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) Model restored 2021-10-12 18:55:12.551288: I tensorflow/core/platform/cpu_feature_guard.cc:142] Your CPU supports instructions that this TensorFlow binary was not compiled to use: AVX2 FMA 2021-10-12 18:55:12.582618: I tensorflow/core/platform/profile_utils/cpu_utils.cc:94] CPU Frequency: 2099990000 Hz 2021-10-12 18:55:12.584186: I tensorflow/compiler/xla/service/service.cc:168] XLA service 0x55d5427f5980 initialized for platform Host (this does not guarantee that XLA will be used). Devices: 2021-10-12 18:55:12.584214: I tensorflow/compiler/xla/service/service.cc:176] StreamExecutor device (0): Host, Default Version 2021-10-12 18:55:12.587876: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcuda.so.1 2021-10-12 18:55:12.903751: I tensorflow/compiler/xla/service/service.cc:168] XLA service 0x55d5409b5770 initialized for platform CUDA (this does not guarantee that XLA will be used). Devices: 2021-10-12 18:55:12.903795: I tensorflow/compiler/xla/service/service.cc:176] StreamExecutor device (0): NVIDIA GeForce RTX 2080 Ti, Compute Capability 7.5 2021-10-12 18:55:12.905803: 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 2021-10-12 18:55:12.906248: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcudart.so.10.0 2021-10-12 18:55:12.908364: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcublas.so.10.0 2021-10-12 18:55:12.910090: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcufft.so.10.0 2021-10-12 18:55:12.910590: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcurand.so.10.0 2021-10-12 18:55:12.912984: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcusolver.so.10.0 2021-10-12 18:55:12.914815: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcusparse.so.10.0 2021-10-12 18:55:12.918375: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcudnn.so.7 2021-10-12 18:55:12.920982: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1767] Adding visible gpu devices: 0 2021-10-12 18:55:12.921028: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcudart.so.10.0 2021-10-12 18:55:12.922450: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1180] Device interconnect StreamExecutor with strength 1 edge matrix: 2021-10-12 18:55:12.922467: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1186] 0 2021-10-12 18:55:12.922474: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1199] 0: N 2021-10-12 18:55:12.925173: 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 = 0.7545628869408038 Test hits_at_1 score = 0.676025 Test hits_at_3 score = 0.804975 Test hits_at_10 score = 0.908775 2021-10-12 18:57:53.900767: 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 2021-10-12 18:57:53.900901: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcudart.so.10.0 2021-10-12 18:57:53.900929: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcublas.so.10.0 2021-10-12 18:57:53.900952: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcufft.so.10.0 2021-10-12 18:57:53.900989: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcurand.so.10.0 2021-10-12 18:57:53.901011: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcusolver.so.10.0 2021-10-12 18:57:53.901033: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcusparse.so.10.0 2021-10-12 18:57:53.901054: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcudnn.so.7 2021-10-12 18:57:53.903428: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1767] Adding visible gpu devices: 0 2021-10-12 18:57:53.903469: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1180] Device interconnect StreamExecutor with strength 1 edge matrix: 2021-10-12 18:57:53.903476: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1186] 0 2021-10-12 18:57:53.903482: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1199] 0: N 2021-10-12 18:57:53.905851: 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 complex = 20000 Complex: triple score prob 1949 ব্যক্তি 31 বান্দা 1.801779 0.858365 14010 পদার্থ 31 জিনিস 1.350187 0.794160 13078 জিনিস 31 দ্রব্য 1.301077 0.786016 13747 জীব 31 জন্তু 1.278023 0.782113 17932 রাক্ষস 31 দানব 0.959023 0.722926 10564 কাঠ 31 দারু 0.862878 0.703262 10016 পাদপ 31 বনস্পতি 0.843885 0.699283 4479 বিটপ 31 বনস্পতি 0.840786 0.698631 19046 ভাবনা 31 ভাব 0.838961 0.698246 13978 তরু 31 বিটপী 0.800197 0.690017 17551 মহিলা 31 মহিলা 0.767955 0.683078 9455 খেচর 31 বিহগ 0.749552 0.679081 11196 খাদ্য_বস্তু 31 খাওয়ার_জিনিষ 0.720360 0.672686 3548 গাছ-পালা 31 বৃক্ষ 0.703053 0.668864 11057 সময় 31 বেলা 0.699449 0.668066 2000 অংশ 31 বিভাগ 0.661946 0.659697 3051 আহার্য্য_পদার্থ 31 খাওয়ার_জিনিষ 0.655679 0.658289 3272 খাদ্য_পদার্থ 31 ভোজ্য_পদার্থ 0.646607 0.656246 4984 খাদ্য_পদার্থ 31 আহার 0.633441 0.653269 739 ফুল 31 পুষ্পক 0.626819 0.651768 14949 সংগঠন 31 সংস্থা 0.620393 0.650308 10893 যন্ত্র 31 কল 0.619589 0.650125 7326 সাধু 31 মহাত্মা 0.605728 0.646966 18281 লৌহ 31 লোহা 0.587074 0.642694 3890 থামানো 18 কাজ_করা 0.586506 0.642563 18506 খোলা 18 কাজ_করা 0.579573 0.640969 7195 প্রাকৃতিক_বস্তু 31 নৈসর্গিক_বস্তু 0.570301 0.638833 17905 ভূখণ্ড 31 ভূ-ভাগ 0.566931 0.638055 4105 কঠিন 27 কাজ 0.561189 0.636728 4748 পরিধান 31 বস্ত্র 0.559958 0.636443