nohup: ignoring input Changing the edge structure from (synset -> synset) to (word -> word) Number of edges with words as nodes = 388301 Training set = (368301, 3) Test set = (20000, 3) HolE Model: Model restored 2021-10-14 17:05:48.658008: I tensorflow/core/platform/cpu_feature_guard.cc:142] Your CPU supports instructions that this TensorFlow binary was not compiled to use: AVX2 FMA 2021-10-14 17:05:48.686541: I tensorflow/core/platform/profile_utils/cpu_utils.cc:94] CPU Frequency: 2099990000 Hz 2021-10-14 17:05:48.688098: I tensorflow/compiler/xla/service/service.cc:168] XLA service 0x55cadbb45540 initialized for platform Host (this does not guarantee that XLA will be used). Devices: 2021-10-14 17:05:48.688127: I tensorflow/compiler/xla/service/service.cc:176] StreamExecutor device (0): Host, Default Version 2021-10-14 17:05:48.691328: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcuda.so.1 2021-10-14 17:05:48.970853: I tensorflow/compiler/xla/service/service.cc:168] XLA service 0x55cad8395c40 initialized for platform CUDA (this does not guarantee that XLA will be used). Devices: 2021-10-14 17:05:48.970919: I tensorflow/compiler/xla/service/service.cc:176] StreamExecutor device (0): NVIDIA GeForce RTX 2080 Ti, Compute Capability 7.5 2021-10-14 17:05:48.973258: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1639] Found device 0 with properties: name: NVIDIA GeForce RTX 2080 Ti major: 7 minor: 5 memoryClockRate(GHz): 1.545 pciBusID: 0000:04:00.0 2021-10-14 17:05:48.973787: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcudart.so.10.0 2021-10-14 17:05:48.976469: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcublas.so.10.0 2021-10-14 17:05:48.978584: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcufft.so.10.0 2021-10-14 17:05:48.979135: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcurand.so.10.0 2021-10-14 17:05:48.981822: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcusolver.so.10.0 2021-10-14 17:05:48.983842: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcusparse.so.10.0 2021-10-14 17:05:48.988697: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcudnn.so.7 2021-10-14 17:05:48.991239: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1767] Adding visible gpu devices: 0 2021-10-14 17:05:48.991288: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcudart.so.10.0 2021-10-14 17:05:48.992677: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1180] Device interconnect StreamExecutor with strength 1 edge matrix: 2021-10-14 17:05:48.992692: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1186] 0 2021-10-14 17:05:48.992700: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1199] 0: N 2021-10-14 17:05:48.995233: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1325] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 10321 MB memory) -> physical GPU (device: 0, name: NVIDIA GeForce RTX 2080 Ti, pci bus id: 0000:04:00.0, compute capability: 7.5) Results: Test mrr = 0.6042745800257157 Test hits_at_1 score = 0.50345 Test hits_at_3 score = 0.652375 Test hits_at_10 score = 0.818525 2021-10-14 17:08:30.333817: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1639] Found device 0 with properties: name: NVIDIA GeForce RTX 2080 Ti major: 7 minor: 5 memoryClockRate(GHz): 1.545 pciBusID: 0000:04:00.0 2021-10-14 17:08:30.333969: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcudart.so.10.0 2021-10-14 17:08:30.334004: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcublas.so.10.0 2021-10-14 17:08:30.334034: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcufft.so.10.0 2021-10-14 17:08:30.334080: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcurand.so.10.0 2021-10-14 17:08:30.334107: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcusolver.so.10.0 2021-10-14 17:08:30.334134: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcusparse.so.10.0 2021-10-14 17:08:30.334161: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcudnn.so.7 2021-10-14 17:08:30.337107: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1767] Adding visible gpu devices: 0 2021-10-14 17:08:30.337157: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1180] Device interconnect StreamExecutor with strength 1 edge matrix: 2021-10-14 17:08:30.337169: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1186] 0 2021-10-14 17:08:30.337178: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1199] 0: N 2021-10-14 17:08:30.340169: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1325] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 10321 MB memory) -> physical GPU (device: 0, name: NVIDIA GeForce RTX 2080 Ti, pci bus id: 0000:04:00.0, compute capability: 7.5) Stacked final scores df shape = (20000, 3) ###Iteration 0 completed!### Total test size = 20000 No. of triples predicted to have positive scores with HolE = 20000 HolE: