime/placer.cc:54] loss/mul/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.585126: I tensorflow/core/common_runtime/placer.cc:54] loss/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| ones: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.585141: I tensorflow/core/common_runtime/placer.cc:54] ones: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.585156: I tensorflow/core/common_runtime/placer.cc:54] Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.585169: I tensorflow/core/common_runtime/placer.cc:54] Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Reshape_2/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.585182: I tensorflow/core/common_runtime/placer.cc:54] Reshape_2/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Const_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.585195: I tensorflow/core/common_runtime/placer.cc:54] Const_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Reshape_3/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.585208: I tensorflow/core/common_runtime/placer.cc:54] Reshape_3/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Const_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.585224: I tensorflow/core/common_runtime/placer.cc:54] Const_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.585239: I tensorflow/core/common_runtime/placer.cc:54] ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Shape_3: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.585252: I tensorflow/core/common_runtime/placer.cc:54] Shape_3: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Adam/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.585266: I tensorflow/core/common_runtime/placer.cc:54] Adam/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Adam/sub/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.585278: I tensorflow/core/common_runtime/placer.cc:54] Adam/sub/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Adam/sub_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.585291: I tensorflow/core/common_runtime/placer.cc:54] Adam/sub_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Adam/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.585304: I tensorflow/core/common_runtime/placer.cc:54] Adam/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Adam/sub_2/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.585317: I tensorflow/core/common_runtime/placer.cc:54] Adam/sub_2/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Adam/sub_3/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.585331: I tensorflow/core/common_runtime/placer.cc:54] Adam/sub_3/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Adam/Adam/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.585344: I tensorflow/core/common_runtime/placer.cc:54] Adam/Adam/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| metrics/accuracy/ArgMax/dimension: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.585360: I tensorflow/core/common_runtime/placer.cc:54] metrics/accuracy/ArgMax/dimension: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| metrics/accuracy/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.585375: I tensorflow/core/common_runtime/placer.cc:54] metrics/accuracy/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| metrics/accuracy/Size: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.585392: I tensorflow/core/common_runtime/placer.cc:54] metrics/accuracy/Size: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:18:52.631912: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcublas.so.10 | |
| 60000/60000 [==============================] - 3s 45us/sample - loss: 3.3858 - accuracy: 0.7099 | |
| Epoch 2/10 | |
| 60000/60000 [==============================] - 2s 37us/sample - loss: 0.6324 - accuracy: 0.7787 | |
| Epoch 3/10 | |
| 60000/60000 [==============================] - 2s 38us/sample - loss: 0.5549 - accuracy: 0.8049 | |
| Epoch 4/10 | |
| 60000/60000 [==============================] - 2s 38us/sample - loss: 0.5286 - accuracy: 0.8173 | |
| Epoch 5/10 | |
| 60000/60000 [==============================] - 2s 37us/sample - loss: 0.5068 - accuracy: 0.8271 | |
| Epoch 6/10 | |
| 60000/60000 [==============================] - 2s 37us/sample - loss: 0.5000 - accuracy: 0.8292 | |
| Epoch 7/10 | |
| 60000/60000 [==============================] - 2s 37us/sample - loss: 0.4872 - accuracy: 0.8329 | |
| Epoch 8/10 | |
| 60000/60000 [==============================] - 2s 39us/sample - loss: 0.4833 - accuracy: 0.8366 | |
| Epoch 9/10 | |
| 60000/60000 [==============================] - 2s 39us/sample - loss: 0.4658 - accuracy: 0.8407 | |
| Epoch 10/10 | |
| 60000/60000 [==============================] - 2s 38us/sample - loss: 0.4675 - accuracy: 0.8409 | |
| 2020-09-01 06:19:15.461502: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op DeleteIterator in device /job:localhost/replica:0/task:0/device:CPU:0 | |
| 2020-09-01 06:19:15.463657: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op RangeDataset in device /job:localhost/replica:0/task:0/device:CPU:0 | |
| 2020-09-01 06:19:15.463962: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op RepeatDataset in device /job:localhost/replica:0/task:0/device:CPU:0 | |
| 2020-09-01 06:19:15.471057: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op MapDataset in device /job:localhost/replica:0/task:0/device:CPU:0 | |
| 2020-09-01 06:19:15.471549: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op PrefetchDataset in device /job:localhost/replica:0/task:0/device:CPU:0 | |
| 2020-09-01 06:19:15.480079: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op FlatMapDataset in device /job:localhost/replica:0/task:0/device:CPU:0 | |
| 2020-09-01 06:19:15.480823: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op TensorDataset in device /job:localhost/replica:0/task:0/device:CPU:0 | |
| 2020-09-01 06:19:15.480993: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op RepeatDataset in device /job:localhost/replica:0/task:0/device:CPU:0 | |
| 2020-09-01 06:19:15.481171: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op ZipDataset in device /job:localhost/replica:0/task:0/device:CPU:0 | |
| 2020-09-01 06:19:15.486191: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op ParallelMapDataset in device /job:localhost/replica:0/task:0/device:CPU:0 | |
| 2020-09-01 06:19:15.487077: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op ModelDataset in device /job:localhost/replica:0/task:0/device:CPU:0 | |
| 2020-09-01 06:19:15.487276: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op AnonymousIteratorV2 in device /job:localhost/replica:0/task:0/device:CPU:0 | |
| 2020-09-01 06:19:15.530808: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op __inference_distributed_function_56990 in device /job:localhost/replica:0/task:0/device:GPU:0 | |
| input_iterator: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0 | |
| 2020-09-01 06:19:15.533377: I tensorflow/core/common_runtime/placer.cc:54] input_iterator: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0 | |
| input_iterator_1: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0 | |
| 2020-09-01 06:19:15.533392: I tensorflow/core/common_runtime/placer.cc:54] input_iterator_1: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0 | |
| sequential_dense_matmul_readvariableop_resource: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533399: I tensorflow/core/common_runtime/placer.cc:54] sequential_dense_matmul_readvariableop_resource: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0 | |
| sequential_dense_biasadd_readvariableop_resource: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533406: I tensorflow/core/common_runtime/placer.cc:54] sequential_dense_biasadd_readvariableop_resource: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0 | |
| sequential_dense_1_matmul_readvariableop_resource: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533413: I tensorflow/core/common_runtime/placer.cc:54] sequential_dense_1_matmul_readvariableop_resource: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0 | |
| sequential_dense_1_biasadd_readvariableop_resource: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533420: I tensorflow/core/common_runtime/placer.cc:54] sequential_dense_1_biasadd_readvariableop_resource: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0 | |
| metrics_accuracy_assignaddvariableop_resource: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533426: I tensorflow/core/common_runtime/placer.cc:54] metrics_accuracy_assignaddvariableop_resource: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0 | |
| metrics_accuracy_assignaddvariableop_1_resource: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533434: I tensorflow/core/common_runtime/placer.cc:54] metrics_accuracy_assignaddvariableop_1_resource: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0 | |
| IteratorGetNext: (IteratorGetNext): /job:localhost/replica:0/task:0/device:CPU:0 | |
| 2020-09-01 06:19:15.533447: I tensorflow/core/common_runtime/placer.cc:54] IteratorGetNext: (IteratorGetNext): /job:localhost/replica:0/task:0/device:CPU:0 | |
| Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0 | |
| 2020-09-01 06:19:15.533459: I tensorflow/core/common_runtime/placer.cc:54] Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0 | |
| strided_slice: (StridedSlice): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533469: I tensorflow/core/common_runtime/placer.cc:54] strided_slice: (StridedSlice): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533478: I tensorflow/core/common_runtime/placer.cc:54] Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0 | |
| sequential/flatten/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533490: I tensorflow/core/common_runtime/placer.cc:54] sequential/flatten/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0 | |
| sequential/dense/MatMul/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533498: I tensorflow/core/common_runtime/placer.cc:54] sequential/dense/MatMul/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0 | |
| sequential/dense/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533507: I tensorflow/core/common_runtime/placer.cc:54] sequential/dense/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:GPU:0 | |
| sequential/dense/BiasAdd/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533515: I tensorflow/core/common_runtime/placer.cc:54] sequential/dense/BiasAdd/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0 | |
| sequential/dense/BiasAdd: (BiasAdd): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533525: I tensorflow/core/common_runtime/placer.cc:54] sequential/dense/BiasAdd: (BiasAdd): /job:localhost/replica:0/task:0/device:GPU:0 | |
| sequential/dense/Relu: (Relu): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533535: I tensorflow/core/common_runtime/placer.cc:54] sequential/dense/Relu: (Relu): /job:localhost/replica:0/task:0/device:GPU:0 | |
| sequential/dense_1/MatMul/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533542: I tensorflow/core/common_runtime/placer.cc:54] sequential/dense_1/MatMul/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0 | |
| sequential/dense_1/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533552: I tensorflow/core/common_runtime/placer.cc:54] sequential/dense_1/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:GPU:0 | |
| sequential/dense_1/BiasAdd/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533560: I tensorflow/core/common_runtime/placer.cc:54] sequential/dense_1/BiasAdd/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0 | |
| sequential/dense_1/BiasAdd: (BiasAdd): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533570: I tensorflow/core/common_runtime/placer.cc:54] sequential/dense_1/BiasAdd: (BiasAdd): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533579: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/Shape: (Shape): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533588: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/Shape: (Shape): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533597: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/strided_slice: (StridedSlice): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533607: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/strided_slice: (StridedSlice): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/Reshape_1/shape: (Pack): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533617: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/Reshape_1/shape: (Pack): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533625: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/SparseSoftmaxCrossEntropyWithLogits/Shape: (Shape): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533635: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/SparseSoftmaxCrossEntropyWithLogits/Shape: (Shape): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/SparseSoftmaxCrossEntropyWithLogits/SparseSoftmaxCrossEntropyWithLogits: (SparseSoftmaxCrossEntropyWithLogits): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533645: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/SparseSoftmaxCrossEntropyWithLogits/SparseSoftmaxCrossEntropyWithLogits: (SparseSoftmaxCrossEntropyWithLogits): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/weighted_loss/broadcast_weights/assert_broadcastable/values/shape: (Shape): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533656: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/weighted_loss/broadcast_weights/assert_broadcastable/values/shape: (Shape): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/weighted_loss/broadcast_weights/assert_broadcastable/static_scalar_check_success: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533667: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/weighted_loss/broadcast_weights/assert_broadcastable/static_scalar_check_success: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/weighted_loss/broadcast_weights/ones_like/Shape: (Shape): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533677: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/weighted_loss/broadcast_weights/ones_like/Shape: (Shape): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/weighted_loss/broadcast_weights/ones_like: (Fill): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533687: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/weighted_loss/broadcast_weights/ones_like: (Fill): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/weighted_loss/broadcast_weights: (Mul): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533696: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/weighted_loss/broadcast_weights: (Mul): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/weighted_loss/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533706: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/weighted_loss/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533715: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/num_elements: (Size): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533724: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/num_elements: (Size): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/num_elements/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533735: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/num_elements/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533745: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/value: (DivNoNan): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533755: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/value: (DivNoNan): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533764: I tensorflow/core/common_runtime/placer.cc:54] loss/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533773: I tensorflow/core/common_runtime/placer.cc:54] loss/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0 | |
| metrics/accuracy/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533782: I tensorflow/core/common_runtime/placer.cc:54] metrics/accuracy/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0 | |
| metrics/accuracy/Squeeze: (Squeeze): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533792: I tensorflow/core/common_runtime/placer.cc:54] metrics/accuracy/Squeeze: (Squeeze): /job:localhost/replica:0/task:0/device:GPU:0 | |
| metrics/accuracy/ArgMax: (ArgMax): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533802: I tensorflow/core/common_runtime/placer.cc:54] metrics/accuracy/ArgMax: (ArgMax): /job:localhost/replica:0/task:0/device:GPU:0 | |
| metrics/accuracy/Cast_1: (Cast): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533811: I tensorflow/core/common_runtime/placer.cc:54] metrics/accuracy/Cast_1: (Cast): /job:localhost/replica:0/task:0/device:GPU:0 | |
| metrics/accuracy/Equal: (Equal): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533820: I tensorflow/core/common_runtime/placer.cc:54] metrics/accuracy/Equal: (Equal): /job:localhost/replica:0/task:0/device:GPU:0 | |
| metrics/accuracy/Cast_2: (Cast): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533830: I tensorflow/core/common_runtime/placer.cc:54] metrics/accuracy/Cast_2: (Cast): /job:localhost/replica:0/task:0/device:GPU:0 | |
| metrics/accuracy/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533839: I tensorflow/core/common_runtime/placer.cc:54] metrics/accuracy/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0 | |
| metrics/accuracy/AssignAddVariableOp: (AssignAddVariableOp): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533847: I tensorflow/core/common_runtime/placer.cc:54] metrics/accuracy/AssignAddVariableOp: (AssignAddVariableOp): /job:localhost/replica:0/task:0/device:GPU:0 | |
| metrics/accuracy/Size: (Size): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533857: I tensorflow/core/common_runtime/placer.cc:54] metrics/accuracy/Size: (Size): /job:localhost/replica:0/task:0/device:GPU:0 | |
| metrics/accuracy/Cast_3: (Cast): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533866: I tensorflow/core/common_runtime/placer.cc:54] metrics/accuracy/Cast_3: (Cast): /job:localhost/replica:0/task:0/device:GPU:0 | |
| metrics/accuracy/AssignAddVariableOp_1: (AssignAddVariableOp): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533874: I tensorflow/core/common_runtime/placer.cc:54] metrics/accuracy/AssignAddVariableOp_1: (AssignAddVariableOp): /job:localhost/replica:0/task:0/device:GPU:0 | |
| metrics/accuracy/div_no_nan/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533881: I tensorflow/core/common_runtime/placer.cc:54] metrics/accuracy/div_no_nan/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0 | |
| metrics/accuracy/div_no_nan/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533890: I tensorflow/core/common_runtime/placer.cc:54] metrics/accuracy/div_no_nan/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0 | |
| metrics/accuracy/div_no_nan: (DivNoNan): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533899: I tensorflow/core/common_runtime/placer.cc:54] metrics/accuracy/div_no_nan: (DivNoNan): /job:localhost/replica:0/task:0/device:GPU:0 | |
| metrics/accuracy/Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533909: I tensorflow/core/common_runtime/placer.cc:54] metrics/accuracy/Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Cast_1: (Cast): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533918: I tensorflow/core/common_runtime/placer.cc:54] Cast_1: (Cast): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533927: I tensorflow/core/common_runtime/placer.cc:54] Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Identity_1: (Identity): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533937: I tensorflow/core/common_runtime/placer.cc:54] Identity_1: (Identity): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Identity_2: (Identity): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533946: I tensorflow/core/common_runtime/placer.cc:54] Identity_2: (Identity): /job:localhost/replica:0/task:0/device:GPU:0 | |
| identity_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533955: I tensorflow/core/common_runtime/placer.cc:54] identity_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0 | |
| identity_1_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533964: I tensorflow/core/common_runtime/placer.cc:54] identity_1_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0 | |
| identity_2_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533973: I tensorflow/core/common_runtime/placer.cc:54] identity_2_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533982: I tensorflow/core/common_runtime/placer.cc:54] Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| strided_slice/stack: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.533992: I tensorflow/core/common_runtime/placer.cc:54] strided_slice/stack: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| strided_slice/stack_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.534001: I tensorflow/core/common_runtime/placer.cc:54] strided_slice/stack_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| strided_slice/stack_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.534011: I tensorflow/core/common_runtime/placer.cc:54] strided_slice/stack_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| sequential/flatten/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.534020: I tensorflow/core/common_runtime/placer.cc:54] sequential/flatten/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.534029: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/strided_slice/stack: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.534039: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/strided_slice/stack: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/strided_slice/stack_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.534048: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/strided_slice/stack_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/strided_slice/stack_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.534058: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/strided_slice/stack_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/Reshape_1/shape/0: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.534066: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/Reshape_1/shape/0: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/weighted_loss/Cast/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.534076: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/weighted_loss/Cast/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/weighted_loss/broadcast_weights/assert_broadcastable/weights/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.534085: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/weighted_loss/broadcast_weights/assert_broadcastable/weights/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/weighted_loss/broadcast_weights/assert_broadcastable/weights/rank: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.534096: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/weighted_loss/broadcast_weights/assert_broadcastable/weights/rank: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/weighted_loss/broadcast_weights/assert_broadcastable/values/rank: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.534106: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/weighted_loss/broadcast_weights/assert_broadcastable/values/rank: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/weighted_loss/broadcast_weights/ones_like/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.534116: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/weighted_loss/broadcast_weights/ones_like/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.534126: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/dense_1_loss/Const_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.534136: I tensorflow/core/common_runtime/placer.cc:54] loss/dense_1_loss/Const_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/mul/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.534145: I tensorflow/core/common_runtime/placer.cc:54] loss/mul/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| loss/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.534155: I tensorflow/core/common_runtime/placer.cc:54] loss/add/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| metrics/accuracy/ArgMax/dimension: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.534165: I tensorflow/core/common_runtime/placer.cc:54] metrics/accuracy/ArgMax/dimension: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| metrics/accuracy/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.534174: I tensorflow/core/common_runtime/placer.cc:54] metrics/accuracy/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 10000/10000 - 0s - loss: 0.5288 - accuracy: 0.8322 | |
| ################### [0] PREDICTION STARTED | |
| 2020-09-01 06:19:15.854237: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op RangeDataset in device /job:localhost/replica:0/task:0/device:CPU:0 | |
| 2020-09-01 06:19:15.854438: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op RepeatDataset in device /job:localhost/replica:0/task:0/device:CPU:0 | |
| 2020-09-01 06:19:15.858094: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op MapDataset in device /job:localhost/replica:0/task:0/device:CPU:0 | |
| 2020-09-01 06:19:15.858498: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op PrefetchDataset in device /job:localhost/replica:0/task:0/device:CPU:0 | |
| 2020-09-01 06:19:15.865395: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op FlatMapDataset in device /job:localhost/replica:0/task:0/device:CPU:0 | |
| 2020-09-01 06:19:15.865962: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op TensorDataset in device /job:localhost/replica:0/task:0/device:CPU:0 | |
| 2020-09-01 06:19:15.866117: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op RepeatDataset in device /job:localhost/replica:0/task:0/device:CPU:0 | |
| 2020-09-01 06:19:15.866272: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op ZipDataset in device /job:localhost/replica:0/task:0/device:CPU:0 | |
| 2020-09-01 06:19:15.869660: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op ParallelMapDataset in device /job:localhost/replica:0/task:0/device:CPU:0 | |
| 2020-09-01 06:19:15.870337: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op ModelDataset in device /job:localhost/replica:0/task:0/device:CPU:0 | |
| 2020-09-01 06:19:15.870512: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op AnonymousIteratorV2 in device /job:localhost/replica:0/task:0/device:CPU:0 | |
| 2020-09-01 06:19:15.885778: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op __inference_distributed_function_58022 in device /job:localhost/replica:0/task:0/device:GPU:0 | |
| input_iterator: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0 | |
| 2020-09-01 06:19:15.886535: I tensorflow/core/common_runtime/placer.cc:54] input_iterator: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0 | |
| input_iterator_1: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0 | |
| 2020-09-01 06:19:15.886548: I tensorflow/core/common_runtime/placer.cc:54] input_iterator_1: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0 | |
| sequential_1_sequential_dense_matmul_readvariableop_resource: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.886556: I tensorflow/core/common_runtime/placer.cc:54] sequential_1_sequential_dense_matmul_readvariableop_resource: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0 | |
| sequential_1_sequential_dense_biasadd_readvariableop_resource: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.886564: I tensorflow/core/common_runtime/placer.cc:54] sequential_1_sequential_dense_biasadd_readvariableop_resource: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0 | |
| sequential_1_sequential_dense_1_matmul_readvariableop_resource: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.886570: I tensorflow/core/common_runtime/placer.cc:54] sequential_1_sequential_dense_1_matmul_readvariableop_resource: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0 | |
| sequential_1_sequential_dense_1_biasadd_readvariableop_resource: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.886578: I tensorflow/core/common_runtime/placer.cc:54] sequential_1_sequential_dense_1_biasadd_readvariableop_resource: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0 | |
| IteratorGetNext: (IteratorGetNext): /job:localhost/replica:0/task:0/device:CPU:0 | |
| 2020-09-01 06:19:15.886590: I tensorflow/core/common_runtime/placer.cc:54] IteratorGetNext: (IteratorGetNext): /job:localhost/replica:0/task:0/device:CPU:0 | |
| Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.886602: I tensorflow/core/common_runtime/placer.cc:54] Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0 | |
| sequential_1/sequential/flatten/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.886612: I tensorflow/core/common_runtime/placer.cc:54] sequential_1/sequential/flatten/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0 | |
| sequential_1/sequential/dense/MatMul/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.886620: I tensorflow/core/common_runtime/placer.cc:54] sequential_1/sequential/dense/MatMul/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0 | |
| sequential_1/sequential/dense/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.886630: I tensorflow/core/common_runtime/placer.cc:54] sequential_1/sequential/dense/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:GPU:0 | |
| sequential_1/sequential/dense/BiasAdd/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.886638: I tensorflow/core/common_runtime/placer.cc:54] sequential_1/sequential/dense/BiasAdd/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0 | |
| sequential_1/sequential/dense/BiasAdd: (BiasAdd): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.886646: I tensorflow/core/common_runtime/placer.cc:54] sequential_1/sequential/dense/BiasAdd: (BiasAdd): /job:localhost/replica:0/task:0/device:GPU:0 | |
| sequential_1/sequential/dense/Relu: (Relu): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.886656: I tensorflow/core/common_runtime/placer.cc:54] sequential_1/sequential/dense/Relu: (Relu): /job:localhost/replica:0/task:0/device:GPU:0 | |
| sequential_1/sequential/dense_1/MatMul/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.886664: I tensorflow/core/common_runtime/placer.cc:54] sequential_1/sequential/dense_1/MatMul/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0 | |
| sequential_1/sequential/dense_1/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.886674: I tensorflow/core/common_runtime/placer.cc:54] sequential_1/sequential/dense_1/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:GPU:0 | |
| sequential_1/sequential/dense_1/BiasAdd/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.886680: I tensorflow/core/common_runtime/placer.cc:54] sequential_1/sequential/dense_1/BiasAdd/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:GPU:0 | |
| sequential_1/sequential/dense_1/BiasAdd: (BiasAdd): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.886690: I tensorflow/core/common_runtime/placer.cc:54] sequential_1/sequential/dense_1/BiasAdd: (BiasAdd): /job:localhost/replica:0/task:0/device:GPU:0 | |
| sequential_1/softmax/Softmax: (Softmax): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.886700: I tensorflow/core/common_runtime/placer.cc:54] sequential_1/softmax/Softmax: (Softmax): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.886710: I tensorflow/core/common_runtime/placer.cc:54] Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0 | |
| identity_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.886719: I tensorflow/core/common_runtime/placer.cc:54] identity_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0 | |
| Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.886730: I tensorflow/core/common_runtime/placer.cc:54] Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| sequential_1/sequential/flatten/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| 2020-09-01 06:19:15.886739: I tensorflow/core/common_runtime/placer.cc:54] sequential_1/sequential/flatten/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0 | |
| ################### [0] PREDICTION FINISHED in 250.29448908753693 ms | |
| ################### [1] PREDICTION STARTED | |
| 2020-09-01 06:19:16.104588: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op RangeDataset in device /job:localhost/replica:0/task:0/device:CPU:0 | |
| 2020-09-01 06:19:16.104829: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op RepeatDataset in device /job:localhost/replica:0/task:0/device:CPU:0 | |
| 2020-09-01 06:19:16.108737: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op MapDataset in device /job:localhost/replica:0/task:0/device:CPU:0 | |
| 2020-09-01 06:19:16.109143: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op PrefetchDataset in device /job:localhost/replica:0/task:0/device:CPU:0 | |
| 2020-09-01 06:19:16.116231: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op FlatMapDataset in device /job:localhost/replica:0/task:0/device:CPU:0 | |
| 2020-09-01 06:19:16.116793: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op TensorDataset in device /job:localhost/replica:0/task:0/device:CPU:0 | |
| 2020-09-01 06:19:16.116947: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op RepeatDataset in device /job:localhost/replica:0/task:0/device:CPU:0 | |
| 2020-09-01 06:19:16.117102: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op ZipDataset in device /job:localhost/replica:0/task:0/device:CPU:0 | |
| 2020-09-01 06:19:16.120357: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op ParallelMapDataset in device /job:localhost/replica:0/task:0/device:CPU:0 | |
| 2020-09-01 06:19:16.120909: I tensorflow/core/common_runtime/eager/execute.cc:573] Executing op ModelDataset in device /job:localhost/replica:0/task:0/device:CPU:0 | |
| ################### [1] PREDICTION FINISHED in 244.9932659510523 ms |
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