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results.txt
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results.txt
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/home/hussein/anaconda3/envs/KGNET_V2/bin/python /media/hussein/UbuntuData/GithubRepos/KGNET_V2/main.py
<class 'sparqlEndpoints.openlinkVirtuosoEndpoint.openlinkVirtuosoEndpoint'>
vos 7.5.2
Query_time= 0:00:17.243683
2022-02-22 11:57:22.911772: I tensorflow/core/platform/cpu_feature_guard.cc:142] Your CPU supports instructions that this TensorFlow binary was not compiled to use: AVX2 FMA
2022-02-22 11:57:22.938608: I tensorflow/core/platform/profile_utils/cpu_utils.cc:94] CPU Frequency: 2599990000 Hz
2022-02-22 11:57:22.939032: I tensorflow/compiler/xla/service/service.cc:168] XLA service 0x55ceb258b690 initialized for platform Host (this does not guarantee that XLA will be used). Devices:
2022-02-22 11:57:22.939050: I tensorflow/compiler/xla/service/service.cc:176] StreamExecutor device (0): Host, Default Version
Average DistMult Loss: 0.220152: 100%|██████████| 50/50 [00:36<00:00, 1.38epoch/s]
Train_Emb_DistMult_time= 0:00:36.812347
Emb_To_np_ListDistMult_time= 0:00:00.403192
Faiss IndexFlatL2 added DistMult for 267 entity to dataset
FaissIndex_DistMult_time= 0:00:00.002922
FaissSearchTop100_DistMult_time= 0:00:00.014407
len df_embs_DistMult= 267
Average TransE Loss: 0.978708: 100%|██████████| 50/50 [00:34<00:00, 1.45epoch/s]
Train_Emb_TransE_time= 0:00:34.983981
Emb_To_np_ListTransE_time= 0:00:00.392371
Faiss IndexFlatL2 added TransE for 267 entity to dataset
FaissIndex_TransE_time= 0:00:00.002816
FaissSearchTop100_TransE_time= 0:00:00.013983
len df_embs_TransE= 267
Average HolE Loss: 1.307782: 100%|██████████| 50/50 [01:16<00:00, 1.53s/epoch]
Train_Emb_HolE_time= 0:01:16.934072
Emb_To_np_ListHolE_time= 0:00:00.485464
Faiss IndexFlatL2 added HolE for 267 entity to dataset
FaissIndex_HolE_time= 0:00:00.003294
FaissSearchTop100_HolE_time= 0:00:00.016197
len df_embs_HolE= 267
len df_citizenship= 35
/home/hussein/anaconda3/envs/KGNET_V2/lib/python3.7/site-packages/sklearn/model_selection/_split.py:680: UserWarning: The least populated class in y has only 1 members, which is less than n_splits=10.
UserWarning,
RF_Training_novel_emb_DistMult_df_time= 0:00:05.503903
novel_emb_DistMult_df_RF_CM= (array([[ 0, 1, 0, 0, 0, 0, 0, 0, 0],
[ 0, 71, 0, 0, 0, 0, 0, 0, 0],
[ 0, 6, 0, 0, 0, 0, 0, 0, 0],
[ 0, 2, 0, 0, 0, 0, 0, 0, 0],
[ 0, 1, 0, 0, 0, 0, 0, 0, 0],
[ 0, 0, 0, 0, 0, 0, 0, 0, 0],
[ 0, 0, 0, 0, 0, 0, 0, 0, 0],
[ 0, 0, 0, 0, 0, 0, 0, 0, 0],
[ 0, 0, 0, 0, 0, 0, 0, 0, 0]]), 0.8765432098765432)
/home/hussein/anaconda3/envs/KGNET_V2/lib/python3.7/site-packages/sklearn/model_selection/_split.py:680: UserWarning: The least populated class in y has only 1 members, which is less than n_splits=10.
UserWarning,
RF_Training_novel_emb_TransE_df_time= 0:00:05.444502
novel_emb_TransE_df_RF_CM= (array([[ 0, 0, 0, 0, 0, 0, 0, 0, 0],
[ 0, 68, 0, 0, 0, 0, 0, 0, 0],
[ 0, 8, 0, 0, 0, 0, 0, 0, 0],
[ 0, 3, 0, 0, 0, 0, 0, 0, 0],
[ 0, 1, 0, 0, 0, 0, 0, 0, 0],
[ 0, 0, 0, 0, 0, 0, 0, 0, 0],
[ 0, 0, 0, 0, 0, 0, 0, 0, 0],
[ 0, 1, 0, 0, 0, 0, 0, 0, 0],
[ 0, 0, 0, 0, 0, 0, 0, 0, 0]]), 0.8395061728395061)
/home/hussein/anaconda3/envs/KGNET_V2/lib/python3.7/site-packages/sklearn/model_selection/_split.py:680: UserWarning: The least populated class in y has only 1 members, which is less than n_splits=10.
UserWarning,
RF_Training_novel_emb_HolE_df_time= 0:00:05.184498
novel_emb_HolE_df_RF_CM= (array([[ 0, 1, 0, 0, 0, 0, 0, 0, 0],
[ 0, 69, 0, 0, 0, 0, 0, 0, 0],
[ 0, 6, 0, 0, 0, 0, 0, 0, 0],
[ 0, 3, 0, 0, 0, 0, 0, 0, 0],
[ 0, 1, 0, 0, 0, 0, 0, 0, 0],
[ 0, 0, 0, 0, 0, 0, 0, 0, 0],
[ 0, 1, 0, 0, 0, 0, 0, 0, 0],
[ 0, 0, 0, 0, 0, 0, 0, 0, 0],
[ 0, 0, 0, 0, 0, 0, 0, 0, 0]]), 0.8518518518518519)
Process finished with exit code 0
---------------------------------------------------
/home/hussein/anaconda3/envs/KGNET_V2/bin/python /media/hussein/UbuntuData/GithubRepos/KGNET_V2/main.py
<class 'sparqlEndpoints.openlinkVirtuosoEndpoint.openlinkVirtuosoEndpoint'>
vos 7.5.2
Query_time= 0:00:07.866214
2022-02-22 12:24:04.615739: I tensorflow/core/platform/cpu_feature_guard.cc:142] Your CPU supports instructions that this TensorFlow binary was not compiled to use: AVX2 FMA
2022-02-22 12:24:04.638717: I tensorflow/core/platform/profile_utils/cpu_utils.cc:94] CPU Frequency: 2599990000 Hz
2022-02-22 12:24:04.640194: I tensorflow/compiler/xla/service/service.cc:168] XLA service 0x5561abe339d0 initialized for platform Host (this does not guarantee that XLA will be used). Devices:
2022-02-22 12:24:04.640232: I tensorflow/compiler/xla/service/service.cc:176] StreamExecutor device (0): Host, Default Version
Average DistMult Loss: 0.218532: 100%|██████████| 50/50 [00:16<00:00, 2.96epoch/s]
Train_Emb_DistMult_time= 0:00:17.316444
Emb_To_np_ListDistMult_time= 0:00:00.103796
Faiss IndexFlatL2 added DistMult for 64 entity to dataset
FaissIndex_DistMult_time= 0:00:00.001171
FaissSearchTop100_DistMult_time= 0:00:00.014335
len df_embs_DistMult= 64
Average TransE Loss: 1.013731: 100%|██████████| 50/50 [00:15<00:00, 3.33epoch/s]
Train_Emb_TransE_time= 0:00:15.421682
Emb_To_np_ListTransE_time= 0:00:00.106388
Faiss IndexFlatL2 added TransE for 64 entity to dataset
FaissIndex_TransE_time= 0:00:00.001205
FaissSearchTop100_TransE_time= 0:00:00.014892
len df_embs_TransE= 64
Average HolE Loss: 1.449891: 100%|██████████| 50/50 [00:32<00:00, 1.53epoch/s]
Train_Emb_HolE_time= 0:00:33.334745
Emb_To_np_ListHolE_time= 0:00:00.109302
Faiss IndexFlatL2 added HolE for 64 entity to dataset
FaissIndex_HolE_time= 0:00:00.001147
FaissSearchTop100_HolE_time= 0:00:00.014786
len df_embs_HolE= 64
len df_classification_target= 66
/home/hussein/anaconda3/envs/KGNET_V2/lib/python3.7/site-packages/sklearn/model_selection/_split.py:680: UserWarning: The least populated class in y has only 1 members, which is less than n_splits=10.
UserWarning,
RF_Training_Space_advocates_emb_DistMult_df_time= 0:00:04.064951
Space_advocates_emb_DistMult_df_RF_CM= (array([[0, 0, 0, ..., 0, 0, 0],
[0, 0, 0, ..., 0, 0, 0],
[0, 0, 0, ..., 0, 0, 0],
...,
[0, 0, 0, ..., 0, 0, 0],
[0, 0, 0, ..., 0, 0, 0],
[0, 0, 0, ..., 0, 0, 0]]), 0.45)
/home/hussein/anaconda3/envs/KGNET_V2/lib/python3.7/site-packages/sklearn/model_selection/_split.py:680: UserWarning: The least populated class in y has only 1 members, which is less than n_splits=10.
UserWarning,
RF_Training_Space_advocates_emb_TransE_df_time= 0:00:04.113616
Space_advocates_emb_TransE_df_RF_CM= (array([[0, 0, 0, ..., 0, 0, 0],
[0, 0, 0, ..., 0, 0, 0],
[0, 0, 0, ..., 0, 0, 0],
...,
[0, 0, 0, ..., 0, 0, 0],
[0, 0, 0, ..., 0, 0, 0],
[0, 0, 0, ..., 0, 0, 0]]), 0.5)
/home/hussein/anaconda3/envs/KGNET_V2/lib/python3.7/site-packages/sklearn/model_selection/_split.py:680: UserWarning: The least populated class in y has only 1 members, which is less than n_splits=10.
UserWarning,
RF_Training_Space_advocates_emb_HolE_df_time= 0:00:04.016478
Space_advocates_emb_HolE_df_RF_CM= (array([[0, 1, 0, ..., 0, 0, 0],
[0, 0, 0, ..., 0, 0, 0],
[0, 0, 0, ..., 0, 0, 0],
...,
[0, 0, 0, ..., 0, 0, 0],
[0, 0, 0, ..., 0, 0, 0],
[0, 0, 0, ..., 0, 0, 0]]), 0.3)
Process finished with exit code 0