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)
Distmult Model:
Model restored
2021-10-14 16:33:05.248727: 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 16:33:05.274654: I tensorflow/core/platform/profile_utils/cpu_utils.cc:94] CPU Frequency: 2099990000 Hz
2021-10-14 16:33:05.276338: I tensorflow/compiler/xla/service/service.cc:168] XLA service 0x5609192ab1a0 initialized for platform Host (this does not guarantee that XLA will be used). Devices:
2021-10-14 16:33:05.276365: I tensorflow/compiler/xla/service/service.cc:176]   StreamExecutor device (0): Host, Default Version
2021-10-14 16:33:05.279723: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcuda.so.1
2021-10-14 16:33:05.617021: I tensorflow/compiler/xla/service/service.cc:168] XLA service 0x560918f79d00 initialized for platform CUDA (this does not guarantee that XLA will be used). Devices:
2021-10-14 16:33:05.617060: I tensorflow/compiler/xla/service/service.cc:176]   StreamExecutor device (0): NVIDIA GeForce RTX 2080 Ti, Compute Capability 7.5
2021-10-14 16:33:05.618926: 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 16:33:05.619426: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcudart.so.10.0
2021-10-14 16:33:05.621853: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcublas.so.10.0
2021-10-14 16:33:05.623876: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcufft.so.10.0
2021-10-14 16:33:05.624403: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcurand.so.10.0
2021-10-14 16:33:05.627280: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcusolver.so.10.0
2021-10-14 16:33:05.629398: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcusparse.so.10.0
2021-10-14 16:33:05.633770: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcudnn.so.7
2021-10-14 16:33:05.636295: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1767] Adding visible gpu devices: 0
2021-10-14 16:33:05.636346: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcudart.so.10.0
2021-10-14 16:33:05.637728: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1180] Device interconnect StreamExecutor with strength 1 edge matrix:
2021-10-14 16:33:05.637743: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1186]      0 
2021-10-14 16:33:05.637749: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1199] 0:   N 
2021-10-14 16:33:05.640290: 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 = 0.6498997951589021
Test hits_at_1 score = 0.54315
Test hits_at_3 score = 0.715025
Test hits_at_10 score = 0.860675
2021-10-14 16:34:58.678576: 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 16:34:58.678733: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcudart.so.10.0
2021-10-14 16:34:58.678767: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcublas.so.10.0
2021-10-14 16:34:58.678816: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcufft.so.10.0
2021-10-14 16:34:58.678844: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcurand.so.10.0
2021-10-14 16:34:58.678869: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcusolver.so.10.0
2021-10-14 16:34:58.678895: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcusparse.so.10.0
2021-10-14 16:34:58.678921: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcudnn.so.7
2021-10-14 16:34:58.681906: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1767] Adding visible gpu devices: 0
2021-10-14 16:34:58.681955: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1180] Device interconnect StreamExecutor with strength 1 edge matrix:
2021-10-14 16:34:58.681966: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1186]      0 
2021-10-14 16:34:58.681974: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1199] 0:   N 
2021-10-14 16:34:58.685046: 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 distmult = 20000
DistMult: