new file: data/ESBM_benchmark_v1.2/GATES_log.txt

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diff --git a/data/ESBM_benchmark_v1.2/GATES_log.txt b/data/ESBM_benchmark_v1.2/GATES_log.txt
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+dbpedia-top5 epoch:	[9, 10, 5, 1, 2]
+dbpedia-top10 epoch:	[12, 24, 6, 1, 1]
+lmdb-top5 epoch:	[43, 0, 1, 5, 2]
+lmdb-top10 epoch:	[1, 0, 1, 4, 2]
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diff --git a/models/gates_checkpoint-lmdb-5-0/checkpoint_epoch_18.pt b/models/gates_checkpoint-lmdb-5-0/checkpoint_epoch_18.pt
diff --git a/models/gates_checkpoint-lmdb-5-0/checkpoint_epoch_19.pt b/models/gates_checkpoint-lmdb-5-0/checkpoint_epoch_19.pt
diff --git a/models/gates_checkpoint-lmdb-5-0/checkpoint_epoch_2.pt b/models/gates_checkpoint-lmdb-5-0/checkpoint_epoch_2.pt
diff --git a/models/gates_checkpoint-lmdb-5-0/checkpoint_epoch_20.pt b/models/gates_checkpoint-lmdb-5-0/checkpoint_epoch_20.pt
diff --git a/models/gates_checkpoint-lmdb-5-0/checkpoint_epoch_21.pt b/models/gates_checkpoint-lmdb-5-0/checkpoint_epoch_21.pt
diff --git a/models/gates_checkpoint-lmdb-5-0/checkpoint_epoch_22.pt b/models/gates_checkpoint-lmdb-5-0/checkpoint_epoch_22.pt
diff --git a/models/gates_checkpoint-lmdb-5-0/checkpoint_epoch_23.pt b/models/gates_checkpoint-lmdb-5-0/checkpoint_epoch_23.pt
diff --git a/models/gates_checkpoint-lmdb-5-0/checkpoint_epoch_24.pt b/models/gates_checkpoint-lmdb-5-0/checkpoint_epoch_24.pt
diff --git a/models/gates_checkpoint-lmdb-5-0/checkpoint_epoch_25.pt b/models/gates_checkpoint-lmdb-5-0/checkpoint_epoch_25.pt
diff --git a/models/gates_checkpoint-lmdb-5-0/checkpoint_epoch_26.pt b/models/gates_checkpoint-lmdb-5-0/checkpoint_epoch_26.pt
diff --git a/models/gates_checkpoint-lmdb-5-0/checkpoint_epoch_27.pt b/models/gates_checkpoint-lmdb-5-0/checkpoint_epoch_27.pt
diff --git a/models/gates_checkpoint-lmdb-5-0/checkpoint_epoch_28.pt b/models/gates_checkpoint-lmdb-5-0/checkpoint_epoch_28.pt
diff --git a/models/gates_checkpoint-lmdb-5-0/checkpoint_epoch_29.pt b/models/gates_checkpoint-lmdb-5-0/checkpoint_epoch_29.pt
diff --git a/models/gates_checkpoint-lmdb-5-0/checkpoint_epoch_3.pt b/models/gates_checkpoint-lmdb-5-0/checkpoint_epoch_3.pt
diff --git a/models/gates_checkpoint-lmdb-5-0/checkpoint_epoch_30.pt b/models/gates_checkpoint-lmdb-5-0/checkpoint_epoch_30.pt
diff --git a/models/gates_checkpoint-lmdb-5-0/checkpoint_epoch_31.pt b/models/gates_checkpoint-lmdb-5-0/checkpoint_epoch_31.pt
diff --git a/models/gates_checkpoint-lmdb-5-0/checkpoint_epoch_32.pt b/models/gates_checkpoint-lmdb-5-0/checkpoint_epoch_32.pt
diff --git a/models/gates_checkpoint-lmdb-5-0/checkpoint_epoch_33.pt b/models/gates_checkpoint-lmdb-5-0/checkpoint_epoch_33.pt
diff --git a/models/gates_checkpoint-lmdb-5-0/checkpoint_epoch_35.pt b/models/gates_checkpoint-lmdb-5-0/checkpoint_epoch_35.pt
diff --git a/models/gates_checkpoint-lmdb-5-0/checkpoint_epoch_4.pt b/models/gates_checkpoint-lmdb-5-0/checkpoint_epoch_4.pt
diff --git a/models/gates_checkpoint-lmdb-5-0/checkpoint_epoch_42.pt b/models/gates_checkpoint-lmdb-5-0/checkpoint_epoch_42.pt
diff --git a/models/gates_checkpoint-lmdb-5-0/checkpoint_epoch_43.pt b/models/gates_checkpoint-lmdb-5-0/checkpoint_epoch_43.pt
diff --git a/models/gates_checkpoint-lmdb-5-0/checkpoint_epoch_5.pt b/models/gates_checkpoint-lmdb-5-0/checkpoint_epoch_5.pt
diff --git a/models/gates_checkpoint-lmdb-5-0/checkpoint_epoch_6.pt b/models/gates_checkpoint-lmdb-5-0/checkpoint_epoch_6.pt
diff --git a/models/gates_checkpoint-lmdb-5-0/checkpoint_epoch_9.pt b/models/gates_checkpoint-lmdb-5-0/checkpoint_epoch_9.pt
diff --git a/models/gates_checkpoint-lmdb-5-1/checkpoint_epoch_0.pt b/models/gates_checkpoint-lmdb-5-1/checkpoint_epoch_0.pt
diff --git a/models/gates_checkpoint-lmdb-5-2/checkpoint_epoch_0.pt b/models/gates_checkpoint-lmdb-5-2/checkpoint_epoch_0.pt
diff --git a/models/gates_checkpoint-lmdb-5-2/checkpoint_epoch_1.pt b/models/gates_checkpoint-lmdb-5-2/checkpoint_epoch_1.pt
diff --git a/models/gates_checkpoint-lmdb-5-2/checkpoint_epoch_11.pt b/models/gates_checkpoint-lmdb-5-2/checkpoint_epoch_11.pt
diff --git a/models/gates_checkpoint-lmdb-5-2/checkpoint_epoch_14.pt b/models/gates_checkpoint-lmdb-5-2/checkpoint_epoch_14.pt
diff --git a/models/gates_checkpoint-lmdb-5-2/checkpoint_epoch_15.pt b/models/gates_checkpoint-lmdb-5-2/checkpoint_epoch_15.pt
diff --git a/models/gates_checkpoint-lmdb-5-2/checkpoint_epoch_2.pt b/models/gates_checkpoint-lmdb-5-2/checkpoint_epoch_2.pt
diff --git a/models/gates_checkpoint-lmdb-5-2/checkpoint_epoch_3.pt b/models/gates_checkpoint-lmdb-5-2/checkpoint_epoch_3.pt
diff --git a/models/gates_checkpoint-lmdb-5-2/checkpoint_epoch_4.pt b/models/gates_checkpoint-lmdb-5-2/checkpoint_epoch_4.pt
diff --git a/models/gates_checkpoint-lmdb-5-2/checkpoint_epoch_5.pt b/models/gates_checkpoint-lmdb-5-2/checkpoint_epoch_5.pt
diff --git a/models/gates_checkpoint-lmdb-5-2/checkpoint_epoch_6.pt b/models/gates_checkpoint-lmdb-5-2/checkpoint_epoch_6.pt
diff --git a/models/gates_checkpoint-lmdb-5-2/checkpoint_epoch_7.pt b/models/gates_checkpoint-lmdb-5-2/checkpoint_epoch_7.pt
diff --git a/models/gates_checkpoint-lmdb-5-2/checkpoint_epoch_8.pt b/models/gates_checkpoint-lmdb-5-2/checkpoint_epoch_8.pt
diff --git a/models/gates_checkpoint-lmdb-5-2/checkpoint_epoch_9.pt b/models/gates_checkpoint-lmdb-5-2/checkpoint_epoch_9.pt
diff --git a/models/gates_checkpoint-lmdb-5-3/checkpoint_epoch_0.pt b/models/gates_checkpoint-lmdb-5-3/checkpoint_epoch_0.pt
diff --git a/models/gates_checkpoint-lmdb-5-3/checkpoint_epoch_1.pt b/models/gates_checkpoint-lmdb-5-3/checkpoint_epoch_1.pt
diff --git a/models/gates_checkpoint-lmdb-5-3/checkpoint_epoch_27.pt b/models/gates_checkpoint-lmdb-5-3/checkpoint_epoch_27.pt
diff --git a/models/gates_checkpoint-lmdb-5-3/checkpoint_epoch_3.pt b/models/gates_checkpoint-lmdb-5-3/checkpoint_epoch_3.pt
diff --git a/models/gates_checkpoint-lmdb-5-3/checkpoint_epoch_4.pt b/models/gates_checkpoint-lmdb-5-3/checkpoint_epoch_4.pt
diff --git a/models/gates_checkpoint-lmdb-5-3/checkpoint_epoch_5.pt b/models/gates_checkpoint-lmdb-5-3/checkpoint_epoch_5.pt
diff --git a/models/gates_checkpoint-lmdb-5-3/checkpoint_epoch_7.pt b/models/gates_checkpoint-lmdb-5-3/checkpoint_epoch_7.pt
diff --git a/models/gates_checkpoint-lmdb-5-4/checkpoint_epoch_0.pt b/models/gates_checkpoint-lmdb-5-4/checkpoint_epoch_0.pt
diff --git a/models/gates_checkpoint-lmdb-5-4/checkpoint_epoch_2.pt b/models/gates_checkpoint-lmdb-5-4/checkpoint_epoch_2.pt
diff --git a/requirements.txt b/requirements.txt
@@ -0,0 +1,7 @@
+scipy==1.5.4
+numpy==1.19.2
+gensim==3.8.3
+nltk==3.5
+torch==1.7.0
+psutil==5.8.0
+